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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2024 CUDA MODE + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/README.md b/README.md index 00d9e5c..14b4111 100644 --- a/README.md +++ b/README.md @@ -1,18 +1,183 @@ -# Supplementary Material for Lectures 2 & 3 +# Supplementary Material for Lectures +[![](https://dcbadge.vercel.app/api/server/gpumode?style=flat)](https://discord.gg/gpumode) -## Lecture 2 +[YouTube Channel](https://www.youtube.com/@GPUMODE) -- Recap Ch. 1-3 from the PMPP book -- Date: 2024-01-20, Speaker: [Andreas Koepf](https://twitter.com/neurosp1ke), Book: [Programming Massively Parallel Processors: A Hands-on Approach](https://a.co/d/2S2fVzt) (Amazon link) -- Slides: The powerpoint file [cuda_mode_lecture2.pptx](./cuda_mode_lecture2.pptx) can be found in the root directory of this repository. Alternatively [here](https://docs.google.com/presentation/d/1deqvEHdqEC4LHUpStO6z3TT77Dt84fNAvTIAxBJgDck/edit#slide=id.g2b1444253e5_1_75) as Google docs presentation. -- Examples: Please make sure PyTorch (2.1.2) and cuda-toolkit (nvcc compiler) are installed. - - `vector_addition`: Classic CUDA C example, to compile use `make` in the `vector_addition` directory. - - `rgb_to_grayscale`: Example uses PyTorch's `torch.utils.cpp_extension.load_inline` feature to compile a custom RGB to grayscale kernel and uses it to convert input image to grayscale and which is saved in as `output.png`. Run in the `rgb_to_grayscale` folder `python rgb_to_grayscale.py`. - - `mean_filter`: This example also uses the PyTorch's `cpp_extension.load_inline` feature to compile a mean filter kernel. The kernel read pixel values in the surrounding (square area) of a pixel and computes the average value for each RGB channel individualy. The reuslt is saved to `output.png`. Run in the `mean_filter` folder `python mean_filter.py`. +The PMPP Book: [Programming Massively Parallel Processors: A Hands-on Approach](https://a.co/d/2S2fVzt) (Amazon link) -## Lecture 3 -- Title: Getting Started With CUDA -- Date: 2024-01-27, Speaker: [Jeremy Howard](https://twitter.com/jeremyphoward) -- Notebook: See the `lecture3` folder, or run the [Colab version](https://colab.research.google.com/drive/180uk6frvMBeT4tywhhYXmz3PJaCIA_uk?usp=sharing) +## Lecture 1: Profiling and Integrating CUDA kernels in PyTorch +- Speaker: [Mark Saroufim](https://twitter.com/marksaroufim) +- Notebook and slides in [lecture_001](./lecture_001/) folder +## Lecture 2: Recap Ch. 1-3 from the PMPP book +- Speaker: [Andreas Koepf](https://twitter.com/neurosp1ke) +- Slides: The powerpoint file [lecture_002/cuda_mode_lecture2.pptx](./lecture_002/cuda_mode_lecture2.pptx) can be found in the root directory of this repository. Alternatively [here](https://docs.google.com/presentation/d/1deqvEHdqEC4LHUpStO6z3TT77Dt84fNAvTIAxBJgDck/edit#slide=id.g2b1444253e5_1_75) as Google docs presentation. + +## Lecture 3: Getting Started With CUDA +- Speaker: [Jeremy Howard](https://twitter.com/jeremyphoward) +- Notebook: See the [lecture_003](./lecture_003/) folder, or run the [Colab version](https://colab.research.google.com/drive/180uk6frvMBeT4tywhhYXmz3PJaCIA_uk?usp=sharing) + +## Lecture 4: Intro to Compute and Memory Architecture +- Speaker: [Thomas Viehmann](https://lernapparat.de/) +- Notebook and slides in the [lecture_004](./lecture_004/) folder. + +## Lecture 5: Going Further with CUDA for Python Programmers +- Speaker: [Jeremy Howard](https://twitter.com/jeremyphoward) +- Notebook in the [lecture_005](./lecture_005/) folder. + +## Lecture 6: Optimizing PyTorch Optimizers +- Speaker: [Jane Xu](https://github.com/janeyx99) +- [Slides](https://docs.google.com/presentation/d/13WLCuxXzwu5JRZo0tAfW0hbKHQMvFw4O/edit#slide=id.p1) + +## Lecture 7: Advanced Quantization +- Speaker: [Charles Hernandez](https://github.com/HDCharles) +- [Slides](https://www.dropbox.com/scl/fi/hzfx1l267m8gwyhcjvfk4/Quantization-Cuda-vs-Triton.pdf?rlkey=s4j64ivi2kpp2l0uq8xjdwbab&dl=0) + +## Lecture 8: CUDA Performance Checklist +- Speaker: [Mark Saroufim](https://github.com/msaroufim) +- Code in the [lecture_008](./lecture_008/) folder +- [Slides](https://docs.google.com/presentation/d/1cvVpf3ChFFiY4Kf25S4e4sPY6Y5uRUO-X-A4nJ7IhFE/edit?usp=sharing) + +## Lecture 9: Reductions +- Speaker: [Mark Saroufim](https://github.com/msaroufim) +- Code in the [lecture_009](./lecture_009/) folder +- [Slides](https://docs.google.com/presentation/d/1s8lRU8xuDn-R05p1aSP6P7T5kk9VYnDOCyN5bWKeg3U/edit?usp=drive_link) + +## Lecture 10: Build a Prod Ready CUDA Library +* Speaker: [Oscar Amoros Huguet](https://github.com/morousg) +* [slides](https://drive.google.com/drive/folders/158V8BzGj-IkdXXDAdHPNwUzDLNmr971_?usp=drive_link) + +## Lecture 11: Sparsity +* Speaker: [Jesse Cai](https://github.com/jcaip) +* [Slides](./lecture_011/sparsity.pptx) + +## Lecture 12: Flash Attention +- Speaker: [Thomas Viehmann](https://lernapparat.de/) + +## Lecture 13: Ring Attention +- Speaker: [Andreas Koepf](https://twitter.com/neurosp1ke) +- [Slides](./lecture_013/ring_attention.pptx) + +## Lecture 14: Practitioner's Guide to Triton +- Date: 2024-04-13, Speaker: [Umer Adil](https://twitter.com/UmerHAdil) +- [Notebook](./lecture_014/A_Practitioners_Guide_to_Triton.ipynb) + +## Lecture 15: CUTLASS +- Speaker: [Eric Auld](https://github.com/ericauld) + +## Lecture 16: On Hands profiling +- Speaker: [Taylor Robbie](https://www.linkedin.com/in/taylor-robie/) + +## Bonus Lecture: CUDA C++ llm.cpp +- Speaker: [Jake Hemstad & Georgii Evtushenko]() +- [Slides](https://drive.google.com/drive/folders/1T-t0d_u0Xu8w_-1E5kAwmXNfF72x-HTA) + +## Lecture 17: GPU Collective Communication (NCCL) +- Speaker: [Dan Johnson](https://physbam.stanford.edu/~dansj/) +- Code in the [lecture_017](./lecture_017/) folder + +## Lecture 18: Fused Kernels +- Speaker: [Kapil Sharma](https://www.kapilsharma.dev/) +- Code in the [lecture_018](./lecture_018/) folder + +## Lecture 19: Data Processing on GPUs +- Speaker: [Devavret Makkar](https://github.com/devavret) + +## Lecture 20: Scan Algorithm +- Speaker: [Izzat El Haj](https://ielhajj.github.io/) +- [Slides](https://docs.google.com/presentation/d/1MEMsE5LKi6ush_60hlYu3-cz4DUCFzSL/edit?usp=sharing&ouid=106222972308395582904&rtpof=true&sd=true) + +## Lecture 21: Scan Algorithm Part 2 +- Speaker: [Izzat El Haj](https://ielhajj.github.io/) +- [Slides](https://docs.google.com/presentation/d/1MEMsE5LKi6ush_60hlYu3-cz4DUCFzSL/edit?usp=sharing&ouid=106222972308395582904&rtpof=true&sd=true) + +## Lecture 22: Hacker's Guide to Speculative Decoding in VLLM +- Speaker: [Cade Daniel](https://x.com/cdnamz) +- [Slides](https://docs.google.com/presentation/d/1p1xE-EbSAnXpTSiSI0gmy_wdwxN5XaULO3AnCWWoRe4/edit#slide=id.p) + +## Lecture 23: Tensor Cores +- Speaker: Vijay Thakkar & Pradeep Ramani +- [Slides](https://drive.google.com/file/d/18sthk6IUOKbdtFphpm_jZNXoJenbWR8m/view) + +## Lecture 24: Scan at the Speed of Light +- Speaker: Jake Hemstad & Georgii Evtushenko + +## Lecture 25: Speaking Composable Kernel +- Speaker: Haocong Wang +- [Slides](./lecture_025/AMD_ROCm_Speaking_Composable_Kernel_July_20_2024.pdf) + +## Lecture 26: SYCL MODE (Intel GPU) +- Speaker: Patric Zhao +- [Slides](https://docs.google.com/presentation/d/1SW4XKomAJhhJSH5-jpZI9Qlwp7TEunbV/edit?usp=sharing&ouid=106222972308395582904&rtpof=true&sd=true) + +## Lecture 27: gpu.cpp +- Speaker: [Austin Huang](https://x.com/austinvhuang) +- [Slides](https://gpucpp-presentation.answer.ai/) + +## Lecture 28: Liger Kernel +- Speaker: [Byron Hsu](https://x.com/hsu_byron) +- [Slides](https://docs.google.com/presentation/d/1CGTV-uKw9crrBo13q1jAzAFCFzlpZFjeL4bnK67pTd8/edit?usp=sharing) +- Hands-on Notebooks + 1. [RMSNorm: Verifying Correctness and Performance](https://colab.research.google.com/drive/1CQYhul7MVG5F0gmqTBbx1O1HgolPgF0M?usp=sharing) + 2. [FusedLinearCrossEntropy: Verifying Memory Reduction](https://colab.research.google.com/drive/1Z2QtvaIiLm5MWOs7X6ZPS1MN3hcIJFbj?usp=sharing) + 3. [Convergence Comparison: Triton Kernel Patched vs. Original Model Layer-by-Layer](https://colab.research.google.com/drive/1e52FH0BcE739GZaVp-3_Dv7mc4jF1aif?usp=sharing) + 4. [Contiguity is the hidden killer](https://colab.research.google.com/drive/1llnAdo0hc9FpxYRRnjih0l066NCp7Ylu?usp=sharing) + 5. [Address int32 overflow](https://colab.research.google.com/drive/1WgaU_cmaxVzx8PcdKB5P9yHB6_WyGd4T?usp=sharing) + +## Lecture 29: Triton Internals +- Speaker: [Kapil Sharma](https://www.kapilsharma.dev/) +- Code/presentation in the [lecture_029](./lecture_029/) folder + +## Lecture 30: Quantized training +- Speaker: [Thien Tran](https://github.com/gau-nernst) +- Code/presentation in the [lecture_030](./lecture_030/) folder + +## Lecture 31: Beginners Guide to Metal Kernels +- Speaker: [Nikita Shulga](https://github.com/gau-nernst) +- Code/presentation in the [lecture_031](./lecture_031/) folder + +## Lecture 32: Unsloth - LLM Systems Engineering +- Speaker: [Daniel Han](https://x.com/danielhanchen) +- [Slides](https://docs.google.com/presentation/d/1BvgbDwvOY6Uy6jMuNXrmrz_6Km_CBW0f2espqeQaWfc/edit?usp=sharing) + +## Lecture 33: BitBLAS +- Speaker: [Wang Lei](https://github.com/LeiWang1999) +- Code/presentation in the [lecture_033](./lecture_033/) folder + +## Lecture 34: Low Bit Triton Kernels +- Speaker: [Hicham Badri](https://github.com/mobicham) +- [Slides](https://docs.google.com/presentation/d/1R9B6RLOlAblyVVFPk9FtAq6MXR1ufj1NaT0bjjib7Vc/edit) + +## Lecture 35: SGLang Performance Optimization +- Speaker: [Yineng Zhang](https://linkedin.com/in/zhyncs) +- [Slides](https://github.com/zhyncs/lectures/blob/main/lecture_035/SGLang-Performance-Optimization-YinengZhang.pdf) + +# Lecture 36: CUTLASS and Flash ATtention 3 +- Speaker: [Jay Shah](https://research.colfax-intl.com/blog/) +- [Slides](lecture_036/) + +# Lecture 37: Introduction to SASS & GPU Microarchitecture +- Speaker: [Arun Demeure](https://github.com/ademeure) +- [Slides](lecture_037/) + +# Lecture 38: Lowbit kernels for ARM CPU +- Speaker: [Scott Roy](https://github.com/metascroy) +- [Slides](lecture_038/) + +# Lecture 39: TorchTitan +- Speaker: Mark Saroufim and Tianyu Liu + +# Lecture 40: Flash Infer +- Speaker: [Zihao Ye](https://homes.cs.washington.edu/~zhye/) + +# Lecture 41: CUDA Docs for Humans +- Speaker: [Charles Frye](https://x.com/charles_irl/status/1867306225706447023) +- [Slides](https://docs.google.com/presentation/d/15lTG6aqf72Hyk5_lqH7iSrc8aP1ElEYxCxch-tD37PE/edit#slide=id.g326210b960f_0_42) + +# Lecture 42: Mosaic GPU +- Speaker: [Adam Paszke](https://x.com/apaszke) + +# Lecture 43: +- Speaker: Erik Schultheis +- [Slides](lecture_042) diff --git a/lecture_001/CUDA MODE_ Lecture 1.pdf b/lecture_001/CUDA MODE_ Lecture 1.pdf new file mode 100644 index 0000000..229cba9 Binary files /dev/null and b/lecture_001/CUDA MODE_ Lecture 1.pdf differ diff --git a/lecture_001/README.md b/lecture_001/README.md new file mode 100644 index 0000000..411d2f4 --- /dev/null +++ b/lecture_001/README.md @@ -0,0 +1,4 @@ +## Misc notes and scripts +Used these for the first lecture of the CUDA mode series + +Most of them are about profiling or authoring kernels in various GPU programming languages diff --git a/lecture_001/hello_load_inline.py b/lecture_001/hello_load_inline.py new file mode 100644 index 0000000..74082f6 --- /dev/null +++ b/lecture_001/hello_load_inline.py @@ -0,0 +1,18 @@ +import torch +from torch.utils.cpp_extension import load_inline + +cpp_source = """ +std::string hello_world() { + return "Hello World!"; +} +""" + +my_module = load_inline( + name='my_module', + cpp_sources=[cpp_source], + functions=['hello_world'], + verbose=True, + build_directory='./tmp' +) + +print(my_module.hello_world()) \ No newline at end of file diff --git a/lecture_001/load_inline.py b/lecture_001/load_inline.py new file mode 100644 index 0000000..0cb77ac --- /dev/null +++ b/lecture_001/load_inline.py @@ -0,0 +1,74 @@ +# Look at this test for inspiration +# https://github.com/pytorch/pytorch/blob/main/test/test_cpp_extensions_jit.py + +import torch +from torch.utils.cpp_extension import load_inline + +# Define the CUDA kernel and C++ wrapper +cuda_source = ''' +__global__ void square_matrix_kernel(const float* matrix, float* result, int width, int height) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + if (row < height && col < width) { + int idx = row * width + col; + result[idx] = matrix[idx] * matrix[idx]; + } +} + +torch::Tensor square_matrix(torch::Tensor matrix) { + const auto height = matrix.size(0); + const auto width = matrix.size(1); + + auto result = torch::empty_like(matrix); + + dim3 threads_per_block(16, 16); + dim3 number_of_blocks((width + threads_per_block.x - 1) / threads_per_block.x, + (height + threads_per_block.y - 1) / threads_per_block.y); + + square_matrix_kernel<<>>( + matrix.data_ptr(), result.data_ptr(), width, height); + + return result; + } +''' + +cpp_source = "torch::Tensor square_matrix(torch::Tensor matrix);" + +# Load the CUDA kernel as a PyTorch extension +square_matrix_extension = load_inline( + name='square_matrix_extension', + cpp_sources=cpp_source, + cuda_sources=cuda_source, + functions=['square_matrix'], + with_cuda=True, + extra_cuda_cflags=["-O2"], + build_directory='./load_inline_cuda', + # extra_cuda_cflags=['--expt-relaxed-constexpr'] +) + +a = torch.tensor([[1., 2., 3.], [4., 5., 6.]], device='cuda') +print(square_matrix_extension.square_matrix(a)) + +# (cudamode) ubuntu@ip-172-31-9-217:~/cudamode/cudamodelecture1$ python load_inline.py +# tensor([[ 1., 4., 9.], +# [16., 25., 36.]], device='cuda:0') + + +## No great interaction with ncu + +# (cudamode) ubuntu@ip-172-31-9-217:~/cudamode/cudamodelecture1$ ncu python load_inline.py +# ==PROF== Connected to process 55916 (/opt/conda/envs/cudamode/bin/python3.10) +# /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/cuda/__init__.py:138: UserWarning: CUDA initialization: Unexpected error from cudaGetDeviceCount(). Did you run some cuda functions before calling NumCudaDevices() that might have already set an error? Error 36: API call is not supported in the installed CUDA driver (Triggered internally at /opt/conda/conda-bld/pytorch_1702400410390/work/c10/cuda/CUDAFunctions.cpp:108.) +# return torch._C._cuda_getDeviceCount() > 0 +# No CUDA runtime is found, using CUDA_HOME='/usr/local/cuda' +# Traceback (most recent call last): +# File "/home/ubuntu/cudamode/cudamodelecture1/load_inline.py", line 7, in +# a = torch.tensor([[1., 2., 3.], [4., 5., 6.]], device='cuda') +# File "/opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/cuda/__init__.py", line 298, in _lazy_init +# torch._C._cuda_init() +# RuntimeError: Unexpected error from cudaGetDeviceCount(). Did you run some cuda functions before calling NumCudaDevices() that might have already set an error? Error 36: API call is not supported in the installed CUDA driver +# ==PROF== Disconnected from process 55916 +# ==ERROR== The application returned an error code (1). +# ==WARNING== No kernels were profiled. +# ==WARNING== Profiling kernels launched by child processes requires the --target-processes all option. \ No newline at end of file diff --git a/lecture_001/load_inline_cuda/.ninja_deps b/lecture_001/load_inline_cuda/.ninja_deps new file mode 100644 index 0000000..d336fe1 Binary files /dev/null and b/lecture_001/load_inline_cuda/.ninja_deps differ diff --git a/lecture_001/load_inline_cuda/.ninja_log b/lecture_001/load_inline_cuda/.ninja_log new file mode 100644 index 0000000..b19f95d --- /dev/null +++ b/lecture_001/load_inline_cuda/.ninja_log @@ -0,0 +1,4 @@ +# ninja log v5 +0 14129 1705021139520500980 main.o 4279c12607ecc039 +0 22396 1705021147784612815 cuda.cuda.o a37a24931cf259f6 +22396 22710 1705021148100617092 square_matrix_extension.so ff0a0db8e20d3c15 diff --git a/lecture_001/load_inline_cuda/build.ninja b/lecture_001/load_inline_cuda/build.ninja new file mode 100644 index 0000000..3168997 --- /dev/null +++ b/lecture_001/load_inline_cuda/build.ninja @@ -0,0 +1,34 @@ +ninja_required_version = 1.3 +cxx = c++ +nvcc = /usr/local/cuda/bin/nvcc + +cflags = -DTORCH_EXTENSION_NAME=square_matrix_extension -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/TH -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /opt/conda/envs/cudamode/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 +post_cflags = +cuda_cflags = -DTORCH_EXTENSION_NAME=square_matrix_extension -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/TH -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /opt/conda/envs/cudamode/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' -std=c++17 +cuda_post_cflags = +cuda_dlink_post_cflags = +ldflags = -shared -L/opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/local/cuda/lib64 -lcudart + +rule compile + command = $cxx -MMD -MF $out.d $cflags -c $in -o $out $post_cflags + depfile = $out.d + deps = gcc + +rule cuda_compile + depfile = $out.d + deps = gcc + command = $nvcc $cuda_cflags -c $in -o $out $cuda_post_cflags + + + +rule link + command = $cxx $in $ldflags -o $out + +build main.o: compile /home/ubuntu/cudamode/cudamodelecture1/load_inline_cuda/main.cpp +build cuda.cuda.o: cuda_compile /home/ubuntu/cudamode/cudamodelecture1/load_inline_cuda/cuda.cu + + + +build square_matrix_extension.so: link main.o cuda.cuda.o + +default square_matrix_extension.so diff --git a/lecture_001/load_inline_cuda/cuda.cu b/lecture_001/load_inline_cuda/cuda.cu new file mode 100644 index 0000000..b85ee1c --- /dev/null +++ b/lecture_001/load_inline_cuda/cuda.cu @@ -0,0 +1,29 @@ +#include +#include +#include + +__global__ void square_matrix_kernel(const float* matrix, float* result, int width, int height) { + int row = blockIdx.y * blockDim.y + threadIdx.y; + int col = blockIdx.x * blockDim.x + threadIdx.x; + + if (row < height && col < width) { + int idx = row * width + col; + result[idx] = matrix[idx] * matrix[idx]; + } +} + +torch::Tensor square_matrix(torch::Tensor matrix) { + const auto height = matrix.size(0); + const auto width = matrix.size(1); + + auto result = torch::empty_like(matrix); + + dim3 threads_per_block(16, 16); + dim3 number_of_blocks((width + threads_per_block.x - 1) / threads_per_block.x, + (height + threads_per_block.y - 1) / threads_per_block.y); + + square_matrix_kernel<<>>( + matrix.data_ptr(), result.data_ptr(), width, height); + + return result; + } diff --git a/lecture_001/load_inline_cuda/cuda.cuda.o b/lecture_001/load_inline_cuda/cuda.cuda.o new file mode 100644 index 0000000..b1da4b9 Binary files /dev/null and b/lecture_001/load_inline_cuda/cuda.cuda.o differ diff --git a/lecture_001/load_inline_cuda/main.cpp b/lecture_001/load_inline_cuda/main.cpp new file mode 100644 index 0000000..4f45cb7 --- /dev/null +++ b/lecture_001/load_inline_cuda/main.cpp @@ -0,0 +1,5 @@ +#include +torch::Tensor square_matrix(torch::Tensor matrix); +PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) { +m.def("square_matrix", torch::wrap_pybind_function(square_matrix), "square_matrix"); +} \ No newline at end of file diff --git a/lecture_001/load_inline_cuda/main.o b/lecture_001/load_inline_cuda/main.o new file mode 100644 index 0000000..c3edc16 Binary files /dev/null and b/lecture_001/load_inline_cuda/main.o differ diff --git a/lecture_001/main.py b/lecture_001/main.py new file mode 100644 index 0000000..187e8fc --- /dev/null +++ b/lecture_001/main.py @@ -0,0 +1,31 @@ +cuda_kernel = """ +extern "C" __global__ +void square_kernel(const float* __restrict__ input, float* __restrict__ output, int size) { + const int index = blockIdx.x * blockDim.x + threadIdx.x; + if (index < size) { + output[index] = input[index] * input[index]; + } +} +""" + +import torch +import torch.utils.cpp_extension + +device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') +module = torch.utils.cpp_extension.load_inline( + name='square', + cpp_sources='', + cuda_sources=cuda_kernel, + functions=['square_kernel'] +) + +def square(input): + output = torch.empty_like(input) + threads_per_block = 1024 + blocks_per_grid = (input.numel() + (threads_per_block - 1)) // threads_per_block + module.square_kernel(blocks_per_grid, threads_per_block, input, output, input.numel()) + return output + +# Example usage +input_tensor = torch.randn(100, device=device) +output_tensor = square(input_tensor) diff --git a/lecture_001/ncu_logs b/lecture_001/ncu_logs new file mode 100644 index 0000000..4437d2d --- /dev/null +++ b/lecture_001/ncu_logs @@ -0,0 +1,1102 @@ +==PROF== Profiling "distribution_elementwise_grid..." - 0: 0%....50%....100% - 10 passes +==PROF== Profiling "square_kernel_0d1d234" - 1: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 2: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 3: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 4: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 5: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 6: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 7: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 8: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 9: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 10: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 11: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 12: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 13: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 14: 0%....50%....100% - 10 passes +==PROF== Profiling "vectorized_elementwise_kernel" - 15: 0%....50%....100% - 10 passes +==PROF== Profiling "reduce_kernel" - 16: 0%....50%....100% - 10 passes +==PROF== Disconnected from process 185098 +[185098] python3.8@127.0.0.1 + void at::native::::distribution_elementwise_grid_stride_kernel(const at::TensorBase &, double, double, T1)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, T4, T5)::[lambda(curandStatePhilox4_32_10 *) (instance 2)], void at::native::::distribution_nullary_kernel(const at::TensorBase &, double, double, T1)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, T4, T5)::[lambda(curandStatePhilox4_32_10 *) (instance 2)], void at::native::templates::cuda::normal_kernel(const at::TensorBase &, double, double, T1)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, T4, const T5 &, T6)::[lambda(int, float) (instance 1)]>(int, at::PhiloxCudaState, T3, T4) (864, 1, 1)x(256, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.21 + SM Frequency cycle/nsecond 1.07 + Elapsed Cycles cycle 15606 + Memory Throughput % 15.59 + DRAM Throughput % 0.00 + Duration usecond 14.46 + L1/TEX Cache Throughput % 12.67 + L2 Cache Throughput % 21.89 + SM Active Cycles cycle 13050.31 + Compute (SM) Throughput % 56.42 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 256 + Function Cache Configuration CachePreferNone + Grid Size 864 + Registers Per Thread register/thread 38 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 221184 + Waves Per SM 1.33 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 215 thread blocks. + Under the assumption of a uniform execution duration of all thread blocks, the partial wave may account for + up to 50.0% of the total kernel runtime with a lower occupancy of 21.6%. Try launching a grid with no + partial wave. The overall impact of this tail effect also lessens with the number of full waves executed for + a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 6 + Block Limit Shared Mem block 32 + Block Limit Warps block 8 + Theoretical Active Warps per SM warp 48 + Theoretical Occupancy % 75 + Achieved Occupancy % 58.78 + Achieved Active Warps Per SM warp 37.62 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 21.63% + This kernel's theoretical occupancy (75.0%) is limited by the number of required registers. The difference + between calculated theoretical (75.0%) and measured achieved occupancy (58.8%) can be the result of warp + scheduling overheads or workload imbalances during the kernel execution. Load imbalances can occur between + warps within a block as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + square_kernel_0d1d234 (1823, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.20 + SM Frequency cycle/nsecond 1.06 + Elapsed Cycles cycle 11618 + Memory Throughput % 34.72 + DRAM Throughput % 34.28 + Duration usecond 10.85 + L1/TEX Cache Throughput % 36.35 + L2 Cache Throughput % 55.05 + SM Active Cycles cycle 7313.06 + Compute (SM) Throughput % 10.24 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 1823 + Registers Per Thread register/thread 18 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 233344 + Waves Per SM 1.05 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 95 thread blocks. + Under the assumption of a uniform execution duration of all thread blocks, the partial wave may account for + up to 50.0% of the total kernel runtime with a lower occupancy of 39.3%. Try launching a grid with no + partial wave. The overall impact of this tail effect also lessens with the number of full waves executed for + a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 60.71 + Achieved Active Warps Per SM warp 38.85 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 39.29% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (60.7%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, void at::native::::pow_tensor_scalar_kernel_impl(at::TensorIteratorBase &, T2)::[lambda(float) (instance 1)], at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.21 + SM Frequency cycle/nsecond 1.07 + Elapsed Cycles cycle 9474 + Memory Throughput % 41.88 + DRAM Throughput % 41.88 + Duration usecond 8.80 + L1/TEX Cache Throughput % 29.51 + L2 Cache Throughput % 57.13 + SM Active Cycles cycle 6296.11 + Compute (SM) Throughput % 5.87 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 16 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 35.9%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 32 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 64.12 + Achieved Active Warps Per SM warp 41.04 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 35.88% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (64.1%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::BinaryFunctor::CompareEqFunctor>, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.18 + SM Frequency cycle/nsecond 1.05 + Elapsed Cycles cycle 12375 + Memory Throughput % 64.55 + DRAM Throughput % 64.55 + Duration usecond 11.71 + L1/TEX Cache Throughput % 17.32 + L2 Cache Throughput % 52.40 + SM Active Cycles cycle 9515.18 + Compute (SM) Throughput % 8.37 + ----------------------- ------------- ------------ + OPT Memory is more heavily utilized than Compute: Look at the Memory Workload Analysis section to identify the + DRAM bottleneck. Check memory replay (coalescing) metrics to make sure you're efficiently utilizing the + bytes transferred. Also consider whether it is possible to do more work per memory access (kernel fusion) or + whether there are values you can (re)compute. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 24 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 28.9%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 71.12 + Achieved Active Warps Per SM warp 45.51 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 28.88% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (71.1%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::AUnaryFunctor>, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.20 + SM Frequency cycle/nsecond 1.07 + Elapsed Cycles cycle 9546 + Memory Throughput % 41.83 + DRAM Throughput % 41.83 + Duration usecond 8.86 + L1/TEX Cache Throughput % 29.99 + L2 Cache Throughput % 57.19 + SM Active Cycles cycle 6195.57 + Compute (SM) Throughput % 5.84 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 16 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 34.8%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 32 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 65.17 + Achieved Active Warps Per SM warp 41.71 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 34.83% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (65.2%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::AbsFunctor, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.24 + SM Frequency cycle/nsecond 1.10 + Elapsed Cycles cycle 9719 + Memory Throughput % 40.99 + DRAM Throughput % 40.99 + Duration usecond 8.77 + L1/TEX Cache Throughput % 29.41 + L2 Cache Throughput % 57.41 + SM Active Cycles cycle 6318 + Compute (SM) Throughput % 5.72 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 16 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 36.6%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 32 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 63.38 + Achieved Active Warps Per SM warp 40.56 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 36.62% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (63.4%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::CUDAFunctorOnSelf_add, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.18 + SM Frequency cycle/nsecond 1.05 + Elapsed Cycles cycle 9437 + Memory Throughput % 42.08 + DRAM Throughput % 42.08 + Duration usecond 8.93 + L1/TEX Cache Throughput % 29.07 + L2 Cache Throughput % 57.48 + SM Active Cycles cycle 6393.33 + Compute (SM) Throughput % 6.17 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 16 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 35.6%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 32 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 64.42 + Achieved Active Warps Per SM warp 41.23 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 35.58% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (64.4%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::CUDAFunctor_add, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.24 + SM Frequency cycle/nsecond 1.10 + Elapsed Cycles cycle 12948 + Memory Throughput % 61.09 + DRAM Throughput % 61.09 + Duration usecond 11.78 + L1/TEX Cache Throughput % 21.38 + L2 Cache Throughput % 63.56 + SM Active Cycles cycle 9717.91 + Compute (SM) Throughput % 4.88 + ----------------------- ------------- ------------ + OPT Memory is more heavily utilized than Compute: Look at the Memory Workload Analysis section to identify the + DRAM bottleneck. Check memory replay (coalescing) metrics to make sure you're efficiently utilizing the + bytes transferred. Also consider whether it is possible to do more work per memory access (kernel fusion) or + whether there are values you can (re)compute. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 22 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 29.7%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 70.27 + Achieved Active Warps Per SM warp 44.97 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 29.73% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (70.3%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::AbsFunctor, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.20 + SM Frequency cycle/nsecond 1.07 + Elapsed Cycles cycle 9469 + Memory Throughput % 42.13 + DRAM Throughput % 42.13 + Duration usecond 8.83 + L1/TEX Cache Throughput % 29.88 + L2 Cache Throughput % 58.05 + SM Active Cycles cycle 6217.26 + Compute (SM) Throughput % 5.85 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 16 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 35.4%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 32 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 64.63 + Achieved Active Warps Per SM warp 41.36 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 35.37% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (64.6%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::AbsFunctor, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.21 + SM Frequency cycle/nsecond 1.08 + Elapsed Cycles cycle 9437 + Memory Throughput % 42.29 + DRAM Throughput % 42.29 + Duration usecond 8.70 + L1/TEX Cache Throughput % 30.07 + L2 Cache Throughput % 55.71 + SM Active Cycles cycle 6180.54 + Compute (SM) Throughput % 5.88 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 16 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 36.2%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 32 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 63.80 + Achieved Active Warps Per SM warp 40.83 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 36.2% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (63.8%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::AUnaryFunctor::CompareEqFunctor>, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.20 + SM Frequency cycle/nsecond 1.07 + Elapsed Cycles cycle 8351 + Memory Throughput % 47.81 + DRAM Throughput % 47.81 + Duration usecond 7.78 + L1/TEX Cache Throughput % 15.02 + L2 Cache Throughput % 43.97 + SM Active Cycles cycle 5487.31 + Compute (SM) Throughput % 12.38 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 16 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 34.9%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 32 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 65.15 + Achieved Active Warps Per SM warp 41.69 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 34.85% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (65.1%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::BinaryFunctor::CompareEqFunctor>, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.17 + SM Frequency cycle/nsecond 1.05 + Elapsed Cycles cycle 8262 + Memory Throughput % 48.38 + DRAM Throughput % 48.38 + Duration usecond 7.84 + L1/TEX Cache Throughput % 20.45 + L2 Cache Throughput % 45.41 + SM Active Cycles cycle 5547.06 + Compute (SM) Throughput % 12.52 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 24 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 33.4%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 66.58 + Achieved Active Warps Per SM warp 42.61 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 33.42% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (66.6%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::BinaryFunctor>, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.17 + SM Frequency cycle/nsecond 1.05 + Elapsed Cycles cycle 8042 + Memory Throughput % 25.01 + DRAM Throughput % 25.01 + Duration usecond 7.58 + L1/TEX Cache Throughput % 12.88 + L2 Cache Throughput % 29.74 + SM Active Cycles cycle 4485.20 + Compute (SM) Throughput % 20.64 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 20 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 43.8%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 56.17 + Achieved Active Warps Per SM warp 35.95 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 43.83% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (56.2%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::::CompareFunctor, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.19 + SM Frequency cycle/nsecond 1.07 + Elapsed Cycles cycle 12457 + Memory Throughput % 64.13 + DRAM Throughput % 64.13 + Duration usecond 11.62 + L1/TEX Cache Throughput % 17.32 + L2 Cache Throughput % 52.00 + SM Active Cycles cycle 9516.84 + Compute (SM) Throughput % 10.27 + ----------------------- ------------- ------------ + OPT Memory is more heavily utilized than Compute: Look at the Memory Workload Analysis section to identify the + DRAM bottleneck. Check memory replay (coalescing) metrics to make sure you're efficiently utilizing the + bytes transferred. Also consider whether it is possible to do more work per memory access (kernel fusion) or + whether there are values you can (re)compute. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 22 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 28.6%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 71.40 + Achieved Active Warps Per SM warp 45.69 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 28.6% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (71.4%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::BinaryFunctor>, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.14 + SM Frequency cycle/nsecond 1.02 + Elapsed Cycles cycle 8135 + Memory Throughput % 24.60 + DRAM Throughput % 24.60 + Duration usecond 7.90 + L1/TEX Cache Throughput % 13.08 + L2 Cache Throughput % 28.83 + SM Active Cycles cycle 4444.28 + Compute (SM) Throughput % 20.39 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 20 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 44.3%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 55.70 + Achieved Active Warps Per SM warp 35.65 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 44.3% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (55.7%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::vectorized_elementwise_kernel<(int)4, at::native::BinaryFunctor>, at::detail::Array>(int, T2, T3) (2781, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.18 + SM Frequency cycle/nsecond 1.05 + Elapsed Cycles cycle 7703 + Memory Throughput % 25.94 + DRAM Throughput % 25.94 + Duration usecond 7.26 + L1/TEX Cache Throughput % 13.46 + L2 Cache Throughput % 30.36 + SM Active Cycles cycle 4309.02 + Compute (SM) Throughput % 18.85 + ----------------------- ------------- ------------ + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 2781 + Registers Per Thread register/thread 23 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 355968 + Waves Per SM 1.61 + -------------------------------- --------------- --------------- + OPT Estimated Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 1053 thread + blocks. Under the assumption of a uniform execution duration of all thread blocks, the partial wave may + account for up to 50.0% of the total kernel runtime with a lower occupancy of 45.3%. Try launching a grid + with no partial wave. The overall impact of this tail effect also lessens with the number of full waves + executed for a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 16 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 54.71 + Achieved Active Warps Per SM warp 35.02 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 45.29% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (54.7%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + void at::native::reduce_kernel<(int)512, (int)1, at::native::ReduceOp, unsigned int, bool, (int)4>>(T3) (1, 174, 1)x(512, 1, 1), Context 1, Stream 7, Device 0, CC 8.0 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 1.08 + SM Frequency cycle/usecond 977.72 + Elapsed Cycles cycle 12914 + Memory Throughput % 7.91 + DRAM Throughput % 7.91 + Duration usecond 13.02 + L1/TEX Cache Throughput % 10.67 + L2 Cache Throughput % 7.14 + SM Active Cycles cycle 7977.23 + Compute (SM) Throughput % 20.67 + ----------------------- ------------- ------------ + OPT This kernel grid is too small to fill the available resources on this device, resulting in only 0.4 full + waves across all SMs. Look at Launch Statistics for more details. + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 512 + Function Cache Configuration CachePreferNone + Grid Size 174 + Registers Per Thread register/thread 32 + Shared Memory Configuration Size Kbyte 16.38 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 512 + Static Shared Memory Per Block byte/block 16 + Threads thread 89088 + Waves Per SM 0.40 + -------------------------------- --------------- --------------- + OPT If you execute __syncthreads() to synchronize the threads of a block, it is recommended to have more than the + achieved 1 blocks per multiprocessor. This way, blocks that aren't waiting for __syncthreads() can keep the + hardware busy. + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 32 + Block Limit Registers block 4 + Block Limit Shared Mem block 9 + Block Limit Warps block 4 + Theoretical Active Warps per SM warp 64 + Theoretical Occupancy % 100 + Achieved Occupancy % 39.18 + Achieved Active Warps Per SM warp 25.08 + ------------------------------- ----------- ------------ + OPT Estimated Speedup: 60.82% + This kernel's theoretical occupancy is not impacted by any block limit. The difference between calculated + theoretical (100.0%) and measured achieved occupancy (39.2%) can be the result of warp scheduling overheads + or workload imbalances during the kernel execution. Load imbalances can occur between warps within a block + as well as across blocks of the same kernel. See the CUDA Best Practices Guide + (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. diff --git a/lecture_001/nsys_square.py b/lecture_001/nsys_square.py new file mode 100644 index 0000000..14bbb51 --- /dev/null +++ b/lecture_001/nsys_square.py @@ -0,0 +1,15 @@ +# https://dev-discuss.pytorch.org/t/using-nsight-systems-to-profile-gpu-workload/59/2 +import torch +from torch.profiler import profile, record_function, ProfilerActivity +def main(): + for _ in range(100): + a = torch.square(torch.randn(10000, 10000).cuda()) + +if __name__ == "__main__": + main() + + +with profile(activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA]) as prof: + model(inputs) + +prof.export_chrome_trace("trace.json") \ No newline at end of file diff --git a/lecture_001/numba_square.py b/lecture_001/numba_square.py new file mode 100644 index 0000000..8f2a123 --- /dev/null +++ b/lecture_001/numba_square.py @@ -0,0 +1,38 @@ +from numba import cuda + +# CUDA kernel +@cuda.jit +def square_matrix_kernel(matrix, result): + # Calculate the row and column index for each thread + row, col = cuda.grid(2) + + # Check if the thread's indices are within the bounds of the matrix + if row < matrix.shape[0] and col < matrix.shape[1]: + # Perform the square operation + result[row, col] = matrix[row, col] ** 2 + +# Example usage +import numpy as np + +# Create a sample matrix +matrix = np.array([[1, 2, 3], [4, 5, 6]], dtype=np.float32) + +# Allocate memory on the device +d_matrix = cuda.to_device(matrix) +d_result = cuda.device_array(matrix.shape, dtype=np.float32) + +# Configure the blocks +threads_per_block = (16, 16) +blocks_per_grid_x = int(np.ceil(matrix.shape[0] / threads_per_block[0])) +blocks_per_grid_y = int(np.ceil(matrix.shape[1] / threads_per_block[1])) +blocks_per_grid = (blocks_per_grid_x, blocks_per_grid_y) + +# Launch the kernel +square_matrix_kernel[blocks_per_grid, threads_per_block](d_matrix, d_result) + +# Copy the result back to the host +result = d_result.copy_to_host() + +# Result is now in 'result' array +print(matrix) +print(result) \ No newline at end of file diff --git a/lecture_001/pt_profiler.py b/lecture_001/pt_profiler.py new file mode 100644 index 0000000..55bca37 --- /dev/null +++ b/lecture_001/pt_profiler.py @@ -0,0 +1,50 @@ +import torch +from torch.profiler import profile, record_function, ProfilerActivity + + +# ## Default way to use profiler +# with profile(activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA]) as prof: +# for _ in range(10): +# a = torch.square(torch.randn(10000, 10000).cuda()) + +# prof.export_chrome_trace("trace.json") + + +## With warmup and skip +# https://pytorch.org/docs/stable/profiler.html + +# Non-default profiler schedule allows user to turn profiler on and off +# on different iterations of the training loop; +# trace_handler is called every time a new trace becomes available +def trace_handler(prof): + print(prof.key_averages().table( + sort_by="self_cuda_time_total", row_limit=-1)) + prof.export_chrome_trace("/tmp/test_trace_" + str(prof.step_num) + ".json") + +with torch.profiler.profile( + activities=[ + torch.profiler.ProfilerActivity.CPU, + torch.profiler.ProfilerActivity.CUDA, + ], + + # In this example with wait=1, warmup=1, active=2, repeat=1, + # profiler will skip the first step/iteration, + # start warming up on the second, record + # the third and the forth iterations, + # after which the trace will become available + # and on_trace_ready (when set) is called; + # the cycle repeats starting with the next step + + schedule=torch.profiler.schedule( + wait=1, + warmup=1, + active=2, + repeat=1), + on_trace_ready=trace_handler + # on_trace_ready=torch.profiler.tensorboard_trace_handler('./log') + # used when outputting for tensorboard + ) as p: + for iter in range(10): + torch.square(torch.randn(10000, 10000).cuda()) + # send a signal to the profiler that the next iteration has started + p.step() \ No newline at end of file diff --git a/lecture_001/pytorch_square.py b/lecture_001/pytorch_square.py new file mode 100644 index 0000000..8a38045 --- /dev/null +++ b/lecture_001/pytorch_square.py @@ -0,0 +1,62 @@ +import torch + +a = torch.tensor([1., 2., 3.]) + +print(torch.square(a)) +print(a ** 2) +print(a * a) + +def time_pytorch_function(func, input): + # CUDA IS ASYNC so can't use python time module + start = torch.cuda.Event(enable_timing=True) + end = torch.cuda.Event(enable_timing=True) + + # Warmup + for _ in range(5): + func(input) + + start.record() + func(input) + end.record() + torch.cuda.synchronize() + return start.elapsed_time(end) + +b = torch.randn(10000, 10000).cuda() + +def square_2(a): + return a * a + +def square_3(a): + return a ** 2 + +time_pytorch_function(torch.square, b) +time_pytorch_function(square_2, b) +time_pytorch_function(square_3, b) + +print("=============") +print("Profiling torch.square") +print("=============") + +# Now profile each function using pytorch profiler +with torch.profiler.profile() as prof: + torch.square(b) + +print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + +print("=============") +print("Profiling a * a") +print("=============") + +with torch.profiler.profile() as prof: + square_2(b) + +print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + +print("=============") +print("Profiling a ** 2") +print("=============") + +with torch.profiler.profile() as prof: + square_3(b) + +print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) \ No newline at end of file diff --git a/lecture_001/square_kernel.ptx b/lecture_001/square_kernel.ptx new file mode 100644 index 0000000..ea75766 --- /dev/null +++ b/lecture_001/square_kernel.ptx @@ -0,0 +1,358 @@ +// +// Generated by LLVM NVPTX Back-End +// + +.version 8.1 +.target sm_86 +.address_size 64 + + // .globl square_kernel_0d1d234 + +.visible .entry square_kernel_0d1d234( + .param .u64 square_kernel_0d1d234_param_0, + .param .u64 square_kernel_0d1d234_param_1, + .param .u32 square_kernel_0d1d234_param_2, + .param .u32 square_kernel_0d1d234_param_3, + .param .u32 square_kernel_0d1d234_param_4 +) +.maxntid 128, 1, 1 +{ + .reg .pred %p<25>; + .reg .b32 %r<40>; + .reg .f32 %f<17>; + .reg .b64 %rd<24>; + .loc 1 7 0 +$L__func_begin0: + .loc 1 7 0 + + ld.param.u64 %rd17, [square_kernel_0d1d234_param_0]; + ld.param.u64 %rd18, [square_kernel_0d1d234_param_1]; +$L__tmp0: + .loc 1 14 31 + mov.u32 %r25, %tid.x; + and.b32 %r26, %r25, 127; + ld.param.u32 %r27, [square_kernel_0d1d234_param_2]; + or.b32 %r28, %r26, 128; + ld.param.u32 %r29, [square_kernel_0d1d234_param_3]; + or.b32 %r30, %r26, 256; + ld.param.u32 %r31, [square_kernel_0d1d234_param_4]; + or.b32 %r32, %r26, 384; + or.b32 %r33, %r26, 512; + or.b32 %r34, %r26, 640; + or.b32 %r35, %r26, 768; + or.b32 %r36, %r26, 896; + .loc 1 9 28 + mov.u32 %r37, %ctaid.x; + .loc 1 11 42 + mul.lo.s32 %r38, %r37, %r27; + .loc 1 11 32 + mul.wide.s32 %rd19, %r38, 4; + add.s64 %rd20, %rd18, %rd19; + .loc 1 15 33 + mul.wide.u32 %rd21, %r26, 4; + add.s64 %rd1, %rd20, %rd21; + add.s64 %rd2, %rd1, 512; + add.s64 %rd3, %rd1, 1024; + add.s64 %rd4, %rd1, 1536; + add.s64 %rd5, %rd1, 2048; + add.s64 %rd6, %rd1, 2560; + add.s64 %rd7, %rd1, 3072; + add.s64 %rd8, %rd1, 3584; + .loc 1 17 49 + setp.lt.s32 %p1, %r26, %r31; + setp.lt.s32 %p3, %r28, %r31; + setp.lt.s32 %p5, %r30, %r31; + setp.lt.s32 %p7, %r32, %r31; + setp.lt.s32 %p9, %r33, %r31; + setp.lt.s32 %p11, %r34, %r31; + setp.lt.s32 %p13, %r35, %r31; + setp.lt.s32 %p15, %r36, %r31; + mov.u32 %r2, -8388608; + .loc 1 17 18 + mov.u32 %r1, 0x0; + @%p1 ld.global.b32 { %r1 }, [ %rd1 + 0 ]; + @!%p1 mov.u32 %r1, %r2; + mov.b32 %f1, %r1; + mov.u32 %r3, 0x0; + @%p3 ld.global.b32 { %r3 }, [ %rd2 + 0 ]; + @!%p3 mov.u32 %r3, %r2; + mov.b32 %f2, %r3; + mov.u32 %r5, 0x0; + @%p5 ld.global.b32 { %r5 }, [ %rd3 + 0 ]; + @!%p5 mov.u32 %r5, %r2; + mov.b32 %f3, %r5; + mov.u32 %r7, 0x0; + @%p7 ld.global.b32 { %r7 }, [ %rd4 + 0 ]; + @!%p7 mov.u32 %r7, %r2; + mov.b32 %f4, %r7; + mov.u32 %r9, 0x0; + @%p9 ld.global.b32 { %r9 }, [ %rd5 + 0 ]; + @!%p9 mov.u32 %r9, %r2; + mov.b32 %f5, %r9; + mov.u32 %r11, 0x0; + @%p11 ld.global.b32 { %r11 }, [ %rd6 + 0 ]; + @!%p11 mov.u32 %r11, %r2; + mov.b32 %f6, %r11; + mov.u32 %r13, 0x0; + @%p13 ld.global.b32 { %r13 }, [ %rd7 + 0 ]; + @!%p13 mov.u32 %r13, %r2; + mov.b32 %f7, %r13; + mov.u32 %r15, 0x0; + @%p15 ld.global.b32 { %r15 }, [ %rd8 + 0 ]; + @!%p15 mov.u32 %r15, %r2; + mov.b32 %f8, %r15; + .loc 1 19 26 + mul.f32 %f9, %f1, %f1; + mul.f32 %f10, %f2, %f2; + mul.f32 %f11, %f3, %f3; + mul.f32 %f12, %f4, %f4; + mul.f32 %f13, %f5, %f5; + mul.f32 %f14, %f6, %f6; + mul.f32 %f15, %f7, %f7; + mul.f32 %f16, %f8, %f8; + .loc 1 22 50 + mul.lo.s32 %r39, %r37, %r29; + .loc 1 22 40 + mul.wide.s32 %rd22, %r39, 4; + add.s64 %rd23, %rd17, %rd22; + .loc 1 23 41 + add.s64 %rd9, %rd23, %rd21; + add.s64 %rd10, %rd9, 512; + add.s64 %rd11, %rd9, 1024; + add.s64 %rd12, %rd9, 1536; + add.s64 %rd13, %rd9, 2048; + add.s64 %rd14, %rd9, 2560; + add.s64 %rd15, %rd9, 3072; + add.s64 %rd16, %rd9, 3584; + .loc 1 24 26 + mov.b32 %r17, %f9; + @%p1 st.global.b32 [ %rd9 + 0 ], { %r17 }; + mov.b32 %r18, %f10; + @%p3 st.global.b32 [ %rd10 + 0 ], { %r18 }; + mov.b32 %r19, %f11; + @%p5 st.global.b32 [ %rd11 + 0 ], { %r19 }; + mov.b32 %r20, %f12; + @%p7 st.global.b32 [ %rd12 + 0 ], { %r20 }; + mov.b32 %r21, %f13; + @%p9 st.global.b32 [ %rd13 + 0 ], { %r21 }; + mov.b32 %r22, %f14; + @%p11 st.global.b32 [ %rd14 + 0 ], { %r22 }; + mov.b32 %r23, %f15; + @%p13 st.global.b32 [ %rd15 + 0 ], { %r23 }; + mov.b32 %r24, %f16; + @%p15 st.global.b32 [ %rd16 + 0 ], { %r24 }; + .loc 1 24 4 + ret; +$L__tmp1: +$L__func_end0: + +} + .file 1 "/teamspace/studios/this_studio/main.py" + .section .debug_abbrev + { +.b8 1 +.b8 17 +.b8 1 +.b8 37 +.b8 8 +.b8 19 +.b8 5 +.b8 3 +.b8 8 +.b8 16 +.b8 6 +.b8 27 +.b8 8 +.b8 180 +.b8 66 +.b8 12 +.b8 17 +.b8 1 +.b8 18 +.b8 1 +.b8 0 +.b8 0 +.b8 2 +.b8 46 +.b8 0 +.b8 17 +.b8 1 +.b8 18 +.b8 1 +.b8 64 +.b8 10 +.b8 135 +.b8 64 +.b8 8 +.b8 3 +.b8 8 +.b8 58 +.b8 11 +.b8 59 +.b8 11 +.b8 63 +.b8 12 +.b8 0 +.b8 0 +.b8 0 + } + .section .debug_info + { +.b32 144 +.b8 2 +.b8 0 +.b32 .debug_abbrev +.b8 8 +.b8 1 +.b8 116 +.b8 114 +.b8 105 +.b8 116 +.b8 111 +.b8 110 +.b8 0 +.b8 2 +.b8 0 +.b8 109 +.b8 97 +.b8 105 +.b8 110 +.b8 46 +.b8 112 +.b8 121 +.b8 0 +.b32 .debug_line +.b8 47 +.b8 116 +.b8 101 +.b8 97 +.b8 109 +.b8 115 +.b8 112 +.b8 97 +.b8 99 +.b8 101 +.b8 47 +.b8 115 +.b8 116 +.b8 117 +.b8 100 +.b8 105 +.b8 111 +.b8 115 +.b8 47 +.b8 116 +.b8 104 +.b8 105 +.b8 115 +.b8 95 +.b8 115 +.b8 116 +.b8 117 +.b8 100 +.b8 105 +.b8 111 +.b8 0 +.b8 1 +.b64 $L__func_begin0 +.b64 $L__func_end0 +.b8 2 +.b64 $L__func_begin0 +.b64 $L__func_end0 +.b8 1 +.b8 156 +.b8 115 +.b8 113 +.b8 117 +.b8 97 +.b8 114 +.b8 101 +.b8 95 +.b8 107 +.b8 101 +.b8 114 +.b8 110 +.b8 101 +.b8 108 +.b8 95 +.b8 48 +.b8 100 +.b8 49 +.b8 100 +.b8 50 +.b8 51 +.b8 52 +.b8 0 +.b8 115 +.b8 113 +.b8 117 +.b8 97 +.b8 114 +.b8 101 +.b8 95 +.b8 107 +.b8 101 +.b8 114 +.b8 110 +.b8 101 +.b8 108 +.b8 95 +.b8 48 +.b8 100 +.b8 49 +.b8 100 +.b8 50 +.b8 51 +.b8 52 +.b8 0 +.b8 1 +.b8 7 +.b8 1 +.b8 0 + } + .section .debug_pubnames + { +.b32 $L__pubNames_end0-$L__pubNames_start0 +$L__pubNames_start0: +.b8 2 +.b8 0 +.b32 .debug_info +.b32 148 +.b32 81 +.b8 115 +.b8 113 +.b8 117 +.b8 97 +.b8 114 +.b8 101 +.b8 95 +.b8 107 +.b8 101 +.b8 114 +.b8 110 +.b8 101 +.b8 108 +.b8 95 +.b8 48 +.b8 100 +.b8 49 +.b8 100 +.b8 50 +.b8 51 +.b8 52 +.b8 0 +.b32 0 +$L__pubNames_end0: + } + .section .debug_pubtypes + { +.b32 $L__pubTypes_end0-$L__pubTypes_start0 +$L__pubTypes_start0: +.b8 2 +.b8 0 +.b32 .debug_info +.b32 148 +.b32 0 +$L__pubTypes_end0: + } + .section .debug_loc { } diff --git a/lecture_001/test.py b/lecture_001/test.py new file mode 100644 index 0000000..ee6bc15 --- /dev/null +++ b/lecture_001/test.py @@ -0,0 +1,5 @@ +from transformers import AutoModel +import torch +model = AutoModel.from_pretrained("bert-base-cased") + +print(dir(model)) \ No newline at end of file diff --git a/lecture_001/tmp/.ninja_deps b/lecture_001/tmp/.ninja_deps new file mode 100644 index 0000000..c51dba3 Binary files /dev/null and b/lecture_001/tmp/.ninja_deps differ diff --git a/lecture_001/tmp/.ninja_log b/lecture_001/tmp/.ninja_log new file mode 100644 index 0000000..bef8dca --- /dev/null +++ b/lecture_001/tmp/.ninja_log @@ -0,0 +1,3 @@ +# ninja log v5 +0 13441 1705019603623907948 main.o 540b3897dddd9d2e +13441 13695 1705019603875911289 my_module.so 30bf945b3a6aff89 diff --git a/lecture_001/tmp/build.ninja b/lecture_001/tmp/build.ninja new file mode 100644 index 0000000..68d96fb --- /dev/null +++ b/lecture_001/tmp/build.ninja @@ -0,0 +1,25 @@ +ninja_required_version = 1.3 +cxx = c++ + +cflags = -DTORCH_EXTENSION_NAME=my_module -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/TH -isystem /opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/include/THC -isystem /opt/conda/envs/cudamode/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 +post_cflags = +cuda_dlink_post_cflags = +ldflags = -shared -L/opt/conda/envs/cudamode/lib/python3.10/site-packages/torch/lib -lc10 -ltorch_cpu -ltorch -ltorch_python + +rule compile + command = $cxx -MMD -MF $out.d $cflags -c $in -o $out $post_cflags + depfile = $out.d + deps = gcc + + + +rule link + command = $cxx $in $ldflags -o $out + +build main.o: compile /home/ubuntu/cudamode/cudamodelecture1/tmp/main.cpp + + + +build my_module.so: link main.o + +default my_module.so diff --git a/lecture_001/tmp/main.cpp b/lecture_001/tmp/main.cpp new file mode 100644 index 0000000..fd5691e --- /dev/null +++ b/lecture_001/tmp/main.cpp @@ -0,0 +1,9 @@ +#include + +std::string hello_world() { + return "Hello World!"; +} + +PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) { +m.def("hello_world", torch::wrap_pybind_function(hello_world), "hello_world"); +} \ No newline at end of file diff --git a/lecture_001/tmp/main.o b/lecture_001/tmp/main.o new file mode 100644 index 0000000..100a128 Binary files /dev/null and b/lecture_001/tmp/main.o differ diff --git a/lecture_001/triton_profile b/lecture_001/triton_profile new file mode 100644 index 0000000..9bda989 --- /dev/null +++ b/lecture_001/triton_profile @@ -0,0 +1,134 @@ +cudamode) mark@mark:/mnt/data/Dev/cudamode$ /usr/local/NVIDIA-Nsight-Compute-2023.3/ncu $(which python) triton_square.py +==PROF== Connected to process 5311 (/home/mark/anaconda3/envs/cudamode/bin/python3.10) +==PROF== Profiling "distribution_elementwise_grid..." - 0: 0%....50%....100% - 9 passes +==PROF== Profiling "square_kernel_0d1d234" - 1: 0%....50%....100% - 9 passes +==PROF== Disconnected from process 5311 +[5311] python3.10@127.0.0.1 + void at::native::::distribution_elementwise_grid_stride_kernel(const at::TensorBase &, double, double, T1)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, T4, T5)::[lambda(curandStatePhilox4_32_10 *) (instance 2)], void at::native::::distribution_nullary_kernel(const at::TensorBase &, double, double, T1)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, T4, T5)::[lambda(curandStatePhilox4_32_10 *) (instance 2)], void at::native::templates::cuda::normal_kernel(const at::TensorBase &, double, double, T1)::[lambda() (instance 1)]::operator ()() const::[lambda() (instance 2)]::operator ()() const::[lambda(float) (instance 1)]>(at::TensorIteratorBase &, T4, const T5 &, T6)::[lambda(int, float) (instance 1)]>(int, at::PhiloxCudaState, T3, T4) (768, 1, 1)x(256, 1, 1), Context 1, Stream 7, Device 0, CC 8.9 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 9.99 + SM Frequency cycle/nsecond 2.14 + Elapsed Cycles cycle 12,717 + Memory Throughput % 43.57 + DRAM Throughput % 0.00 + Duration usecond 5.92 + L1/TEX Cache Throughput % 21.98 + L2 Cache Throughput % 43.57 + SM Active Cycles cycle 9,927.17 + Compute (SM) Throughput % 52.33 + ----------------------- ------------- ------------ + + OPT This kernel exhibits low compute throughput and memory bandwidth utilization relative to the peak performance + of this device. Achieved compute throughput and/or memory bandwidth below 60.0% of peak typically indicate + latency issues. Look at Scheduler Statistics and Warp State Statistics for potential reasons. + + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 256 + Function Cache Configuration CachePreferNone + Grid Size 768 + Registers Per Thread register/thread 38 + Shared Memory Configuration Size Kbyte 16.38 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 196,608 + Waves Per SM 1 + -------------------------------- --------------- --------------- + + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 24 + Block Limit Registers block 6 + Block Limit Shared Mem block 16 + Block Limit Warps block 6 + Theoretical Active Warps per SM warp 48 + Theoretical Occupancy % 100 + Achieved Occupancy % 67.27 + Achieved Active Warps Per SM warp 32.29 + ------------------------------- ----------- ------------ + + OPT Est. Local Speedup: 32.73% + The difference between calculated theoretical (100.0%) and measured achieved occupancy (67.3%) can be the + result of warp scheduling overheads or workload imbalances during the kernel execution. Load imbalances can + occur between warps within a block as well as across blocks of the same kernel. See the CUDA Best Practices + Guide (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + + square_kernel_0d1d234 (1823, 1, 1)x(128, 1, 1), Context 1, Stream 7, Device 0, CC 8.9 + Section: GPU Speed Of Light Throughput + ----------------------- ------------- ------------ + Metric Name Metric Unit Metric Value + ----------------------- ------------- ------------ + DRAM Frequency cycle/nsecond 10.86 + SM Frequency cycle/nsecond 2.37 + Elapsed Cycles cycle 27,344 + Memory Throughput % 86.10 + DRAM Throughput % 86.10 + Duration usecond 11.55 + L1/TEX Cache Throughput % 16.92 + L2 Cache Throughput % 34.57 + SM Active Cycles cycle 17,462.53 + Compute (SM) Throughput % 6.67 + ----------------------- ------------- ------------ + + INF The kernel is utilizing greater than 80.0% of the available compute or memory performance of the device. To + further improve performance, work will likely need to be shifted from the most utilized to another unit. + Start by analyzing DRAM in the Memory Workload Analysis section. + + Section: Launch Statistics + -------------------------------- --------------- --------------- + Metric Name Metric Unit Metric Value + -------------------------------- --------------- --------------- + Block Size 128 + Function Cache Configuration CachePreferNone + Grid Size 1,823 + Registers Per Thread register/thread 20 + Shared Memory Configuration Size Kbyte 32.77 + Driver Shared Memory Per Block Kbyte/block 1.02 + Dynamic Shared Memory Per Block byte/block 0 + Static Shared Memory Per Block byte/block 0 + Threads thread 233,344 + Waves Per SM 1.19 + -------------------------------- --------------- --------------- + + OPT Est. Speedup: 50% + A wave of thread blocks is defined as the maximum number of blocks that can be executed in parallel on the + target GPU. The number of blocks in a wave depends on the number of multiprocessors and the theoretical + occupancy of the kernel. This kernel launch results in 1 full waves and a partial wave of 286 thread blocks. + Under the assumption of a uniform execution duration of all thread blocks, the partial wave may account for + up to 50.0% of the total kernel runtime with a lower occupancy of 26.8%. Try launching a grid with no + partial wave. The overall impact of this tail effect also lessens with the number of full waves executed for + a grid. See the Hardware Model + (https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#metrics-hw-model) description for more + details on launch configurations. + + Section: Occupancy + ------------------------------- ----------- ------------ + Metric Name Metric Unit Metric Value + ------------------------------- ----------- ------------ + Block Limit SM block 24 + Block Limit Registers block 21 + Block Limit Shared Mem block 32 + Block Limit Warps block 12 + Theoretical Active Warps per SM warp 48 + Theoretical Occupancy % 100 + Achieved Occupancy % 73.20 + Achieved Active Warps Per SM warp 35.14 + ------------------------------- ----------- ------------ + + OPT Est. Local Speedup: 26.8% + The difference between calculated theoretical (100.0%) and measured achieved occupancy (73.2%) can be the + result of warp scheduling overheads or workload imbalances during the kernel execution. Load imbalances can + occur between warps within a block as well as across blocks of the same kernel. See the CUDA Best Practices + Guide (https://docs.nvidia.com/cuda/cuda-c-best-practices-guide/index.html#occupancy) for more details on + optimizing occupancy. + +(cudamode) mark@mark:/mnt/data/Dev/cudamode$ diff --git a/lecture_001/triton_square.py b/lecture_001/triton_square.py new file mode 100644 index 0000000..d92cd04 --- /dev/null +++ b/lecture_001/triton_square.py @@ -0,0 +1,99 @@ +# Adapted straight from https://triton-lang.org/main/getting-started/tutorials/02-fused-softmax.html +import triton +import triton.language as tl +import torch + +# if @triton.jit(interpret=True) does not work, please use the following two lines to enable interpret mode +# import os +# os.environ["TRITON_INTERPRET"] = "1" + +@triton.jit +def square_kernel(output_ptr, input_ptr, input_row_stride, output_row_stride, n_cols, BLOCK_SIZE: tl.constexpr): + # The rows of the softmax are independent, so we parallelize across those + row_idx = tl.program_id(0) + # The stride represents how much we need to increase the pointer to advance 1 row + row_start_ptr = input_ptr + row_idx * input_row_stride + # The block size is the next power of two greater than n_cols, so we can fit each + # row in a single block + col_offsets = tl.arange(0, BLOCK_SIZE) + input_ptrs = row_start_ptr + col_offsets + # Load the row into SRAM, using a mask since BLOCK_SIZE may be > than n_cols + row = tl.load(input_ptrs, mask=col_offsets < n_cols, other=-float('inf')) + + square_output = row * row + + # Write back output to DRAM + output_row_start_ptr = output_ptr + row_idx * output_row_stride + output_ptrs = output_row_start_ptr + col_offsets + tl.store(output_ptrs, square_output, mask=col_offsets < n_cols) + + +def square(x): + n_rows, n_cols = x.shape + # The block size is the smallest power of two greater than the number of columns in `x` + BLOCK_SIZE = triton.next_power_of_2(n_cols) + # Another trick we can use is to ask the compiler to use more threads per row by + # increasing the number of warps (`num_warps`) over which each row is distributed. + # You will see in the next tutorial how to auto-tune this value in a more natural + # way so you don't have to come up with manual heuristics yourself. + num_warps = 4 + if BLOCK_SIZE >= 2048: + num_warps = 8 + if BLOCK_SIZE >= 4096: + num_warps = 16 + # Allocate output + y = torch.empty_like(x) + # Enqueue kernel. The 1D launch grid is simple: we have one kernel instance per row o + # f the input matrix + square_kernel[(n_rows, )]( + y, + x, + x.stride(0), + y.stride(0), + n_cols, + num_warps=num_warps, + BLOCK_SIZE=BLOCK_SIZE, + ) + return y + + +torch.manual_seed(0) +x = torch.randn(1823, 781, device='cuda') +y_triton = square(x) +y_torch = torch.square(x) +assert torch.allclose(y_triton, y_torch), (y_triton, y_torch) + +@triton.testing.perf_report( + triton.testing.Benchmark( + x_names=['N'], # argument names to use as an x-axis for the plot + x_vals=[128 * i for i in range(2, 100)], # different possible values for `x_name` + line_arg='provider', # argument name whose value corresponds to a different line in the plot + line_vals=[ + 'triton', + 'torch-native', + 'torch-compile' + ], # possible values for `line_arg`` + line_names=[ + "Triton", + "Torch (native)", + "Torch (compiled)" + ], # label name for the lines + styles=[('blue', '-'), ('green', '-'), ('green', '--')], # line styles + ylabel="GB/s", # label name for the y-axis + plot_name="square() performance", # name for the plot. Used also as a file name for saving the plot. + args={'M': 4096}, # values for function arguments not in `x_names` and `y_name` + )) +def benchmark(M, N, provider): + x = torch.randn(M, N, device='cuda', dtype=torch.float32) + quantiles = [0.5, 0.2, 0.8] + if provider == 'torch-native': + ms, min_ms, max_ms = triton.testing.do_bench(lambda: torch.square(x), quantiles=quantiles) + if provider == 'triton': + ms, min_ms, max_ms = triton.testing.do_bench(lambda: square(x), quantiles=quantiles) + if provider == 'torch-compile': + ms, min_ms, max_ms = triton.testing.do_bench(lambda: torch.compile(torch.square)(x), quantiles=quantiles) + gbps = lambda ms: 2 * x.nelement() * x.element_size() * 1e-9 / (ms * 1e-3) + return gbps(ms), gbps(max_ms), gbps(min_ms) + + +benchmark.run(show_plots=True, print_data=True, save_path='.') \ No newline at end of file diff --git a/lecture_002/README.md b/lecture_002/README.md new file mode 100644 index 0000000..e96e23d --- /dev/null +++ b/lecture_002/README.md @@ -0,0 +1,5 @@ +## Lecture 2 examples +Please make sure PyTorch (2.1.2) and cuda-toolkit (nvcc compiler) are installed. + - `vector_addition`: Classic CUDA C example, to compile use `make` in the `vector_addition` directory. + - `rgb_to_grayscale`: Example uses PyTorch's `torch.utils.cpp_extension.load_inline` feature to compile a custom RGB to grayscale kernel and uses it to convert input image to grayscale and which is saved in as `output.png`. Run in the `rgb_to_grayscale` folder `python rgb_to_grayscale.py`. + - `mean_filter`: This example also uses the PyTorch's `cpp_extension.load_inline` feature to compile a mean filter kernel. The kernel read pixel values in the surrounding (square area) of a pixel and computes the average value for each RGB channel individualy. The result is saved to `output.png`. Run in the `mean_filter` folder `python mean_filter.py`. diff --git a/cuda_mode_lecture2.pptx b/lecture_002/cuda_mode_lecture2.pptx similarity index 100% rename from cuda_mode_lecture2.pptx rename to lecture_002/cuda_mode_lecture2.pptx diff --git a/mean_filter/Grace_Hopper.jpg b/lecture_002/mean_filter/Grace_Hopper.jpg similarity index 100% rename from mean_filter/Grace_Hopper.jpg rename to lecture_002/mean_filter/Grace_Hopper.jpg diff --git a/mean_filter/mean_filter.py b/lecture_002/mean_filter/mean_filter.py similarity index 100% rename from mean_filter/mean_filter.py rename to lecture_002/mean_filter/mean_filter.py diff --git a/mean_filter/mean_filter_kernel.cu b/lecture_002/mean_filter/mean_filter_kernel.cu similarity index 100% rename from mean_filter/mean_filter_kernel.cu rename to lecture_002/mean_filter/mean_filter_kernel.cu diff --git a/rgb_to_grayscale/Grace_Hopper.jpg b/lecture_002/rgb_to_grayscale/Grace_Hopper.jpg similarity index 100% rename from rgb_to_grayscale/Grace_Hopper.jpg rename to lecture_002/rgb_to_grayscale/Grace_Hopper.jpg diff --git a/rgb_to_grayscale/grayscale_kernel.cu b/lecture_002/rgb_to_grayscale/grayscale_kernel.cu similarity index 100% rename from rgb_to_grayscale/grayscale_kernel.cu rename to lecture_002/rgb_to_grayscale/grayscale_kernel.cu diff --git a/rgb_to_grayscale/rgb_to_grayscale.py b/lecture_002/rgb_to_grayscale/rgb_to_grayscale.py similarity index 100% rename from rgb_to_grayscale/rgb_to_grayscale.py rename to lecture_002/rgb_to_grayscale/rgb_to_grayscale.py diff --git a/vector_addition/Makefile b/lecture_002/vector_addition/Makefile similarity index 100% rename from vector_addition/Makefile rename to lecture_002/vector_addition/Makefile diff --git a/vector_addition/vector_addition.cu b/lecture_002/vector_addition/vector_addition.cu similarity index 100% rename from vector_addition/vector_addition.cu rename to lecture_002/vector_addition/vector_addition.cu diff --git a/lecture3/pmpp.ipynb b/lecture_003/pmpp.ipynb similarity index 99% rename from lecture3/pmpp.ipynb rename to lecture_003/pmpp.ipynb index 3e65eb8..69c2f77 100644 --- a/lecture3/pmpp.ipynb +++ b/lecture_003/pmpp.ipynb @@ -11,16 +11,14 @@ { "cell_type": "markdown", "id": "21fce84e-7b13-446e-9504-eb037dc26d03", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "f92d55a1-7ded-4a1d-9615-4e12b7084134", "metadata": {}, "outputs": [], @@ -35,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "6311648d-e9a4-4808-9ff3-87113e10f755", "metadata": {}, "outputs": [ @@ -58,7 +56,7 @@ " [228, 228, 228, 228]]], dtype=torch.uint8)" ] }, - "execution_count": 4, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -71,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "ac9e776b-62a7-441f-a15f-dbe5a3c63502", "metadata": {}, "outputs": [], @@ -85,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "4e0cbb73-db3c-4a4a-85f6-0a69c58055ad", "metadata": {}, "outputs": [ @@ -95,7 +93,7 @@ "(3, 150, 216, 32400)" ] }, - "execution_count": 6, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -108,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "d2792041-5bcd-4f3b-89f2-677d8e988b4b", "metadata": {}, "outputs": [ @@ -138,16 +136,14 @@ { "cell_type": "markdown", "id": "7709676c-5d33-4ee4-a541-dce6b0d705b5", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### Basic Python" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "419700a7-99be-4a5d-a900-5687c4527ad4", "metadata": {}, "outputs": [], @@ -163,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "b1f10bd8-9179-4f3f-9c46-488135561481", "metadata": {}, "outputs": [ @@ -183,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "945b6f3a-724a-445c-a2a8-a29ef377ffa6", "metadata": {}, "outputs": [ @@ -205,16 +201,14 @@ { "cell_type": "markdown", "id": "9c98fa40-8832-4360-9ddc-f0497259c41c", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### Python Kernel" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "55f69539-09f9-4cee-8a9e-e44daccc2f01", "metadata": {}, "outputs": [], @@ -233,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "734d9bdf-886e-4a97-b9b2-cb1be0b39099", "metadata": {}, "outputs": [], @@ -244,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "593b1e8f-344e-4dd7-8582-99d29a0da0c9", "metadata": {}, "outputs": [], @@ -260,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "fbcbc99d-b781-4aa0-9b38-94428156a7e0", "metadata": {}, "outputs": [ @@ -304,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "c2f53a65-dc84-4849-9e1a-6eab284e910e", "metadata": {}, "outputs": [ @@ -314,7 +308,7 @@ "10496" ] }, - "execution_count": 15, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -325,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "945819c6-d417-44a5-838c-a4f7a2712ce3", "metadata": {}, "outputs": [], @@ -337,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "90f307f4-49ba-44ca-99f2-3f65726f9eef", "metadata": {}, "outputs": [], @@ -349,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "b50d0c42-ff5b-45c8-9945-4259482c7b6b", "metadata": {}, "outputs": [], @@ -367,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "49475573-42a9-4bf1-9530-2abac2c92b2a", "metadata": {}, "outputs": [ @@ -390,16 +384,14 @@ { "cell_type": "markdown", "id": "7ce90684-6133-477c-b71e-30815dfeb393", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### CUDA Setup" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "27d5004d-6e4b-494f-8be0-30514e17f539", "metadata": {}, "outputs": [], @@ -409,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "e95a2197-a06f-47ee-916d-04a6928199bb", "metadata": {}, "outputs": [], @@ -419,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "4d22883b-477a-4560-be1e-e51448ca2e25", "metadata": {}, "outputs": [], @@ -431,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "6dbaa081-ad95-404b-ad93-0a4358bf450b", "metadata": {}, "outputs": [], @@ -481,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "464dd989-f035-4a11-b71a-8ae28fc7e314", "metadata": {}, "outputs": [], @@ -508,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "5b5f8b07-8cb3-4aa8-b2a3-2ddd3878bef2", "metadata": {}, "outputs": [], @@ -518,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "06af71ec-3578-4aa9-8949-2cd3e615b534", "metadata": {}, "outputs": [ @@ -554,7 +546,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "2c07b443-f565-4527-91c6-348f35c6c544", "metadata": {}, "outputs": [ @@ -564,7 +556,7 @@ "['rgb_to_grayscale']" ] }, - "execution_count": 27, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -575,7 +567,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "1d659248-5efe-4d41-98ae-66fdedf5e23a", "metadata": {}, "outputs": [], @@ -585,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "2b1c7b73-c867-4d27-805c-750224f9c767", "metadata": {}, "outputs": [ @@ -603,7 +595,7 @@ "(1330, 1920, 2553600)" ] }, - "execution_count": 29, + "execution_count": null, "metadata": {}, "output_type": "execute_result" }, @@ -624,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "fe881b32-261e-4d58-8f35-056ea8fc9c1a", "metadata": {}, "outputs": [ @@ -646,9 +638,7 @@ { "cell_type": "markdown", "id": "dd968fbe-60df-4644-ac31-2099ee8207d7", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Matmul" ] @@ -656,16 +646,14 @@ { "cell_type": "markdown", "id": "f9a4e3c4-c7d6-4c3c-a6c7-f6202d78b6aa", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### Get data" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "b14b9d40-e252-424a-9d44-f7cea3fcdfb4", "metadata": {}, "outputs": [], @@ -678,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "78a41712-b8e5-45ca-8c2a-fe56d5c9a15e", "metadata": {}, "outputs": [], @@ -692,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "65b7bd23-03e0-4f4a-b890-bd9084f4adff", "metadata": {}, "outputs": [ @@ -702,7 +690,7 @@ "(torch.Size([50000, 784]), 'torch.FloatTensor')" ] }, - "execution_count": 33, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -715,7 +703,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "802a9f81-cd22-4bdd-a327-d7c25a4e9659", "metadata": {}, "outputs": [ @@ -725,7 +713,7 @@ "torch.Size([50000, 28, 28])" ] }, - "execution_count": 34, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -737,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "c0e6cb3a-ea3d-40a3-b09d-9e41e0622467", "metadata": {}, "outputs": [ @@ -758,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "96db03a1-470f-4281-aec8-f380a2042df3", "metadata": {}, "outputs": [ @@ -774,7 +762,7 @@ " [-1.4899, 0.3898, -0.5454, ..., -0.1923, -0.5076, 0.5439]])" ] }, - "execution_count": 36, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -788,16 +776,14 @@ { "cell_type": "markdown", "id": "e27dd979-a35d-43a8-9b72-9918a2f7fb6c", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### Python matmul" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "id": "eb141f6e-9813-44cc-b153-ccad49347648", "metadata": {}, "outputs": [ @@ -807,7 +793,7 @@ "(torch.Size([5, 784]), torch.Size([784, 10]))" ] }, - "execution_count": 53, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -820,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "id": "7247f303-e8fb-46eb-bbc9-abaa165f0ee3", "metadata": {}, "outputs": [ @@ -830,7 +816,7 @@ "((5, 784), (784, 10))" ] }, - "execution_count": 54, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -843,7 +829,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "id": "3f71d055-b2ec-4e9f-87f1-1d1da5937452", "metadata": {}, "outputs": [ @@ -853,7 +839,7 @@ "torch.Size([5, 10])" ] }, - "execution_count": 55, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -865,7 +851,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "id": "034e2c1c-b8d9-4869-b62a-975c4d061895", "metadata": {}, "outputs": [], @@ -878,7 +864,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "id": "680b7e85-bef0-4afd-896a-01cbfe4c335e", "metadata": {}, "outputs": [ @@ -888,7 +874,7 @@ "torch.Size([5, 10])" ] }, - "execution_count": 57, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -899,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "id": "fac45192-62e2-4245-b0aa-a4ba00e3f47f", "metadata": {}, "outputs": [], @@ -911,7 +897,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "id": "bef8a62a-e188-4dd0-8b98-b7a37d3888ba", "metadata": {}, "outputs": [ @@ -925,7 +911,7 @@ " [ -2.44, -6.40, -2.40, -9.04, 11.18, -5.77, -8.92, -3.79, -8.98, 5.28]])" ] }, - "execution_count": 59, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -936,7 +922,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "id": "09804bc3-43e8-463b-8365-e962907ab088", "metadata": {}, "outputs": [], @@ -952,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "id": "d7d64a58-5422-4e2e-af1c-16f1cbdab391", "metadata": {}, "outputs": [ @@ -971,7 +957,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "id": "0fb0c5e7-d01a-4900-a32e-eb6424f8439c", "metadata": {}, "outputs": [ @@ -981,7 +967,7 @@ "39200" ] }, - "execution_count": 62, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -993,16 +979,14 @@ { "cell_type": "markdown", "id": "b4ac4099-e90d-4f19-a6e2-a24df81c9739", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### 2d Python kernel" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "id": "434e5f38-5da2-4bac-9d95-e9d2b2042ff2", "metadata": {}, "outputs": [], @@ -1012,7 +996,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "id": "2ef592ed-b605-46f5-b72d-662ab46a55e8", "metadata": {}, "outputs": [], @@ -1021,12 +1005,12 @@ " for i0 in range(blocks.y):\n", " for i1 in range(blocks.x):\n", " for j0 in range(threads.y):\n", - " for j1 in range(threads.x): f(ns(x=i0,y=i1), ns(x=j0,y=j1), threads, *args)" + " for j1 in range(threads.x): f(ns(x=i1,y=i0), ns(x=j1,y=j0), threads, *args)" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "id": "62f8923f-8072-4f52-a644-6576f7dfe352", "metadata": {}, "outputs": [], @@ -1043,7 +1027,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "id": "a53c2202-1169-4ac6-a477-82b82f3c5201", "metadata": {}, "outputs": [], @@ -1062,7 +1046,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "id": "dc868ac2-7e60-4a1e-8bba-b40e452b6ef9", "metadata": {}, "outputs": [ @@ -1072,7 +1056,7 @@ "tensor(True)" ] }, - "execution_count": 67, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1085,16 +1069,14 @@ { "cell_type": "markdown", "id": "903ab09b-bb28-47c2-9c82-94863056c149", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### Broadcasting" ] }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, "id": "7b52029b-8570-4557-b162-d400f5b669d4", "metadata": {}, "outputs": [], @@ -1108,7 +1090,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": null, "id": "10e2bda8-4823-459a-b618-82b9b20c8308", "metadata": {}, "outputs": [ @@ -1118,7 +1100,7 @@ "tensor(True)" ] }, - "execution_count": 127, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1129,7 +1111,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": null, "id": "f4bbd2b4-b79a-41fe-a3de-ecb0673503b3", "metadata": {}, "outputs": [ @@ -1148,7 +1130,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": null, "id": "88649ae9-4056-450f-bdfa-4d30a7183248", "metadata": {}, "outputs": [ @@ -1158,7 +1140,7 @@ "torch.Size([50000, 10])" ] }, - "execution_count": 139, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1171,7 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": null, "id": "3a5dffcd-1cfd-423e-9e71-e83e59a7dca3", "metadata": {}, "outputs": [ @@ -1190,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": null, "id": "d84742e1-4094-433d-97bd-7932482a63c1", "metadata": {}, "outputs": [ @@ -1200,7 +1182,7 @@ "392000000" ] }, - "execution_count": 141, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1214,16 +1196,14 @@ { "cell_type": "markdown", "id": "af01b572-c0aa-41b0-8ba7-b48e3f899978", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### CUDA matmul" ] }, { "cell_type": "code", - "execution_count": 204, + "execution_count": null, "id": "6dde8ea4-25c3-48fd-97d3-7a0d375dcd73", "metadata": {}, "outputs": [], @@ -1259,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 198, + "execution_count": null, "id": "0de6d749-3922-4a30-a00a-60f153d59907", "metadata": {}, "outputs": [], @@ -1269,7 +1249,7 @@ }, { "cell_type": "code", - "execution_count": 205, + "execution_count": null, "id": "25c0b6ea-c5cf-4bab-9f46-1de103e5ae68", "metadata": {}, "outputs": [], @@ -1279,7 +1259,7 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": null, "id": "49b0aa26-b9b6-4f5b-8223-5d6afad88bfa", "metadata": {}, "outputs": [], @@ -1289,7 +1269,7 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": null, "id": "09d45a98-0d7f-4e0e-b704-f979e53550cb", "metadata": {}, "outputs": [ @@ -1299,7 +1279,7 @@ "tensor(True)" ] }, - "execution_count": 201, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1310,7 +1290,7 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": null, "id": "5342f1f0-8684-4d6c-814f-ab4b10995ad3", "metadata": {}, "outputs": [ @@ -1328,7 +1308,7 @@ "torch.Size([50000, 10])" ] }, - "execution_count": 203, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1342,16 +1322,14 @@ { "cell_type": "markdown", "id": "4c9bee22-2600-4f6c-a695-e6d9f0ee2177", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### Pytorch" ] }, { "cell_type": "code", - "execution_count": 303, + "execution_count": null, "id": "44eb1f44-611d-4270-8054-4cd4217d3305", "metadata": {}, "outputs": [ @@ -1361,7 +1339,7 @@ "tensor(True)" ] }, - "execution_count": 303, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1372,7 +1350,7 @@ }, { "cell_type": "code", - "execution_count": 304, + "execution_count": null, "id": "3d25db36-fad7-4678-9657-cc4efb874276", "metadata": {}, "outputs": [ @@ -1391,16 +1369,14 @@ { "cell_type": "markdown", "id": "0ccf2fdc-6794-4409-9af8-be7280065c58", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### RGB->Grey CUDA 3d" ] }, { "cell_type": "code", - "execution_count": 244, + "execution_count": null, "id": "b6617d51-3c42-45ec-9267-4bed0cb2439f", "metadata": {}, "outputs": [], @@ -1433,7 +1409,7 @@ }, { "cell_type": "code", - "execution_count": 245, + "execution_count": null, "id": "38203af3-ed23-4866-88fb-6ae54b01a414", "metadata": {}, "outputs": [], @@ -1443,7 +1419,7 @@ }, { "cell_type": "code", - "execution_count": 246, + "execution_count": null, "id": "c7a22330-baa1-4189-af17-0aa1ca398e42", "metadata": {}, "outputs": [ @@ -1474,21 +1450,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" } }, "nbformat": 4, diff --git a/lecture3/puppy.jpg b/lecture_003/puppy.jpg similarity index 100% rename from lecture3/puppy.jpg rename to lecture_003/puppy.jpg diff --git a/lecture_004/cuda-mode-2024-02-03.pdf b/lecture_004/cuda-mode-2024-02-03.pdf new file mode 100644 index 0000000..a73279f Binary files /dev/null and b/lecture_004/cuda-mode-2024-02-03.pdf differ diff --git a/lecture_004/cuda-mode-session-4.ipynb b/lecture_004/cuda-mode-session-4.ipynb new file mode 100644 index 0000000..ee85a5f --- /dev/null +++ b/lecture_004/cuda-mode-session-4.ipynb @@ -0,0 +1,841 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "fdfd2e32", + "metadata": {}, + "source": [ + "# CUDA-MODE session 4 (ch 4 + 5 of the book)\n", + "\n", + "Notebook by Thomas Viehmann, based on Jeremy Howard's notebook from lecture 3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3fd3f4aa", + "metadata": {}, + "outputs": [], + "source": [ + "!pip install ninja\n", + "!sudo apt update\n", + "!sudo apt install g++-11 -y\n", + "!sudo apt install ccache -y" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "63b545e7", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.utils.cpp_extension\n", + "import os\n", + "os.environ['CXX'] = '/usr/lib/ccache/g++-11'\n", + "os.environ['CC'] = '/usr/lib/ccache/gcc-11'" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "288de6fd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using /home/tv/.cache/torch_extensions/py310_cu121 as PyTorch extensions root...\n", + "Detected CUDA files, patching ldflags\n", + "Emitting ninja build file /home/tv/.cache/torch_extensions/py310_cu121/test_ext/build.ninja...\n", + "Building extension module test_ext...\n", + "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/3] /usr/lib/ccache/g++-11 -MMD -MF main.o.d -DTORCH_EXTENSION_NAME=test_ext -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -fPIC -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext/main.cpp -o main.o \n", + "[2/3] /usr/bin/nvcc --generate-dependencies-with-compile --dependency-output cuda.cuda.o.d -ccbin /usr/lib/ccache/gcc-11 -DTORCH_EXTENSION_NAME=test_ext -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' --ptxas-options=-v -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext/cuda.cu -o cuda.cuda.o \n", + "ptxas info : 1 bytes gmem\n", + "ptxas info : Compiling entry function '_Z23rgb_to_grayscale_kernelPhS_i' for 'sm_86'\n", + "ptxas info : Function properties for _Z23rgb_to_grayscale_kernelPhS_i\n", + " 0 bytes stack frame, 0 bytes spill stores, 0 bytes spill loads\n", + "ptxas info : Used 14 registers, 372 bytes cmem[0]\n", + "[3/3] /usr/lib/ccache/g++-11 main.o cuda.cuda.o -shared -L/usr/local/lib/python3.10/dist-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/lib64 -lcudart -o test_ext.so\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading extension module test_ext...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "26.8034565 µs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "STAGE:2024-02-03 18:46:05 288753:288753 ActivityProfilerController.cpp:314] Completed Stage: Warm Up\n", + "STAGE:2024-02-03 18:46:05 288753:288753 ActivityProfilerController.cpp:320] Completed Stage: Collection\n", + "STAGE:2024-02-03 18:46:05 288753:288753 ActivityProfilerController.cpp:324] Completed Stage: Post Processing\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ \n", + " Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls \n", + "------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ \n", + " cudaLaunchKernel 12.93% 32.585ms 12.93% 32.585ms 3.259us 0.000us 0.00% 0.000us 0.000us 10000 \n", + "rgb_to_grayscale_kernel(unsigned char*, unsigned cha... 0.00% 0.000us 0.00% 0.000us 0.000us 269.413ms 100.00% 269.413ms 26.941us 10000 \n", + " cudaDeviceSynchronize 87.07% 219.449ms 87.07% 219.449ms 21.943us 0.000us 0.00% 0.000us 0.000us 10001 \n", + "------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ \n", + "Self CPU time total: 252.034ms\n", + "Self CUDA time total: 269.413ms\n", + "\n" + ] + } + ], + "source": [ + "\n", + "# based on Jeremy's Lecture 3 notebook\n", + "cuda_begin = r'''\n", + "#include \n", + "#include \n", + "#include \n", + "\n", + "#define CHECK_CUDA(x) TORCH_CHECK(x.device().is_cuda(), #x \" must be a CUDA tensor\")\n", + "#define CHECK_CONTIGUOUS(x) TORCH_CHECK(x.is_contiguous(), #x \" must be contiguous\")\n", + "#define CHECK_INPUT(x) CHECK_CUDA(x); CHECK_CONTIGUOUS(x)\n", + "\n", + "inline unsigned int cdiv(unsigned int a, unsigned int b) { return (a + b - 1) / b;}\n", + "'''\n", + "\n", + "cuda_src = cuda_begin + r'''\n", + "__global__ void rgb_to_grayscale_kernel(unsigned char* out, unsigned char* in, int n) {\n", + " int i = blockIdx.x*blockDim.x + threadIdx.x;\n", + " if (i >= n) return;\n", + " out[i] = 0.2989f*in[i] + 0.5870f*in[i+n] + 0.1140f*in[i+2*n]; // fix with f found by Andreas...\n", + "}\n", + "\n", + "torch::Tensor rgb_to_grayscale_out(torch::Tensor output, const torch::Tensor& input) {\n", + " CHECK_INPUT(input);\n", + " int h = input.size(1);\n", + " int w = input.size(2);\n", + " TORCH_CHECK((h == output.size(0)) || (w == output.size(1)) || (output.device() == input.device())\n", + " || (output.scalar_type() == input.scalar_type()));\n", + " int threads = 256;\n", + " rgb_to_grayscale_kernel<<>>(\n", + " output.data_ptr(), input.data_ptr(), w*h);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "\n", + "torch::Tensor rgb_to_grayscale(const torch::Tensor& input) {\n", + " CHECK_INPUT(input);\n", + " int h = input.size(1);\n", + " int w = input.size(2);\n", + " auto output = torch::empty({h,w}, input.options());\n", + " rgb_to_grayscale_out(output, input);\n", + " return output;\n", + "}\n", + "'''\n", + "\n", + "cpp_src = \"\"\"\n", + "torch::Tensor rgb_to_grayscale(const torch::Tensor& input);\n", + "torch::Tensor rgb_to_grayscale_out(torch::Tensor outpuit, const torch::Tensor& input);\n", + "\"\"\"\n", + "\n", + "import os\n", + "os.environ['CXX'] = '/usr/lib/ccache/g++-11'\n", + "os.environ['CC'] = '/usr/lib/ccache/gcc-11'\n", + "\n", + "module = torch.utils.cpp_extension.load_inline(\n", + " \"test_ext\", cpp_src, cuda_src, \n", + " functions=['rgb_to_grayscale', 'rgb_to_grayscale_out'], extra_cuda_cflags=['--ptxas-options=-v'], verbose=True)\n", + "\n", + "\n", + "\n", + "n = 2048\n", + "t = torch.randint(0, 256, (3, n, n), dtype=torch.uint8, device=\"cuda\")\n", + "out = module.rgb_to_grayscale(t); torch.cuda.synchronize()\n", + "\n", + "import time\n", + "t0 = time.perf_counter_ns()\n", + "for i in range(10_000):\n", + " module.rgb_to_grayscale_out(out, t)\n", + "torch.cuda.synchronize()\n", + "t1 = time.perf_counter_ns()\n", + "\n", + "print((t1-t0) / 10_000 / 1_000, \"µs\") \n", + "\n", + "\n", + "with torch.profiler.profile() as prof:\n", + " for i in range(10_000):\n", + " module.rgb_to_grayscale_out(out, t)\n", + " torch.cuda.synchronize()\n", + "\n", + "print(prof.key_averages().table())\n" + ] + }, + { + "cell_type": "markdown", + "id": "442400bd", + "metadata": {}, + "source": [ + "# Approximate gelu as a fusion example" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a1c8c558", + "metadata": {}, + "outputs": [], + "source": [ + "# as per the pytorch doc, implemented manually\n", + "def gelu(x):\n", + " return 0.5 * x * (1+ torch.tanh((2/torch.pi)**0.5 * (x+0.044715 * x**3)))\n", + "\n", + "x = torch.randn(1024, 1024, device=\"cuda\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f0733f1d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " ...,\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.]], device='cuda:0')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gelu(x) - torch.nn.functional.gelu(x, approximate='tanh')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d782da2c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "435 µs ± 1.82 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n", + "61.6 µs ± 1.21 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + ] + } + ], + "source": [ + "%timeit gelu(x); torch.cuda.synchronize()\n", + "%timeit torch.nn.functional.gelu(x, approximate='tanh'); torch.cuda.synchronize()" + ] + }, + { + "cell_type": "markdown", + "id": "b5a9f0de", + "metadata": {}, + "source": [ + "## Kind of slow. Why?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8a54e12d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using /home/tv/.cache/torch_extensions/py310_cu121 as PyTorch extensions root...\n", + "Detected CUDA files, patching ldflags\n", + "Emitting ninja build file /home/tv/.cache/torch_extensions/py310_cu121/test_ext_gelu/build.ninja...\n", + "Building extension module test_ext_gelu...\n", + "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/3] /usr/lib/ccache/g++-11 -MMD -MF main.o.d -DTORCH_EXTENSION_NAME=test_ext_gelu -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -fPIC -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext_gelu/main.cpp -o main.o \n", + "[2/3] /usr/bin/nvcc --generate-dependencies-with-compile --dependency-output cuda.cuda.o.d -ccbin /usr/lib/ccache/gcc-11 -DTORCH_EXTENSION_NAME=test_ext_gelu -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' --ptxas-options=-v -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext_gelu/cuda.cu -o cuda.cuda.o \n", + "ptxas info : 1 bytes gmem\n", + "ptxas info : Compiling entry function '_Z14my_gelu_kernelPfS_i' for 'sm_86'\n", + "ptxas info : Function properties for _Z14my_gelu_kernelPfS_i\n", + " 0 bytes stack frame, 0 bytes spill stores, 0 bytes spill loads\n", + "ptxas info : Used 12 registers, 372 bytes cmem[0]\n", + "[3/3] /usr/lib/ccache/g++-11 main.o cuda.cuda.o -shared -L/usr/local/lib/python3.10/dist-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/lib64 -lcudart -o test_ext_gelu.so\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading extension module test_ext_gelu...\n" + ] + } + ], + "source": [ + "cuda_src = cuda_begin + r'''\n", + "__global__ void my_gelu_kernel(float* out, float* inp, int n) {\n", + " int i = blockIdx.x*blockDim.x + threadIdx.x;\n", + " if (i >= n) return;\n", + " float x = inp[i];\n", + " out[i] = 0.5f * x * (1.0f+ tanhf(sqrtf(2.0f/3.141592653589793f) * (x+0.044715f * (x*x*x))));\n", + "}\n", + "\n", + "torch::Tensor my_gelu_out(torch::Tensor output, const torch::Tensor& inp) {\n", + " CHECK_INPUT(inp);\n", + " int n = inp.numel();\n", + " TORCH_CHECK((output.sizes() == inp.sizes()) || (output.device() == inp.device())\n", + " || (output.scalar_type() == inp.scalar_type()));\n", + " int threads = 256;\n", + " my_gelu_kernel<<>>(\n", + " output.data_ptr(), inp.data_ptr(), n);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "\n", + "torch::Tensor my_gelu(const torch::Tensor& inp) {\n", + " CHECK_INPUT(inp);\n", + " auto output = torch::empty_like(inp);\n", + " my_gelu_out(output, inp);\n", + " return output;\n", + "}\n", + "'''\n", + "\n", + "cpp_src = \"\"\"\n", + "torch::Tensor my_gelu(const torch::Tensor& inp);\n", + "torch::Tensor my_gelu_out(torch::Tensor output, const torch::Tensor& inp);\n", + "\"\"\"\n", + "\n", + "import os\n", + "os.environ['CXX'] = '/usr/lib/ccache/g++-11'\n", + "os.environ['CC'] = '/usr/lib/ccache/gcc-11'\n", + "\n", + "gelu_module = torch.utils.cpp_extension.load_inline(\n", + " \"test_ext_gelu\", cpp_src, cuda_src, \n", + " functions=['my_gelu', 'my_gelu_out'], extra_cuda_cflags=['--ptxas-options=-v'], verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ec3f1b5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(2.3842e-07, device='cuda:0')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(gelu_module.my_gelu(x) - gelu(x)).abs().max()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e3427d1c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "55.9 µs ± 1.32 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + ] + } + ], + "source": [ + "%timeit gelu_module.my_gelu(x); torch.cuda.synchronize()" + ] + }, + { + "cell_type": "markdown", + "id": "82fabbbd", + "metadata": {}, + "source": [ + "# Empty kernel to measure launch latency\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f6752592", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using /home/tv/.cache/torch_extensions/py310_cu121 as PyTorch extensions root...\n", + "Detected CUDA files, patching ldflags\n", + "Emitting ninja build file /home/tv/.cache/torch_extensions/py310_cu121/test_ext_empty/build.ninja...\n", + "Building extension module test_ext_empty...\n", + "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/3] /usr/lib/ccache/g++-11 -MMD -MF main.o.d -DTORCH_EXTENSION_NAME=test_ext_empty -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -fPIC -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext_empty/main.cpp -o main.o \n", + "[2/3] /usr/bin/nvcc --generate-dependencies-with-compile --dependency-output cuda.cuda.o.d -ccbin /usr/lib/ccache/gcc-11 -DTORCH_EXTENSION_NAME=test_ext_empty -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' --ptxas-options=-v -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext_empty/cuda.cu -o cuda.cuda.o \n", + "ptxas info : 1 bytes gmem\n", + "ptxas info : Compiling entry function '_Z15my_empty_kernelPfS_i' for 'sm_86'\n", + "ptxas info : Function properties for _Z15my_empty_kernelPfS_i\n", + " 0 bytes stack frame, 0 bytes spill stores, 0 bytes spill loads\n", + "ptxas info : Used 4 registers, 372 bytes cmem[0]\n", + "[3/3] /usr/lib/ccache/g++-11 main.o cuda.cuda.o -shared -L/usr/local/lib/python3.10/dist-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/lib64 -lcudart -o test_ext_empty.so\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading extension module test_ext_empty...\n" + ] + } + ], + "source": [ + "cuda_src = cuda_begin + r'''\n", + "__global__ void my_empty_kernel(float* out, float* inp, int n) {\n", + "}\n", + "\n", + "torch::Tensor my_empty_out(torch::Tensor output, const torch::Tensor& inp) {\n", + " CHECK_INPUT(inp);\n", + " int n = inp.numel();\n", + " TORCH_CHECK((output.sizes() == inp.sizes()) || (output.device() == inp.device())\n", + " || (output.scalar_type() == inp.scalar_type()));\n", + " int threads = 256;\n", + " my_empty_kernel<<>>(\n", + " output.data_ptr(), inp.data_ptr(), n);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "\n", + "torch::Tensor my_empty(const torch::Tensor& inp) {\n", + " CHECK_INPUT(inp);\n", + " auto output = torch::empty_like(inp);\n", + " my_empty_out(output, inp);\n", + " return output;\n", + "}\n", + "'''\n", + "\n", + "cpp_src = \"\"\"\n", + "torch::Tensor my_empty(const torch::Tensor& inp);\n", + "torch::Tensor my_empty_out(torch::Tensor output, const torch::Tensor& inp);\n", + "\"\"\"\n", + "\n", + "import os\n", + "os.environ['CXX'] = '/usr/lib/ccache/g++-11'\n", + "os.environ['CC'] = '/usr/lib/ccache/gcc-11'\n", + "\n", + "empty_module = torch.utils.cpp_extension.load_inline(\n", + " \"test_ext_empty\", cpp_src, cuda_src, \n", + " functions=['my_empty', 'my_empty_out'], extra_cuda_cflags=['--ptxas-options=-v'], verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2111adbb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "15.6 µs ± 261 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "STAGE:2024-02-03 18:47:47 288753:288753 ActivityProfilerController.cpp:314] Completed Stage: Warm Up\n", + "STAGE:2024-02-03 18:47:47 288753:288753 ActivityProfilerController.cpp:320] Completed Stage: Collection\n", + "STAGE:2024-02-03 18:47:47 288753:288753 ActivityProfilerController.cpp:324] Completed Stage: Post Processing\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ \n", + " Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls \n", + "---------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ \n", + " cudaLaunchKernel 80.81% 42.183ms 80.81% 42.183ms 4.218us 0.000us 0.00% 0.000us 0.000us 10000 \n", + " my_empty_kernel(float*, float*, int) 0.00% 0.000us 0.00% 0.000us 0.000us 30.000ms 100.00% 30.000ms 3.000us 10000 \n", + " cudaDeviceSynchronize 19.19% 10.020ms 19.19% 10.020ms 1.002us 0.000us 0.00% 0.000us 0.000us 10001 \n", + "---------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ \n", + "Self CPU time total: 52.203ms\n", + "Self CUDA time total: 30.000ms\n", + "\n" + ] + } + ], + "source": [ + "%timeit empty_module.my_empty_out(x, x); torch.cuda.synchronize()\n", + "\n", + "with torch.profiler.profile() as prof:\n", + " for i in range(10_000):\n", + " empty_module.my_empty_out(x, x)\n", + " torch.cuda.synchronize()\n", + "print(prof.key_averages().table())" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "836d9c28", + "metadata": {}, + "outputs": [], + "source": [ + "## Matmul" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "eb5aa965", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using /home/tv/.cache/torch_extensions/py310_cu121 as PyTorch extensions root...\n", + "Detected CUDA files, patching ldflags\n", + "Emitting ninja build file /home/tv/.cache/torch_extensions/py310_cu121/test_ext_simple_matmul/build.ninja...\n", + "Building extension module test_ext_simple_matmul...\n", + "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ninja: no work to do.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading extension module test_ext_simple_matmul...\n" + ] + } + ], + "source": [ + "cuda_src = cuda_begin + r'''\n", + "__global__ void simple_matmul_k(float* m, float* n, float* out, int h, int w, int k) {\n", + " int r = blockIdx.y*blockDim.y + threadIdx.y;\n", + " int c = blockIdx.x*blockDim.x + threadIdx.x;\n", + "\n", + " if (r>=h || c>=w) return;\n", + " float o = 0;\n", + " for (int i = 0; i>>(\n", + " m.data_ptr(), n.data_ptr(), output.data_ptr(), h, w, k);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "'''\n", + "\n", + "cpp_src = \"\"\"\n", + "torch::Tensor simple_matmul(const torch::Tensor& m, const torch::Tensor& n);\n", + "\"\"\"\n", + "\n", + "simple_matmul_module = torch.utils.cpp_extension.load_inline(\n", + " \"test_ext_simple_matmul\", cpp_src, cuda_src, \n", + " functions=['simple_matmul'], extra_cuda_cflags=['--ptxas-options=-v'], verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ba92c3d1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "934 µs ± 1.42 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor(0.0002, device='cuda:0')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = torch.randn(1024, 1024, device=\"cuda\")\n", + "b = torch.randn(1024, 1024, device=\"cuda\")\n", + "%timeit simple_matmul_module.simple_matmul(a, b)\n", + "\n", + "(simple_matmul_module.simple_matmul(a, b) - a@b).abs().max()" + ] + }, + { + "cell_type": "markdown", + "id": "8dd38a25", + "metadata": {}, + "source": [ + "## Tiled matmul" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "47b4e127", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using /home/tv/.cache/torch_extensions/py310_cu121 as PyTorch extensions root...\n", + "Detected CUDA files, patching ldflags\n", + "Emitting ninja build file /home/tv/.cache/torch_extensions/py310_cu121/test_ext_tiled_matmul/build.ninja...\n", + "Building extension module test_ext_tiled_matmul...\n", + "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/3] /usr/lib/ccache/g++-11 -MMD -MF main.o.d -DTORCH_EXTENSION_NAME=test_ext_tiled_matmul -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -fPIC -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext_tiled_matmul/main.cpp -o main.o \n", + "[2/3] /usr/bin/nvcc --generate-dependencies-with-compile --dependency-output cuda.cuda.o.d -ccbin /usr/lib/ccache/gcc-11 -DTORCH_EXTENSION_NAME=test_ext_tiled_matmul -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1016\\\" -isystem /usr/local/lib/python3.10/dist-packages/torch/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/torch/csrc/api/include -isystem /usr/local/lib/python3.10/dist-packages/torch/include/TH -isystem /usr/local/lib/python3.10/dist-packages/torch/include/THC -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_86,code=compute_86 -gencode=arch=compute_86,code=sm_86 --compiler-options '-fPIC' --ptxas-options=-v -std=c++17 -c /home/tv/.cache/torch_extensions/py310_cu121/test_ext_tiled_matmul/cuda.cu -o cuda.cuda.o \n", + "ptxas info : 1 bytes gmem\n", + "ptxas info : Compiling entry function '_Z19tiled_matmul_kernelPfS_S_iii' for 'sm_86'\n", + "ptxas info : Function properties for _Z19tiled_matmul_kernelPfS_S_iii\n", + " 0 bytes stack frame, 0 bytes spill stores, 0 bytes spill loads\n", + "ptxas info : Used 36 registers, 2048 bytes smem, 388 bytes cmem[0]\n", + "[3/3] /usr/lib/ccache/g++-11 main.o cuda.cuda.o -shared -L/usr/local/lib/python3.10/dist-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/lib64 -lcudart -o test_ext_tiled_matmul.so\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading extension module test_ext_tiled_matmul...\n" + ] + } + ], + "source": [ + "cuda_src = cuda_begin + r\"\"\"\n", + "constexpr int TILE_SIZE = 16;\n", + "\n", + "__global__ void tiled_matmul_kernel(float* out, float* M, float* N, int h, int w, int k) {\n", + " __shared__ float M_tile[TILE_SIZE][TILE_SIZE];\n", + " __shared__ float N_tile[TILE_SIZE][TILE_SIZE];\n", + " \n", + " // idxes into tile\n", + " int ir = threadIdx.y;\n", + " int ic = threadIdx.x;\n", + " \n", + " int r = blockIdx.y * blockDim.y + threadIdx.y;\n", + " int c = blockIdx.x * blockDim.x + threadIdx.x;\n", + "\n", + " // note: cannot just exit if we want to do padding!\n", + " \n", + " float res = 0.0f;\n", + " for (int K_tileidx = 0; K_tileidx < (k + TILE_SIZE -1) / TILE_SIZE; K_tileidx++) {\n", + " // note how threadIdx.x is the fastes moving bit --> coalesced memory access\n", + " M_tile[ir][ic] = (((r < h) && (K_tileidx * TILE_SIZE + ic < k)) ? M[r * k + K_tileidx * TILE_SIZE + ic] : 0.f);\n", + " N_tile[ir][ic] = ((((K_tileidx * TILE_SIZE + ir) < k) && (c < w)) ? N[(K_tileidx * TILE_SIZE + ir) * w + c] : 0.f);\n", + " //M_tile[ir][ic] = M[r * k + K_tileidx * TILE_SIZE + ic];\n", + " //N_tile[ir][ic] = N[(K_tileidx * TILE_SIZE + ir) * w + c];\n", + " __syncthreads();\n", + " for (int idx = 0; idx < TILE_SIZE; idx++) {\n", + " res += M_tile[ir][idx] * N_tile[idx][ic];\n", + " }\n", + " __syncthreads(); // important! (why?)\n", + " }\n", + " if ((r < h) && (c < w)) {\n", + " out[r * w + c] = res;\n", + " }\n", + "}\n", + "\n", + "torch::Tensor tiled_matmul(const torch::Tensor& m, const torch::Tensor& n) {\n", + " CHECK_INPUT(m); CHECK_INPUT(n);\n", + " int h = m.size(0);\n", + " int w = n.size(1);\n", + " int k = m.size(1);\n", + " TORCH_CHECK(k==n.size(0), \"Size mismatch\");\n", + " //TORCH_CHECK((k % TILE_SIZE == 0) && (h % TILE_SIZE == 0) && (w % TILE_SIZE == 0), \"Padding not done\");\n", + " auto output = torch::empty({h, w}, m.options());\n", + "\n", + " dim3 tpb(TILE_SIZE, TILE_SIZE);\n", + " dim3 blocks(cdiv(w, tpb.x), cdiv(h, tpb.y));\n", + " tiled_matmul_kernel<<>>(\n", + " output.data_ptr(), m.data_ptr(), n.data_ptr(), h, w, k);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "\n", + "\"\"\"\n", + "cpp_src = \"\"\"\n", + "torch::Tensor tiled_matmul(const torch::Tensor& m, const torch::Tensor& n);\n", + "\"\"\"\n", + "\n", + "tiled_matmul_module = torch.utils.cpp_extension.load_inline(\n", + " \"test_ext_tiled_matmul\", cpp_src, cuda_src, \n", + " functions=['tiled_matmul'], extra_cuda_cflags=['--ptxas-options=-v'], verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2b9ceaa8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "707 µs ± 6.36 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + ] + } + ], + "source": [ + "%timeit tiled_matmul_module.tiled_matmul(a, b)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8e0f2627", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(4.5776e-05, device='cuda:0')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aa = torch.randn(500, 200, device=\"cuda\")\n", + "bb = torch.randn(200, 1000, device=\"cuda\")\n", + "\n", + "\n", + "(tiled_matmul_module.tiled_matmul(aa, bb) - aa@bb).abs().max()\n" + ] + }, + { + "cell_type": "markdown", + "id": "68bc3b49", + "metadata": {}, + "source": [ + "# Occupancy?\n", + "\n", + "- shared memory: 64k/2k -> 32\n", + "- threads: 1536/256 -> 6\n", + "\n", + "$\\rightarrow$ we could afford larger tiles" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50a78320", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "659c02af", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.10", + "language": "python", + "name": "py3.10" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/lecture_005/matmul_l5.ipynb b/lecture_005/matmul_l5.ipynb new file mode 100644 index 0000000..fc3d6db --- /dev/null +++ b/lecture_005/matmul_l5.ipynb @@ -0,0 +1,1328 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9d435bae-c85f-4368-8cd5-0eff0928458e", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bba3631e-5016-40f4-bd46-cc91e7509f3e", + "metadata": {}, + "outputs": [], + "source": [ + "import os,math,sys,torch,re,numpy as np\n", + "from types import SimpleNamespace as ns\n", + "from collections import namedtuple" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bbda41fd-dbbf-47d4-807a-67ad565b3bc8", + "metadata": {}, + "outputs": [], + "source": [ + "dim3 = namedtuple('dim3', ['x','y','z'], defaults=(1,1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b57350f-3ff6-4e10-8635-040c3736220d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dim3(x=2, y=3, z=1)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = dim3(2,3)\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca90d679-3fba-4903-8e14-7ef9efb3bf89", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 3)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d.x,d.y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14e41709-f1f3-40c1-aa20-bd19737f3d86", + "metadata": {}, + "outputs": [], + "source": [ + "np.set_printoptions(precision=2, linewidth=140)\n", + "torch.set_printoptions(precision=2, linewidth=140, sci_mode=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db47935d-8477-4116-9538-369c759322bd", + "metadata": {}, + "outputs": [], + "source": [ + "sys.path.insert(0, '..')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a76aa950-6f87-452d-b048-82da11be0b24", + "metadata": {}, + "outputs": [], + "source": [ + "from utils import show_img,load_cuda,cuda_begin,cdiv" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "994f69fd-3989-46e2-ad84-71b7450f1b3f", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext wurlitzer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ed0d99b2-bf34-4e9c-99e5-0ebf4e4b02d7", + "metadata": {}, + "outputs": [], + "source": [ + "# os.environ['CUDA_LAUNCH_BLOCKING']='1'\n", + "torch.manual_seed(42);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc38ccaa-c802-46c2-962a-e1f83eba49d0", + "metadata": {}, + "outputs": [], + "source": [ + "m1 = torch.rand(5120, 256)\n", + "m1s = m1[:4]\n", + "m2 = torch.rand(256,5120)\n", + "m2s = m2[:,:4]" + ] + }, + { + "cell_type": "markdown", + "id": "28662938-ef33-410b-96d4-d7d503c696d6", + "metadata": {}, + "source": [ + "## Reminder" + ] + }, + { + "cell_type": "markdown", + "id": "0c9421c9-6cd5-479e-b3f2-7a3a8d2a7b43", + "metadata": {}, + "source": [ + "### 2d Python kernel" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ef592ed-b605-46f5-b72d-662ab46a55e8", + "metadata": {}, + "outputs": [], + "source": [ + "def blk_kernel2d(f, blocks, threads, *args):\n", + " for i0 in range(blocks.y):\n", + " for i1 in range(blocks.x):\n", + " for j0 in range(threads.y):\n", + " for j1 in range(threads.x): f(dim3(i1,i0), dim3(j1,j0), threads, *args)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "62f8923f-8072-4f52-a644-6576f7dfe352", + "metadata": {}, + "outputs": [], + "source": [ + "def matmul_bk(blockIdx, threadIdx, blockDim, m, n, out, h, w, k):\n", + " r = blockIdx.y*blockDim.y + threadIdx.y\n", + " c = blockIdx.x*blockDim.x + threadIdx.x\n", + " \n", + " if (r>=h or c>=w): return\n", + " o = 0.\n", + " for i in range(k): o += m[r*k+i] * n[i*w+c]\n", + " out[r*w+c] = o" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a53c2202-1169-4ac6-a477-82b82f3c5201", + "metadata": {}, + "outputs": [], + "source": [ + "def matmul_2d(m, n):\n", + " h,k = m.shape\n", + " k2,w = n.shape\n", + " assert k==k2, \"Size mismatch!\"\n", + " output = torch.zeros(h, w, dtype=m.dtype)\n", + " tpb = dim3(16,16)\n", + " blocks = dim3(cdiv(w,tpb.x), cdiv(h,tpb.y))\n", + " blk_kernel2d(matmul_bk, blocks, tpb,\n", + " m.flatten(), n.flatten(), output.flatten(), h, w, k)\n", + " return output" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e54824bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(True)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.isclose(matmul_2d(m1s, m2s), m1s@m2s).all()" + ] + }, + { + "cell_type": "markdown", + "id": "8023ed5e-6adb-4c00-b234-a80bf774baad", + "metadata": {}, + "source": [ + "### CUDA" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3f85d6e4-bc36-4171-b64e-3447359913e5", + "metadata": {}, + "outputs": [], + "source": [ + "cuda_src = cuda_begin + r'''\n", + "__global__ void matmul_k(float* m, float* n, float* out, int h, int w, int k) {\n", + " int r = blockIdx.y*blockDim.y + threadIdx.y;\n", + " int c = blockIdx.x*blockDim.x + threadIdx.x;\n", + "\n", + " if (r>=h || c>=w) return;\n", + " float o = 0;\n", + " for (int i = 0; i>>(\n", + " m.data_ptr(), n.data_ptr(), output.data_ptr(), h, w, k);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a82414f-bd5a-4fb1-9f7f-1f404b8d8a1f", + "metadata": {}, + "outputs": [], + "source": [ + "fname = 'matmul'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d93c0b9a-2f20-460c-8393-3fb241c1ae85", + "metadata": {}, + "outputs": [], + "source": [ + "def get_sig(fname, src):\n", + " res = re.findall(rf'^(.+\\s+{fname}\\(.*?\\))\\s*{{?\\s*$', src, re.MULTILINE)\n", + " return res[0]+';' if res else None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b943b71-641c-4ec1-b336-7d04b4930c1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'torch::Tensor matmul(torch::Tensor m, torch::Tensor n);'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cpp_src = get_sig(fname, cuda_src)\n", + "cpp_src" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9533561e-6426-4c29-92a6-3f968521d795", + "metadata": {}, + "outputs": [], + "source": [ + "module = load_cuda(cuda_src, cpp_src, [fname])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2d4e99ab-d2a7-45ef-a38f-f38ca17e22d0", + "metadata": {}, + "outputs": [], + "source": [ + "m1c,m2c = m1.contiguous().cuda(),m2.contiguous().cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08507713-c7b5-40b4-a7c0-a9ead64f3017", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([5120, 5120])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "module.matmul(m1c,m2c).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80fc299e-8c08-40f2-9c17-cc1965b0b430", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(True, device='cuda:0')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.isclose(module.matmul(m1c,m2c), m1c@m2c).all()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "61e2c3eb-813e-4e69-9d90-731a8bf321aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6 ms ± 196 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + ] + } + ], + "source": [ + "%%timeit -n 10\n", + "module.matmul(m1c,m2c)\n", + "torch.cuda.synchronize()" + ] + }, + { + "cell_type": "markdown", + "id": "836bd00e-8c17-4208-a159-aa91a00425ae", + "metadata": {}, + "source": [ + "When I removed the call to the kernel itself, it took around 50 µs (0.05 ms) to run, so that's the overhead of the call on my machine." + ] + }, + { + "cell_type": "markdown", + "id": "32b1cf32-baa7-449b-ac0b-9d787d7bc470", + "metadata": {}, + "source": [ + "## Shared mem" + ] + }, + { + "cell_type": "markdown", + "id": "ed2bd620-dc68-4347-9ac5-3b4335b788dc", + "metadata": {}, + "source": [ + "### Python" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0aa3d263-a704-4c67-8718-0ff5c6f5ca81", + "metadata": {}, + "outputs": [], + "source": [ + "a = torch.zeros(5)\n", + "b,c = a[:3],a[3:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "77a8ed5a-72f6-4509-8a9d-9941bfa33271", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0., 2., 0., 6., 0.])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b[1] = 2\n", + "c[0] = 6\n", + "a" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "389a066a-216f-40eb-90d5-4723ccb42b9f", + "metadata": {}, + "outputs": [], + "source": [ + "def blk_kernel2d_shar(f, blocks, threads, sh_sz, *args, **kwargs):\n", + " for i0 in range(blocks.y):\n", + " for i1 in range(blocks.x):\n", + " shared = torch.zeros(sh_sz)\n", + " f(dim3(i1,i0), threads, shared, *args, **kwargs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ac969e7d-266d-48f6-9aa7-856ad5de92a0", + "metadata": {}, + "outputs": [], + "source": [ + "def matmul_tiled_bk(blockIdx, blockDim, shared, m, n, out, h, w, k, tw):\n", + " shar_sz = tw*tw\n", + " ms,ns = shared[:shar_sz],shared[shar_sz:]\n", + "\n", + " for ph in range(cdiv(k,tw)):\n", + " idx = ph*tw\n", + " # fill shared\n", + " for tr in range(blockDim.y):\n", + " for tc in range(blockDim.x):\n", + " r,c = blockIdx.y*blockDim.y + tr, blockIdx.x*blockDim.x + tc\n", + " ms[tr*tw+tc] = m[ tc+idx + r*k] if r Convert the following python code to CUDA C, keeping formatting and variable names the same where possible. You can remove `blockIdx, threadIdx, blockDim, shared` from the argument list, since they're already provided by CUDA. Change `syncb.wait()` to `__syncthreads`. Use `extern __shared__ float shared[]` to create the `shared` array. Use the C ternary operator to replace the Python equivalent where appropriate. If the Python code uses any non-standard functions, you can assume the same functions are also available to the translated C code with the same name and signature.\n", + "\n", + "The generated code worked first time, although we did some minor cleanups afterwards (e.g. renaming `shared` to `ms`)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "97fa19f4-8ca6-4ce0-a89c-d82a79a71d09", + "metadata": {}, + "outputs": [], + "source": [ + "cuda_src = cuda_begin + r'''\n", + "__global__ void matmul_k(float *m, float *n, float *out, int h, int w, int k, int tw) {\n", + " int tc=threadIdx.x, tr=threadIdx.y;\n", + " int r=blockIdx.y*blockDim.y+tr, c=blockIdx.x*blockDim.x+tc;\n", + "\n", + " extern __shared__ float ms[];\n", + " float *ns = &ms[tw*tw];\n", + "\n", + " float p = 0.0f;\n", + " for (int ph = 0; ph < cdiv(k,tw); ++ph) {\n", + " int idx = ph*tw;\n", + " ms[tr*tw + tc] = r(maxThreads) * 2 * sizeof(float);\n", + " size_t size = min(devProp.sharedMemPerBlock, requiredSize);\n", + " int TW = std::sqrt(maxThreads);\n", + " */\n", + "\n", + " // We just set size fixed for now\n", + " int TW = 16;\n", + " size_t size = TW*TW * 2 * sizeof(float);\n", + " dim3 tpb(TW,TW);\n", + " dim3 blocks(cdiv(w, tpb.x), cdiv(h, tpb.y));\n", + " matmul_k<<>>(\n", + " m.data_ptr(), n.data_ptr(), output.data_ptr(), h, w, k, TW);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3c81f01-589e-41f9-899a-a2050b1b4fdd", + "metadata": {}, + "outputs": [], + "source": [ + "fname = 'matmul_dyn'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb1a24b0-0cb9-46dd-97fa-4df0bca629d6", + "metadata": {}, + "outputs": [], + "source": [ + "cpp_src = get_sig(fname, cuda_src)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7352ea50-96ca-470e-9a16-360bf09ddd75", + "metadata": {}, + "outputs": [], + "source": [ + "module = load_cuda(cuda_src, cpp_src, [fname], opt=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1895e28c-8fda-403c-bd43-95a481960fbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(True, device='cuda:0')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.isclose(module.matmul_dyn(m1c,m2c), m1c@m2c).all()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc98195e-0dce-4487-9d85-aec2fdadabae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6.64 ms ± 319 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + ] + } + ], + "source": [ + "%%timeit -n 10\n", + "module.matmul_dyn(m1c,m2c)\n", + "torch.cuda.synchronize()" + ] + }, + { + "cell_type": "markdown", + "id": "20fda413-cac6-4f4f-b362-61f6a8db4056", + "metadata": {}, + "source": [ + "### CUDA static shared" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d03d0811-0421-46d2-b67f-dabd7557666d", + "metadata": {}, + "outputs": [], + "source": [ + "cuda_src = cuda_begin + r'''\n", + "constexpr int tw = 16;\n", + "\n", + "__global__ void matmul_ks(float *m, float *n, float *out, int h, int w, int k) {\n", + " __shared__ float ms[tw][tw], ns[tw][tw];\n", + " int tc=threadIdx.x, tr=threadIdx.y;\n", + " int r=blockIdx.y*blockDim.y+tr, c=blockIdx.x*blockDim.x+tc;\n", + "\n", + " float p=0.0f;\n", + " for (int ph=0; ph < cdiv(k,tw); ++ph) {\n", + " int idx = ph*tw;\n", + " ms[tr][tc] = r>>(m.data_ptr(), n.data_ptr(), output.data_ptr(), h, w, k);\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36bea62d-90ee-41c4-8df2-aca17911ae50", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(True, device='cuda:0')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fname = 'matmul_static'\n", + "cpp_src = get_sig(fname, cuda_src)\n", + "module = load_cuda(cuda_src, cpp_src, [fname])\n", + "torch.isclose(module.matmul_static(m1c,m2c), m1c@m2c).all()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0ab2501-a73a-48d3-9ee5-0c1e508e1fe4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.34 ms ± 11.5 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + ] + } + ], + "source": [ + "%%timeit -n 10\n", + "module.matmul_static(m1c,m2c)\n", + "torch.cuda.synchronize()" + ] + }, + { + "cell_type": "markdown", + "id": "fe5ab0d1-f574-42e1-9d50-e9ffdcd50861", + "metadata": {}, + "source": [ + "## Numba" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99d0a300-2763-4b9d-a496-eb3c877c006b", + "metadata": {}, + "outputs": [], + "source": [ + "from numba import cuda\n", + "from numba.cuda import as_cuda_array as ca" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b409312b-1dca-4e63-995d-9b519b61b58f", + "metadata": {}, + "outputs": [], + "source": [ + "@cuda.jit\n", + "def matmul_k_numba(m, n, out, tw):\n", + " cbi,cbd,tid = cuda.blockIdx,cuda.blockDim,cuda.threadIdx\n", + " tc,tr = tid.x,tid.y\n", + " r,c = cbi.y * cbd.y + tr, cbi.x * cbd.x + tc\n", + " h,k = m.shape\n", + " k2,w = n.shape\n", + "\n", + " shar = cuda.shared.array(0, dtype=np.float32)\n", + " ms,ns = shar[:tw*tw],shar[tw*tw:2*tw*tw]\n", + "\n", + " p = np.float32(0.0)\n", + " for ph in range(math.ceil(k/tw)):\n", + " idx = ph*tw\n", + " ms[tr*tw+tc] = m[r, tc+idx] if r\n", + "__global__ void matmul_k(float *m, float *n, float *out, int h, int w, int k) {\n", + " int tc=threadIdx.x, tr=threadIdx.y;\n", + " int r=blockIdx.y*blockDim.y+tr, c=blockIdx.x*blockDim.x+tc;\n", + " extern __shared__ float ms[];\n", + " float *ns = &ms[tw*tw];\n", + "\n", + " float p = 0.0f;\n", + " for (int ph = 0; ph < cdiv(k,tw); ++ph) {\n", + " int idx = ph*tw;\n", + " ms[tr*tw + tc] = r>>(\n", + " m.data_ptr(), n.data_ptr(), output.data_ptr(), h, w, k);\n", + " };\n", + " switch(TW) {\n", + " case 8: f(matmul_k<8>); break;\n", + " case 16: f(matmul_k<16>); break;\n", + " case 32: f(matmul_k<32>); break;\n", + " default: break;\n", + " }\n", + " C10_CUDA_KERNEL_LAUNCH_CHECK();\n", + " return output;\n", + "}\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f457f70c-800b-4886-b74d-616704ea31b3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 93.2 ms, sys: 37.3 ms, total: 130 ms\n", + "Wall time: 43.7 s\n" + ] + } + ], + "source": [ + "%%time\n", + "fname = 'matmul_dyn1'\n", + "cpp_src = get_sig(fname, cuda_src)\n", + "module = load_cuda(cuda_src, cpp_src, [fname], opt=True)\n", + "func = getattr(module, fname)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0dd1bfc9-819e-4909-aeef-ff340cd7ac25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(True, device='cuda:0')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.isclose(func(m1c,m2c), m1c@m2c).all()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "89a1e8e7-238d-46c2-b518-d1e5e8fc6561", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.35 ms ± 13.6 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + ] + } + ], + "source": [ + "%%timeit -n 10\n", + "func(m1c,m2c)\n", + "torch.cuda.synchronize()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35fe0c4a-1990-4b07-8c37-c7d44277d1e2", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/lecture_008/README.md b/lecture_008/README.md new file mode 100644 index 0000000..2a69575 --- /dev/null +++ b/lecture_008/README.md @@ -0,0 +1,6 @@ +# CUDA Performance Gotchas + +``` +nvcc -o benchmark file.cu +ncu benchmark +``` diff --git a/lecture_008/coalesce.cu b/lecture_008/coalesce.cu new file mode 100644 index 0000000..b00e326 --- /dev/null +++ b/lecture_008/coalesce.cu @@ -0,0 +1,51 @@ +#include +#include + +__global__ void copyDataNonCoalesced(float *in, float *out, int n) { + int index = blockIdx.x * blockDim.x + threadIdx.x; + if (index < n) { + out[index] = in[(index * 2) % n]; + } +} + +__global__ void copyDataCoalesced(float *in, float *out, int n) { + int index = blockIdx.x * blockDim.x + threadIdx.x; + if (index < n) { + out[index] = in[index]; + } +} + +void initializeArray(float *arr, int n) { + for(int i = 0; i < n; ++i) { + arr[i] = static_cast(i); + } +} + +int main() { + const int n = 1 << 24; // Increase n to have a larger workload + float *in, *out; + + cudaMallocManaged(&in, n * sizeof(float)); + cudaMallocManaged(&out, n * sizeof(float)); + + initializeArray(in, n); + + int blockSize = 128; // Define block size + // int blockSize = 1024; // change this when talking about occupancy + int numBlocks = (n + blockSize - 1) / blockSize; // Ensure there are enough blocks to cover all elements + + // Launch non-coalesced kernel + copyDataNonCoalesced<<>>(in, out, n); + cudaDeviceSynchronize(); + + initializeArray(out, n); // Reset output array + + // Launch coalesced kernel + copyDataCoalesced<<>>(in, out, n); + cudaDeviceSynchronize(); + + cudaFree(in); + cudaFree(out); + + return 0; +} diff --git a/lecture_008/coarsening.cu b/lecture_008/coarsening.cu new file mode 100644 index 0000000..956ca67 --- /dev/null +++ b/lecture_008/coarsening.cu @@ -0,0 +1,100 @@ +#include + +#define N 1024 +#define THREADS_PER_BLOCK 256 // This is just an example block size + +// Original vector addition kernel without coarsening +__global__ void VecAdd(float* A, float* B, float* C) +{ + int i = blockIdx.x * blockDim.x + threadIdx.x; + if (i < N) + C[i] = A[i] + B[i]; +} + +// Vector addition kernel with thread coarsening +// Assuming a coarsening factor of 2 +__global__ void VecAddCoarsened(float* A, float* B, float* C) +{ + int i = (blockIdx.x * blockDim.x + threadIdx.x) * 2; // Coarsening factor applied here + if (i < N) + C[i] = A[i] + B[i]; + if (i + 1 < N) // Handle the additional element due to coarsening + C[i + 1] = A[i + 1] + B[i + 1]; +} + +void random_init(float* data, int size) { + for (int i = 0; i < size; ++i) + data[i] = rand() / (float)RAND_MAX; +} + +int main() +{ + float *a, *b, *c; + float *d_a, *d_b, *d_c; // device copies of a, b, c + int size = N * sizeof(float); + + // Allocate space for device copies of a, b, c + cudaMalloc((void **)&d_a, size); + cudaMalloc((void **)&d_b, size); + cudaMalloc((void **)&d_c, size); + + // Allocate space for host copies of a, b, c and setup input values + a = (float *)malloc(size); random_init(a, N); + b = (float *)malloc(size); random_init(b, N); + c = (float *)malloc(size); + + cudaEvent_t start, stop, startCoarsened, stopCoarsened; + cudaEventCreate(&start); + cudaEventCreate(&stop); + cudaEventCreate(&startCoarsened); + cudaEventCreate(&stopCoarsened); + + // Copy inputs to device + cudaMemcpy(d_a, a, size, cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, size, cudaMemcpyHostToDevice); + + // warmup + VecAdd<<<(N + THREADS_PER_BLOCK - 1) / THREADS_PER_BLOCK, THREADS_PER_BLOCK>>>(d_a, d_b, d_c); + cudaDeviceSynchronize(); + + VecAddCoarsened<<<(N + 2*THREADS_PER_BLOCK - 1) / (2*THREADS_PER_BLOCK), THREADS_PER_BLOCK>>>(d_a, d_b, d_c); + cudaDeviceSynchronize(); + + // Start timer for VecAdd kernel + cudaEventRecord(start); + VecAdd<<<(N + THREADS_PER_BLOCK - 1) / THREADS_PER_BLOCK, THREADS_PER_BLOCK>>>(d_a, d_b, d_c); + cudaEventRecord(stop); + + // Wait for VecAdd kernel to finish + cudaEventSynchronize(stop); + + float milliseconds = 0; + cudaEventElapsedTime(&milliseconds, start, stop); + printf("VecAdd execution time: %f ms\n", milliseconds); + + // Start timer for VecAddCoarsened kernel + cudaEventRecord(startCoarsened); + VecAddCoarsened<<<(N + 2*THREADS_PER_BLOCK - 1) / (2*THREADS_PER_BLOCK), THREADS_PER_BLOCK>>>(d_a, d_b, d_c); + cudaEventRecord(stopCoarsened); + + // Wait for VecAddCoarsened kernel to finish + cudaEventSynchronize(stopCoarsened); + + float millisecondsCoarsened = 0; + cudaEventElapsedTime(&millisecondsCoarsened, startCoarsened, stopCoarsened); + printf("VecAddCoarsened execution time: %f ms\n", millisecondsCoarsened); + + // Copy result back to host + cudaMemcpy(c, d_c, size, cudaMemcpyDeviceToHost); + + // Clean up + cudaFree(d_a); cudaFree(d_b); cudaFree(d_c); + free(a); free(b); free(c); + + cudaEventDestroy(start); + cudaEventDestroy(stop); + cudaEventDestroy(startCoarsened); + cudaEventDestroy(stopCoarsened); + + return 0; +} diff --git a/lecture_008/divergence.cu b/lecture_008/divergence.cu new file mode 100644 index 0000000..a291b15 --- /dev/null +++ b/lecture_008/divergence.cu @@ -0,0 +1,66 @@ +#include +#include + +__global__ void processArrayWithDivergence(int *data, int N) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + if (idx < N) { + if (data[idx] % 2 == 0) { + data[idx] = data[idx] * 2; + } else { + data[idx] = data[idx] + 1; + } + } +} + +__global__ void processArrayWithoutDivergence(int *data, int N) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + if (idx < N) { + int isEven = !(data[idx] % 2); + data[idx] = isEven * (data[idx] * 2) + (!isEven) * (data[idx] + 1); + } +} + +void benchmarkKernel(void (*kernel)(int *, int), int *data, int N, const char *kernelName) { + int *devData; + cudaMalloc(&devData, N * sizeof(int)); + cudaMemcpy(devData, data, N * sizeof(int), cudaMemcpyHostToDevice); + + cudaEvent_t start, stop; + cudaEventCreate(&start); + cudaEventCreate(&stop); + + int threadsPerBlock = 256; + int blocksPerGrid = (N + threadsPerBlock - 1) / threadsPerBlock; + + cudaEventRecord(start); + kernel<<>>(devData, N); + cudaEventRecord(stop); + + cudaEventSynchronize(stop); + + float milliseconds = 0; + cudaEventElapsedTime(&milliseconds, start, stop); + + printf("%s took %f milliseconds\n", kernelName, milliseconds); + + cudaMemcpy(data, devData, N * sizeof(int), cudaMemcpyDeviceToHost); + cudaFree(devData); + cudaEventDestroy(start); + cudaEventDestroy(stop); +} + +int main() { + const int N = 1 << 20; // Example size + int *data = (int *)malloc(N * sizeof(int)); + + // Initialize data + for(int i = 0; i < N; i++) { + data[i] = i; + } + + benchmarkKernel(processArrayWithDivergence, data, N, "processArrayWithDivergence"); + benchmarkKernel(processArrayWithoutDivergence, data, N, "processArrayWithoutDivergence"); + + free(data); + return 0; +} diff --git a/lecture_008/occupancy.cu b/lecture_008/occupancy.cu new file mode 100644 index 0000000..0cd920e --- /dev/null +++ b/lecture_008/occupancy.cu @@ -0,0 +1,47 @@ +#include +#include + +__global__ void copyDataCoalesced(float *in, float *out, int n) { + int index = blockIdx.x * blockDim.x + threadIdx.x; + if (index < n) { + out[index] = in[index]; + } +} + +void initializeArray(float *arr, int n) { + for(int i = 0; i < n; ++i) { + arr[i] = static_cast(i); + } +} + +int main() { + const int n = 1 << 24; // Adjust the data size for workload + float *in, *out; + + cudaMallocManaged(&in, n * sizeof(float)); + cudaMallocManaged(&out, n * sizeof(float)); + + initializeArray(in, n); + + int blockSize = 1024; // Optimal block size for many devices + int numBlocks = (n + blockSize - 1) / blockSize; // Calculate the number of blocks + + // Optimize grid dimensions based on device properties + int minGridSize = 40; + // cudaOccupancyMaxPotentialBlockSize(&minGridSize, &blockSize, copyDataCoalesced, 0, 0); + + // Print suggested block size and minimum grid size + std::cout << "Recommended block size: " << blockSize + << ", Minimum grid size: " << minGridSize << std::endl; + + numBlocks = (n + blockSize - 1) / blockSize; + + // Launch coalesced kernel + copyDataCoalesced<<>>(in, out, n); + cudaDeviceSynchronize(); + + cudaFree(in); + cudaFree(out); + + return 0; +} diff --git a/lecture_008/privatization b/lecture_008/privatization new file mode 100644 index 0000000..85d94b0 --- /dev/null +++ b/lecture_008/privatization @@ -0,0 +1,37 @@ +__global__ void histogram_update_naive(int *data, int *hist, int data_size, int hist_size) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + if (idx < data_size) { + int data_value = data[idx]; + if (data_value < hist_size) { + atomicAdd(&hist[data_value], 1); // Potential contention point + } + } +} + + +__global__ void histogram_update_privatized(int *data, int *hist, int data_size, int hist_size) { + extern __shared__ int private_hist[]; + + int idx = blockIdx.x * blockDim.x + threadIdx.x; + int thread_id = threadIdx.x; + + // Initialize private histogram in shared memory + for (int i = thread_id; i < hist_size; i += blockDim.x) { + private_hist[i] = 0; + } + __syncthreads(); // Ensure all threads have initialized their private histograms + + // Update private histogram + if (idx < data_size) { + int data_value = data[idx]; + if (data_value < hist_size) { + atomicAdd(&private_hist[data_value], 1); + } + } + __syncthreads(); // Ensure all threads have finished updating the private histogram + + // Reduce private histograms into global histogram + for (int i = thread_id; i < hist_size; i += blockDim.x) { + atomicAdd(&hist[i], private_hist[i]); + } +} diff --git a/lecture_008/privatization.cu b/lecture_008/privatization.cu new file mode 100644 index 0000000..561cd8a --- /dev/null +++ b/lecture_008/privatization.cu @@ -0,0 +1,76 @@ +#include +#include + +// CUDA kernel for vector addition without privatization +__global__ void vectorAdd(const float *a, const float *b, float *result, int n) { + int index = threadIdx.x + blockIdx.x * blockDim.x; + if (index < n) { + result[index] = a[index] + b[index]; + } +} + +// CUDA kernel for vector addition with privatization +__global__ void vectorAddPrivatized(const float *a, const float *b, float *result, int n) { + int index = threadIdx.x + blockIdx.x * blockDim.x; + if (index < n) { + float a_private = a[index]; // Load into private memory + float b_private = b[index]; // Load into private memory + result[index] = a_private + b_private; + } +} + +// Function to initialize the vectors with dummy data +void initData(float *data, int size) { + for (int i = 0; i < size; ++i) { + data[i] = i; + } +} + +int main() { + int n = 1<<20; // Size of the vectors + float *a, *b, *result, *d_a, *d_b, *d_result; + + // Allocate memory on the host + a = (float*)malloc(n * sizeof(float)); + b = (float*)malloc(n * sizeof(float)); + result = (float*)malloc(n * sizeof(float)); + + // Initialize vectors + initData(a, n); + initData(b, n); + + // Allocate memory on the device + cudaMalloc(&d_a, n * sizeof(float)); + cudaMalloc(&d_b, n * sizeof(float)); + cudaMalloc(&d_result, n * sizeof(float)); + + // Copy vectors from host to device + cudaMemcpy(d_a, a, n * sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_b, b, n * sizeof(float), cudaMemcpyHostToDevice); + + // Define number of blocks and threads + int threadsPerBlock = 256; + int blocksPerGrid = (n + threadsPerBlock - 1) / threadsPerBlock; + + // Launch the vector addition kernel without privatization + vectorAdd<<>>(d_a, d_b, d_result, n); + + // Copy result back to host + cudaMemcpy(result, d_result, n * sizeof(float), cudaMemcpyDeviceToHost); + + // Launch the vector addition kernel with privatization + vectorAddPrivatized<<>>(d_a, d_b, d_result, n); + + // Copy result back to host + cudaMemcpy(result, d_result, n * sizeof(float), cudaMemcpyDeviceToHost); + + // Cleanup + cudaFree(d_a); + cudaFree(d_b); + cudaFree(d_result); + free(a); + free(b); + free(result); + + return 0; +} diff --git a/lecture_008/privatization2.cu b/lecture_008/privatization2.cu new file mode 100644 index 0000000..47ed24a --- /dev/null +++ b/lecture_008/privatization2.cu @@ -0,0 +1,86 @@ +#include +#include + +// Kernel without privatization: Direct global memory access +__global__ void windowSumDirect(const float *input, float *output, int n, int windowSize) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + int halfWindow = windowSize / 2; + if (idx < n) { + float sum = 0.0f; + for (int i = -halfWindow; i <= halfWindow; ++i) { + int accessIdx = idx + i; + if (accessIdx >= 0 && accessIdx < n) { + sum += input[accessIdx]; + } + } + output[idx] = sum; + } +} + +// Kernel with privatization: Preload window elements into registers +__global__ void windowSumPrivatized(const float *input, float *output, int n, int windowSize) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + int halfWindow = windowSize / 2; + __shared__ float sharedData[1024]; // Assuming blockDim.x <= 1024 + + // Load input into shared memory (for demonstration, assuming window fits into shared memory) + if (idx < n) { + sharedData[threadIdx.x] = input[idx]; + __syncthreads(); // Ensure all loads are complete + + float sum = 0.0f; + for (int i = -halfWindow; i <= halfWindow; ++i) { + int accessIdx = threadIdx.x + i; + // Check bounds within shared memory + if (accessIdx >= 0 && accessIdx < blockDim.x && (idx + i) < n && (idx + i) >= 0) { + sum += sharedData[accessIdx]; + } + } + output[idx] = sum; + } +} + +void initializeArray(float *arr, int n) { + for (int i = 0; i < n; i++) { + arr[i] = 1.0f; // Simple initialization for demonstration + } +} + +int main() { + int n = 1<<20; // Example array size + int windowSize = 5; // Example window size + float *input, *output; + float *d_input, *d_output; + + input = (float*)malloc(n * sizeof(float)); + output = (float*)malloc(n * sizeof(float)); + + // Initialize input array + initializeArray(input, n); + + // Allocate device memory + cudaMalloc(&d_input, n * sizeof(float)); + cudaMalloc(&d_output, n * sizeof(float)); + + // Copy data to device + cudaMemcpy(d_input, input, n * sizeof(float), cudaMemcpyHostToDevice); + + // Setup execution parameters + int threadsPerBlock = 256; + int blocksPerGrid = (n + threadsPerBlock - 1) / threadsPerBlock; + + // Execute kernels + windowSumDirect<<>>(d_input, d_output, n, windowSize); + cudaMemcpy(output, d_output, n * sizeof(float), cudaMemcpyDeviceToHost); // Copy result back for verification + + windowSumPrivatized<<>>(d_input, d_output, n, windowSize); + cudaMemcpy(output, d_output, n * sizeof(float), cudaMemcpyDeviceToHost); // Copy result back for verification + + // Cleanup + cudaFree(d_input); + cudaFree(d_output); + free(input); + free(output); + + return 0; +} diff --git a/lecture_008/tiling.cu b/lecture_008/tiling.cu new file mode 100644 index 0000000..6911270 --- /dev/null +++ b/lecture_008/tiling.cu @@ -0,0 +1,39 @@ +__global__ void matrixMulSimple(float* A, float* B, float* C, int width) { + int col = blockIdx.x * blockDim.x + threadIdx.x; + int row = blockIdx.y * blockDim.y + threadIdx.y; + if(col < width && row < width) { + float value = 0; + for (int k = 0; k < width; ++k) { + value += A[row * width + k] * B[k * width + col]; + } + C[row * width + col] = value; + } +} + +#define TILE_WIDTH 16 + +__global__ void matrixMulTiled(float* A, float* B, float* C, int width) { + __shared__ float As[TILE_WIDTH][TILE_WIDTH]; + __shared__ float Bs[TILE_WIDTH][TILE_WIDTH]; + + int bx = blockIdx.x, by = blockIdx.y; + int tx = threadIdx.x, ty = threadIdx.y; + int Row = by * blockDim.y + ty; + int Col = bx * blockDim.x + tx; + + float value = 0; + for (int m = 0; m < width/TILE_WIDTH; ++m) { + As[ty][tx] = A[Row*width + (m*TILE_WIDTH + tx)]; + Bs[ty][tx] = B[(m*TILE_WIDTH + ty)*width + Col]; + __syncthreads(); + + for (int k = 0; k < TILE_WIDTH; ++k) { + value += As[ty][k] * Bs[k][tx]; + } + __syncthreads(); + } + + if(Row < width && Col < width) { + C[Row*width + Col] = value; + } +} diff --git a/lecture_009/accuracy.py b/lecture_009/accuracy.py new file mode 100644 index 0000000..3af1d8b --- /dev/null +++ b/lecture_009/accuracy.py @@ -0,0 +1,19 @@ +import torch +large_value = torch.tensor([1000.0], dtype=torch.float32) # Using float32 for initial value + +# Define a smaller value that is significant for float32 but not for float16 +small_value = torch.tensor([1e-3], dtype=torch.float32) # Small value in float32 + +# Add small value to large value in float32 +result_float32 = large_value + small_value + +# Convert large value to float16 and add the small value (also converted to float16) +result_float16 = large_value.to(torch.float16) + small_value.to(torch.float16) + +# Convert results back to float32 for accurate comparison +result_float32 = result_float32.item() +result_float16_converted = result_float16.to(torch.float32).item() + +# Print results +# 1000.0009765625 1000.0 +print(result_float32, result_float16_converted) diff --git a/lecture_009/control_divergence_reduce.cu b/lecture_009/control_divergence_reduce.cu new file mode 100644 index 0000000..e49a23b --- /dev/null +++ b/lecture_009/control_divergence_reduce.cu @@ -0,0 +1,57 @@ +#include +#include + +__global__ void FixDivergenceKernel(float* input, float* output) { + unsigned int i = threadIdx.x; //threads start next to each other + for (unsigned int stride = blockDim.x; stride >= 1; stride /= 2) { // furthest element is blockDim away + if (threadIdx.x < stride) { // + input[i] += input[i + stride]; // each thread adds a distant element to its assigned position + } + __syncthreads(); + + } + if (threadIdx.x == 0) { + *output = input[0]; + } +} + +int main() { + // Size of the input data + const int size = 2048; + const int bytes = size * sizeof(float); + + // Allocate memory for input and output on host + float* h_input = new float[size]; + float* h_output = new float; + + // Initialize input data on host + for (int i = 0; i < size; i++) { + h_input[i] = 1.0f; // Example: Initialize all elements to 1 + } + + // Allocate memory for input and output on device + float* d_input; + float* d_output; + cudaMalloc(&d_input, bytes); + cudaMalloc(&d_output, sizeof(float)); + + // Copy data from host to device + cudaMemcpy(d_input, h_input, bytes, cudaMemcpyHostToDevice); + + // Launch the kernel + FixDivergenceKernel<<<1, size / 2>>>(d_input, d_output); + + // Copy result back to host + cudaMemcpy(h_output, d_output, sizeof(float), cudaMemcpyDeviceToHost); + + // Print the result + std::cout << "Sum is " << *h_output << std::endl; + + // Cleanup + delete[] h_input; + delete h_output; + cudaFree(d_input); + cudaFree(d_output); + + return 0; +} diff --git a/lecture_009/multistream-reduce.cu b/lecture_009/multistream-reduce.cu new file mode 100644 index 0000000..f8659c7 --- /dev/null +++ b/lecture_009/multistream-reduce.cu @@ -0,0 +1,118 @@ +#include +#include + +#define BLOCK_DIM 1024 +#define COARSE_FACTOR 2 +#define NUM_DEVICES 2 + +__global__ void CoarsenedReduction(float* input, float* output, int size) { + __shared__ float input_s[BLOCK_DIM]; + + unsigned int i = blockIdx.x * blockDim.x * COARSE_FACTOR + threadIdx.x; + unsigned int t = threadIdx.x; + float sum = 0.0f; + + // Reduce within a thread + for (unsigned int tile = 0; tile < COARSE_FACTOR; ++tile) { + unsigned int index = i + tile * blockDim.x; + if (index < size) { + sum += input[index]; + } + } + + input_s[t] = sum; + __syncthreads(); + + // Reduce within a block + for (unsigned int stride = blockDim.x / 2; stride > 0; stride >>= 1) { + if (t < stride) { + input_s[t] += input_s[t + stride]; + } + __syncthreads(); + } + + // Reduce over blocks + if (t == 0) { + atomicAdd(output, input_s[0]); + } +} + +int main() { + const int size = 10000; + const int bytes = size * sizeof(float); + + // Allocate memory for input and output on host + float* h_input = new float[size]; + float* h_output = new float; + + // Initialize input data on host + for (int i = 0; i < size; i++) { + h_input[i] = 1.0f; // Example: Initialize all elements to 1 + } + + // Create CUDA streams for pipelining + cudaStream_t streams[NUM_DEVICES]; + for (int i = 0; i < NUM_DEVICES; ++i) { + cudaSetDevice(i); + cudaStreamCreate(&streams[i]); + } + + // Allocate memory for input and output on each device + float* d_input[NUM_DEVICES]; + float* d_output[NUM_DEVICES]; + for (int i = 0; i < NUM_DEVICES; ++i) { + cudaSetDevice(i); + cudaMalloc(&d_input[i], bytes); + cudaMalloc(&d_output[i], sizeof(float)); + cudaMemset(d_output[i], 0, sizeof(float)); // Initialize output to 0 + } + + // Copy data from host to each device + for (int i = 0; i < NUM_DEVICES; ++i) { + cudaSetDevice(i); + cudaMemcpyAsync(d_input[i], h_input, bytes, cudaMemcpyHostToDevice, streams[i]); + } + + // Launch the kernel with coarsening on each device + int numBlocks = (size + BLOCK_DIM * COARSE_FACTOR - 1) / (BLOCK_DIM * COARSE_FACTOR); + for (int i = 0; i < NUM_DEVICES; ++i) { + cudaSetDevice(i); + CoarsenedReduction<<>>(d_input[i], d_output[i], size); + } + + // Copy results back to host from each device + float* d_output_host[NUM_DEVICES]; + for (int i = 0; i < NUM_DEVICES; ++i) { + cudaMallocHost(&d_output_host[i], sizeof(float)); + cudaSetDevice(i); + cudaMemcpyAsync(d_output_host[i], d_output[i], sizeof(float), cudaMemcpyDeviceToHost, streams[i]); + } + + // Wait for all streams to complete + for (int i = 0; i < NUM_DEVICES; ++i) { + cudaSetDevice(i); + cudaStreamSynchronize(streams[i]); + } + + // Sum the results from each device on the host + float final_sum = 0.0f; + for (int i = 0; i < NUM_DEVICES; ++i) { + final_sum += *d_output_host[i]; + } + + // Print the result + std::cout << "Sum is " << final_sum << std::endl; + + // Cleanup + delete[] h_input; + delete h_output; + for (int i = 0; i < NUM_DEVICES; ++i) { + cudaSetDevice(i); + cudaFree(d_input[i]); + cudaFree(d_output[i]); + cudaFreeHost(d_output_host[i]); + cudaStreamDestroy(streams[i]); + } + + return 0; +} diff --git a/lecture_009/nondeterminism.py b/lecture_009/nondeterminism.py new file mode 100644 index 0000000..b386ba3 --- /dev/null +++ b/lecture_009/nondeterminism.py @@ -0,0 +1,11 @@ +# We'll use several small numbers that, when added together first, could show a difference +numbers = [1e-20] * 10 + [1e20, -1e20] # 10 small numbers followed by a large positive and negative number + +# Sum the list from left to right +sum_left_to_right_adjusted = sum(numbers) + +# Sum the list from right to left +sum_right_to_left_adjusted = sum(reversed(numbers)) + +# 0.0 9.999999999999997e-20 +print(sum_left_to_right_adjusted, sum_right_to_left_adjusted) \ No newline at end of file diff --git a/lecture_009/reduce_coarsening.cu b/lecture_009/reduce_coarsening.cu new file mode 100644 index 0000000..84f2e90 --- /dev/null +++ b/lecture_009/reduce_coarsening.cu @@ -0,0 +1,80 @@ +#include +#include + +#define BLOCK_DIM 1024 +#define COARSE_FACTOR 2 + +__global__ void CoarsenedReduction(float* input, float* output, int size) { + __shared__ float input_s[BLOCK_DIM]; + + unsigned int i = blockIdx.x * blockDim.x * COARSE_FACTOR + threadIdx.x; + unsigned int t = threadIdx.x; + float sum = 0.0f; + + // Reduce within a thread + for (unsigned int tile = 0; tile < COARSE_FACTOR; ++tile) { + unsigned int index = i + tile * blockDim.x; + if (index < size) { + sum += input[index]; + } + } + + input_s[t] = sum; + __syncthreads(); + + //Reduce within a block + for (unsigned int stride = blockDim.x / 2; stride > 0; stride >>= 1) { + if (t < stride) { + input_s[t] += input_s[t + stride]; + } + __syncthreads(); + } + + //Reduce over blocks + if (t == 0) { + atomicAdd(output, input_s[0]); + } +} + +int main() { + const int size = 10000; + const int bytes = size * sizeof(float); + + // Allocate memory for input and output on host + float* h_input = new float[size]; + float* h_output = new float; + + // Initialize input data on host + for (int i = 0; i < size; i++) { + h_input[i] = 1.0f; // Example: Initialize all elements to 1 + } + + // Allocate memory for input and output on device + float* d_input; + float* d_output; + cudaMalloc(&d_input, bytes); + cudaMalloc(&d_output, sizeof(float)); + + // Copy data from host to device + cudaMemcpy(d_input, h_input, bytes, cudaMemcpyHostToDevice); + cudaMemset(d_output, 0, sizeof(float)); // Initialize output to 0 + + // Launch the kernel with coarsening + // Adjust the launch configuration if necessary + int numBlocks = (size + BLOCK_DIM * COARSE_FACTOR - 1) / (BLOCK_DIM * COARSE_FACTOR); + CoarsenedReduction<<>>(d_input, d_output, size); + + // Copy result back to host + cudaMemcpy(h_output, d_output, sizeof(float), cudaMemcpyDeviceToHost); + + // Print the result + std::cout << "Sum is " << *h_output << std::endl; + + // Cleanup + delete[] h_input; + delete h_output; + cudaFree(d_input); + cudaFree(d_output); + + return 0; +} \ No newline at end of file diff --git a/lecture_009/reduce_compile.py b/lecture_009/reduce_compile.py new file mode 100644 index 0000000..9d1935a --- /dev/null +++ b/lecture_009/reduce_compile.py @@ -0,0 +1,9 @@ +# TORCH_LOGS="output_code" python reduce_compile.py +import torch + +@torch.compile +def f(a): + c = torch.sum(a) + return c + +f(torch.randn(10).cuda()) diff --git a/lecture_009/segment_reduce.cu b/lecture_009/segment_reduce.cu new file mode 100644 index 0000000..bf6c21f --- /dev/null +++ b/lecture_009/segment_reduce.cu @@ -0,0 +1,79 @@ +#include +#include + +#define BLOCK_DIM 1024 + +__global__ void SharedMemoryReduction(float* input, float* output, int n) { + __shared__ float input_s[BLOCK_DIM]; + unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x; // index within a block + unsigned int t = threadIdx.x; // global index + + // Load elements into shared memory + if (idx < n) { + input_s[t] = input[idx]; + } else { + input_s[t] = 0.0f; + } + __syncthreads(); + + // Reduction in shared memory + for (unsigned int stride = blockDim.x / 2; stride > 0; stride >>= 1) { + if (t < stride && idx + stride < n) { + input_s[t] += input_s[t + stride]; + } + __syncthreads(); + } + + // Reduction across blocks in global memory + // needs to be atomic to avoid contention + if (t == 0) { + atomicAdd(output, input_s[0]); + } +} + + + +int main() { + // Size of the input data + const int size = 100000; + const int bytes = size * sizeof(float); + + // Allocate memory for input and output on host + float* h_input = new float[size]; + float* h_output = new float; + + // Initialize input data on host + for (int i = 0; i < size; i++) { + h_input[i] = 1.0f; // Example: Initialize all elements to 1 + } + + // Allocate memory for input and output on device + float* d_input; + float* d_output; + + cudaMalloc(&d_input, bytes); + cudaMalloc(&d_output, sizeof(float)); + + // Copy data from host to device + float zero = 0.0f; + cudaMemcpy(d_output, &zero, sizeof(float), cudaMemcpyHostToDevice); + cudaMemcpy(d_input, h_input, bytes, cudaMemcpyHostToDevice); + + // Launch the kernel + int numBlocks = (size + BLOCK_DIM - 1) / BLOCK_DIM; + SharedMemoryReduction<<>>(d_input, d_output, size); + + // Copy result back to host + cudaMemcpy(h_output, d_output, sizeof(float), cudaMemcpyDeviceToHost); + + // Print the result + std::cout << "Sum is " << *h_output << std::endl; + + // Cleanup + delete[] h_input; + delete h_output; + cudaFree(d_input); + cudaFree(d_output); + + return 0; +} diff --git a/lecture_009/sensitivity.py b/lecture_009/sensitivity.py new file mode 100644 index 0000000..934f7e0 --- /dev/null +++ b/lecture_009/sensitivity.py @@ -0,0 +1,12 @@ +# We'll use several small numbers that, when added together first, could show a difference +numbers = [1e-20] * 10 + [1e20, -1e20] # 10 small numbers followed by a large positive and negative number + +# Sum the list from left to right +sum_left_to_right_adjusted = sum(numbers) + +# Sum the list from right to left +sum_right_to_left_adjusted = sum(reversed(numbers)) + +print(sum_left_to_right_adjusted, sum_right_to_left_adjusted) + + diff --git a/lecture_009/shared_reduce.cu b/lecture_009/shared_reduce.cu new file mode 100644 index 0000000..4b578db --- /dev/null +++ b/lecture_009/shared_reduce.cu @@ -0,0 +1,64 @@ +#include +#include + +#define BLOCK_DIM 1024 + +// This is the code from the book but I couldn't get this to run faster even with occupancy calculator +// L1 throughput is dramatically increased though +__global__ void SharedMemoryReduction(float* input, float* output) { + __shared__ float input_s[BLOCK_DIM]; + unsigned int t = threadIdx.x; + input_s[t] = input[t] + input[t + BLOCK_DIM]; + for (unsigned int stride = blockDim.x/2; stride >= 1; stride /=2) { + __syncthreads(); + if (threadIdx.x < stride) { + input_s[t] += input_s[t + stride]; + } + } + + if (threadIdx.x == 0) { + *output = input_s[0]; + } +} + + +int main() { + // Size of the input data + const int size = 2048; + const int bytes = size * sizeof(float); + + // Allocate memory for input and output on host + float* h_input = new float[size]; + float* h_output = new float; + + // Initialize input data on host + for (int i = 0; i < size; i++) { + h_input[i] = 1.0f; // Example: Initialize all elements to 1 + } + + // Allocate memory for input and output on device + float* d_input; + float* d_output; + cudaMalloc(&d_input, bytes); + cudaMalloc(&d_output, sizeof(float)); + + // Copy data from host to device + cudaMemcpy(d_input, h_input, bytes, cudaMemcpyHostToDevice); + + // Launch the kernel + SharedMemoryReduction<<<1, size / 2>>>(d_input, d_output); + + // Copy result back to host + cudaMemcpy(h_output, d_output, sizeof(float), cudaMemcpyDeviceToHost); + + // Print the result + std::cout << "Sum is " << *h_output << std::endl; + + // Cleanup + delete[] h_input; + delete h_output; + cudaFree(d_input); + cudaFree(d_output); + + return 0; +} diff --git a/lecture_009/simple_reduce.cu b/lecture_009/simple_reduce.cu new file mode 100644 index 0000000..02b397b --- /dev/null +++ b/lecture_009/simple_reduce.cu @@ -0,0 +1,57 @@ +#include +#include + +__global__ void SimpleSumReductionKernel(float* input, float* output) { + unsigned int i = 2 * threadIdx.x; + for (unsigned int stride = 1; stride <= blockDim.x; stride *= 2) { + if (threadIdx.x % stride == 0) { + input[i] += input[i + stride]; + } + __syncthreads(); + + } + if (threadIdx.x == 0) { + *output = input[0]; + } +} + +int main() { + // Size of the input data + const int size = 2048; + const int bytes = size * sizeof(float); + + // Allocate memory for input and output on host + float* h_input = new float[size]; + float* h_output = new float; + + // Initialize input data on host + for (int i = 0; i < size; i++) { + h_input[i] = 1.0f; // Example: Initialize all elements to 1 + } + + // Allocate memory for input and output on device + float* d_input; + float* d_output; + cudaMalloc(&d_input, bytes); + cudaMalloc(&d_output, sizeof(float)); + + // Copy data from host to device + cudaMemcpy(d_input, h_input, bytes, cudaMemcpyHostToDevice); + + // Launch the kernel + SimpleSumReductionKernel<<<1, size / 2>>>(d_input, d_output); + + // Copy result back to host + cudaMemcpy(h_output, d_output, sizeof(float), cudaMemcpyDeviceToHost); + + // Print the result + std::cout << "Sum is " << *h_output << std::endl; + + // Cleanup + delete[] h_input; + delete h_output; + cudaFree(d_input); + cudaFree(d_output); + + return 0; +} diff --git a/lecture_009/torch_reductions.py b/lecture_009/torch_reductions.py new file mode 100644 index 0000000..1112c9a --- /dev/null +++ b/lecture_009/torch_reductions.py @@ -0,0 +1,20 @@ +def reduce(data, identity, op): + result = identity + for element in data: + result = op(result, element) + return result + +# Example usage: + +# Summation +data = [1, 2, 3, 4, 5] +print(reduce(data, 0, lambda a, b: a + b)) # Output: 15 + +# Product +print(reduce(data, 1, lambda a, b: a * b)) # Output: 120 + +# Maximum +print(reduce(data, float('-inf'), max)) # Output: 5 + +# Minimum +print(reduce(data, float('inf'), min)) # Output: 1 \ No newline at end of file diff --git a/lecture_011/sparsity.pptx b/lecture_011/sparsity.pptx new file mode 100644 index 0000000..c7bd5dc Binary files /dev/null and b/lecture_011/sparsity.pptx differ diff --git a/lecture_013/FLOPS_scaling_attention_sequence_length.ods b/lecture_013/FLOPS_scaling_attention_sequence_length.ods new file mode 100644 index 0000000..83af572 Binary files /dev/null and b/lecture_013/FLOPS_scaling_attention_sequence_length.ods differ diff --git a/lecture_013/howto_log_sum_exp.ipynb b/lecture_013/howto_log_sum_exp.ipynb new file mode 100644 index 0000000..cd4784e --- /dev/null +++ b/lecture_013/howto_log_sum_exp.ipynb @@ -0,0 +1,448 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How-to Log Sum Exp\n", + "\n", + "Using flash-attention intensively you will at some point hear about `lse` values being returend. `lse` stands for \"log-sum-exp\" and can be used to compute softmax (and thereby also attention) in a blockwise and stable fashion. This notebook aims to explain how this works." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by defining a naive softmax function .." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "\n", + "def naive_softmax(x: torch.Tensor) -> torch.Tensor:\n", + " return x.exp() / x.exp().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + ".. and verify that its output matches the output of the official `torch.softmax()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a tensor([0.0695, 0.0043, 0.0450, 0.0530, 0.0109, 0.0142, 0.0665, 0.6751, 0.0143,\n", + " 0.0472])\n", + "b tensor([0.0695, 0.0043, 0.0450, 0.0530, 0.0109, 0.0142, 0.0665, 0.6751, 0.0143,\n", + " 0.0472])\n", + "allclose True\n" + ] + } + ], + "source": [ + "x = torch.randn(10) # generate normally distributed random numbers\n", + "a = torch.softmax(x, dim=-1) # reference output\n", + "b = naive_softmax(x) # our naive version\n", + "\n", + "print(\"a\", a)\n", + "print(\"b\", b)\n", + "print(\"allclose\", torch.allclose(a, b, atol=1e-6))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our naive softmax function has a problem with numerical stability when it gets input vectors with larger elements:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0., 0., 0., 0., 0., 0., 0., nan, 0., 0.])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "naive_softmax(x * 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before we discuss how to fix this let's first try to compute softmax in a blockwise fashion.\n", + "Let's start by generating a random vector and split it into two chunks of equal size and compute softmax on these chunks individually." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We have:\n", + "s1 = tensor([0.7998, 0.0296, 0.1147, 0.0265, 0.0294])\n", + "s2 = tensor([0.1985, 0.3296, 0.0460, 0.1054, 0.3205])\n", + "We want:\n", + "target = tensor([0.4914, 0.0182, 0.0705, 0.0163, 0.0181, 0.0766, 0.1271, 0.0177, 0.0406,\n", + " 0.1236])\n" + ] + } + ], + "source": [ + "x = torch.randn(10)\n", + "\n", + "x1,x2 = torch.chunk(x, 2)\n", + "s1 = naive_softmax(x1)\n", + "s2 = naive_softmax(x2)\n", + "\n", + "print(\"We have:\")\n", + "print(f\"s1 = {s1}\")\n", + "print(f\"s2 = {s2}\")\n", + "\n", + "target = naive_softmax(x)\n", + "print(\"We want:\")\n", + "print(f\"target = {target}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we look at `naive_softmax()` we note that its output has been divided by `x.exp().sum()`. We can call this the \"sum exp\" value (note the similarity to \"log sum exp\") and we can use it to \"undo\" the softmax normalization and thereby compute combine multiple softmax chunks if we have this vaue for each chunk." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After correction with help of sum_exp values:\n", + "s_combined tensor([0.4914, 0.0182, 0.0705, 0.0163, 0.0181, 0.0766, 0.1271, 0.0177, 0.0406,\n", + " 0.1236])\n", + "allclose(s_combined, target): True\n" + ] + } + ], + "source": [ + "sum_exp_x1 = x1.exp().sum()\n", + "sum_exp_x2 = x2.exp().sum()\n", + "s1_corrected = s1 * sum_exp_x1 / (sum_exp_x1 + sum_exp_x2)\n", + "s2_corrected = s2 * sum_exp_x2 / (sum_exp_x1 + sum_exp_x2)\n", + "\n", + "print(\"After correction with help of sum_exp values:\")\n", + "s_combined = torch.cat([s1_corrected, s2_corrected])\n", + "print(\"s_combined\", s_combined)\n", + "\n", + "print(\"allclose(s_combined, target):\", torch.allclose(s_combined, target))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "... but is this helpful at all? Yes, and it becomes more obivous when we realize that we can return this value from our softmax function and we can do the correction in a blockwise fashion in a loop by accumulating the `sum_exp` value:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a tensor([0.0608, 0.0217, 0.0446, 0.0180, 0.0289, 0.2553, 0.0101, 0.0150, 0.0699,\n", + " 0.0231, 0.0672, 0.0388, 0.0186, 0.0126, 0.0731, 0.0132, 0.0191, 0.0362,\n", + " 0.1688, 0.0050])\n", + "b tensor([0.0608, 0.0217, 0.0446, 0.0180, 0.0289, 0.2553, 0.0101, 0.0150, 0.0699,\n", + " 0.0231, 0.0672, 0.0388, 0.0186, 0.0126, 0.0731, 0.0132, 0.0191, 0.0362,\n", + " 0.1688, 0.0050])\n", + "allclose: True\n" + ] + } + ], + "source": [ + "from typing import Tuple, Sequence\n", + "\n", + "def naive_softmax2(x: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]:\n", + " sum_exp = x.exp().sum()\n", + " return x.exp() / sum_exp, sum_exp\n", + "\n", + "\n", + "def naive_blockwise_softmax(blocks: Sequence[torch.Tensor]) -> torch.Tensor:\n", + " total_sum_exp = 0\n", + " blocks_out = []\n", + " for block in blocks:\n", + " block_softmax, block_sum_exp = naive_softmax2(block)\n", + " blocks_out.append((block_softmax, block_sum_exp))\n", + " total_sum_exp += block_sum_exp\n", + "\n", + " out = []\n", + " for block_softmax, block_sum_exp in blocks_out:\n", + " out.append(block_softmax * block_sum_exp / total_sum_exp)\n", + "\n", + " return torch.cat(out)\n", + "\n", + "x_long = torch.randn(20)\n", + "chunks = torch.chunk(x_long, 4)\n", + "a = naive_blockwise_softmax(chunks)\n", + "b = torch.softmax(x_long, dim=-1)\n", + "print(\"a\", a)\n", + "print(\"b\", b)\n", + "print(\"allclose:\", torch.allclose(a, b))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "OK, then now let's look at the numerical stability of softmax. First we can observe a interesting property of the softmax function: its output is shift/translation invariant (i.e. `f(x+a)=f(x)`):" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([0.0107, 0.0226, 0.0729, 0.0937, 0.0722, 0.2008, 0.1214, 0.4057])\n", + "tensor([0.0107, 0.0226, 0.0729, 0.0937, 0.0722, 0.2008, 0.1214, 0.4057])\n", + "tensor([0.0107, 0.0226, 0.0729, 0.0937, 0.0722, 0.2008, 0.1214, 0.4057])\n" + ] + } + ], + "source": [ + "x = torch.randn(8)\n", + "print(naive_softmax(x))\n", + "print(naive_softmax(x+5))\n", + "print(naive_softmax(x-3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This porperty allows us to deal with problematic large inputs simply by subtracting their maximum:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def stable_softmax(x):\n", + " m = x.max()\n", + " return (x-m).exp() / (x-m).exp().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This \"stable\" function now can also deal with larger value that were problematic for our naive function:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "naive: tensor([0., nan, 0., 0., 0., 0., 0., 0., 0., 0.])\n", + "stable: tensor([4.6243e-44, 1.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n", + " 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00])\n", + "torch: tensor([4.6243e-44, 1.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n", + " 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00])\n" + ] + } + ], + "source": [ + "large_input = torch.randn(10) * 100\n", + "\n", + "print(\"naive: \", naive_softmax(large_input))\n", + "print(\"stable: \", stable_softmax(large_input))\n", + "print(\"torch: \", torch.softmax(large_input, dim=-1))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def stable_softmax2(x):\n", + " \"\"\"returns softmax result and log sum exp\"\"\"\n", + " m = x.max()\n", + " a = (x - m).exp()\n", + " b = a.sum()\n", + " lse = m + torch.log(b)\n", + " return a / b, lse" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again we can now use this to combine two softmax block results, but to do it in the same way as before we would need to calculate the exp() values.. which is as we know numerically not stable:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([0.0856, 0.0951, 0.0390, 0.0288, 0.0738, 0.0110, 0.0129, 0.0293, 0.0190,\n", + " 0.1449, 0.0112, 0.0428, 0.0573, 0.0605, 0.0056, 0.0085, 0.1530, 0.0500,\n", + " 0.0044, 0.0677])\n", + "tensor([0.0856, 0.0951, 0.0390, 0.0288, 0.0738, 0.0110, 0.0129, 0.0293, 0.0190,\n", + " 0.1449, 0.0112, 0.0428, 0.0573, 0.0605, 0.0056, 0.0085, 0.1530, 0.0500,\n", + " 0.0044, 0.0677]) True\n" + ] + } + ], + "source": [ + "x = torch.randn(20)\n", + "\n", + "a = torch.softmax(x, dim=-1)\n", + "\n", + "x1, x2 = x.chunk(2)\n", + "\n", + "b1, lse1 = stable_softmax2(x1)\n", + "b2, lse2 = stable_softmax2(x2)\n", + "\n", + "c1 = b1 * torch.exp(lse1) / (torch.exp(lse1) + torch.exp(lse2))\n", + "c2 = b2 * torch.exp(lse2) / (torch.exp(lse1) + torch.exp(lse2))\n", + "\n", + "print(a)\n", + "print(torch.cat([c1, c2]), torch.allclose(a, torch.cat([c1, c2])))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But luckily we can rewrite it (`a/(a+b) = 1/(1 + b/a)`) and replace the exp-division by a sbtration of log-values (`exp(a)/exp(b) = exp(a-b)`)." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([0.0856, 0.0951, 0.0390, 0.0288, 0.0738, 0.0110, 0.0129, 0.0293, 0.0190,\n", + " 0.1449, 0.0112, 0.0428, 0.0573, 0.0605, 0.0056, 0.0085, 0.1530, 0.0500,\n", + " 0.0044, 0.0677])\n", + "tensor([0.0856, 0.0951, 0.0390, 0.0288, 0.0738, 0.0110, 0.0129, 0.0293, 0.0190,\n", + " 0.1449, 0.0112, 0.0428, 0.0573, 0.0605, 0.0056, 0.0085, 0.1530, 0.0500,\n", + " 0.0044, 0.0677])\n", + "allclose: True\n" + ] + } + ], + "source": [ + "d1 = b1 / (1 + torch.exp(lse2 - lse1))\n", + "d2 = b2 / (1 + torch.exp(lse1 - lse2))\n", + "print(a)\n", + "print(torch.cat([d1, d2]))\n", + "print(\"allclose: \", torch.allclose(a, torch.cat([d1, d2])))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the fresh knowledge about softmax we can now take a look at the `update()` function that is used in the ring-flash-attention implementation:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def _update_out_and_lse(\n", + " out: torch.Tensor,\n", + " lse: torch.Tensor,\n", + " block_out: torch.Tensor,\n", + " block_lse: torch.Tensor,\n", + ") -> Tuple[torch.Tensor, torch.Tensor]:\n", + " block_out = block_out.to(torch.float32)\n", + " block_lse = block_lse.transpose(-2, -1).unsqueeze(dim=-1)\n", + "\n", + " new_lse = lse + torch.log(1 + torch.exp(block_lse - lse))\n", + " out = torch.exp(lse - new_lse) * out + torch.exp(block_lse - new_lse) * block_out\n", + "\n", + " lse = new_lse\n", + " return out, lse" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_013/ring_attention.pptx b/lecture_013/ring_attention.pptx new file mode 100644 index 0000000..4180275 Binary files /dev/null and b/lecture_013/ring_attention.pptx differ diff --git a/lecture_014/A_Practitioners_Guide_to_Triton.ipynb b/lecture_014/A_Practitioners_Guide_to_Triton.ipynb new file mode 100644 index 0000000..98d5ac0 --- /dev/null +++ b/lecture_014/A_Practitioners_Guide_to_Triton.ipynb @@ -0,0 +1,2471 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "fc67605d-db38-4c2e-a862-240e825f1e1d", + "metadata": {}, + "source": [ + "

A practitioner's guide to Triton

" + ] + }, + { + "cell_type": "markdown", + "id": "d5472f00-d80e-4099-a6e0-0acd8cbee75e", + "metadata": {}, + "source": [ + "By UmerHA (https://x.com/UmerHAdil // https://github.com/UmerHA/), for the cuda-mode group ❤️ May our brrrr level reach over 9000." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8a15741b-fc97-40d6-b2d3-9e912b5cfa12", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "19525480-2ca8-45a6-91c4-34e97f59198e", + "metadata": {}, + "source": [ + "# Why & when to use Triton" + ] + }, + { + "cell_type": "markdown", + "id": "a9d86769-062a-42b6-b8cf-31186b597341", + "metadata": {}, + "source": [ + "**What is Triton**" + ] + }, + { + "cell_type": "markdown", + "id": "cd02a8c5-8499-449f-bd08-6e0699a4034b", + "metadata": {}, + "source": [ + "In short: Triton is a language to program GPUs more conventiently. You write Python-ish code, which is then compiled into ptx code (the same thing cuda code is compiled into).\n", + "\n", + "During the compilation, the Triton compiler tries to use clever tricks to rearrange the parts of your program (without changing the program's meaning!) to make it run faster. " + ] + }, + { + "cell_type": "markdown", + "id": "0bbba9bb-e298-4ac3-b277-f72de9bd3a13", + "metadata": {}, + "source": [ + "**Triton vs Cuda**" + ] + }, + { + "cell_type": "markdown", + "id": "60575d99-b4af-4383-b94c-d7dc2ac1189b", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "6778f071-9dac-408b-980b-860b82b32ba2", + "metadata": {}, + "source": [ + "source: https://zhuanlan.zhihu.com/p/672086654" + ] + }, + { + "cell_type": "markdown", + "id": "58e290a1-7bdd-407d-a4d6-c3f34f1309a9", + "metadata": {}, + "source": [ + "CUDA is a high-end tool with many settings for the pros.\n", + "- full control over everything, so absolute max performance possible\n", + "- harder to get decent performance\n", + "- way more tedious to write and debug\n", + "- more complicated, so harder to learn\n", + "\n", + "\n", + "Triton is a very good tool for most users\n", + "- you can't control everything, as some things are left to automatic optimization; so you probably won't get absolute max performance\n", + "- way easier to get good performance\n", + "- way easier to write and debug\n", + "- easier to learn, as it has a Python-like syntax" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "835c1a1d-ff40-4139-966f-293a87d5599b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "402ad245-5bc2-40ae-a006-a9cdfa006491", + "metadata": {}, + "source": [ + "**Triton vs torch.compile**" + ] + }, + { + "cell_type": "markdown", + "id": "aa3ca0c7-dad6-443a-a447-d867b3385e66", + "metadata": {}, + "source": [ + "`torch.compile` makes your model faster by trying to use existing kernels more effectively and creating simple new kernels. This may make your model fast enough. If not, you can decide to invest time to write faster Triton kernels.\n", + "\n", + "(These simple new kernels that `torch.compile` creates are actually Triton kernels. So they are a good starting point for your custom kernels. See [Mark Saroufim](https://twitter.com/marksaroufim)'s [lecture 1 of cuda mode](https://www.youtube.com/watch?v=LuhJEEJQgUM&t=2200s) for how.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a9f100d3-061f-457a-8793-d28ac568bbe0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "20ba90bb-c2f5-4f77-9f0e-8382f426876a", + "metadata": {}, + "source": [ + "**When to use Triton**" + ] + }, + { + "cell_type": "markdown", + "id": "e9bcf909-ad45-49e9-a9b0-8cc834d5e860", + "metadata": {}, + "source": [ + "You start with your AI model.\n", + "1. If it's not fast enough, `torch.compile` it.\n", + "2. If it's not fast enough, check if you can rewrite your code to make it more suitable for `torch.compile`.\n", + "3. If it's not fast enough, check which parts are slow and write custom Triton kernel(s) for those.\n", + "4. If it's not fast enough, check which parts are slow and write custom CUDA kernel(s) for those.\n", + "\n", + "(In the unlikely case you know beforehand tyou need absolute max performance, you can decide to directly start with CUDA.) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b1fc95f7-ca8e-4baf-b8db-03f610150681", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "8608bbec-cc24-40c0-8bbf-3a2211287060", + "metadata": {}, + "source": [ + "**A note on rough edges**" + ] + }, + { + "cell_type": "markdown", + "id": "d174fa93-67e5-44fc-a5a1-aafe5241c0da", + "metadata": {}, + "source": [ + "As Triton is a newer project, people have found it to have a few rough edges. I have noted all rough edges I encountered with the comment \"Weirdness: \".\n", + "\n", + "I expect it to get a lot more polished over time." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "519c719c-212a-48f6-bcc9-6c344b5d85e1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "10cd2baf-5e10-4143-89a9-ae62cdef79ca", + "metadata": {}, + "source": [ + "# How to write Triton kernels" + ] + }, + { + "cell_type": "markdown", + "id": "0b39d927-a060-43b0-b40b-7c0fb1c0cf3b", + "metadata": {}, + "source": [ + "Unlike with CUDA, we can debug Triton kernels just like any CPU program, if we set the environment variable `TRITON_INTERPRET = 1`. Then Triton runs on the CPU but simulates that it runs on the GPU.\n", + "\n", + "I recommend writing all programs in the simulator first, and checking for correctness. If correct, then you can make it fast.\n", + "\n", + "Below are some utility functions for debugging:\n", + "- `check_tensors_gpu_ready`: (i) assert all tensors are contiguous in memory and (ii) only if not simulating, assert all tensors are on gpu\n", + "- `breakpoint_if`: set a breakpoint, depending on conditions on pids\n", + "- `print_if` print sth, depending on conditions on pids" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "dc39fdc4-3120-4987-93e3-0eb0ab4b956c", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from IPython.core.debugger import set_trace\n", + "\n", + "os.environ['TRITON_INTERPRET'] = '1' # needs to be set *before* triton is imported\n", + "\n", + "def check_tensors_gpu_ready(*tensors):\n", + " for t in tensors:\n", + " assert t.is_contiguous, \"A tensor is not contiguous\"\n", + " if not os.environ.get('TRITON_INTERPRET') == '1': assert t.is_cuda, \"A tensor is not on cuda\"\n", + "\n", + "def test_pid_conds(conds, pid_0=[0], pid_1=[0], pid_2=[0]):\n", + " '''Test if condition on pids are fulfilled\n", + " E.g.:\n", + " '=0' checks that pid_0 == 0\n", + " ',>1' checks that pid_1 > 1\n", + " '>1,=0' checks that pid_0 > 1 and pid_1 == 0\n", + " '''\n", + " pids = pid_0[0], pid_1[0], pid_2[0]\n", + " conds = conds.replace(' ','').split(',')\n", + " for i, (cond, pid) in enumerate(zip(conds, pids)):\n", + " if cond=='': continue\n", + " op, threshold = cond[0], int(cond[1:])\n", + " if op not in ['<','>','>=','<=','=', '!=']: raise ValueError(f\"Rules may only use these ops: '<','>','>=','<=','=', '!='. Invalid rule: '{condition}'.\")\n", + " op = '==' if op == '=' else op\n", + " if not eval(f'{pid} {op} {threshold}'): return False\n", + " return True\n", + "\n", + "assert test_pid_conds('')\n", + "assert test_pid_conds('>0', [1], [1])\n", + "assert not test_pid_conds('>0', [0], [1])\n", + "assert test_pid_conds('=0,=1', [0], [1], [0])\n", + "\n", + "def breakpoint_if(conds, pid_0=[0], pid_1=[0], pid_2=[0]):\n", + " '''Stop kernel, if any condition of pids is fulfilled'''\n", + " if test_pid_conds(conds, pid_0, pid_1, pid_2): set_trace()\n", + "\n", + "def print_if(txt, conds, pid_0=[0], pid_1=[0], pid_2=[0]):\n", + " '''Print txt, if any condition of pids is fulfilled'''\n", + " if test_pid_conds(conds, pid_0, pid_1, pid_2): print(txt)\n", + "\n", + "def cdiv(a,b): return (a + b - 1) // b\n", + "assert cdiv(10,2)==5\n", + "assert cdiv(10,3)==4" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "48a65c47-a101-4cf0-93c9-8f7c741183f2", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import triton\n", + "import triton.language as tl" + ] + }, + { + "cell_type": "markdown", + "id": "128f01d2-e153-424e-8487-43c7b53d167b", + "metadata": {}, + "source": [ + "# Programming model" + ] + }, + { + "cell_type": "markdown", + "id": "34892f8a-06fb-4556-9e9c-997f878c0ee2", + "metadata": {}, + "source": [ + "With CUDA, we decompose the computation in 2 levels: First into blocks, then each block further into threads. All threads in a block run on the same SM and share the same Shared Memory. And each thread computes on **scalars**.\n", + "\n", + "In Triton, we decompose the computation only in 1 level: Into blocks. There is no further decomposition into threads. **Triton requires us to perform operations on vectors**. Also, we don't need to and are not able to manage the shared memory. Triton does that automatically.\n", + "\n", + "Example:\n", + "\n", + "Let's say we want to add `x` and `y`, which are vectors of size 8, and save the output into `z` (also size 8). Let's use blocks of size 4, so we have `8 / 4 = 2` blocks.\n", + "- Cuda runs 2 blocks, each with 4 threads. Each of the 8 threads computes a single position, e.g. `z[0] = x[0] + y[0]`\n", + "- Triton also runs 2 blocks, which each performs vectorized addition. The vector size is the block size, which is 4. E.g. `z[0:3] = x[0:3] + y[0:3]`\n" + ] + }, + { + "cell_type": "markdown", + "id": "9c6dc139-7d06-4558-88a3-10b19b2e5fbf", + "metadata": {}, + "source": [ + "**All** operations in triton kernels are vectorized: Loading data, operating on data, storing data, and creating masks." + ] + }, + { + "cell_type": "markdown", + "id": "304ed80b-700f-4f79-b44d-228e6a11fc48", + "metadata": {}, + "source": [ + "Let's think about another simple example:\n", + "\n", + "Again, we want to add `x` and `y`, which are now vectors of size **6**, and save the output into `z` (also size 6). Let's use blocks of size 4, so we have `cdiv(6, 4) = 2` blocks." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f05dde67-6374-4570-ad85-f9d8fb362ced", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor([1, 2, 3, 4, 5, 6]),\n", + " tensor([0, 1, 0, 1, 0, 1]),\n", + " tensor([1, 3, 3, 5, 5, 7]))" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = torch.tensor([1,2,3,4,5,6])\n", + "y = torch.tensor([0,1,0,1,0,1])\n", + "\n", + "x, y, x+y" + ] + }, + { + "cell_type": "markdown", + "id": "6be2aec9-6b7f-4647-b223-c7c0080c5275", + "metadata": {}, + "source": [ + "The cuda kernel would be the C-equivalent of this:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6a4c3f94-ed61-4c3e-bf65-82fb0b971751", + "metadata": {}, + "outputs": [], + "source": [ + "# x,y = input tensors, z = output tensors, n = size of x, bs = block size\n", + "def add_cuda_k(x, y, z, n, bs):\n", + " # locate which part of the overall computation this specific kernel is doing\n", + " block_id = ... # in our example: one of [0,1] \n", + " thread_id = ... # in our example: one of [0,1,2,3] \n", + "\n", + " # identify the location of the data this specific kernel needs\n", + " offs = block_id * bs + thread_id\n", + " \n", + " # guard clause, to make sure we're not going out of bounds\n", + " if offs < n:\n", + "\n", + " # read data\n", + " x_value = x[offs]\n", + " y_value = y[offs]\n", + " \n", + " # do operation\n", + " z_value = x_value + y_value\n", + " \n", + " # write data\n", + " z[offs] = z_value\n", + "\n", + " # Important: offs, x_value, y_value, x_value are all scalars!\n", + " # The guard condition kind of is also a scalar, as it check one condition on one value." + ] + }, + { + "cell_type": "markdown", + "id": "d6ce59e2-9bac-47fd-a561-7178ceb3cba4", + "metadata": {}, + "source": [ + "For illustration, here are the variables for every kernel:" + ] + }, + { + "cell_type": "markdown", + "id": "5abcb553-e20a-463c-a9dc-24f95364129b", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "f6b22698-bace-49c6-81ab-0d4258438fda", + "metadata": {}, + "source": [ + "Let's now look at the corresponding triton kernel, which roughly looks like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "152b589d-3e09-416f-8215-f5b3ca66d034", + "metadata": {}, + "outputs": [], + "source": [ + "# Note: this is for illustration, and not quite syntactically correct. See further below for correct triton syntax\n", + "\n", + "def add_triton_k(x, y, z, n, bs):\n", + " # locate which part of the overall computation this specific kernel is doing\n", + " block_id = tl.program_id(0) # in our example: one of [0,1] \n", + " \n", + " # identify the location of the data this specific kernel needs\n", + " offs = block_id * bs + tl.arange(0, bs) # <- this is a vector!\n", + " \n", + " # the guard clause becomes a mask, which is a vector of bools\n", + " mask = offs < n # <- this is a vector of bools!\n", + " \n", + " # read data\n", + " x_values = x[offs] # <- a vector is read!\n", + " y_values = y[offs] # <- a vector is read!\n", + " \n", + " # do operation\n", + " z_value = x_value + y_value # <- vectors are added!\n", + " \n", + " # write data\n", + " z[offs] = z_value # <- a vector is written!" + ] + }, + { + "cell_type": "markdown", + "id": "f4754391-348d-4ee2-b3f8-4f76c6e03e87", + "metadata": {}, + "source": [ + "Again, for illustration, here are the variables for every kernel:" + ] + }, + { + "cell_type": "markdown", + "id": "7823c2c2-957f-4b15-a791-bc741a433fb1", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "241c1e1a-e74a-4798-88fe-ebd3648fd66e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "34101046-4732-42de-8d85-619603e98a85", + "metadata": {}, + "source": [ + "Note on jargon: In triton lingo, each kernel (which processes a block) is called a \"program\". I.e., our example above runs 2 programs. Therefore, \"block_id\" is often called \"pid\" (short for \"program id\"), but it's the same." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "09fca448-ff95-4b9e-acbd-ce5445790013", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5ccc846d-e3e5-4ef6-8fb7-ed7aa27b3d53", + "metadata": {}, + "source": [ + "# Example 1: Copying a tensor" + ] + }, + { + "cell_type": "markdown", + "id": "aec9dddb-37a4-4bda-b24f-05382b1e982a", + "metadata": {}, + "source": [ + "Let's looks at some examples. To keeps things simple, we'll use very small block sizes." + ] + }, + { + "cell_type": "markdown", + "id": "eeb5d1c3-fb01-413b-ad4d-372ec834cd9b", + "metadata": {}, + "source": [ + "Goal: Given a tensor `x` of shape (n), copy it into another tensor `z`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a7789ca2-1246-45bb-adec-285e0efe26e6", + "metadata": {}, + "outputs": [], + "source": [ + "# # This is a normal python function, which launches the triton kernels\n", + "def copy(x, bs, kernel_fn):\n", + " z = torch.zeros_like(x)\n", + " check_tensors_gpu_ready(x, z)\n", + " n = x.numel()\n", + " n_blocks = cdiv(n, bs)\n", + " grid = (n_blocks,) # how many blocks do we have? can be 1d/2d/3d-tuple or function returning 1d/2d/3d-tuple\n", + "\n", + " # launch grid!\n", + " # - kernel_fn is the triton kernel, which we write below\n", + " # - grid is the grid we constructed above\n", + " # - x,z,n,bs are paramters that are passed into each kernel function\n", + " kernel_fn[grid](x,z,n,bs)\n", + "\n", + " return z " + ] + }, + { + "cell_type": "markdown", + "id": "b2ff0265-9f65-47fc-a2be-a5c4b841f253", + "metadata": {}, + "source": [ + "**Note:** For educational purposes, the kernel below has a logic bug (but the syntax is correct). Can you spot it?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ee6e7c2a-1af8-40bd-9824-999836c86339", + "metadata": {}, + "outputs": [], + "source": [ + "# # This is the triton kernel:\n", + "\n", + "# The triton.jit decorator takes a python function and turns it into a triton kernel, which is run on the GPU.\n", + "# Inside this function only a subset of all python ops are allowed.\n", + "# E.g., when NOT simulating, we can't print or use breakpoints, as these don't exist on the GPU. \n", + "@triton.jit\n", + "# When we pass torch tensors, they are automatically converted into a pointer to their first value\n", + "# E.g., above we passed x, but here we receive x_ptr\n", + "def copy_k(x_ptr, z_ptr, n, bs: tl.constexpr):\n", + " pid = tl.program_id(0)\n", + " offs = tl.arange(0, bs) # compute the offsets from the pid \n", + " mask = offs < n\n", + " x = tl.load(x_ptr + offs, mask) # load a vector of values, think of `x_ptr + offs` as `x_ptr[offs]`\n", + " tl.store(z_ptr + offs, x, mask) # store a vector of values\n", + "\n", + " print_if(f'pid = {pid} | offs = {offs}, mask = {mask}, x = {x}', '')\n", + "\n", + " # Question: What is wrong with this kernel?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "20b92432-7c71-4dc0-be91-14ad7d6fb913", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pid = [0] | offs = [0 1], mask = [ True True], x = [1 2]\n", + "pid = [1] | offs = [0 1], mask = [ True True], x = [1 2]\n", + "pid = [2] | offs = [0 1], mask = [ True True], x = [1 2]\n" + ] + } + ], + "source": [ + "z = copy(x, bs=2, kernel_fn=copy_k)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0cc43e72-1691-4b2d-8299-b3a915f598d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([1, 2, 0, 0, 0, 0])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "z" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6b6318e2-8f25-48e9-8f83-a2f08eea7c48", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "26fbbe80-0bad-4520-8287-b0aa07c4b6db", + "metadata": {}, + "source": [ + "We were not shifting the offets correcltly. We always used offsets = [0,1], but they should change with the pid." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "59d65e42-3c41-40f9-b10b-c8dbdb060577", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.jit\n", + "def copy_k(x_ptr, z_ptr, n, bs: tl.constexpr):\n", + " pid = tl.program_id(0)\n", + " offs = pid * n + tl.arange(0, bs)\n", + " mask = offs < n\n", + " x = tl.load(x_ptr + offs, mask)\n", + " tl.store(z_ptr + offs, x, mask)\n", + " print_if(f'pid = {pid} | offs = {offs}, mask = {mask}, x = {x}', '')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "23fa8fe8-4f0d-4346-b2bd-ed2261ca0578", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pid = [0] | offs = [0 1], mask = [ True True], x = [1 2]\n", + "pid = [1] | offs = [6 7], mask = [False False], x = [1 1]\n", + "pid = [2] | offs = [12 13], mask = [False False], x = [1 1]\n" + ] + } + ], + "source": [ + "z = copy(x, bs=2, kernel_fn=copy_k)" + ] + }, + { + "cell_type": "markdown", + "id": "9ae5ad1a-14ba-44f2-85a5-eb3e3beba599", + "metadata": {}, + "source": [ + "Not quite correct. We added `pid * n`, but want to add `pid * bs`" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "13676f86-af96-4d9b-b9bf-4c2787085436", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.jit\n", + "def copy_k(x_ptr, z_ptr, n, bs: tl.constexpr):\n", + " pid = tl.program_id(0)\n", + " offs = pid * bs + tl.arange(0, bs)\n", + " mask = offs < n\n", + " x = tl.load(x_ptr + offs, mask)\n", + " tl.store(z_ptr + offs, x, mask)\n", + " print_if(f'pid = {pid} | offs = {offs}, mask = {mask}, x = {x}', '')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "679a5e06-1120-4d40-b6b2-a88a38ee4aa5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pid = [0] | offs = [0 1], mask = [ True True], x = [1 2]\n", + "pid = [1] | offs = [2 3], mask = [ True True], x = [3 4]\n", + "pid = [2] | offs = [4 5], mask = [ True True], x = [5 6]\n" + ] + } + ], + "source": [ + "z = copy(x, bs=2, kernel_fn=copy_k)" + ] + }, + { + "cell_type": "markdown", + "id": "d2de6ae1-b75f-4c48-b3fd-c7165ef8593a", + "metadata": {}, + "source": [ + "Yes!" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "72a218c8-d074-4dae-9b19-55fee1a1f629", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor([1, 2, 3, 4, 5, 6]), tensor([1, 2, 3, 4, 5, 6]))" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x, z" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8421b1ca-fcc1-4202-8190-7870f9e12ca9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "debf9f02-368b-4842-8ea6-8973df1aa6f3", + "metadata": {}, + "source": [ + "As we saw, writing GPU programs involves many indices, which we can easily mess up. So I highly recommend writing and debugging the kernel in simuation mode, and testing with tiny examples first!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "82ede28f-684e-477c-938a-0895a0bbcd92", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5adf0a27-e1ad-42a9-880b-d377c5ee22a0", + "metadata": {}, + "source": [ + "# Example 2: Greyscaling an image" + ] + }, + { + "cell_type": "markdown", + "id": "3827f902-8435-4d70-9a1e-a8b6ef4a9c42", + "metadata": {}, + "source": [ + "_Restart kernel here_" + ] + }, + { + "cell_type": "markdown", + "id": "99098119-6f8b-4419-852d-d4d9321286e4", + "metadata": {}, + "source": [ + "In this example, we'll grayscale an image of a puppy. We'll see how we can work on 2d data.\n", + "\n", + "This works analogously for 3D data.\n", + "\n", + "We've adapted Jeremy Howard's example from this [colab](https://colab.research.google.com/drive/180uk6frvMBeT4tywhhYXmz3PJaCIA_uk?usp=sharing) / [youtube](https://www.youtube.com/watch?v=4sgKnKbR-WE&feature=youtu.be). So, h/t for the example and selection of puppy image." + ] + }, + { + "cell_type": "markdown", + "id": "e69f21e8-b1a7-4d28-b912-081bd79198c1", + "metadata": {}, + "source": [ + "_Side note: Two weird things happen in this example, if we don't restart the kernel:_\n", + "1. _torchvision can't be imported, probably due to a circular dependency. -> I currently don't know why, need to dig deeper._\n", + "2. _the simulated triton kernel below fails, because a float can't be mutliplied to a uint vector -> Works on GPU w/o simulation, so seems to be a `TRITON_INTERPRET` bug._" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9c959e8b-edc3-402d-a65a-9bff148d43ad", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from urllib.request import urlretrieve\n", + "from pathlib import Path\n", + "\n", + "import torch\n", + "from torch import tensor\n", + "import torchvision as tv\n", + "import torchvision.transforms.functional as tvf\n", + "from torchvision import io\n", + "\n", + "import triton\n", + "import triton.language as tl" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4d086080-bc66-4651-8788-41b1614885a9", + "metadata": {}, + "outputs": [], + "source": [ + "def cdiv(a,b): return (a + b - 1) // b" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "dae436bd-41a8-4ddf-8b95-2ac7c0b38cf8", + "metadata": {}, + "outputs": [], + "source": [ + "url = 'https://upload.wikimedia.org/wikipedia/commons/thumb/4/43/Cute_dog.jpg/1600px-Cute_dog.jpg?20140729055059'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0b395337-83ce-4919-8afc-1dafe80420b8", + "metadata": {}, + "outputs": [], + "source": [ + "path_img = Path('puppy.jpg')\n", + "if not path_img.exists(): urlretrieve(url, path_img)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "245ce200-8062-4741-866e-c6e14059c4cc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([3, 1066, 1600])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[[117, 119, 117, 113],\n", + " [119, 129, 129, 113],\n", + " [130, 126, 122, 115]],\n", + "\n", + " [[ 83, 85, 85, 80],\n", + " [ 85, 97, 97, 82],\n", + " [ 98, 93, 89, 83]]], dtype=torch.uint8)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = io.read_image('puppy.jpg')\n", + "print(img.shape)\n", + "img[:2,:3,:4]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ae20a094-84b9-4fb1-9ed2-f7dd5efa012d", + "metadata": {}, + "outputs": [], + "source": [ + "def show_img(x, figsize=(4,3), **kwargs):\n", + " plt.figure(figsize=figsize)\n", + " plt.axis('off')\n", + " if len(x.shape)==3: x = x.permute(1,2,0) # CHW -> HWC\n", + " plt.imshow(x.cpu(), **kwargs)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d9a79414-e719-4312-89a1-0cf7ca737ca8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 150, 225, 33750)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = tvf.resize(img, 150, antialias=True)\n", + "ch,h,w = img.shape\n", + "ch,h,w,h*w" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7ddffdb6-64a1-4556-9b35-2c73b37810a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "show_img(img)" + ] + }, + { + "cell_type": "markdown", + "id": "4ed51086-6515-4bdf-a666-1cc003df47c6", + "metadata": {}, + "source": [ + "To work with 2d data, we'll build 2d offsets and masks. Here's an illustration how it works, e.g. for an `4x7` matrix and block sizes of `2` for each dimensions." + ] + }, + { + "cell_type": "markdown", + "id": "0faedb4a-cfd1-4807-8e2b-7acd879d6b39", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "b7f817fa-099e-44b6-bbd6-6cc5503c08e5", + "metadata": {}, + "source": [ + "And in code, it looks like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "db0a9f18-edfd-4408-b774-ca1a744e0c99", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.jit\n", + "def rgb2grey_k(x_ptr, out_ptr, h, w, bs0: tl.constexpr, bs1: tl.constexpr):\n", + " pid_0 = tl.program_id(0)\n", + " pid_1 = tl.program_id(1)\n", + " \n", + " offs_0 = pid_0 * bs0 + tl.arange(0,bs0) # 1d vector\n", + " offs_1 = pid_1 * bs1 + tl.arange(0,bs1) # 1d vector\n", + "\n", + " # Weirdness: None-slicing currently doesn't work when simulating on cpu. Use tl.expand_dim instead.\n", + " # offs = w * tl.expand_dims(offs_0, 1) + tl.expand_dims(offs_1, 0)\n", + " offs = w * offs_0[:,None] + offs_1[None, :] # 2d matrix! - we multiply first offset by width, see image above\n", + "\n", + " mask_0 = offs_0 < h # 1d vector\n", + " mask_1 = offs_1 < w # 1d vector\n", + "\n", + " # mask = tl.expand_dims(mask_0, 1) & tl.expand_dims(mask_1, 0)\n", + " mask = mask_0[:,None] & mask_1[None,:] # 2d matrix! - data musn't go out of bounds along either axis, therefore `logical and` of the individual masks\n", + " \n", + " r = tl.load(x_ptr + 0*h*w+offs, mask=mask)\n", + " g = tl.load(x_ptr + 1*h*w+offs, mask=mask)\n", + " b = tl.load(x_ptr + 2*h*w+offs, mask=mask)\n", + "\n", + " # Weirdness: multiplying float with uint vectors fails when simulating on cpu\n", + " out = 0.2989*r + 0.5870*g + 0.1140*b # don't worry why it's these 3 numbers we're multiplying with\n", + "\n", + " tl.store(out_ptr + offs, out, mask=mask)" + ] + }, + { + "cell_type": "markdown", + "id": "f76232e4-22ac-43fb-874c-fa5771f7b514", + "metadata": {}, + "source": [ + "Let's use the kernel!" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7b042212-d697-4cc6-ab68-b6420246b801", + "metadata": {}, + "outputs": [], + "source": [ + "def rgb2grey(x, bs):\n", + " c,h,w = x.shape\n", + " out = torch.empty((h,w), dtype=x.dtype, device=x.device)\n", + "\n", + " # grid can be a function returning a 1d/2d/3d-tuple\n", + " # (having a grid function is not more useful than a grid tuple in this case, but will be below when benchmarking & auto-tuning)\n", + " grid = lambda meta: (cdiv(h, meta['bs0']), cdiv(w, meta['bs1']))\n", + " \n", + " rgb2grey_k[grid](x, out, h, w, bs0=bs[0], bs1=bs[1]) # all kwargs are passed into grid function\n", + " return out.view(h,w)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c63352e3-e9d7-4266-9569-e9424bfe2387", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "grey_img = rgb2grey(img.to('cuda'), bs=(32, 32)).to('cpu')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b61c5f31-35ea-420c-a17c-7357fb9c5c31", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "show_img(grey_img, cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "id": "01154495-f3d2-46e7-b309-0a70fbca155f", + "metadata": {}, + "source": [ + "Very cool" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc8fc398-10f2-47d7-b339-3930ddf05432", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e58452a4-4fa5-431f-8792-856227c1c914", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "a5eff701-8bb7-46bd-b5d5-2c5b7157969c", + "metadata": {}, + "source": [ + "# Example 3: Matmul" + ] + }, + { + "cell_type": "markdown", + "id": "bc7161a4-e71b-47cb-a12e-2d50e2e232f4", + "metadata": {}, + "source": [ + "_For simplicity, restart kernel here_" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "46abe407-01de-4173-8e13-a2f1fe5154a0", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "# os.environ['TRITON_INTERPRET'] = '1'\n", + "\n", + "import torch\n", + "import triton\n", + "import triton.language as tl\n", + "\n", + "# moved util functions into separate file for better readability\n", + "from triton_util import cdiv, breakpoint_if, print_if, check_tensors_gpu_ready" + ] + }, + { + "cell_type": "markdown", + "id": "f7278a18-a60b-460b-89db-70c353ba7a61", + "metadata": {}, + "source": [ + "Now, let's implement a naive matmul in Triton. We'll learn:\n", + "- A method to split computation \n", + "- Calling functions from our kernel \n", + "- Using pre-implemented vector/matrix ops within an block\n", + "\n", + "This is adapted from the [OpenAI blog post announcing Triton](https://openai.com/research/triton)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "130dc03d-87cf-41bb-9ba0-e2ecd7788fe6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1f812df0-f5b0-4f63-b864-e539f31cf9f0", + "metadata": {}, + "source": [ + "We want to multiply the `m x k`-matrix `A` and the `k x n`-matrix `B` into the `m x n`-matrix `C`.\n", + "\n", + "We split the computation along each of the three axes:\n", + "- along the m axis - we'll use block dimension 0 to represent this\n", + "- along the n axis - we'll use block dimension 1 to represent this\n", + "- along the shared k axis - this will not be represented by a block. All chunks of computation will be done in same block." + ] + }, + { + "cell_type": "markdown", + "id": "9953b043-82f3-4a6a-b1ae-fbb03941adf6", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "63175895-4386-4c92-aa2f-0efda65b03f1", + "metadata": {}, + "source": [ + "Because we frequently create 1d- or 2d-offets and -masks, let's put that functionality into utility functions. As long as these functions are `triton.jit`-ed, they can be used in the kernel." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f1e8a32d-5036-4013-8c81-bf23aa91e58a", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.jit\n", + "def get_1d_offset(size, n_prev_chunks):\n", + " return n_prev_chunks * size + tl.arange(0, size)\n", + "\n", + "@triton.jit\n", + "def get_2d_offset(offs_0, offs_1, stride_0, stride_1=1): \n", + " return tl.expand_dims(offs_0, 1)*stride_0 + tl.expand_dims(offs_1, 0)*stride_1\n", + "\n", + "@triton.jit\n", + "def get_1d_mask(offs, max):\n", + " return offs < max\n", + "\n", + "@triton.jit\n", + "def get_2d_mask(offs_0, offs_1, max_0, max_1):\n", + " return (tl.expand_dims(offs_0, 1) < max_0) & (tl.expand_dims(offs_1, 0) < max_1)" + ] + }, + { + "cell_type": "markdown", + "id": "7d14f34c-b0f0-4cb6-a8f2-d61992140520", + "metadata": {}, + "source": [ + "Here's the naive matmul kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3626cfcd-61e9-46d5-8aca-55c2ff6b2dc7", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.jit\n", + "def naive_matmul_k(\n", + " a_ptr, b_ptr, c_ptr,\n", + " m, n, k,\n", + " stride_am, stride_ak, \n", + " stride_bk, stride_bn,\n", + " stride_cm, stride_cn,\n", + " bm: tl.constexpr, bn: tl.constexpr, bk: tl.constexpr\n", + "):\n", + " pid_m, pid_n = tl.program_id(0), tl.program_id(1)\n", + " # chunks along m/n/k dimensions\n", + " rm = get_1d_offset(size=bm, n_prev_chunks=pid_m)\n", + " rn = get_1d_offset(size=bn, n_prev_chunks=pid_n)\n", + " rk = get_1d_offset(size=bk, n_prev_chunks=0)\n", + " # relevant offsets of a, b\n", + " offs_a = a_ptr + get_2d_offset(rm, rk, stride_am, stride_ak)\n", + " offs_b = b_ptr + get_2d_offset(rk, rn, stride_bk, stride_bn)\n", + " # initialize and iteratively update accumulator\n", + " acc = tl.zeros((bm, bn), dtype=tl.float32)\n", + " for _ in range(0, k, bk):\n", + " # todo umer: don't we need mask when loading a & b?\n", + " mask_a = get_2d_mask(rm, rn, m, k) + " mask_b = get_2d_mask(rm, rn, k, n) + + " a = tl.load(offs_a, mask_a)\n", + " b = tl.load(offs_b, mask_b)\n", + " acc += tl.dot(a, b, allow_tf32=False) # matmul in block ; Weirdness: allow_tf32 must be set to False for older GPUs, otherwise won't compile\n", + " # increase offets, so next iteration loads next chunks\n", + " offs_a += bk * stride_ak\n", + " offs_b += bk * stride_bk\n", + " c = c_ptr + get_2d_offset(rm, rn, stride_cm, stride_cn)\n", + " mask = get_2d_mask(rm, rn, m, n)\n", + " tl.store(c, acc, mask=mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5b325bb0-6544-4248-bdd7-28de92ef24fa", + "metadata": {}, + "outputs": [], + "source": [ + "from functools import partial\n", + "\n", + "def matmul(a, b, matmul_k_fn, bs=16, group_sz=None):\n", + " assert a.shape[1] == b.shape[0], \"matrix dims not compatible for matmul\"\n", + " check_tensors_gpu_ready(a, b)\n", + " (m, k), (_, n) = a.shape, b.shape\n", + " c = torch.empty((m, n), device=a.device, dtype=torch.float16)\n", + " grid = lambda meta: (triton.cdiv(m, meta['bm']), triton.cdiv(n, meta['bn']))\n", + " group_sz = {} if group_sz is None else {\"group_sz\":group_sz} # not used in naive_matmul, but will be in grouped_matmul further below \n", + " matmul_k_fn[grid](\n", + " a, b, c,\n", + " m, n, k,\n", + " a.stride(0), a.stride(1),\n", + " b.stride(0), b.stride(1),\n", + " c.stride(0), c.stride(1),\n", + " bm=bs, bn=bs, bk=bs, # Weirdness: allow_tf32 must be set to False for older GPUs, otherwise won't compile\n", + " **group_sz\n", + " )\n", + " return c\n", + "\n", + "naive_matmul = partial(matmul, matmul_k_fn=naive_matmul_k)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "18ec2080-9f53-4ccf-a081-7dbc989863ba", + "metadata": {}, + "outputs": [], + "source": [ + "a = torch.ones((3, 4), dtype=torch.float32, device='cuda')\n", + "b = torch.ones((4, 5), dtype=torch.float32, device='cuda')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "16378565-3902-45a8-8cbb-ec5bd4a05383", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.]], device='cuda:0', dtype=torch.float16)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "naive_matmul(a,b)" + ] + }, + { + "cell_type": "markdown", + "id": "c3b16622-9e99-49a6-990a-7faf2b0a94fa", + "metadata": {}, + "source": [ + "Let's unit test this against PyTorch's implementation" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8750b295-4ba0-47d6-91fd-20822587050c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Triton and Torch match\n" + ] + } + ], + "source": [ + "torch.manual_seed(0)\n", + "a = torch.randn((512, 512), device='cuda', dtype=torch.float16)\n", + "b = torch.randn((512, 512), device='cuda', dtype=torch.float16)\n", + "triton_output = naive_matmul(a, b)\n", + "torch_output = torch.matmul(a, b)\n", + "if torch.allclose(triton_output, torch_output, atol=5e-2, rtol=0):\n", + " print(\"✅ Triton and Torch match\")\n", + "else:\n", + " print(\"❌ Triton and Torch differ\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de3debc9-29d2-42d0-b6e3-c542945fa95b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "300462cf-4733-4292-bf5b-303675279d1b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b14e03db-9fb7-4031-8ef5-9da3c8fe84a2", + "metadata": {}, + "source": [ + "# Example 4: Faster Matmul" + ] + }, + { + "cell_type": "markdown", + "id": "869d4a2f-56b2-419a-9268-b6fc8ee3fe3b", + "metadata": {}, + "source": [ + "_Note: Needs code from example 3, so run that before_" + ] + }, + { + "cell_type": "markdown", + "id": "280afa03-1b13-42f3-ab19-a0233d68fee4", + "metadata": {}, + "source": [ + "Triton handles the order of memory access **within** blocks, but not **across** blocks. So this is a knob we can use to make our kernels faster.\n", + "\n", + "In fact, cleverly reordering blocks can increase L2-cache hit rate, which makes our kernels faster. This example is taken from the [triton docs](https://triton-lang.org/main/getting-started/tutorials/03-matrix-multiplication.html)." + ] + }, + { + "cell_type": "markdown", + "id": "ae9f3487-e397-4252-a224-65bad7794a89", + "metadata": {}, + "source": [ + "Now, to make better use of the L2 cache, we want to reuse data that's was recently loaded, and is therefore likely still in the L2 cache. How? By reducing the number of _different_ data loads that a bunch of \"consecutive\" kernels need. By \"consecutive\" we mean kernels that are executed approximately at the same time.\n", + "\n", + "This picture (adapter from the [triton docs](https://triton-lang.org/main/getting-started/tutorials/03-matrix-multiplication.html)) shows how we can do that. If we order naively, the first row of the output matrix is computed \"consecutively\", which needs 90 different block reads (9 from matrix A, 81 from matrix B). If we use \"group ordering\", a 3x3 square of blocks of the output matrix is computed \"consecutively\", which needs 54 different block reads (27 from matrix A, 27 from matrix B)." + ] + }, + { + "cell_type": "markdown", + "id": "be3e9c0e-52d2-4460-af1a-3b51ea12231a", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "6c1ac57b-9bdb-49ff-ba7b-505a00cc6b52", + "metadata": {}, + "source": [ + "_Note: In the docs, grouping is called \"super-grouping\"_" + ] + }, + { + "cell_type": "markdown", + "id": "b6c75d7b-ba98-477f-a739-7077ee348801", + "metadata": {}, + "source": [ + "Okay, how can we tell Triton in which order to process blocks? The answer is: We take the pids, change them, and use them as if they were the original pids.\n", + "\n", + "Let's do a minimal example to illustrate this principle:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "25d3ead8-a2de-4cce-a435-71aaeb99d6b1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I'm processing item 0\n", + "I'm processing item 1\n", + "I'm processing item 2\n", + "I'm processing item 3\n", + "I'm processing item 4\n" + ] + } + ], + "source": [ + "def process_item(id): print(f\"I'm processing item {id}\")\n", + "\n", + "for i in range(5): process_item(i)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6f4ff8a5-787b-480b-9556-22919b3fba3d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I'm processing item 5\n", + "I'm processing item 4\n", + "I'm processing item 3\n", + "I'm processing item 2\n", + "I'm processing item 1\n" + ] + } + ], + "source": [ + "def change_id(old_id): return 5-old_id\n", + "\n", + "for i in range(5): process_item(change_id(i))" + ] + }, + { + "cell_type": "markdown", + "id": "16ddad6f-acc9-4305-ba8a-089bc11d6e53", + "metadata": {}, + "source": [ + "Et voilà, the items were processed in a different order." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3afadaea-d07b-4645-af81-260be56f2cce", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "11fabefc-d72b-4a6f-a1b5-15fd9b39e826", + "metadata": {}, + "source": [ + "So how should the pid-change-function for faster matmul look like? It should change the left matrix into the right matrix." + ] + }, + { + "cell_type": "markdown", + "id": "6203104d-aaa9-4a82-b4df-7a3c5db5e511", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "3d29396e-4028-4151-84fd-30fc6b089390", + "metadata": {}, + "source": [ + "On the left, the default ordering is shown (called \"row-major\"). Remember, we deal with blocks. We can't arrange how the individual cells are processed, only the blocks. In the picture, our output matrix C has `5x7 = 35` cells, but only `cdiv(5,1) x cdiv(7,2) = 5x4 = 20` blocks.\n", + "\n", + "On the right, notice how the first 9 processed blocks are the `3x3` grid we want! We process 3 blocks in a column. Then advance a column, again process 3, advance, and so on. The orange lines show where advance. This operation is called **\"swizzling\"**.\n", + "\n", + "By the way, you can of course change the number 3. It's called the `group_size`." + ] + }, + { + "cell_type": "markdown", + "id": "99342eae-0aa0-4ce1-86ab-ea92dde81211", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "id": "43c23d71-a321-487b-ac42-bc997b8dc943", + "metadata": {}, + "source": [ + "You don't need to write swizzling yourself, as there is a `triton.language.swizzle2d` function.\n", + "\n", + "To really understand `swizzle2d`, let's quickly verifiy it works as expected. We'll then continue to use it in our faster matmul kernel." + ] + }, + { + "cell_type": "markdown", + "id": "67b54510-d04f-4436-adb2-ca73ba4b1731", + "metadata": {}, + "source": [ + "_Side-Goal:_ Use `swizzle2d` on a `5x4` matrix with elements `0 ... 19` in row-major ordering. We should then get a matrix with elements in grouped ordering." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "027afac9-9bb5-4c1d-8671-741d8b166675", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.jit\n", + "def swizzle_k(x_ptr, z_ptr, group_sz: tl.constexpr):\n", + " pid_m, pid_n = tl.program_id(0), tl.program_id(1)\n", + " num_pid_m, num_pid_n = tl.num_programs(0), tl.num_programs(1)\n", + "\n", + " pid_m_, pid_n_ = tl.swizzle2d(pid_m, pid_n, num_pid_m, num_pid_n, group_sz) # Weirdness: tl.swizzle2d doesn't work when simulating on CPU\n", + " \n", + " offs_m = get_1d_offset(1, n_prev_chunks=pid_m)\n", + " offs_n = get_1d_offset(1, n_prev_chunks=pid_n)\n", + " \n", + " offs = get_2d_offset(offs_m, offs_n, stride_0=num_pid_n)\n", + " mask = get_2d_mask(offs_m, offs_n, max_0=num_pid_m, max_1=num_pid_n )\n", + "\n", + " offs_sw_m = get_1d_offset(1, n_prev_chunks=pid_m_)\n", + " offs_sw_n = get_1d_offset(1, n_prev_chunks=pid_n_)\n", + " \n", + " offs_sw = get_2d_offset(offs_sw_m, offs_sw_n, stride_0=num_pid_n)\n", + " mask_sw = get_2d_mask(offs_sw_m, offs_sw_n, max_0=num_pid_m, max_1=num_pid_n)\n", + " \n", + " x = tl.load(x_ptr + offs, mask=mask)\n", + " tl.store(z_ptr + offs_sw, x, mask=mask_sw)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f9b84d1-5740-4b75-85e5-abed693a305c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 0, 1, 2, 3],\n", + " [ 4, 5, 6, 7],\n", + " [ 8, 9, 10, 11],\n", + " [12, 13, 14, 15],\n", + " [16, 17, 18, 19]], device='cuda:0')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "blocks_m, blocks_n = 5,4\n", + "\n", + "x = torch.arange(blocks_m*blocks_n, device='cuda').view(blocks_m,blocks_n)\n", + "x" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8621717b-5173-4eb3-a14a-3ac823afddd4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[-1, -1, -1, -1],\n", + " [-1, -1, -1, -1],\n", + " [-1, -1, -1, -1],\n", + " [-1, -1, -1, -1],\n", + " [-1, -1, -1, -1]], device='cuda:0')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "z = -torch.ones_like(x) # empty matrix, with -1 denoting empty\n", + "z" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ded2fc2f-2e99-4735-9bf4-8d2e3f840578", + "metadata": {}, + "outputs": [], + "source": [ + "# swizzle x into z\n", + "swizzle_k[(blocks_m,blocks_n)](x,z, group_sz=3);" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "53a177f8-0ee2-4a10-b95e-9ea293f8928b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 0, 3, 6, 9],\n", + " [ 1, 4, 7, 10],\n", + " [ 2, 5, 8, 11],\n", + " [12, 14, 16, 18],\n", + " [13, 15, 17, 19]], device='cuda:0')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "z" + ] + }, + { + "cell_type": "markdown", + "id": "ddf9cbc5-9118-4b3f-b7ef-92be45139e72", + "metadata": {}, + "source": [ + "Looks good!" + ] + }, + { + "cell_type": "markdown", + "id": "8c31e53a-0de9-40de-b498-7206598a2aaf", + "metadata": {}, + "source": [ + "___" + ] + }, + { + "cell_type": "markdown", + "id": "00b10c98-766b-45bf-b44f-839630c37f46", + "metadata": {}, + "source": [ + "Let's now implement the grouped matmul kernel, which will be faster than the regular matmul." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "10509f97-fe4d-4e32-860a-39ee833bacbc", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.jit\n", + "def grouped_matmul_k(\n", + " a_ptr, b_ptr, c_ptr,\n", + " m, n, k,\n", + " stride_am, stride_ak, \n", + " stride_bk, stride_bn,\n", + " stride_cm, stride_cn,\n", + " bm: tl.constexpr, bn: tl.constexpr, bk: tl.constexpr, group_sz: tl.constexpr\n", + "):\n", + " pid_m, pid_n = tl.program_id(0), tl.program_id(1)\n", + " num_pid_m, num_pid_n = tl.num_programs(0), tl.num_programs(1)\n", + " # determine location of block in grouped ordering - swizzle! \n", + " pid_m, pid_n = tl.swizzle2d(pid_m, pid_n, num_pid_m, num_pid_n, group_sz) # Weirdness: tl.swizzle2d doesn't work when simulating on CPU\n", + " # chunks along m/n/k dimensions\n", + " rm = get_1d_offset(size=bm, n_prev_chunks=pid_m)\n", + " rn = get_1d_offset(size=bn, n_prev_chunks=pid_n)\n", + " rk = get_1d_offset(size=bk, n_prev_chunks=0)\n", + " # relevant offsets of a, b\n", + " offs_a = a_ptr + get_2d_offset(rm, rk, stride_am, stride_ak)\n", + " offs_b = b_ptr + get_2d_offset(rk, rn, stride_bk, stride_bn)\n", + " # initialize and iteratively update accumulator\n", + " acc = tl.zeros((bm, bn), dtype=tl.float32)\n", + " for _ in range(0, k, bk):\n", + " # todo umer: don't we need mask when loading a & b?\n", + " a = tl.load(offs_a)\n", + " b = tl.load(offs_b)\n", + " acc += tl.dot(a, b, allow_tf32=False) # block level matrix multiplication ; Weirdness: allow_tf32 must be set to False for older GPUs, otherwise won't compile\n", + " # increase offets, so next iteration loads next chunks\n", + " offs_a += bk * stride_ak\n", + " offs_b += bk * stride_bk\n", + " c = c_ptr + get_2d_offset(rm, rn, stride_cm, stride_cn)\n", + " mask = get_2d_mask(rm, rn, m, n)\n", + " tl.store(c, acc, mask=mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c2338e4a-456c-40e8-be28-7a13f84101ae", + "metadata": {}, + "outputs": [], + "source": [ + "grouped_matmul = partial(matmul, matmul_k_fn=grouped_matmul_k)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "733268c2-29ae-4660-a9be-a36c27d5665e", + "metadata": {}, + "outputs": [], + "source": [ + "a = torch.ones((3, 4), dtype=torch.float32, device='cuda')\n", + "b = torch.ones((4, 5), dtype=torch.float32, device='cuda')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "79960772-3459-4469-847f-9eb673a6ea7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.]], device='cuda:0', dtype=torch.float16)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_matmul(a,b, group_sz=4)" + ] + }, + { + "cell_type": "markdown", + "id": "2d043afb-43b0-4757-a3b5-8f6090749352", + "metadata": {}, + "source": [ + "Let's unit test this against PyTorch's implementation" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "397e7e84-25df-4484-87b1-e4cffe658de8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Triton and Torch match\n" + ] + } + ], + "source": [ + "torch.manual_seed(0)\n", + "a = torch.randn((512, 512), device='cuda', dtype=torch.float16)\n", + "b = torch.randn((512, 512), device='cuda', dtype=torch.float16)\n", + "triton_output = grouped_matmul(a, b, group_sz=32)\n", + "torch_output = torch.matmul(a, b)\n", + "if torch.allclose(triton_output, torch_output, atol=5e-2, rtol=0):\n", + " print(\"✅ Triton and Torch match\")\n", + "else:\n", + " print(\"❌ Triton and Torch differ\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b953c7b-6c5f-47aa-947d-8b03a434ddcf", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0651202-7e2f-4af6-aab3-c3d525d334eb", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "43ec774d-1930-4173-a9fa-40e02da535f5", + "metadata": {}, + "source": [ + "# Benchmarking" + ] + }, + { + "cell_type": "markdown", + "id": "d72bfe38-017e-42a8-9fc1-b5d42d45396a", + "metadata": {}, + "source": [ + "Triton brings built-in benchmarking tools with it. Here's an example how to use it." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "bb30aeb9-c025-492c-aa1f-933f92b6c724", + "metadata": {}, + "outputs": [], + "source": [ + "# adapted from https://triton-lang.org/main/getting-started/tutorials/01-vector-add.html\n", + "@triton.testing.perf_report(\n", + " triton.testing.Benchmark(\n", + " x_names=['square_matrix_size'], # Argument names to use as an x-axis for the plot.\n", + " x_vals=[2**i for i in range(5, 12, 1)], # Different possible values for `x_name`.\n", + " x_log=True, # x axis is logarithmic.\n", + " line_arg='provider', # Argument name whose value corresponds to a different line in the plot.\n", + " line_vals=['naive', 'grouped', 'torch'], # Possible values for `line_arg`.\n", + " line_names=['Naive', 'Grouped', 'Torch'], # Label name for the lines.\n", + " styles=[('blue', '-'), ('green', '-'), ('orange','-')], # Line styles.\n", + " ylabel='GB/s', # Label name for the y-axis.\n", + " plot_name='matmul-performance', # Name for the plot. Used also as a file name for saving the plot.\n", + " args={}, # Values for function arguments not in `x_names` and `y_name`.\n", + " ))\n", + "def benchmark(square_matrix_size, provider):\n", + " sz = square_matrix_size\n", + " a = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " b = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " quantiles = [0.5, 0.2, 0.8]\n", + " if provider == 'naive': ms, min_ms, max_ms = triton.testing.do_bench(lambda: naive_matmul(a, b), quantiles=quantiles)\n", + " if provider == 'grouped': ms, min_ms, max_ms = triton.testing.do_bench(lambda: grouped_matmul(a, b, group_sz=8), quantiles=quantiles)\n", + " if provider == 'torch': ms, min_ms, max_ms = triton.testing.do_bench(lambda: torch.matmul(a,b), quantiles=quantiles)\n", + " gbps = lambda ms: 12 * sz / ms * 1e-6\n", + " return gbps(ms), gbps(max_ms), gbps(min_ms)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2085cdba-731c-476a-9325-a7d0aa8f0c0a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "acec5487-c05d-4da4-a7f3-f808fae779fa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "matmul-performance:\n", + " square_matrix_size Naive Grouped Torch\n", + "0 32.0 0.085106 0.085106 0.053691\n", + "1 64.0 0.129730 0.125000 0.107143\n", + "2 128.0 0.159468 0.154341 0.170515\n", + "3 256.0 0.097909 0.099071 0.125654\n", + "4 512.0 0.030346 0.030361 0.111079\n", + "5 1024.0 0.006971 0.007279 0.034461\n", + "6 2048.0 0.001405 0.001749 0.006355\n" + ] + } + ], + "source": [ + "benchmark.run(print_data=True, show_plots=True)" + ] + }, + { + "cell_type": "markdown", + "id": "92a65c89-febf-4672-8f8a-b907108e46a5", + "metadata": {}, + "source": [ + "_Note Umer: I would've expected the GB/s to increase as the matrix sizes get larger. Why don't they? Maybe because share memory is full, so kernel spends more and more time reloading stuff_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "41980f55-159e-47ba-95f9-21fd7a07e625", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "a5d2da3e-6382-4275-908d-d8d195d12dff", + "metadata": {}, + "source": [ + "Let's try different block sizes:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "2af01ab8-fb78-4420-9e32-90cf595af400", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "matmul-performance:\n", + " batch_size Naive Grouped Torch\n", + "0 16.0 0.030404 0.030433 0.111111\n", + "1 32.0 0.060683 0.061127 0.111111\n", + "2 64.0 0.083660 0.084026 0.111111\n" + ] + } + ], + "source": [ + "@triton.testing.perf_report(\n", + " triton.testing.Benchmark(\n", + " x_names=['batch_size'], x_vals=[2**i for i in range(4, 7, 1)], x_log=True,\n", + " line_arg='provider', line_vals=['naive', 'grouped', 'torch'], line_names=['Naive', 'Grouped', 'Torch'],\n", + " styles=[('blue', '-'), ('green', '-'), ('orange','-')],\n", + " ylabel='GB/s', plot_name='matmul-performance', args={}\n", + " ))\n", + "def benchmark(batch_size, provider):\n", + " sz = 512\n", + " a = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " b = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " quantiles = [0.5, 0.2, 0.8]\n", + " if provider == 'naive': ms, min_ms, max_ms = triton.testing.do_bench(lambda: naive_matmul(a, b, bs=batch_size), quantiles=quantiles)\n", + " if provider == 'grouped': ms, min_ms, max_ms = triton.testing.do_bench(lambda: grouped_matmul(a, b, bs=batch_size, group_sz=8), quantiles=quantiles)\n", + " if provider == 'torch': ms, min_ms, max_ms = triton.testing.do_bench(lambda: torch.matmul(a,b), quantiles=quantiles)\n", + " gbps = lambda ms: 12 * sz / ms * 1e-6\n", + " return gbps(ms), gbps(max_ms), gbps(min_ms)\n", + "\n", + "benchmark.run(print_data=True, show_plots=True)" + ] + }, + { + "cell_type": "markdown", + "id": "4718c500-56e2-418b-ba05-4c6e10bb9018", + "metadata": {}, + "source": [ + "Larger block sizes seem to be better. Let's compare with pytorch again, using larger block sizes." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0e2eb214-3ca7-4dd8-868a-08f9bc2867b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "matmul-performance:\n", + " square_matrix_size Naive Grouped Torch\n", + "0 32.0 0.039867 0.038710 0.053215\n", + "1 64.0 0.077922 0.071006 0.106667\n", + "2 128.0 0.109091 0.107143 0.169912\n", + "3 256.0 0.137733 0.136364 0.126150\n", + "4 512.0 0.084731 0.083916 0.111047\n", + "5 1024.0 0.021879 0.025362 0.034691\n", + "6 2048.0 0.005257 0.005919 0.007440\n" + ] + } + ], + "source": [ + "@triton.testing.perf_report(\n", + " triton.testing.Benchmark(\n", + " x_names=['square_matrix_size'], x_vals=[2**i for i in range(5, 12, 1)], x_log=True,\n", + " line_arg='provider', line_vals=['naive', 'grouped', 'torch'], line_names=['Naive', 'Grouped', 'Torch'],\n", + " styles=[('blue', '-'), ('green', '-'), ('orange','-')],\n", + " ylabel='GB/s', plot_name='matmul-performance', args={}\n", + " ))\n", + "def benchmark(square_matrix_size, provider):\n", + " sz = square_matrix_size\n", + " a = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " b = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " quantiles = [0.5, 0.2, 0.8]\n", + " if provider == 'naive': ms, min_ms, max_ms = triton.testing.do_bench(lambda: naive_matmul(a, b, bs=64), quantiles=quantiles)\n", + " if provider == 'grouped': ms, min_ms, max_ms = triton.testing.do_bench(lambda: grouped_matmul(a, b, group_sz=8, bs=64), quantiles=quantiles)\n", + " if provider == 'torch': ms, min_ms, max_ms = triton.testing.do_bench(lambda: torch.matmul(a,b), quantiles=quantiles)\n", + " gbps = lambda ms: 12 * sz / ms * 1e-6\n", + " return gbps(ms), gbps(max_ms), gbps(min_ms)\n", + "\n", + "benchmark.run(print_data=True, show_plots=True)" + ] + }, + { + "cell_type": "markdown", + "id": "be721a2b-69b0-482a-9080-abefc48819c7", + "metadata": {}, + "source": [ + "This reduces the performance difference to pytorch for larger matrix sizes, but pytorch is still better." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12d8ea2f-e531-430f-ad76-56f3a157314e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3dfda9b2-b203-45a7-85b1-91f08d4bfd7d", + "metadata": {}, + "source": [ + "Tip: For profiling, we can use Nsight Compute to profile our kernels:\n", + "`ncu --target-processes all your_python_file.py`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "61e1e4a5-b109-4fe3-bce2-e0e22e194ac8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "6c866787-e12d-4bde-a915-113289d845b0", + "metadata": {}, + "source": [ + "# Auto-Tuning" + ] + }, + { + "cell_type": "markdown", + "id": "fbd773e6-71f5-43c1-bb8b-bb41d1cb4b20", + "metadata": {}, + "source": [ + "Adapted from https://triton-lang.org/main/getting-started/tutorials/03-matrix-multiplication.html" + ] + }, + { + "cell_type": "markdown", + "id": "f603e665-cb2c-4a6a-9eea-81fcfcb9952b", + "metadata": {}, + "source": [ + "The choice of meta-parameters (e.g. block sizes) and compilation options (e.g. `num_warps`) impacts the kernel speed. Triton allows you to pass a list of possible choices, runs them all, and then compiles the kernel for the fastest choice. This is called `Auto-Tuning`.\n", + "\n", + "If the size of your problem changes (e.g. when matrix changes size), a new auto-tune will be done for the new problem size." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c25f75d3-05c1-4b3a-970a-399574286a4e", + "metadata": {}, + "outputs": [], + "source": [ + "@triton.autotune(\n", + " # Choices of configs to auto-tune over\n", + " configs=[\n", + " triton.Config({'bm': 128, 'bn': 256, 'bk': 64, 'group_sz': 8}, num_stages=3, num_warps=8),\n", + " triton.Config({'bm': 64, 'bn': 256, 'bk': 32, 'group_sz': 8}, num_stages=4, num_warps=4),\n", + " triton.Config({'bm': 128, 'bn': 128, 'bk': 32, 'group_sz': 8}, num_stages=4, num_warps=4),\n", + " triton.Config({'bm': 128, 'bn': 64, 'bk': 32, 'group_sz': 8}, num_stages=4, num_warps=4),\n", + " triton.Config({'bm': 64, 'bn': 128, 'bk': 32, 'group_sz': 8}, num_stages=4, num_warps=4),\n", + " triton.Config({'bm': 128, 'bn': 32, 'bk': 32, 'group_sz': 8}, num_stages=4, num_warps=4),\n", + " triton.Config({'bm': 64, 'bn': 32, 'bk': 32, 'group_sz': 8}, num_stages=5, num_warps=2),\n", + " triton.Config({'bm': 32, 'bn': 64, 'bk': 32, 'group_sz': 8}, num_stages=5, num_warps=2),\n", + " ],\n", + " # Definition of problem size. If it changes, a new auto-tune is run for the new problem size.\n", + " key=['m', 'n', 'k'],\n", + ")\n", + "@triton.jit\n", + "def grouped_autotuned_matmul_k(\n", + " a_ptr, b_ptr, c_ptr,\n", + " m, n, k,\n", + " stride_am, stride_ak, \n", + " stride_bk, stride_bn,\n", + " stride_cm, stride_cn,\n", + " bm: tl.constexpr, bn: tl.constexpr, bk: tl.constexpr, group_sz: tl.constexpr\n", + "):\n", + " pid_m = tl.program_id(0)\n", + " pid_n = tl.program_id(1)\n", + " num_pid_m = tl.num_programs(0)\n", + " num_pid_n = tl.num_programs(1)\n", + " # determine location of block in grouped ordering\n", + " pid_m, pid_n = tl.swizzle2d(pid_m, pid_n, num_pid_m, num_pid_n, group_sz) # Weirdness: tl.swizzle2d doesn't work when simulating on CPU\n", + " # chunks along m/n/k dimensions\n", + " rm = get_1d_offset(size=bm, n_prev_chunks=pid_m)\n", + " rn = get_1d_offset(size=bn, n_prev_chunks=pid_n)\n", + " rk = get_1d_offset(size=bk, n_prev_chunks=0)\n", + " # relevant offsets of a, b\n", + " offs_a = a_ptr + get_2d_offset(rm, rk, stride_am, stride_ak)\n", + " offs_b = b_ptr + get_2d_offset(rk, rn, stride_bk, stride_bn)\n", + " # initialize and iteratively update accumulator\n", + " acc = tl.zeros((bm, bn), dtype=tl.float32)\n", + " for _ in range(0, k, bk):\n", + " # todo umer: don't we need mask when loading a & b?\n", + " a = tl.load(offs_a)\n", + " b = tl.load(offs_b)\n", + " acc += tl.dot(a, b, allow_tf32=False) # block level matrix multiplication ; Weirdness: allow_tf32 must be set to False for older GPUs, otherwise won't compile\n", + " # increase offets, so next iteration loads next chunks\n", + " offs_a += bk * stride_ak\n", + " offs_b += bk * stride_bk\n", + " c = c_ptr + get_2d_offset(rm, rn, stride_cm, stride_cn)\n", + " mask = get_2d_mask(rm, rn, m, n)\n", + " tl.store(c, acc, mask=mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "f18195a7-2258-4b5a-9d1d-0361aa95953d", + "metadata": {}, + "outputs": [], + "source": [ + "def grouped_autotuned_matmul(a, b):\n", + " matmul_k_fn = grouped_autotuned_matmul_k\n", + " \n", + " assert a.shape[1] == b.shape[0], \"matrix dims not compatible for matmul\"\n", + " check_tensors_gpu_ready(a, b)\n", + " (m, k), (_, n) = a.shape, b.shape\n", + " c = torch.empty((m, n), device=a.device, dtype=torch.float16)\n", + " grid = lambda meta: (triton.cdiv(m, meta['bm']), triton.cdiv(n, meta['bn']))\n", + " matmul_k_fn[grid](\n", + " a, b, c,\n", + " m, n, k,\n", + " a.stride(0), a.stride(1),\n", + " b.stride(0), b.stride(1),\n", + " c.stride(0), c.stride(1),\n", + " # bm=bs, bn=bs, bk=bs, <- will be autotuned\n", + " # **group_sz <- will be autotuned\n", + " )\n", + " return c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0c5d286-b66c-46ea-a0ec-07f98cd88108", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "70efd987-4246-4aeb-83dc-6fbc367f7f6b", + "metadata": {}, + "outputs": [], + "source": [ + "a,b = torch.ones(3,4, device='cuda'), torch.ones(4,5, device='cuda')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b1a43e71-56d7-4ebd-95e2-eb4d13b79969", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.]], device='cuda:0')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a@b" + ] + }, + { + "cell_type": "markdown", + "id": "144df98b-592d-409a-8da6-58515e16868e", + "metadata": {}, + "source": [ + "_Note: sometimes the following line returns wrong results, and I can't reliably reproduce it. If you can, please tell me via Twitter (@UmerHAdil) ! 🙏🏽_" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c0c493bb-d747-4b61-ba2a-e2772c66c24c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.],\n", + " [4., 4., 4., 4., 4.]], device='cuda:0', dtype=torch.float16)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_autotuned_matmul(a,b)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "024b8603-3791-4e01-890d-883b39813a97", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "460c4fe9-003e-4d4f-95ee-5b9af56d2ccf", + "metadata": {}, + "source": [ + "For tips, tricks and heuristics which configs to try for auto-tuning, see [Mark Saroufim's talk \"CUDA Performance Checklist\"](https://www.youtube.com/watch?v=SGhfUhlowB4). Much of it should apply to Triton as well." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fde7978d-8409-4942-8551-f5d31e518d51", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3d662cab-1dfc-4282-a1bd-8fe3e286fd6d", + "metadata": {}, + "source": [ + "Let's run the benchmark once again. This will take a lot of time, as we auto-tune for each benchmarking paramater choice (i.e., 12-5=7 times for us)." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "b2048baf-2516-43e1-b65e-622dd77e53f5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FER8fX3aeHTt2sGLFCnx8fMpu/fv3x+12c/ToUfbt24eXlxedOnUqO0eLFi0ICAio9T4kFx8ygiSRXCy4XaUeIBd4mWpY64DdM8T9mGEQ0PbkcxojdFkG/94NxYdh4/0ikqQL8GwfJ/xI5mPg01Sats8zJq2J4inF9XZtT2jatCkqlYqEhIRyj8fFxQFgNJYfYVNVGq4qTkxYODXldyJtVhuKi4t58MEHefzxxys816hRIw4cOFDrc0ouHWQESSK5WLBmiJEinvQ8OmHM1gVC/PiKz+sCods7Ik1XfFik21wlnu1DpQJ9sNhPSYo0bZ9nVCoV3jrvermpPOyoHhwcTL9+/Vi8eHE5w7OntGzZknXr1pV7bN26dbRq1QqA0NBQANLSTkY/TzVsn8qGDRvK7ufl5XHgwIGyFNkVV1zB3r17adq0aYWbTqejRYsWOJ1Otmw56ddLSEggPz+/1q9JcvEhBZJEcjHgNIvokcbnZDVaVVgzThqzW0ysOjJkjISu74i0Wd422DpetATwBLUXaAPAnCREm0RyGkuXLsXpdNK5c2dWrVrFvn37SEhI4KOPPmL//v1oNFX/HD/11FOsWLGCZcuWcfDgQebPn8+XX37JxIkTARGB6t69O7NmzWLfvn38+eefVc7TnDFjBmvWrGH37t2MHDmSkJAQbrnlFgAmTZrEv//+y6OPPsr27ds5ePAg33zzTZlJOz4+ngEDBvDggw+yceNGtmzZwujRoytEwCSXJlIgSSQXOopbVK25bKD1wJy791UhqAI6QPRt1a/1ay7SbWo9ZKwVLQA8jQhpDOI48zFwFHl2jOSyoUmTJmzbto2+ffsyZcoU2rdvT+fOnXn99deZOHEiL774YpXH3nLLLbz22mvMnTuX1q1b8+abb7J8+XJ69+5dtua9997D6XTSqVMnxo0bx0svvVTpuWbNmsUTTzxBp06dSE9P57vvvkOnE41V27Vrx59//smBAwe4+uqr6dixI1OnTiUyMrLs+OXLlxMZGUmvXr247bbbGDNmDGFhYWfnTZJc0MhhtXVEDquVnDesmVCQIFJr6hoa6GVvgA0jADVc/Tn4t/bsGum/webHADc0exjix9Vif1mi47ZffM1tByS1Qg6rrTt//PEH1157LXl5edJUfRkih9VKJJc6zhIRPfIy1iyOyhmzh3sujgAi+kLb6eL+wWXCw+Qp+hCw54M5URjJJRKJ5BJACiSJ5EJFUURJv9PsWc+hox8Iw7UuCOKfqP31YoZC88fE/d0vQupqz44rM22n165lgEQikVzASIEkkVyo2HKE6PCkaq0kHQ4sFvdbPgU6/7pds9lYiLkTUGD7RMje6Nlxaq3ozWROBKs0bUvqn969e6MoikyvSeqMFEgSyYWIyybGeqi1oNbVvH7fbHBZRAPIhrfU/bqq0qaSEdeLlN3mR6Bwv2fHaoxir+Zj4KifPj0SiURytpACSSK5ELGkik7X2oCa12avh9QfAbWYt1ZTh+2aUGmg41wI6iLGlGwcLVoMeILOX4i74mPgsp/ZPiQSiaQekQJJIrnQsOcJL48uSER0qsNtP2nMjr0b/M/SjCiNHrosBd/mYjjtxvvFDDdP0AeDPVf0SFLcZ2c/EolEcp6RAkkiuZBwO0TVmkrlWcn8kfeh+IgY/xFfcVzCGaH1E922jZEibfbfg+C01HycSi1EUkmqiIRJJBLJRYgUSBLJhURJuogg6QI9WJsGB5eK+62e9qzSrbYYwoVI0gZA/k7Y8oQQcTWh1or9mJOE2VwikUguMqRAkkguFByFoqxf6++Zj2jvLGHMDuoEUTefu335NIGub4LaAFl/wc7nPOu27WUSI0mKj0nTtkQiueiQAkkiuRBwu4QRWnEJYVETWf9A2mphqG4ztWav0pkS2AE6vSaud/xr2D/Xs+N0AWIIrjRtSy4xYmNjWbhwYX1v47JGpVLx9ddfn7PzS4EkkVwIWDPE0FdPeh657KKRI0DsPeDX4tzu7QThvaFd6byrw+/AkRWeHacPAYc0bV+OpKen88QTT9C0aVMMBgPh4eH07NmTZcuWYbF44Ge7yDl06BD9+/fHz8+PoKAgBg4cSFZWlsfHl5SUEBQUREhICDabrdbX/+OPP1CpVOTn59f62BOMHDkSlUpV5S02NrbO577Q8arvDUgklz1Os4geaXxEhKYmji4Xpml96MnO1+eL6NuEkNs/D/bOFOIn6qbqj1GpRUVeSZroleQddX72KqlXjhw5Qs+ePQkICOCVV16hbdu26PV6du3axVtvvUVUVBSDBw+u9FiHw4FWW8NonYuAMWPGUFBQwJ9//onJZGL9+vXUZvzpF198QevWrVEUha+//pphw4adw91WzmuvvcasWbPKvm7QoAHLly9nwIABAGg0HvzNukiRESSJpD5R3KJqzWUDrU/N60tS4UCpMbvl02JI7PmmyQMQ+z9xf/tkyFpX8zFqnXh95kTP2wVILmoeeeQRvLy82Lx5M0OHDqVly5bExcVx880388MPPzBo0KCytSqVimXLljF48GC8vb15+eWXAVi2bBlNmjRBp9MRHx/Phx9+WHbMsWPHUKlUbN++veyx/Px8VCoVf/zxB3AygvLDDz/Qrl07DAYD3bt3Z/fu3eX2+s8//3D11VdjNBqJjo7m8ccfx2w2lz2fmZnJoEGDMBqNNG7cmJUrPZtVqFar6d+/Px07diQ+Pp6RI0cSFhbm8Xv47rvvcs8993DPPffw7rvvlnuuptd/7Ngxrr32WgACAwNRqVSMHDkSAJvNxuOPP05YWBgGg4GrrrqK//77r9I9+Pv7ExERUXYDCAgIICIiAqvVSlhYmEffgzVr1tC5c2dMJhM9evQgISGh3HW++eYbrrjiCgwGA3FxcUyfPh2n01n2/MGDB7nmmmswGAy0atWKX3/91eP3sa5IgSSR1Ce2bLBmeZZaA9gzE9xW0cQxalDN68tdK0dEcdxn6AVSqaD1MxB5AygO2Pwo5O+u+Tgvb1BroPioiJpJzgiz3Vzlzeq0ery2xFHi0drakJOTwy+//MLYsWPx9vaudI3qNN/cCy+8wK233squXbu47777+Oqrr3jiiSd48skn2b17Nw8++CCjRo1i7dq1tdoLwFNPPcW8efP477//CA0NZdCgQTgcohrz8OHDDBgwgCFDhrBz505WrVrFP//8w6OPPlp2/MiRI0lOTmbt2rV8/vnnLF26lMzMzBqve/PNN7N06VK2bt1a6z0fPnyY9evXM3ToUIYOHcrff/9NYmKix8dHR0fzxRdfAJCQkEBaWhqvvfYaAE8//TRffPEF77//Plu3bqVp06b079+f3Nxz95+XZ599lnnz5rF582a8vLy47777yp77+++/uffee3niiSfYu3cvb775JitWrCgTym63m9tuuw2dTsfGjRt54403mDRp0jnb6wlkik0iqS+cJSJ65GUUZfE1kfkXpP9SN2O20wKoRE+jknQRefLEDF4VKjW0ny1aEmSvh01joOf/gXej6o/TBUJJhjBt+zX37HVLKsVnZtURxxua3cAPd/1Q9nXY3DAsjso9P71ievHHyD/Kvo59LZZsS8V5eso0z1NDhw4dQlEU4uPjyz0eEhKC1SrE29ixY5k9e3bZc3fddRejRo0q+3r48OGMHDmSRx55BIAJEyawYcMG5s6dWxYZ8ZRp06bRr18/AN5//30aNmzIV199xdChQ5k5cyZ3330348aNA6BZs2YsWrSIXr16sWzZMpKSkvjpp5/YtGkTXbp0AURkp2XL6puy/v7770yePJnp06dz0003sWrVKq6++mpApM5GjhxJUVFRlce/9957DBw4kMBA0fKjf//+LF++nBdeeMGj16zRaAgKEv/xCgsLK5tJZzabWbZsGStWrGDgwIEAvP322/z666+8++67PPXUUx6dv7a8/PLL9OrVC4DJkydz4403YrVaMRgMTJ8+ncmTJzNixAgA4uLiePHFF3n66aeZNm0av/32G/v37+fnn38mMjISgFdeeaVs/+cKGUGSSOoDRREl/U6zZ/2LXHbYXWqQbnyvEBceX8slWgiYGoJvE/BpLK5rL6jb3k+g0UGnxeDXCuw5sPE+ERGrCUOoWG9Olqbty4xNmzaxfft2WrduXcF03Llz53Jf79u3j549e5Z7rGfPnuzbt6/W173yyivL7gcFBREfH192nh07drBixQp8fHzKbv3798ftdnP06FH27duHl5cXnTp1KjtHixYtahyCO3nyZMaOHcvEiRN59913GTRoEN999x0Au3bt4qqrrqryWJfLxfvvv88999xT9tg999zDihUrcLvP7Hfm8OHDOByOcu+tVqula9euZe/JQw89VO79OBu0a9eu7H6DBg0AyqJwO3bsYMaMGeWu+cADD5CWlobFYmHfvn1ER0eXiSMo/z09V8gIkkRSH9hywJrueWrtyLtgSRTG7GaP1ry+3LVyRWdrY4SI/Hg3FF26i48KQaMLrnubAK0PdH0L/r1TDNfdNAau/AC8qvmjesK0bUkBjQFMkVWvlVRJ8ZSqe0tp1OWNs5kTq04HqU/ruXXsiWNntC+Apk2bolKpKvhM4uLiADAajRWOqSoVVxVqtdj3qabnE2mz2lBcXMyDDz7I449X7ETfqFEjDhw4UOtzAuzcuZPx48cDMHDgQN59913uuOMOFi9ezIoVK3j11VerPPbnn38mJSWlginb5XKxZs0a+vXrd9Zef2XMmDGDiRMn1riuNns41XR/Ir16QuwVFxczffp0brvttgrHGQwGzzd+lpERJInkfOOyCTGh1grzck1YjsPBN8T9VpM9M3OfwGkGlRd4R4umjScwhIJfPGhMYM0UUaa6YgiFbu8J0VOwBzY/VrPP6VTTtj2v7te+jPHWeVd5M3gZPF5r1Bo9WlsbgoOD6devH4sXLy5ndq4NLVu2ZN268gUA69ato1WrVgCEhoYCkJaWVvb8qWbhU9mwYUPZ/by8PA4cOFCWIrviiivYu3cvTZs2rXDT6XS0aNECp9PJli1bys6RkJBQY+l8VFQUf/31V9nXQ4YM4c0332TMmDEEBARwxx13VHnsu+++y5133sn27dvL3e68884ys7Ynr1+nE39fXK6Tv98nTO+nvrcOh4P//vuv7L0NCwsr9z5URW2+B9VxxRVXkJCQUOn3QK1W07JlS5KTk8td59Tv6blCRpAkkvONJRWcRaAP92z9CWN2cFeIvNHz6ygucBSBT1zlaTydvxBJ5qNiIK0uyDPBVhneMSKStP5eyP4Xtk+BjnOq7wju5Q1um4hk+enPzBMlueBYunQpPXv2pHPnzrzwwgu0a9cOtVrNf//9x/79+8ulrCrjqaeeYujQoXTs2JG+ffvy3Xff8eWXX/Lbb78BIgrVvXt3Zs2aRePGjcnMzOS5556r9FwzZswgODiY8PBwnn32WUJCQrjlllsAmDRpEt27d+fRRx9l9OjReHt7s3fvXn799VcWL15MfHw8AwYM4MEHH2TZsmV4eXkxbty4SqNgp/L000/zyCOPEBERwbBhwygoKGD9+vWYTCb279/PunXrKk2zZWVl8d133/Htt9/Spk2bcs/de++93HrrreTm5hIUFFTj64+JiUGlUvH9999zww03YDQa8fHx4eGHH+app54iKCiIRo0a8eqrr2KxWLj//vurfU2nU5vvQXVMnTqVm266iUaNGnH77bejVqvZsWMHu3fv5qWXXqJv3740b96cESNGMGfOHAoLC3n22WdrfZ1ao0jqREFBgQIoBQUF9b0VycWELVdRMtYpSu5ORSlIqPl24C1FWYmifOylKMe/9+yYE7eMfxQlf4+iuBzV78llV5SCg4qS8Zei5G6v3TVOvx16V+x1JYry7whFyd9f8zHpf5Xu035evgUXEyUlJcrevXuVkpKS+t5KnUhNTVUeffRRpXHjxopWq1V8fHyUrl27KnPmzFHMZnPZOkD56quvKhy/dOlSJS4uTtFqtUrz5s2VDz74oNzze/fuVa688krFaDQqHTp0UH755RcFUNauXasoiqKsXbtWAZTvvvtOad26taLT6ZSuXbsqO3bsKHeeTZs2Kf369VN8fHwUb29vpV27dsrLL79c9nxaWppy4403Knq9XmnUqJHywQcfKDExMcqCBQuqff2fffaZ0qlTJ8VkMilhYWHKqFGjlOTkZGX06NFKcHCwcuDAgQrHzJ07VwkICFDs9oq/DzabTQkICFBee+01j16/oijKjBkzlIiICEWlUikjRoxQFEX8XD322GNKSEiIotfrlZ49eyqbNm2q9rWc4PTvlaffg7y8vLJjtm3bpgDK0aNHyx5bvXq10qNHD8VoNCp+fn5K165dlbfeeqvs+YSEBOWqq65SdDqd0rx5c2X16tVV/tyceI1V/e54+vmtKn3BklpSWFiIv78/BQUF+PmdgyGhkksPtwMK9om0lz645vUuG/x5E1iSIO4+aFWLslanWRi7A1p6ZgJX3MITZEkSM9fOpL/S8W9he2klTIuJ0PSBGq7tEq0OTA2Fgfxcj025iLBarRw9epTGjRvXqxfjYuWPP/7g2muvJS8vr0ZTteTSorrfHU8/v6UHSSI5X5SkC7+NLtCz9YffEYJFHwbNx3p+HcUlUnimhp6JIxCpMFND8G0GbueZNXNsOFh4pUDMbDv+dQ3X1pR22k4RI1ckEonkAkAKJInkfOAoFBEarX/1vpwTWJLh0Jvifusp1VeFnY4tV4wAMUbUbo8qFRjCwD9elPCXZNS9DD9ulIh6Aex4BjL/rH69Ric8ScXHwJ5ft2tKJBLJWUQKJInkXON2iUo0xeW5EXnPy8LAHHIlNKhFMzRnsahWM0WLrtV1QRcgBuDqg0SFm7uOpcMtn4KoweJ1b3kC8nZUv/6ECCw+IppoSiRnSO/evVEURabXJHWi3gXSkiVLiI2NxWAw0K1bNzZt2lTl2j179jBkyBBiY2NRqVQsXLiwwpoXXnihwrThFi3KTzu3Wq2MHTuW4OBgfHx8GDJkCBkZMrQvOUdYM0S/IU97HmX8DhlrQaWFNs977slRXEIgmaLPfEabl0mk24wNRFNHl7XmY05HpYb2r0DoVeAqET2Sio9Uf4wuEBxmUVnndla/ViKRSM4h9SqQVq1axYQJE5g2bRpbt26lffv29O/fv8oZNxaLhbi4OGbNmlU2NK8yWrduTVpaWtntn3/+Kff8+PHj+e677/jss8/4888/SU1NrbRBlURyxjjNInqk8RFem5pwWUX0CCBuJPg08fxathyRWjN42D6gJjQ60SLAFAOOAnBU3ZiwStRa6LQI/NuCIx82jq7eZ6RSgSFEmLbNyaLjuEQikdQD9SqQ5s+fzwMPPMCoUaNo1aoVb7zxBiaTiffee6/S9V26dGHOnDnceeed6PX6Ks/r5eVVbvpwSEhI2XMFBQW8++67zJ8/n+uuu45OnTqxfPly/v333/PSeEpyGaG4xYe8y+Z5c8dDbwtBZYiAZg97fi1nsehhZGpU99RaZag1Yr6abzPR/NFeB/O2l7fokeQdK4zYGx8Q/Zmqosy0fVyk+CQSiaQeqDeBZLfb2bJlC3379j25GbWavn37sn79+jM698GDB4mMjCQuLo67776bpKSksue2bNmCw+Eod90WLVrQqFGjaq9rs9koLCwsd5NIqsWWLSIhnqbWzElw+C1xv9UUISw8we0UkSpTw9p12fYUlUoYvv3jRdrPmll787Y+CLq9I0alFCXAf48I4VgVGj1oTpi2z3BmnEQikdSBehNI2dnZuFwuwsPLpwPCw8NJT0+v83m7devGihUrWL16NcuWLePo0aNcffXVZVOT09PT0el0FUx7NV135syZ+Pv7l92io6PrvEfJZYCzRESPvIyeTaxXFNjzkojShPSEBv09v9bZTq1VhS5QdN7W+peat2vpETJFQ9e3hfDL3QTbnqp+xInWB3CLTtvStC2RSM4z9W7SPtsMHDiQO+64g3bt2tG/f39+/PFH8vPz+fTTT8/ovFOmTKGgoKDslpycfJZ2LLnkUBRR0u80e96HKON3UQqv0kKb5zw3ZjuKRbTlTKrWaoPWB/yagzFcRMiqiwJVhn9L6LxUiMb0n2H3S9X7jHRBoqeTOVGatiUSyXml3gRSSEgIGo2mQvVYRkZGtQbs2hIQEEDz5s05dOgQABEREdjt9gqDBmu6rl6vx8/Pr9xNIqkUWw5Y0z1PrblKThqzm9wnjNGe4HYK75F3o3OTWqsKjV6Yx70bCeO1s5bm7ZDu0GEOoILEj+HQsqrXqlQiOmbNLG2VIE3bkspRqVR8/fXX9b0NySVEvQkknU5Hp06dWLNmTdljbrebNWvWcOWVV5616xQXF3P48GEaNGgAQKdOndBqteWum5CQQFJS0lm9ruQyxWUTH+RqreeDXw+9JczLhgbQ9CHPr2XLEY0d9aF12+uZoPYSA2p9mojXXNvmjpEDoXXpUMuE1yDps6rXqjQivWdJlqbti4TTW62cfnvhhRfqe4sSSY141efFJ0yYwIgRI+jcuTNdu3Zl4cKFmM1mRo0aBYjJxVFRUcycORMQxu69e/eW3U9JSWH79u34+PjQtGlTACZOnMigQYOIiYkhNTWVadOmodFoGD58OAD+/v7cf//9TJgwgaCgIPz8/Hjssce48sor6d69ez28C5JLipI0cBaC3kM/kDkRDr8t7rd+xvNGko4i8DKA93lKrVWGSgWmSBFRKj5aakgP8Tw92PgesGXBoTdg51SRTovoU/lajR7cJjAfA40BdP5n7WVIzj5paWll91etWsXUqVNJSEgoe8zHp3YRT4fDgVbrgZdPIjmL1KsHadiwYcydO5epU6fSoUMHtm/fzurVq8uM20lJSeV+0VJTU+nYsSMdO3YkLS2NuXPn0rFjR0aPHl225vjx4wwfPpz4+HiGDh1KcHAwGzZsIDT05P+yFyxYwE033cSQIUO45ppriIiI4Msvvzx/L1xyaWLPA0sqaAM9EwmKIjw4bodophjRz7PruJ3gtAjfkaeVbucSfXCpedtH9Diqznh9OvHjIHoI4Iat4yF3S9Vrtb7i3OZjdWtcKTlvnNpmxd/fH5VKVfZ1WFgY8+fPp2HDhuj1ejp06MDq1avLjj127BgqlYpVq1bRq1cvDAYDK1euBOC9996jdevW6PV6GjRowKOPPlruutnZ2dx6662YTCaaNWvGt99+e15ft+TSQqUoMqlfFzydBiy5THA7oGCfMGbrgz07Ju1X2PKoSMdd8z34xHp2XEkGGEKFWdqTuW7nC5dVlOVbM0AXLBpNeoLbCZsfhcy1okKux0rRd6kyFEWc3xAm1tRX9Ow8UelEckUBl6V+NqQxeR4hLGXFihWMGzeuzPe5YMECXnjhBd588006duzIe++9x4IFC9izZw/NmjXj2LFjNG7cmNjYWObNm0fHjh0xGAx8/fXXTJgwgVmzZjFw4EAKCgpYt24d48aNA0Rar2HDhrz66qt06dKF119/nffee4/ExESCgjz0A0ouGSr93SnF08/vek2xSSSXDCXpIoLkaam90wJ7XxH34+73XBydmlq7kMQRiNSXb1PhvbKkiIiPJylDtRd0WgAbRkHeNtFtu+f/iTEnp3OqaVtjFEbxWn5gX/S4LPDpeTTln8rQ4jOOWs6dO5dJkyZx5513AjB79mzWrl3LwoULWbJkSdm6cePGlZtw8NJLL/Hkk0/yxBNPlD3WpUuXcuceOXJkmZ3ilVdeYdGiRWzatIkBAwac0Z4llycX2F9YieQixFFYKgj8PRcth96EklQwRkEzD43Zbkdpaq3RhZFaqwy1lxB7PnEimuZpk0eNEbosE6Zva7oQSVUZv9VeYqCuJVl4mCQXDYWFhaSmptKzZ89yj/fs2ZN9+/aVe6xz585l9zMzM0lNTaVPnyo8aqW0a9eu7L63tzd+fn5Vjq6SSGpCRpAkkjPB7SotP3d6brAuPgqH3xX3Wz8jxIEn2HPBGCbSaxcyKjV4Rwljtfmo6JekC6450qMLFN22190JxYfgv4eh+3IRmTodjUE01Sw+Ju572m/qUkBjEpGc+rr2ecLb++R/AoxGz35HTjdyq1Qq3O5adn2XSEqRESSJ5EywZggB4Knv6ETHbMUBYb0gvPr/EZfhKBRCynQBptaqwhAizNsaE9gyPTNvGyOh6ztC8ORtFcbtqhpEav1EVK34aO0bVl7MqFQiglgftzNMZ/r5+REZGcm6devKPb5u3TpatWpV5XG+vr7ExsaWa88ikZxrLpK/tBLJBYjTLKJHGh/Rq8cT0n+BrH+ET6e1hx2z3Q7RTNK7kedRqgsFrZ8QSfrg0vEk9pqP8WsOnZeJ9yjjd9j1QtUNIvUhYC8UlW3uWlTP1UBeHhyXfSnPCU899RSzZ89m1apVJCQkMHnyZLZv317OW1QZL7zwAvPmzWPRokUcPHiQrVu38vrrr5+nXUsuR2SKTSKpC4pbzFpz2cAY4NkxTgvsKTVmN3lACB5PsOcK87c+pE5brXe8jKLiTKUTviudf81pxeDOcMUC2PwYJH8m0orxlXyAqlSl4itDRKpMDc8oyuF0QloaJCeDywV6PYRe4BnNi43HH3+cgoICnnzySTIzM2nVqhXffvstzZpVUblYyogRI7BarSxYsICJEycSEhLC7bfffp52LbkckWX+dUSW+V/mWDOhMEE0N/RkGC3Avnlw+C1hzO79Y+XemtOxF4iUmn/Liy96dDqKW/SJOtHs0RPfUOIq2DVV3G8zDWLvqnydq0RU+PnF19mjVVwMSUmQnQ3+/mCzgZcXtGoFBg++VeeC6kqVJRJJ1ZyNMn+ZYpNIaouzRESPNEbPxVHxYTiyXNxv85xn4shtB7dVlPRf7OIIhNAzRYkUmuISo1Jq+v9ZzDBo/pi4v3sGpP1c+TqNEdR6Ib4cRbXaltsNGRmwbx/k5oqIkdEoRJLZLFNtEsnlihRIEkltUBRR0u80e145daJjtuKAsGsh/DrPjrPngSHi4k2tVYZKJZo8+rUQVW7WTBFZqo5mY6HRMECBbU9CzqbK1+n8wWWvlWnbZoMjR+DAAVCrISwMNJqTWw0MhPR0yMnx/CVKJJJLAymQJJLaYM8VfXr0tejMm7Yasv8tNWY/6+F1Ck7x1FyCv6Y6fyGS9EGiws3tqHqtSgVtp4lRLG6HKP8v3F/5Wn2I6J9kTqzRtJ2XJ6JGqalCCPn6VrJNHWi1IvVmu4wK5SQSiRRIEonnuGwitabWCrHjCU4z7BXDlmn6oEiX1URZaq2RMDhfqniZhHnb0ADsOdXPV1NpoOM8COoMzmLRSNJyvJJ1J0zb6WJwcCU4ncKEvW8fWK0QHi6EUFUEBAh/UkqKTLVJJJcTUiBJJJ5SkgbOQtAGeH7MgSWiwsoUDU1G17xeUcCWK0TDpZRaqwqNTnTd9o4VvZ4c1TRA1OhFt23f5qKD9sb7RUTvdNRa0dXcnAjW7HJPFReLdNrRo+DtDUFBlRe9uVwnxZBKJdalpgqPUn0ga2kkktpxNn5npECSSDzBnicqsLSBnpeRFx2Co++L+609NGY7CkDrA95nVq5+UaHWCAHp20yk0CoTPSfQ+olGksZIYcje9KBon3A6Jwz05mPgKEZRKjdiV8YXX0C3bjB+/EmRpNOJirbk5PObajvRGdpiqafhtBLJRcqJ35nTu6vXBtkHSSKpCbdDpNZUKhHF8ARFEVVXilOYssN7e3AdO7htIqLiiZi6lFCpwBguIkrFR4V5Wx9Suf/KGF46kuQuyN8JW56ALksrVhTqAsCahS3vGMn5zUnL0GEyCSN2ZVgsMGMGfPWV+Pqnn6BzZ7jnHvF1YKAQWampEBt7fvSrRqMhICCgbJ6YyWRCdbkIZ4mkDiiKgsViITMzk4CAADQaD5v4VoIUSBJJTZSkl1aUhXt+TOqPkLNRlJ63fqbm9YoCtjwxwd7TsSWXIrpA8NNB0SkiSV3JnymfJtD1TVg/ArL+gp3PQ/uZFVRLgS2YzKRMcq1JBIbFodNXHjQ/dAieeEL8q1YrdOhewNZ/A3j1VYXu3VU0bXqyqi01VbQACKqFT/9MiIiIAJBDVyWSWhAQEFD2u1NXpECSSKrDUSjK+rX+nleTOYtPGrObPSTSRzVepwC03pdXaq0qvLzBr5nwEJWkC9FUWeQusAN0eg02PwLHvxJiquVEAJwuyMqEtHQ1aoKJ8E/FhQEnDSuc5suv3EyfrsJaoiIw2M4j0/ZxRWcX08fHsnNjEBMnwqefijSbXi/aACQng49P9ebus4VKpaJBgwaEhYXhcFRT7SeRSACRVjuTyNEJpECSSKrC7RKVUoqzdo0aDywRJmJTDMTdX/N6l12k1y7H1FpVaPQiSqTWgSUZFG/w8qm4Lrw3tHsRdjwDh98GfSjmiBGkpYoyfh9fMBi0KG4/vBxJuDVG3F4iQldodjB9hpPvvxZmpLZd8nhqehq+gW7Wpf/GsIktOTp6APv2aVm0CCYK7VUh1Xa+0Gg0Z+WPvkQi8QwpkCSSqrBmgC0b9LUYXVF44KQxu81zNXuWFEWYkk0NL+/UWmWoNeAdI0Rj8VHhBdMFVlwXPUR8n/bPh72vkJ0ZQr72RoKCxCkAFLUJxW1Haz1GoVZhxyE3z070JemIEZVK4e4Hsrj53uP8kLySL7e9R6Ejn0BtGP978geWTu3MO+8oXHONiq5dRYAvIOBkqi2wki1JJJKLH1nFJpFUhtMsokcaH9GDxxMUBXa/KMZoRPSDsGtqPsaRL6rWTFEytVYZKhUYI8SMNZUGrFmVNiOyR4+hMPh/AERnTyJKv75MHIEwbhbjRab5MCtXHWD03UEkHTESGORk5pLj3PNAPv93eAkrEuZT6MgHIM+RSVrkCq69KQNFUTFpEhSVTjExGMTWkpNBZr0kkksTKZAkktNR3EIcuWxCvHhK6veQuwnUBmg1peb1LrtI33nHeF4dd7miDxKdt7W+IrLndpY9VVAIh4+oSNA8Q5HvQNQ4CE8ai65kL263iyJ7PsnFR0jIOsxzszsy++Ue2Eq8aNMthenvradDlxIAbmw4gnBDDP7ak+7rH1Lfpd+IzURE2UlNFVVuJwgMhPx8EUmSSCSXHlIgSSSnY8suraCqRZmSoxj2zhb3mz0sIkLVcSK1ZmgAuvNUDnWxo/URg24NYWDLwmm3k5YGhw+L3kTBoWqyo1+lxLs7areZsGP3k573N4lFh0g44ubpR6/nlx+agTGXjk88xNFBLViZOg2AoiKFP5N/I9uWQoHjZB8mu9vKmqyVPPDMPtRqhW+/hR9+EM+p1SLFlpoqhJJEIrm0kAJJIjkVZ4noeXSi0aCnHHhdGLO9YyHuvprXO/JE00OZWqsdGgP4NsVMI5KP5JGaZMZoBP8A8TZa3U72hk6lUNsYrSuXDpnT2PdvOOMe7M/hFCeGGyajn9SIbYFvYnYWk2FJ4kBaOnP2PMb7x17EpTjp3KAzywcvx1vrDYBbU0yD6BKGjsoC4IUXIK10ionRKLTu8eMy1SaRXGpIk7ZEcgJFESX9TrPwvXhKYQIc+1Dcb/2caHZYHS6bSBH5RsvUWi1RFMjK9iIxMRbFoiM0IBGV2k6xw4sCey4F9nycLjtFIc/RNfNZvF3pXKd6khev6YO6y5tYvcwAxPnEMjL6NoyuUF7cO4wsazoalYYHrniAO9vcia/elzn95vDIj4+wNu072gdczVWDnezcGMje3VomTYIVK0QUKShIVLWlp0O0Bx0dJBLJxYGMIEkkJ7DniiGntUmtlXXMdkFEfwi7uub1jjwxKkOm1mqFzSbSaQkJoNao8IkIJ8crmOPmY6TmbyTPmolerSfQEEJaVjNuXvgjmQWhdI7dwRdD5qPxMtPUJ44X2z3H4rZLOFJUwJSDz5FlTSfcO4xlNy5jeJvhhPuE0zKkJf9r/z/uaHUHAG8eeIGUkgOMmXwQo1Fh40YhkOBkqi0lBQoK6u/9kUgkZxcpkCQSEFEdc7JIq6lr0f0v5RvI3SxScq0n17zekQdeMrVWW/LyYP9+4fcx+Vkp8UrjQP4uEoozyVCFYNCFE6oBndqL73/Xct8UHb9t6MjQN77B7jZyvTdsbdGWt7u+TmNNW6bum8qK4+/iVFxc16Adn/SfRZvQVsQFxtEsqBlGrREfnQ/zrp9HtF80JS4L8w48gtOUwtgJQgXNny/2BGAyiQG3x4+D01nNC5FIJBcNUiBJJAAlaeAsBG2A58c4CmHvq+J+s0dEVKg6XDbRfNK7kUyteYjTKUrp9+1TyC4qwumTyFHLLo4VHcSluAgyhOJjjMamb0ZSiZrRH3/Gq9absN4wgrbtsnlsuo2EBs/hRkMb1y70ya8wbs8jbM7fglbtxdOdRjKzxxM09FJo6RNIQ/+GaE7pD9DQryFz+swBwO628UHy8zTrfpje17pwOOCpp04Orw0KgpwckWqTSCQXP1IgSST2PLCkgjawdlGdhEVgzwHvxhA3svq15VJrsrOgJ5jNsD/Bzc4DeWS6D5Ct2k26JQkvlRehhgh8tH6oVWpyrBnM+W8Bw/65jwNhK0BbQrCPjufn/kpYmI18Yye2+TwGwJWsY4Qph4Y+4azoN4Pbm/Yl1DeKRiGtCHAVip+FU1CpVNza+laujb0WgJ15G9la9CP3PZ5GcDAcOCAiSSBGkPj6ilRbYeH5fKckEsm5QKUolXRdk9RIYWEh/v7+FBQU4OfnV9/bkdQVtwMK9gljdm06WRfuh79uBdzQbTmE9qh+vS0XvIzg17JmE/dljqJASrqdPYfzSSvKwMuUj0ajxkfrj+6U9y7HmsGqw2/zw7FPcSHCOOrUbtwbN4Ix3f1R1HpsKhMHMpJ4M/lNrlVtY15pU/R9De/DHjGACJ8IQr1DUavUwoOm1ol+S6eNlknMT6TFkhZYnVb0GgMzWn+O1/E+PPm4GA2zfDn0KP0RyMwU0aTmzcFLlsFIJBccnn5+ywiS5PKmJF1EDWoT1VHcsGs64IYGA2sWRy6rMHF7N5LiqAbyii38s/M4q7fuJtG8H29/C0HGYIIMoeXEEcCR/MN8e+xDIY6SehL993esuGkld/bpg0XXmGJbMX8f/ZXnDjzLtoJtLCnS8reuDQAtUt6nmSudcJ9wIY5AmOYdZjAfE8L5FGICYphylWj+aXNZeSdxMuHNjnPnneL5SZNO9kIKDobsbFHZJpFILl6kQJJcvjgKS1Nr/qCqxa/C8W8gbytoTNCqBmO2oggBZoqSqbUqUBSFAmsB244e4Yf/drEt8Qh+ftAoKBw/XSAatQjDZJaksiHjdwDSU734cPJQ2PgYvP8bt9m/YdlLzQlr4MLmsnKo0MZbR/9hxtHXyLbnEOPbgOX9ZmBsM4ni0OtQKS5MOydD/s7ymzGEgDVbGPZPC64/1eMpYvxjADhYsJuv0l9l+MhCGjcWUaNp08QhGg34+AjD9onRJBKJ5OJDptjqiEyxXeS4XVCUIFJfhjDPj3MUwtr+Ih3T8iloMrr69bZcka7xayGjR6fhdDspsBaQWpDBoZQ8MjLceGv9CA00lrOCpVuOs+rwW/ya/CU6jZ5H9RtYOqMFxUUafPxcTJyWTvdrzLgUF/m2XFJz8vkocTY78v4GYECjK3m+/W14m6KIDGhEsN4X9eaxkPWPEK09PgGfxicv6LILv5hvUzCElxPPX+77kiGfDgFAhZppbT8gznwX992nwumE2bPhllvE2hOptvh4IZokEsmFgaef31Ig1REpkC5yLKlQfAj0oZ4PowUxjPbYR+DTBK75uvqWAC6rGEES0FJGj07B5rSRZ80jvTidrIIisjK8sBf5Euivw2A4uS7Nksz/HXqD345/jUsRtfOhlqvJens55DUhvnUJz8xMIyzCgdlZRJHVQkLmEd4+OpkcWwZ6jZ7x3cczoPF1hKvsNNSp8fGOFC0ZnGZYfy8U7AZjFPT8v/JC2Vks1mgDwdRAVDeqNbjcLpZsWsKK7SvYlrGNEEMYiztsYN0PjXn9dfD2hm+/hYYNRdl/VhY0bQqRNRQ4SiSS84cUSOcYKZAuYpxmyN8DKq/aDaMt2At/DwHc0H0FhFxZ9VrFLea5eceAT8yZ7viSoNheTI4lhyxLFsU2MzaziYJMX5wONYGBouEiQFZJOh8eeI3fUr7BrbgAaON7FYXfvUDSH30AuPWuPO57NAu32kqRPR+33chPSZ+xKmkebtzE+scyvfd0Ggc2Jso3ioa+DdDZs8GcKASS1hdsObBuOFgSRYTvyo/E4ydwO0XEUHEIoWSMAF0gebZCvk/4nvG/jCenJIduYdfyYvNfmPy0F1u3QqdO8OGHImpUXCxaFbRqJdJuEomk/pEmbYmkMhQ3WI6LnkS1EUeKW3TMxg2RN1YvjqDU+B0Apss7dOBW3OSV5HEg+wC7M3aTVJCEy6HGnhtBToo/GrWa4OCT4gjApTjKxFHn0KsZ7f0NiTP+IOmPPnj7uJg6J4XRT6RR5MrC4jRTUmxk4d6n+SRpDm7cDGw6kDdufIMWoS2ID4mncWBjdFojmBqCbzMhfGy5omqx27ugDxFViZsfEem1E6i9RFd1fYiIKBXug4J9BKicdIm8gjFXjEGFio2Za/kuex7PPisiSFu2wDvviFP4+Ig+ScePi4iSRCK5eJARpDoiI0gXKdZMMTtNF1S7YbTJX8COZ4Qxu/dqMIZXvdZVAk4L+LcUIukyxOFykG/NJ6M4g3xbPgD+en+sZj1pacK87O8PWi0kFx9ma9a/3Nz4f2XHf3P0Q5r6tmPDJ3347AMxkqVZSyvPvJKKT3gONqcVX00wu9IOsuDgg+TYMjB6GRl/5Xiuj7ueEFMIjfwb4av3rbg5ez4UHxEVa4ZQIY7W3yMiiw0GwBXzK0+7Ki5wFIDLQaGi4YpVd3E4PxEAnVrHss7/krK5E1OnivL+VaugTRsRQcrOFmX/EbUY8SeRSM4NMoIkkZyOs0RUJ2mMtRNH9gLYJ7op0/yx6sWR4hbrTVGXpTgqcZSQUpjCrsxd7M/eT7GjmCBjEEH6MPKy9Rw5AlarKIVPtR5i1rYnGfPnjSzb+xLHig6UnaeHaRTvTr6pTBwNHpbHzDcPog0+jkalIVTThM8PrOT53beSY8sgLjCON296k4FNB9LIvxHNg5tXLo5AfF/84oUvzJopokqdl4ifibTVsOeVChVsgBBNuiAwhODnpeaeuF4AeKm9sLvtzNg3jK49LFx/vRBFEydCSYkQSz4+oiO42Xy233GJRHKukAJJcnmgKGBJKTXe1jLil7BApMx8msIpUY5KseeKD1Fjg7rv9SJDURQKbYUcyT3CrsxdHM47jKIohHmHEWQMwm714tgxSEoCgwHy1AeYuW0cD/11E3+kfo+CwpXhfdCoRDn/5n9NjL07hr07jJi8XUx5JZk7H92LU11MhKkRLnMAkzYP58PEV1BQuLHZjSwduJSWoS2JD44nNiAWraYGAezlDX7Nha/IngOBV0CHVwGVMOEferPqY0uF0oTuY4n2DsXpdqJXa0ksOszSpAd57DEIC4OjR2FOqa728RHCMDkZ3O6z8rZLJJJzTL0LpCVLlhAbG4vBYKBbt25s2rSpyrV79uxhyJAhxMbGolKpWLhwYYU1M2fOpEuXLvj6+hIWFsYtt9xCQkJCuTW9e/dGpVKVuz300ENn+6VJLiTsuWBNF56S2pC/GxL/T9xvM7X6yJOrBFCBd3TtIlQXKS63i9ySXBJyEtidsZuUohR0Gh0RPhGl0RsVOTlw6JBooqjyzmTunsd56K9B/JX2EwoKPcL7seSqr5nWeSmRhjhWLA3muScaUligoWkLK7OX76H1VccI0AcS492K7ckJPLCpG9vz/sLoZeT5q5/n6Z5PEx0QTcuQloR6h6LydFyMRieqEU0x4MiH0Gug9bPiuYQFYpSMLbfKw/30AUy9UowwcSMiTt8mfcQuxzKef04YjlauhD//FOuDg0VVW1ZWHd5siURy3qlXgbRq1SomTJjAtGnT2Lp1K+3bt6d///5kZmZWut5isRAXF8esWbOIqCKZ/+effzJ27Fg2bNjAr7/+isPh4Prrr8d8Wmz7gQceIC0trez26quvnvXXJ7lAcNlEak2trb4s/3QUN+yeDigQeROEdKt+rT1fGIF1/me64wsam9NGRnEGuzN3sydzD7klufgZ/Aj3CcekFSM67HYRLTl6VIy3Cw4GH50Pu3L/A+CqiP4svfobpnZeTBP/luRkaZj8SEP+b7kY9zJwSDbPvP4fUdFO4vzjCVQ1YfG2WUzcMYB8ezZNg5ry1k1vcX3T64nxj6F5cHO8dd61fzFqjehw7tsM3HaIuhGaPiieO7gEfrsGtoyD7PXie3waI1rdRvuQeBxuJzE+4m/SzL0TiW78E/+7ywLAM89Abq5ItZlM4n2xWGq/VYlEcn6pV5N2t27d6NKlC4sXLwbA7XYTHR3NY489xuTJ1Xcojo2NZdy4cYwbN67adVlZWYSFhfHnn39yzTXXACKC1KFDh0ojUJ4iTdoXEcXHwJIE+vDaDaNN+gx2PifSMb1/Ek0Dq8KWDV5+4B9/yUaPzHYzuSW5ZJozMTvMGLwM+Op80ajLG5oLCiAtDXam7+G/wq95qM2UsnEeGzJ+J8LUkFjf5mXrt240Mfv5CAryvDCaXIx++hA9++YSamxAqKEBRzIymbpzODvz1wFwc/zNPNz5YUJMIcQExBBsDPY8alQdtlwoPiq8all/Q+LHok/SCUzR0OgOaHhruZ5Jq4/9ycCvREVblHcox82ZtA9oweuxS7n/ye4cPGykTx83S5aoUanECJLwcNEfSV3vMXyJ5PLD08/vehulaLfb2bJlC1OmTCl7TK1W07dvX9avX3/WrlNQUABAUFD51MrKlSv56KOPiIiIYNCgQTz//POYTKbKTgGAzWbDZrOVfV0ox3VfHNjzSseJBNZOHNnzYN9ccb/549WLI6cFUF+SqTW34qbQVki2JZscSw52lx1vnTfh3uEVRMmJxoj/HNjFF8lL2Jq3FoD2oV3pGdEPgO7h15Vbv/LtYD55LwhFURHbzMyjL+ylVTNvwk2tMaj8+G7/D8zcfy8Fjly8td5M7DGRa2OvJcw7jJiAmLKI1VlBHyQijMVHIPQqaHgzFB2EpE8h5VuwJMP++ZDwGoRdCzFDIfQqro+5moExV+FwOxjc+BomrVvEjvz9LM9/nxcnhXDv2NasWaPmi/8r5PZhRoKCtGRkQECA8CpJJJILk3oTSNnZ2bhcLsLDy3/whIeHs3///rNyDbfbzbhx4+jZsydt2rQpe/yuu+4iJiaGyMhIdu7cyaRJk0hISODLL7+s8lwzZ85k+vTpZ2VfkvOE2yFSayoVaPS1O3b/AuFL8W0OsfdUvU5xiWaCPnGXVGrN6XaWlennWfNQocJX70ugsfKO4BYLrN27k/f3L2ZHvjDdqFHTO+omYn2bVVifk61h9nMN2LlFCJzrbk5lzPgMGgXGEKALptji5sXtT/F/yUKkNg9uzvPXPE9cQBzR/tFE+kZWiFydFbQ+osKt+CjYsoQwbjVFjJVJWy3EUt42yPhN3IyRqKOH8HHvpzhis6DX6BnbNpW521ey4tgHdGrfg8ceDGfe4jBenu1Njw77iW4agskQRHKyFl9fMBrP/suQSCRnTr0JpPPB2LFj2b17N//880+5x8eMGVN2v23btjRo0IA+ffpw+PBhmjRpUum5pkyZwoQJE8q+LiwsJDo6+txsXHJ2KEkXkaDqoj+Vkb9TfBACtJkmGgZWxYmGg8ZLo8GN1WklrySPtOI0iu3F6DQ6Ag2BVVaFKQokphcy6ffxbM8Tv2dq1FwXNZg7mz5Ew1NnnJWybZORV59vQF6uF3qjizFPHeGWm7WEGVuhVevZm5rI8zuGsadgIwC3tbiNMZ3GEOodSmxALEHGWhrta4tGL+aw6YOFSLIXCn9SeB8RVSo+In4+jn8DJalw4HUCDiyhZVAXUgJ6cE+Lm9iWlcCalM1M2z+Z9we0Yt0GHzZsNjH+uRi+eHsrwXof0gsiOZ4UTNPm2loFNyUSyfmh3gRSSEgIGo2GjIyMco9nZGRUacCuDY8++ijff/89f/31Fw0bNqx2bbduwnx76NChKgWSXq9Hr69lFEJSfzgKS1Nr/uWGjdaI4oJdpcbsqJshuHPVa50WUfLtHV29iLrAURRFjAEpySHLnIXFYcFb502Yd1iZd6gy7Hbhp8lK96XQkYdapaFP1M0Mb/oQkd4Vx6u4XPDJe0GsfDsYRVERHWfm+dlpdGoZjo/WD6cTvtjzDbP2j6TIkY+vzpeJPSbSK6YXET4RNPJvhFF7nsItai/RRFIfAi4L2PLBni3Gk2j9IX4cxD8JGb9C4qeQuwlj7kaa5m4kV9Exya8ZluJg1hfk8PKxJ5kyfiX3PNiY7bt9WPR+K8aPOUqY4QD5yT7keEcS0iBIDjOWSC4w6u2vuk6no1OnTqxZs4ZbSsdfu91u1qxZw6OPPlrn8yqKwmOPPcZXX33FH3/8QePGFf8Hezrbt28HoEGDy6d3zSWN2yXGiShO8KrlkNikz4Ux18tHpFWq4tTUWm37Kl0guNwuCmwFZJozySvJw6k48dX50sBQ/e/B5tTNvL15BQ/GzcJV4oO/v4rxHV7E28uXSO9GlR6Tl6Ph1akRbNskKs36DMrm2WfdNAiIQ61SU2i2M3vr03x+/DUAWoa05LlrnqNxQGOi/aJp4Nvg3KTUakKlEiZ9L28RJXQWgS1P9E5yFUNID4joDyUpkPQZ5qMfE0QJ/Zx76BcGv/moeLNgE2uVhUwZ/yzPvNiAxW8Hc01PCx3blqBzFJFz9AC+Gh/0AZGih5YUShLJBUG9/rd3woQJjBgxgs6dO9O1a1cWLlyI2Wxm1KhRANx7771ERUUxc+ZMQBi79+7dW3Y/JSWF7du34+PjQ9OmTQGRVvv444/55ptv8PX1JT09HQB/f3+MRiOHDx/m448/5oYbbiA4OJidO3cyfvx4rrnmGtq1a1cP74LkrGPNEFVl+tDaHWfPFSZcgPgnRAShKi7i1JrdZSffmk96cToF1gLUKjX+Bn90NXwwbzy+kcWbFrMpVfQqi1C1ZUTrB1GpoJl/6yqP27HFyKxnI8jL0aI3uBj/TB533+6LrtQXtjvlCM9uH8b+ws0A3NHqDkZ3HE2YTxgx/jFV+p7OO2qN6MKtCwBXpBDItmzROd3LBE0fRIm7n4c/u4Fbdflc7w19TQp9TZDpXEJ620SO3j6dtz+/ggnPRPD9p4l4+/uRnelLRkYR0aoDqHQ+osmoLlgKJYmknqn3WWyLFy9mzpw5pKen06FDBxYtWlSW8urduzexsbGsWLECgGPHjlUaEerVqxd//PEHQJXlvsuXL2fkyJEkJydzzz33sHv3bsxmM9HR0dx6660899xztSrXl2X+FyhOM+TvAZVX7YbRAux8XnhLfOPh6i+rTps5zWKoaUDLiyp6ZHVayTZnk2HOwGw3o/fS46f3qzYyoygKG45vYMl/S/gvVfQw0qi09IscwvDmYwg3RVV5rNsN//deIB++HYLiVhETZ2XeAidtW4jvi9MJX+z7gtn778PsLMRP78dTPZ7i6kZXE+kbSbR/NAYvw9l9E842iiJScI5CMbbEUcSKfd8x6o9XaWHQ8WXbqwjN/ZsQtaPskH8PXcOSn8egjuzLjOcLcDigsADi4hSCfItKu737giFCiPDaFhhIJJJq8fTzu94F0sWKFEgXIIpblGWXZFY/L60y8nbAumGAAj1WQlAV3iPFJYy73k3Au2pxcKGRW5JLYn4iRbYifPQ+eGu9a+wd5HA5GPXNqDJh5KXS0jvsDv7Xcgzh3tWn4fLzNMx6PoztG8U8tBsGl/DiC3p8vIWnKb/YyswtE/k6dQkArUNb88zVz9AksAnRftFE+EZU63+6IHG7wFmE05JFt5U3sTX7ALc1vor7W9zEpxtf5nZDEQNNoCl923OKgkjV3Epgu1vJtTdD4wVNm4Bep4CzWAglL28hlAwhUihJJGeJC74PkkRy1rFli//F13aciOI62TG74a1ViyMoTa2F1F6A1RNOt5O0ojSSC5JRq9WE+1TsX1QVWo2WUFM4WrWOa8OGMSR2NDHBNacUd2zRMeu5BuRl69Hr3Tw31cXQ20+aq3ccP8hz24dxoGgbAMNaD+O+jvcR7h1ObEAs/oaLtF1CaQrOSxfAK9fPZ8DHN/HV0XXcEXcN17YezS3/vEYDjZsVcb3oYDlEsG8KwbwLh94lxNiRVO1QsrwHEtXIiErrK3xwzmIoPizG5EihJJGcV2QEqY7ICNIFhrMECvYCSu3TXsc+FgLJyxeuXS0EUKXXKBa9lfxbiRTIBY7ZbiaxIJFsSzb+ev9qK8AUReGvxL9YtnkZs/rOIjYglsJC2HEkjRKzmtjQcLQ19MB0uRRWrjDxf283xO1SEdvYxeuLNDRvfuJ5WLXn/5iTMAaLs4gAQ0BZSq2BbwOi/aLRe10aH/6KonDjxzfy06GfuL7xdUzv8Sif7PyYRbs+R6/W8U6LFfy13MSA+Pe5udO3aNRidptL5YMjfBCGZkPFz5k4mYgmOYtKI0oNwBAMmgs8/SiRXKDIFNs5RgqkCwhFgaLDoidNbU3Ttlz4o7/wkLR+HhpX0RTyIkqtKYpCliWLxPxErE4rIaaQKn1GiqKw9thalvy3hN2ZYqzGbS2G8ESbV0hLE2v8/WtuQp6ZY2feCw3YsUHMUhs0WGH6Cyq8S8ej5ZtLeGnzOL5LfQuAdmHtmHL1FBoHNCYmIKbGlgIXIzszdjL/3/k80OkB3Iobo0bP2B8fZlPaVpr6xPCC94fc90RPgkwZfDR1Mdc0/BCtI/nkCfzbQKOhYj6cl89JoeQqBo3plIiSFEoSSW2QAukcIwXSBYQtBwr2ieqi2gyjBdjxDCR/AX4t4arPqzZmn0jd+caLVMoFit1l53jBcVKKUjBqjfjpK//ZVBSFNUfXsPS/pezJ2gOA0cvIHS2Gc33o/WAJwccHDDV89rrcTjZtcbL4hXhyMvXo9QrPP6/i9ttPiqodxxOYsm0oh4t3okLFXW3v4t729xLpE0mjgEZV7vFS4Fj+MZLykwgwBmC2m7G77Nyy6hbyrfncEj2MptteY+7icPR6Fz98tIuWEVvRZ3xBkP1XVEqpsVtjgsgboNEwCGgrHpNCSSKpM1IgnWOkQLpAcNmEOHLbQFfLcvC8bbDuTnG/xycQdEXl6y6S1FqBtYDEgkTyrfkEGYOqLNtXFIWR34xkw/ENAJi0Ju5qcxe3xN6HNTcYmw0CA6sfpKooCoW2Ar7+OIRVbzUWKbVYeO01aNFCrHG54OPdHzEv4SFKXGYCDYE83fNpekb3JMo3iob+DWtsLXCxY3VaRWROgaN5R2kT1oZ/kv9hzPeim//UNh/yy9zhbNigoU0LC18t34ZKcWMuttPM+xeMWZ+B+ejJE/rGi6hSw8EilewsFjeNsbTqLQS85OwSiaQ6PP38vrRi2pLLC0WBkjRwFoI2oJbHnuiYDUTfVrU4cjvFB5Ap+oIVRy63i9TCVPZn76fYXky4d3i1wkOlUtElsgsmrYkxV4xh9fA13NnoKQrSRHosOLh6cWR1lZCYlcOcyfF8siwOt0vFTTfBF1+cFEf5ZgsT/7qfl/b+jxKXmQ4RHVh6w1L6NO5DfEg8jQMbX/LiCMDgZUCFipHfjOThHx8muSiZG5rdwIj2IwCYn/AI/3v8KP7+sHu/iXnvdULl0wh0ARznJuydP4Ru70HUYBEdLUqAPS/Cr1fD9klQuB/04aKje/ER0eTUnCw8eRKJ5IyQEaQ6IiNIFwC2XBE90vrVvrLn2ErYPUMc23u16DdTGSUZwhB7gabWShwlJBUkkWHOwFfni7fOu8KalMIUpv4xlYc7P0znSFGhV2wvxuFyoHEEkpoKhYViunx1RmyX20mBI4/Du/15/YUWZKZ7odPBs8/CsGEnU2rbju9l8tY7OGbeiwoV97S7h3va3kOUXxQxATH46GrZn+oix2w303JJS5ILkxnVYRRPXvkk/np/+q/sz96svbQKvII78tczfZoOlQo++gg6XeEgJ62QRuHZNAzNB8Umem9lrIXkz6HowMkL+DSBRneIOXFqHTiKRRTJEC6apcqIkkRSDpliO8dIgVTPuOxQuE/8T7m2Zf22HFjbX1QFtZkGsXdVvs5RLMaV+LeqfdPJc4yiKKK3UUEiZruZYFMwXqf5pxRFYdWeVcxeNxuLw0J8cDzf3PkNKpUKlwuysvDIiK0oCsWOAmwuG3980ZzlS8JwOVXExMDChdCqtNjK5YIPd61gfsIj2NwlBBuDebrH01zZ6Eqi/aKJ8o2qcujtpc7ybcu579v7MHgZWHnrSq5qdBUHcg7Qf2V/LA4Ld8WNo2DVAn74AaKi4JtvhFgtKoJW8RYCvU82osTtEmm3lO8g7UdwlUaL1FqIuF6IJf82wqekMQihZAgV3b4lEokUSOcaKZDqEUUBcyJYkkrTC7Uchb59Chz/Evxbw1WfifTE6bidoq+SX/MLbpyI0+0kpTCF44XH8VJ7EWAIqNDbKLkwmed+f67MZ3RFgyt45bpXaBzYGItFCKPcXGo0YltdJRQ7CnBb/HlnVgv+WisidQMGwMsvi+MB8szFTNs0lp/TPwCgc4POTLxyIk2CmxDjH0OIKcTj/kuXIi63iy5vd2Fb+jZuanYTL133Es2CmvHGljd48pcnUaFiRstveWPCTaSkwC23wOzZ4ntkNELLlqDTukW615YnfjadFnBbIfNPOP41FOw5eUFTIyGUGgwQUSUplCSSMqRAOsdIgVSPnElqLXcL/FsaMer5KQS2r3xdSYb4MPFtdkGl1ortxSTmi95GgcbACqM43IqbT3Z/wtx/52JxWDB4GZhw5QTuaXsPapWGvDxISQGbTaTUNFW8NJFOy0WDFzlHYnh5SgQpKSq0WpgyBe6666Qu3Xp8F5O3DCXRsh+1Ss297e7l7nZ3E+kbSYx/TKVpv8uRNUfW0PfDvqhQ8dagt7ip+U346Hy496t7+Wr/VwTpQ5hg3MHUCZG43bBgAQwcCOnpEBsLMTGnnMztKJ0FlwP2PFGsYD4KqT9C6g8iegRi5E74dcLD5N+6NPVWWvXmJb8vkssTKZDOMVIg1RNnklpzO+GfIcLYGn0HtH+p8nWOYsAlUmsXyIeIoihkmjNJLEjE4XIQZAyqtLfR2qNreeiHhwDoEtmFl697mZiAGNxuETVKSwO9/mTkp7LrFDsKsLttBOhCWftVLK/NM+BwQHS0SKm1aSPWulwKK3a9w8KEx7G7Rb+lST0mcWX0lTT0a0iUX1SFtN/ljKIoDP5kMN8f/J6ukV1ZcsMS2oa3Ja04jevev46j+UfpEtqLFht/58MP1Pj7w7ffCiFbXCxSmQEBlZzYWQKOArBmCdHkMkPmOkj5BvJ3nFxnjBJCKbwPeDc8JaJ0YfyMSyTnCzlqRHLpoSiiGaSjQKTWakviJ0Icaf2h5YTK15yoWvNrfsF8cNicNpILk0krSsOkNRHgHVDl2t6xvRnQdABdIrtwV9u7UKvUuFwnxZGfH+iqKB47kU4zefkQ6o5jznPB/PqrCBNdfz288gr4lhby5ZmLeHbDg6zJ/ASArlFdebL7kzQNbkqMfwxBxqDLOqVWGSqVitn9ZvPz4Z/Jt+WTYc4g3BxOjH8MS29Yys2rbua/rD9p3+8lWv43lX37YPJkeO89Ea1LSgJv70qM9F7G0shQmPjZteeLcv8GfaH4KKT9DKnfQ0kKHFoGh96E0KtE+i30GjBFgjHsgvl5l0guFGQEqY7ICFI9cCapNVt2qTG7GNpOh5g7K193IrXm1xwugM7O+dZ8EvMTKbAWEGSq2NsoMT+R+Rvm8+K1L5Y1XFQUpUycuFyQmirSNP7+lVeplaXTVFpCDRFkHmnAUxN0JCeL9U8/Df/738mU2n/HtzFp81BSSg6hUWkY2WEkw9sMJ8ovikb+jTBppcelOn448ANGLyMBxgCcbidtwtrgpfbipb9e4sW/XkSj0vBs5FrmPH41JSUipXnvvZCZKVJtjRp5cJHTU3D2QsheJ9JvuZtPrtOHQuRAiLpFpJsNYRdcQYJEcraRKbZzjBRI55kzSa0BbHtapBz828BVn1ZuzHYUAe4LIrXmcrvEkNlCMXri9IiMy+3iw50fsmDDAqxOK8NaD2PGtTPKncPpFH6jjIzKS/hPTacF6kMJM0bx7We+zJwJDoeoplq4ENq1K72mS+HdnW/w+oHx2N02wr3DmdRzEt2iuhHtH02kb2SVI00kJ7G77OzO3I3L7cLqtBLlG0VcUBwF1gKGfDqENUfX0MAUza3pO1g6PxCdDj7/XAgji0Wk2vxrM8/XWSLE0okUnPlIaVTpByGeAFBBcBchlKJvA1OUFEqSSxYpkM4xUiCdR860ai3nP1h/D6AS4iigXcU1boeIUPk1B2Md0ndnEYvDQlJBEpnFmfgZ/CpEZI7mHeWZ359ha9pWALo37M5L171EtF902ZoT4igzs/LIkdVpodhZiLeXLxGmhng5gnn+OTWrV4vn+/SBmTNPfhDnmAt4Zv0D/JH1GQA9GvZgwpUTaBzYmNiAWIKMdRCtlzEZxRnsyNjBTwd/4qbmN9Elqgt+ej8SshPo/X5v0ovT6R0xGNsHX7P+XxXNmwuRVFQk0qQtWoBXbQ0SiiJaW9gLxFxBex5krRPG7pyNJ9fpAiHyRmg8EkK6XrANUiWSuiI9SJJLB3seWFJAG1h7ceR2iIaQIEY0VCaOQIgjY5hIr9UTiqKQU5JDYn4iFoeFEO+QciZnl9vFBzs+YMGGBdhcNkxaE5N7TmZo66HloksOBxw/DtnZInJ06gep0+2g0JGHRqUlyjuWEEMEhw/oeOIJSEwUa596CkaMOPlWb0zezOTNw0i1HkGj8uL+jvdxZ5s7ifSNpJF/I4xa2YiwtoSYQnj+9+fZlLqJPGse0X7R+Op8aRbcjEUDFnHnF3fyR/q3PDR6Mfv3PcaBAyKa99RTQvSmp0PDhrW8qEol0tNaPzA2ENEkU4zwIhUdhvTVQizZsuHYR+IW2Ali74HGd9fr74ZEUh/ICFIdkRGk88SZptaOrIC9M8UokmtXVz6vzVEo/vVvVW89YhwuBylFKaQUpqDVaAkwBFRYs3jTYl7f9DoAPaN78uK1LxLlF1Vujd0OycchJxuCgk6W8Z+eTgs3ReHt5cuqVaKfkd0OkZGitLxDB3GMy6Xw5vbXWXJwIk7FQYRPBJN7Ti5LqUX4RMiU2hnw/o73Gfn1SAwaAx8P+Zjesb0JNAZic9p4+renWbRxEXqNgTHqDbz+rGhHsWIFtG8PVqtItZ2VPz0uq4gqWbPEfxSy/xZCKXs9UPrxoPWDhrdB80dEKk4iuYiRKbZzjBRI54EzTa1ZM+GPAaInTNsXIWZoxTVuB9hzwbf+UmuFtkKS8pPIKckhyBiE3qtyA3peSR53fnEnozuO5vZWt1eoErPbITlZNBcMDDwpjkqcZoqdRfh6+RFuiiJAH4zFrGbaNPj+e7Hm2mth1qyTZeRZxXlMWX8/f2d/BcBV0VcxofsEGgeJlFplAk5SO9xuN13f6cqWtC3c0OwG5vSbQ3xwPBq1htySXAZ8NID/Uv8j1rc5rf7cxo/fmggPh+++E9/rgACIj69Dqq0qFKW0Cq4AbJlitlvKj6JbtzXj5LrATtB0NMT+D7Sy8k1y8SEF0jlGCqTzwJlUrQFsmyjGMQS0g56rKq9Ks2aIfjC+Tc971ZpbcYveRvmJON1Ogk3BqE/Zw6HcQ3x34DvGdRtXJoacbmelvYXsdlEGnpcnIkdqNTjcdgrteWjVOsKNUQQZwtBpdOzfD088AceOCRE1YQLcd9/JAbXrkzcyefMw0q2JeKm9eOCKBxjaaihRflFE+0dXaE4pqTu/H/2dPh/0QYWKdwa/w+D4wYSYQgDYlrqNPh/2Ic+ax8AGI9j90gqSk+GGG2DOHJFCjYurQ6rNE9zO0iq4XOFXyvyrNKq0Tgx6BvDyFdWgzR6BoA7nYBMSybnB08/v+q9jlkgqw2UHS7KoNquLOMrZJMQRKmgztXLx4ygEjRFMDc+7OLI6rRzOPczBnINoNVpCvUPLxJHT7eTNzW9yy//dwhub3+DHgz+WHVeZOLLZhH8oP1+II1Ru8m25FNrzCTaE09S/NRHeDdGqdXz2GQwdKsRRRIQYjDp6tBBHbrfC4i3zuX/dVaRbE4n0jWT+9fMZ0X4EzYOb0ySoiRRHZ5nrGl/HoOaDUFBYtnkZxwuO43Q7AWgX0Y45/eYA8FPa+1z/5Eo0GvjxR3Hz9RVG/KKic7AxtZdIafs1haCO0GQUdFkKV30BcaPB0EAYvg+/Das7wt+3iwiURHIJIQWS5MLkREPIyjxDNXGqMTvmTghoW/kaVwl4NzrvvqO8kjz2Z+8nvTidIGNQuen2B3IOMOzzYczfMB+H20GvmF50iuxU5bmsViGOCgogMAhKXMXkWDMxeplo6t+KWN9meGt9sFhEP6PnnhOC6ppr4Kuv4IorxHkyi3K477fBvH7gSVyKk14xvVg6cCm9YnvRIqQFkX6R5aJbkrPHq/1eRavWsjl1M78c/oVsSzYAGrWGu9rexYj2IwD4v+KHuWXUIQCmTxeC2OkUaVWX6xxuUGMQ/ZH8W0HEddB2GvT6FjrOg7Be4j8xyV9A8pfncBMSyflHVrFJLjxsuXWvWgNRfVN0UIir+HGVr7HniplU+pAz2mptcLqdordRQTJqtZow77Cy1JnD5eCdbe+wZNMSHG4Hfno/nr36WW6Ov7nKjtQlJUIcFReDj7+dXFsueo2RGN+mBBvCyqJNGRnw8MOwZ49IqY0bdzJqBLAu6V8mb76TTFsyOo2OBzs9yJCWQ0RKzS+6Sk+U5OzQIqQFozuOZm/2XpoFNyO1KJVAQyB6Lz1GrZFZfWbxX+p/7M3ay57WQ2nVZgN7d+uYNEl02T5RrRgZeY43qlKJkn+trxjg7NtEjC7ZPQOOfQi7XhA9lGQHdcklgvQg1RHpQTpHnGnVmjUD1g4AlwXavQyNbq+4xl4gUmr+rcSIhvOA2W4msUAMmfXX+1cojX/8p8f5+fDPAFwbey3Te08n3Kdq07jFIjxHhUUuND55oFIINTQg1BiB8ZSI2J498NBDojQ8MBBefx26lBYhudxuXt86h7cOPYtLcdHQL5opPSfTKbITsQGx5dJ+knOLzWljf/Z+Spwl2F124gLiaOh/0lz0T9I/DPhoAGaHmZuCx/P7pPlYLPDkk2JwsMMhqtp866NlkeU4fNdcRGR7rqq8GEIiuYCQHiTJxcmZpNYA9r4qxFFAB/G/2dNx28FtLU2tnXtxpCgKWeYs9mXvI8eSQ6gptNK+QcPbDifAEMCcfnNYduOyasWR2QzHjilkFBSCdzZ+On+a+bcm2qdxOXH0669w991CHDVtCp99dlIcZRRnMerXm1h2cDIuxcV1ja9j6Q1LuCbmGlqGtiTcJ1yKo/OI3ktPlF8UDpcDo5eRlKIULA5L2fPdG3bnxWtfBOCHnIUMfFz40hYtEkLZ4TgPqbaqMDWEpg+K+7tekF4kySWD/AsouXA4k4aQANkbxFBO1NC2CmO2LVcYTM9Das3usnM07yj7s/ejKArhPuFlfYP2Ze1j9aHVZWuvbHglv9/7O4PjB1c75LXYDAmHraTkZxAUoCLOrzlxfi3w0wWUHaco8NZb8OijIg131VXwf/8H0aWNtv9K+ovbfu7Axtyf0Gv0jOs2jmnXTKN1aGuahzQvm+kmOb8EGYOwu+xMXTuVpZuXkl6UXvacl9qLMZ3GcGuLW1FQ+N1/BF37pOFwwMSJYDJBTg5kZdXT5ls/I8bzFO4TQ6ElkksAKZAkFwYuO5iT6l615rafYsweDv6tK66x54v5Uqaoc+6TKLAWsD97P8eLjhNoDMTfIGZ22F12Fm1cxO2f3c6UNVM4Xni87BhvXfU9ZfILnWxPyKLAYqFlVCOaB7YmxBherlmj3S6Gm86bJ76+5x54802RenG53cz772UeXHct2fZUGvk3YmH/hdzV9i5ahLagcWDjCsNwJecPtUpNenE6qw+vZtXuVezO3E2R7WSJmrfOmwX9F9A4oDF5tmxsNw0nKNjF4cOiy7a3t4gmmc31sHlDKDR9SNzfNR0Udz1sQiI5u0iBJLkwONPU2tEPoPgw6IIg/omKz7vt4LaBKfqcptbcipvUwlT2Z++n2F5MmHdYmejYk7mH2z+9nSX/LcHpdnJV9FUYPdiLoigkZ+Wz/UAOBiWILrGtaOgTi15TvuQ+NxdGjRLVaRoNTJ0Kzz8vGglmW7K595cBvHXoOdy46RfXjyUDl3B1zNW0DG1ZzjAuqT+GtxlOl8gu2Fw2lm1eRlpRGqfaRBv5N2LZjcvQa/TsKPiTrk/OBODDD2HrVlGhmJwM7vrQJ62ngJcPFB2AYyvrYQMSydlFCiRJ/VOWWguoW2SnJB0OLBH3Wz4FutNGnSsK2PLOeWqtxFHCoZxDHMo7hFajJcQUglqlxu6ys3DDQu747A4SchIINASyoP8CFg1cRLApuNpzWhwWDqalk3ZcS7SxBVfExOOjrZgCO3xY9DfavBl8fETU6O67xXN7s/dw+89d2Zz3K3qNgYlXTmRqr6m0CW9D8+Dm5doMSOoXtVrN3H5zAfj58M/8k/wP+db8sudVKhXXNb6OyT0nA/Cr4wWuuetfAJ55RlQmZmaK23lHHwzNHhb3d80Ad30YoiSSs4cUSJL6pVxqrY5NCPfOEsbswI7Q8JaKzzsKxEgE74bnLLWWY8lhX/Y+MswZBBuDy0SHw+Vg6GdDWbZ5GS7FxcCmA/nx7h+5odkN1UZs7C47GcUZZOXaUHLjiDG1pklE5VVl69bBsGEictCwIaxaBVdfLZ779ehq7vm9B2nWo0T6RrFowGsMazOMFiEtiPGPQavRnpP3Q1J3rom9hlvib0FBYcmmJaQWpeI+JWWl1WiZcOUE+jTug0txkdBuGNFN88nKghdeEH6k5OR6SrW1miw6bBcfgmMf1MMGJJKzhxRIkvrlTFNrWf9C2k+AGtpMq2jMdtlFes3UqO4CrBqcbieJ+Ynsz96Pw+UgzDusnOjQarT0iulFkDGI1wa8xsIBCwkyVt2+wK24yS3JJd+aj84ejldea8KN0YSHVO4N+uQTeOAB0U35iitEpVrTpiIt99aORTy+4UbMrkLahbXj9QGLuCrmKlqGtCTEFCJTahcws/rOQqfRsTV9Kz8c+IHcktxyz/sZ/Fh6w1IifCLIsB4ndMwINF4Kv/0Gv/wiGogeP14PqTZ9EDQfK+7veglczvO8AYnk7CEFkqT+ONPU2qnG7Ni7wb9l+ecVpbQhZAMR/j/LFNuLOZBzgMSCRHz1vgQaA1GpVOzM2Mmh3ENl68Z2HcsPd/3AgKYDajxfpjkTk9ZEqKol7uxm+Oh8ygbInorLBS+/LCIGLhfcfDO8/74YNWJ3OZj098PM2/sEbtwMaDKAudfPpUNEB5oFNavRDC6pf+JD4nngigcA+GTPJ6QUppSNIDlBs+BmLBq4CI1Kw1bLt3R/dBkgfi6Ki0WarV6q2lpNEvMTzUfg6Ip62IBEcnaQAklSP5yN1NrBN8F8FHTBEP94xecd+aJqzfvsVq0pikJGcQb7svaRa8kl1BSKwcuAzWljzr9zGPb5MJ7+9emyDzSdRldt1OhEOs3ldtE0sCnB7pbkHg9Gq1Xh719xfXGx6Iz9QWkGY/x4mD0bdDrIseQy4tcBfJPyJipUjLliDM9c/QwtQ1oSGxgrU2oXETN6z+DhTg8zu+9sCqwFZSNITqBSqRjcfDCPdn0UgM1BT9L8qt1YLPDss6DVilSbxVLZ2c8hugBo/pi4v+dlcDnO8wYkkrODFEiS+uFMU2uZf8LBUmN262fE/1hPxWUX89a8Y85qas3mtHE47zAHcg6gVqkJ8wlDo9awLW0bt6y6hXe2voNbcRMXGIfVaa32XC63i2xLNgXWAhr4NqB1WGvUlkgSj2rR6aCyBq/Hj8Pw4fDnn2AwwGuviU7ZKpWY4zb0l+5szfsdo5eRab2mcV/H+4gPiSfKL0o2frzICDIF8VKflzBpTWg1WlKLUrE5beXW6L30TOs1jW5R3bC5rZhvGoLJ38K2bSL9WlJST6m2lk+JyLD5GBx59zxfXCI5O8i/mJLzz5mm1szJsO0pQBHDaKNuKv/8idSaMVKU/Z8l8q357M/eT2phKoHGQHz1vlidVmb/M5vhXwznSN4RQk2hLL1xKXOvn1ttdVihrbBs7Eir0FbEBTQhP8vEoUNC+FQ2MmLbNlGpduAAhIbCRx/BgNKs3R9Jaxj+ezeOlxwk3Duc+dfPZ1D8IOJD4mUJ/0VMoCGQMFMYDpeDnek7yTJXzJkFGgN588Y3CTQEkmI9QLMnRERpyRJISRGz+LKzKxx2btH5n4zq7pkpo0iSixIpkCTnlzNNrbmssOUxEX0KaA+tnq24xpEvBmqepYaQLreLlMIU9mftx+KwEO4Tjk6jI60ojZv/72be2/4eCgq3xN/C93d9T5/Gfao8l9VpJb0oHRUqmgc3p0VICwIMgaSlqThyRDT786lEV333Hdx7r+iW3LIlfP45tG0rnlux+00e/rc/xc58WoW04vUBr3NVo6uID44nwBBwxq9fUn+oVCqMWiOP/vQoD/7wINvSt5UbQXKCthFtmXe96A66Q72cVkNX4XLB5MkiepScLKJJ55UWT4oIsSUJDr91ni8ukZw5UiBJzi9nklpTFDHrqXCfiAx1WgSnd3522UpTa43q1pH7NCwOCwdzD3I49zB6Lz3BpuCyaEyYdxgB+gDCvMN486Y3md1vdpWCxOl2kmnOxGw30yigEa3DWpfOO9OQkgJHjghh5H2af1pRxLytiRNFl+w+fWDlSoiIAIfLyfPrxjFz10O4FRd9Yvswr/882ke0p3lIc2nGvkRo6NcQo9aI3WVn8X+LySjOqLBGrVIzvO1wRnUYBcCxtg8QFHeUxERYtkyU/KeknOcxaTo/iB8n7u+ZKX43JZKLCCmQJOePM02tJf0fHP8KUMMVC8AYUf75s5haUxSFbEs2+7L2kWXJIsQ7BG+dN9vStpV5izRqDfP7z+eHu36gd2zvKs+Tb80npySHIGMQrcNaExsQi8HLgNst/CFHjwq/kclU/lirFSZMEKkSgNGjYfFiIaIKrAXc/9sgPk16DYCR7UfyfK/naRHSgiZBTeTIkEsIlUrF/OvnA/DL4V/469hf5UaQnMDgZWBWn1m0Dm2NxVWEz313gMbOqlWwcyekpdVDqq3FePG7WJIiiiokkouIehdIS5YsITY2FoPBQLdu3di0aVOVa/fs2cOQIUOIjY1FpVKxcOHCOp3TarUyduxYgoOD8fHxYciQIWRkVPxfmeQscqaptbztsPtlcb/lRAjpXnGNIw+0/mecWnO4HCQWiN5GLsVFuHc4dpedl/56ieFfDOf1Ta+XrY3yi6pyuKvFYSG9OB0vtRctglvQIqRF2doTaY9jx8DfH4ynTRzJyhIptR9/FKNCXn4ZnnpKdEo+kneEoT/3YGPuavQaPc9e/SxjOo2hWVAzYvxjys1mk1wa9GzUk9ta3AbAa5teI7UwtdwIkhOE+YTx1k1v4a31Jsm5hfiHRQp62jRR/ZicLIT3eUPrCy0miPv7ZkMNhQsSyYVEvQqkVatWMWHCBKZNm8bWrVtp3749/fv3J7OKPvkWi4W4uDhmzZpFREREpWs8Oef48eP57rvv+Oyzz/jzzz9JTU3ltttuOyevUVLKmaTWbNmw5XFQHNCgP8TdV3GNyyZGG5xhaq3IVsSBnAMk5Sfhr/cnwBDAppRNDP5kMB/u/BAFhSJbUaUfTic4UbZvc9qIC4yjTVgbQr1PdsF2ucRQ0cRECAgQpuxT2b8f7rgDduwQz7/3Htx+u3ju3+N/M+y3rhyz7CXYGMLcfnO5Of5mmgc3J9IvUpqxL2Fm952NTqNjW/o2vk74utwIklPp1rAbL133EgAHQuYR0fNncnNFK4jiYhG1PK+ptvhxYsRPSSocXHoeLyyRnBkqpbq/9OeYbt260aVLFxYvXgyA2+0mOjqaxx57jMmTJ1d7bGxsLOPGjWPcuHG1OmdBQQGhoaF8/PHH3F76qbN//35atmzJ+vXr6d69kshEJRQWFuLv709BQQF+ldVjS05iz4P8faInUW2jR24nbBwFOZvApwlc9akYiHkqigK2DDBGg09snaJHbsVNpjmTpIIkHC4HwaZgShwlzFs/j5W7xODNBj4NeOm6l7iq0VVVniPfmo/T7STMFEakX2SFSjaXSwij48dFU0fdaZmwtWtFWs1igdhYMVMtNlY89/G+Fby8YwxOxUHzoOa80PsFUQEXGIevvpKyN8klx+M/Pc7rm16nkV8jvh3+LW3D21bavsHisPC/L//Hl/u/xE8TimXeTpz5ETz/PFx/PbRoASHnbixhRfbMhB3PgCECBh0GranmYySSc4Snn9/1FkGy2+1s2bKFvn37ntyMWk3fvn1Zv379OTvnli1bcDgc5da0aNGCRo0aVXtdm81GYWFhuZvEA8pSa+q6pdb2zxPiSGOCzq9XFEcgBNgZpNasTitH8o5wMPcgXmovQr1D2ZO5h0GfDCoTR8NaD+P7u76vUhyd6IJt9DLSMqQlzYKbVRBHTqdIqSUnVxRHigLLl4sGkBYLdO8On34qxJHL7WLG+qeZvn0UTsXB1Y2uYX7/+cKMHdxciqPLiOm9pxNoCESr0XIw52CFESQnMGlNLBywkMYBjSl0ZRHxyN2gcjNnDqSmigim7Xx6puOfAH0YWNNP9i+TSC5w6k0gZWdn43K5CA8PL/d4eHg46enp5+yc6enp6HQ6Ak6b31DTdWfOnIm/v3/ZLTo6uk57vOw4k9Ra6k9w5D1xv8MsEUE6HZcVFBeYoitWtHlAXkke+7P3k1aURqAhsEzUBJuCybfmE+UbxfKblzPj2hmV9jU6tQt2k8AmtAptVa7S7QQnxFFKCgQHlxdHDofwiMyaJYTSsGHwzjvCm1RkK2bMmttYeWwOAHe3vZvpvV8gPiSeZkHNMGpPMy9JLmkCjYH8fM/PLB+8nHCfcFKLUiuMIDlBQ7+GvHnTm+g1eo7rfifyjtlYrfDii5Cff56r2rxM0PJJcX/fXHDUxyRdiaR21LtJ+2JhypQpFBQUlN2Sk5Pre0sXPvY8sKTWrWqt6LAIyQM0GS28R6ejuMCeLyJH+tpVrTndTpILktmfvR+r00qYdxjJBSe/p5G+kbw16C2+Hf4tPaJ7VDje5XaRY8kp1wU7yi+q0lEeDoco409NrSiOCgpEddqqVeItmjIFpk8XYyKSCpMY9nNP/sn+Fq1ax5SrpvBQ54doGtSUuMA4OTbkMqVzZGca+DUQKd2SfHIsOZWuU6lUXNv4WqZcPQWAjNZTMTbbwO7d4uctNRVyKw9AnRuaPwaGcLBlwoHXa14vkdQzdRJIJSUlWE4Z8JOYmMjChQv55ZdfPD5HSEgIGo2mQvVYRkZGlQbss3HOiIgI7HY7+fn5tbquXq/Hz8+v3E1SDWeSWnMUw+ax4LJAcDeIH1/5Oms2GEKEQKoFZruZAzkHOJJ3BJPWhE6jY+raqdzw8Q38k/RP2brOkZ0rjRoV2YrIMmfhq/OlVWgrmgQ2wVSFp8Juh8OHRYl1SIgQPic4dkx0xt6wQZT4L1sGI0cKobQpbQNDf+nKYfNOAg1BzOt/0ozd0K+hHBtyGaNSqWjg0wCAD3d9yOa0zRVGkJzAS+3FhO4T6Nu4Ly7Fie7uYaAv4J13YM8eke49b6k2L6MYQQKwfz7YK7YqkEguJOr0V/bmm2/mg9JJmfn5+XTr1o158+Zx8803s2zZMo/OodPp6NSpE2vWrCl7zO12s2bNGq688sq6bMujc3bq1AmtVltuTUJCAklJSXW+rqQS6ppaUxTYMUUMoTVEiH5Haq+K6+y5oPUG71hQexZJURSFLHMW+7L3kWPJIcw7jM2pm7np45v4dO+nAOzI2FHl8Se6YAM0D2lOi9AWBBoDq6wcOyGOMjPFaBCvU17Gxo1CHB07BpGRYm7WtdeK5z7b/zH3/dmbPEcGcQFxLLlhMT2je9I8uLkcGyIBwFvnzbz183hn6zss2rCo0hEkJ/DV+7LspmVE+ERQQBJhD9yH263w0ktCuKemnsdUW7OxYGgAtiw4sOg8XVQiqRt1Ekhbt27l6quvBuDzzz8nPDycxMREPvjgAxYt8vyHfsKECbz99tu8//777Nu3j4cffhiz2cyoUaIb7L333suUKVPK1tvtdrZv38727dux2+2kpKSwfft2Dh065PE5/f39uf/++5kwYQJr165ly5YtjBo1iiuvvNLjCjZJDZxJau3wO5D+ixA9nV4HfXDFNU6z+IvuHSu8DZ5syWXnaN5REnISUBQFk9bE1D+mMvq70aQVpxHtF82Ht37I2C5jK17O7STLnIXZbibaP5rWYa2J8InAqzLhVorNBocOiX5Gp4ujzz+H++4T6bX27YUZu0ULUQU3e9NUntt2Nw7FRo+GPXh94Ou0DWtLfHA8gcY6DvaVXJJM7ikqfX858gu/H/u90hEkJ2gS2ITFAxejUWnIDPkS395vc/y4qJJMTYW8vPO0aS8DtHpa3N+/AOyy2EVy4VL1X/hqsFgs+JZO0/zll1+47bbbUKvVdO/encTERI/PM2zYMLKyspg6dSrp6el06NCB1atXl5msk5KSUKtParjU1FQ6duxY9vXcuXOZO3cuvXr14o8//vDonAALFixArVYzZMgQbDYb/fv3Z+lS2Z/jrHAmqbXs9SL0DtD6OQhsV3GN2y5ScD5xHvuOCm2FJOYnkmfNI8gYxH8p/zFlzRQyzBmoUPG/9v9jfPfxFdJkiqJQYCvA5rQRbAomyjcKf4N/jdezWkXkKDdXiCNNad9GlwvmzYN3S4eb33gjvPKK6INkcVgY/9cI/sj8HBBVc2OuGEOUXxSxAbHovc58bIrk0qJHox7c3vJ2Pt/3OQvWL+Cq6KuIC4qrdK1KpWJQ/CAe6/oYCzcuxHrtE6j29eCbb9rQtasYc+PjU7HtxDmh2cPCqF2SAgkLoe3U83BRiaT21KkPUrt27Rg9ejS33norbdq0YfXq1Vx55ZVs2bKFG2+8sc5VaBcTsg9SFRQfE8Mp9eG1ix6VpMHft4roU/Rt0O6ViscrbmHwNESCb5wQYdXgVtykF6WTXJiMS3ERZAxCrVLz06GfGLd6HLH+sbzc52U6R3aucKzFYaHQVoiPzodov2iCTcEe+X5KSoQ4yssT4uiEvjebRSfsE5ndRx8VN5UKUopSeOjPmzlQtAUvtRdPXvkkNza7kYZ+DYn2j642UiW5vDmad5QWS1pgd9l5te+rPNT5oWrbPuRb8xnw0QA2pmzEz96Cwle34u9t5L334IorTvbcOuckvC6av+oCYfAR0AWcpwtLJOe4D9LUqVOZOHEisbGxdOvWrcy788svv5SL8EguM+qaWnPZxR9Lex74t4Y20yo/3pYN2iDRLbsGsWJ1WjmUc4hDeYfQarSoUJUJnIFNBzKzz0y+vvPrCuLI4XKUdcGODYildWjrcl2wq8NigYMHK4qj9HS4+24hjnQ6EUV67DHxErdlbOGOX7pyoGgLfnp/5l8/n8HNB9MksAmxAbFSHEmqpXFgYx7u/DAAr296neSC5Gq7vAcYAnh70NsEGgIp1O3Hb9gTFBTAnDmieel5S7U1HQOmhuJ3ft/883RRiaR21Ekg3X777SQlJbF582ZWr15d9nifPn1YsGDBWduc5CLiTFJre16C/J1CWHVaVPnx9gLxuE9sjf2Ockty2Zu1l3RzOl4qL2b8OYMbP76xXFO921reVq6HkFtxk1uSS25JLmHeYbQKbUUj/0Yep7bMZiGOCgogLOykONq5U4wJ2bdPlPh/8AHcdJN47tuDXzDij6vJsafSyD+GN25cRveG3WkeIseGSDxneu/pBBmDSC5M5t1t71JgK6h2feuw1szvL0RJYbO38Wr3GRs2wBdfiKo2h+M8bFqjh1al/tIDr4PtfCkzicRzaiWQGjVqxKOPPsovv/xCSEgIHTt2LOcR6tq1Ky1atDjrm5RcBNS1ai35C0haBaig41zxv8rTcZUI75F3rBhXUgVOt5OkgiT2Ze3D7rKzO2M3t6y6hW8SvqHAVlCuhP9UTu2C3Sq0Va27UxcXC3FUVCTE0Qlds3o13HOPMGo3bw6ffQYdOwpv04LNL/PU5tuxuUvoEtmFpTcsoWVoS+JD4gkxnc8ZEJKLHX+DP89e/Sy9Y3rTLqIdqUWpuBV3levVKjXD2wznvg5ipqH61tEQcIylS2HbNmHaPi80eQBMMeDIF54kieQCo1YepD///JNvv/2Wb7/9lqysLPr378/gwYO58cYbK3SmvtSRHqRTqOustfzd8O9wIX7in4Bmj1Rc43aAPQe8G4N31d3Li+3FJBUkkW3JRlEU5q6fy/cHvgcgLjCOmX1m0iGiQ/ltu+zkleSh99IT5RtFmHdYrZsvFhUJcVRSIvocqVSiwO6NN2DhQrGmVy+YP1+YYK1OKxP/Hs2v6WKEyZCWQ3i488M08G1A44DGsjO2pE4oikJiQSJH8o6gVWtpGdqyRqGdZc7iuvevY3fWbrzzu2Je9A/Nm2p56y1RXXle/qQffBP+e0iMChp0SPQ1k0jOMZ5+ftd5WO2ePXv49ttv+eabb9i+fTs9evRg8ODBDB48mLi4yispLiWkQCrFZYfCfeAsqV03a3se/D1EVLKEXwudl1b0FSkKWDPBGC7GjKg1FU6jKApZliwS8xOxOW1sS9/G9D+nk1OSg1ql5v6O9/NY18fKpcpcbhf51nzciptwn3AifSOrbPRYHYWFopS/pER4jkD0Pnr2Wfj2W/H1iBEwaZKoZMswZ/DQH7ewt3ADapWGCVeOZ1CzQUT6RRLjHyM7Y0vOiBJHCXuy9lBgLSDYFEybsDY1etg2JG+g74d9MTvM6DZNxv7jTO66S3R0j48v39j0nOBywvfNRd+zlk9Dx9nn+IISyXkYVtu6dWumTJnChg0bOHr0KMOHD2fNmjW0adOGNm3a8MMPP9T11JKLibqk1hQXbJsoxJEpBjq8Wrnp2pYNOj/wjqlUHDlcDtHbKDsBtUpNmE8Y/yT9Q05JDk2DmrLq9lVM7DGxnDiqTRfs6sjPF5Ejq/WkOMrNFYLo22+FIHrhBXjmGXF/V9ZObv+5C3sLN+Cj9WFh/wXcHH8zjQMb0zigsRRHkjPGqDWiRs3cf+cy6ddJVY4gOZUuUV14+bqXAbB3nQ1xv/LJJ/Dbb6K44Jyj8YLWpSOFDi6DkszzcFGJxDPqHEGqCovFws8//4yvry99+/Y9m6e+oJARJOqeWktYKP4YaozQcxX4xVdc4ygSQsq/BWgrvr8Wh4Vj+cfIMmfhrfPGTy/WFNuL+WjnR9zX8T50p5i5rU4r+SX5mHQmGvo1JMQUUucKsbw8ETlyuSCoNGh26BA8+KCoBPL1hUWLoEfpCLefjnzHlM13UeIqJsq3IXP6vUpcYByxAbGyM7bkrLLx+Ea6vysa3n5464cMbT203O9BZZQ4SvjfV//ji31foHOEYV+4kwjfcD74ALp2FUOTzykuJ/wQD8VHoMWTcIX0I0nOLec8xXYCRVFYu3YtJSUl9OjRg8DAy6Pb72UvkOqaWktfA5tLvUYd50HUTZWc2yaiUn7NwRBW4encklyO5R8jpTCFxf8txmw38+7gdysVGk63k7ySPNQqNRE+ETTwbYDBq5ZVdqdeO1eIIbf7pDj6+28YN06YtRs1Ev6jJk3E78bS7fN4ff/TKChcEXEFM66dQYRPBHGBcbIztuScMOyzYXy691Pah7fnuzu/Izqgau/eCVIKU7hm+TUcyT+C7ng/7O+upl9fNfPniy7vXue628Th92Dj/eDlI7xIxvCaj5FI6sg5SbHl5+czYsQI2rZtywMPPEBhYSFXX301ffv2ZdCgQbRs2ZKdO3ee8eYlFwF1Sa0VH4PtpWMGYv9XuThSXCIyZYoGfWi5p9yKm9TCVBKyE9icupkHvnuAXw7/wobjG9iTtaf8aRSFAmsBOZYcAo2BtAptRePAxmckjrKzRVpNUU6Ko5UrYcwYIY66dBFjQ5o0AZvTzpN/3c+i/U+hoHBz/M3MvX4u0f7RxIfIsSGSc8er/V5Fr9GzI2MHq/auosRRUuMxUX5RvDnoTfQaPfaGv6LqMZdff4VVq85Tqq3xCPBtBs5i2DvrPFxQIqmZWgmkiRMnsn79eu6880527drFgAEDcLlcrF+/no0bN9KyZUueffbZc7VXyYVCXRpCOi2w5THxBzDwCmg1qeIaRRG+I0MYmKLKndvhcnAs7xiHcg/x2d7PGPvjWDLMGTQOaMxnd3xGm7A2ZWstDgsZ5gw0ag3xIfHEB8d7NCKkOrKyRORIrYbAQHA64cUXYcYMEU267TZ47z3xXLYlm3t+6csPqctRo2Z89/GM6zaOBr4NiA+Ox0dXdasCieRMiQmIYWxXMVPwtQ2vcbzwuEfH9Y7tzZSrS3sT9X0WojaycCFs2SIKEs4pag20Lv3sOPS2+PsikdQztUqxRUVF8fHHH9OrVy9SUlKIjo7m999/p3fv3gBs2rSJwYMHy1EjlzJ1Sa0pijBlp34vokJXf1lp6gxbrmgg59cCvE6Wu5vtZo7lH+NY/jHmrZ/H2mP/3959x8d8/wEcf91dxmXvgSwh9l6hqtRebXUqiqL2rKri19qzao9aVYqW0pYW1RpVs0bsTW2yI3ve3ff3x5dUCJJIJOH9fDzu4e57n+/n+/mGc+98xvvzFwCtAlox9tWx6QFHmjGNO0l3MNeZU8SuCB42Hrmyh1lYmLp9iLk52NurS/sHDYI9e9QY7pNP4KOP1OdnI87Qe3drgpOvYG1mzcRGE6lWpBrF7Irh4+gjmbHFMxGTHIP/bH+ikqIYUmcII+uPzFJur/iUeN788U22Xd6GWbwvhrnHqFrWke++ewZDbSYjbCoPceehVH+okfWNz4XIjjwZYgsNDaVUqVKAGizp9Xq8vf8b3/bx8SE8PDyHTRaFQlIwpEZnb2jt6go1ONKYQfWZmQdHhnj1T9viGYKjqKQozkeeJyopivG7x/PX1b8w15ozqv4opjWdhq2FbYYs2G42btnOgv04ISFqz5GFhRoc3bgB77+vBkdWVjBnDnTvrgZH26/+QfsdtQlOvkIR2yIseX0JNYrWUCdkO8m2IeLZcdA78MUrXwDw4+kfuR13+7FbkNxja2nLglYL8LT1xGB7De0b3Tl6VGH+fAgNzeNGa3VQQW0z/34DCTfy+IJCPF62AiSTyYRO999ya51Ol2FirKzGec6l3oHEW2pwlNW/66jDcOZubpNyn4HzwxvDYkwFQ4K6jcjdTStNiolbsbc4H3GeNGMaHrYefPrSp/g7+fPD2z/QvmJ7NBoNCakJhMaHYmVmRVm3sgS4BGQrC/ajKAoEB6s9R3q9ujItKAjefVcNmNzd1flHTZqo850WHZ9Nv/0tSTTGUcm9MotfW0wJ5xKUdi1NMftiWdrLTYjc1K9WP4a/PJzZLWYTkRjxxC1I7vF38md+q/noNDpMZddBtSUsXgx//aX2nuYp33ZgXxaMiXB6Uh5fTIjHy/avtEuWLMHWVh3SMBgMLFu2DFdXNftpXJ5/ekS+yclea8lhEDQIFAMUba1OzH6QYlQzZVt7g15duZJqTOVGzA0uRV3iyp0rNPRvCEAF9wpsbLcRnVaHoihqMki0lHAqgYetR67lElIUdbuFK1fA2lrNgL1hg5oAMi0NypeHr78GDw9INabxxb4BrL+5AFCH/T6u/TEu1i4Udyz+1HOfhMgpM60Zo+qP4nT4acITwrkddxt7S/snBusajYbWAa0ZGDiQ6f9MR9tqIIYbLzFyZHnKlVOzbOseTkuWO7RatRdpX3u4skz9pcrWN48uJsTjZWsOkp+fX5Z6ia5cufJUjSoMXrg5SPHXIOEq6D2z1ntkSoP9neDOEbArpeY7MsskIWNSKOhd1BUsWvP0+UaHbh9izN9juBV7izXvrKG8e/n0U1KNqUQlRuGgd8DP0S9XgxBFgVu31ODIzk7tPZo1S126D9C0KXz5pTq8dif5Dn12vsOROzvQoKF/rf68VfYt3Gzc8HP0y1ECSiFyW2h8KGfCz3Ah8gLvlHsHF2uXLJ0XkxxDs5XNOHDrANrI8pi+PsQ7bayYNQuKFs3DBptM8HtliDkFJXpA4MI8vJh4EWX1+ztbPUhXr1592naJwignQ2tnpqjBkZktVJ+TeXCUegfMbe5myjYnMjGSq9FX+fnsz0z/ZzrJhmQ8bDxIM/23vXhcShyJaYkUtS+Kt713rswzusdkUoOjq1fV+UagTsb+4w/1ec+e6mutFi5FXaTHrpbcSrqE3syKCQ3HU6NIDYrYFcHX0feJyfmEeFbsLO0YsnUIR4KPYGdpx3vl38vSfDgHvQNLXltC/WX1iXI5Dc0/Zt26BdSrB127qj2reeJeL9LetnBlOZT/DGyf/+2rRMGTrQApOTmZbdu20bq1mr9m+PDhpKSk/FeZmRljx45Fr895rhlRwBhT1cmS2Rlau/WbOjEboOpUdW7RgwyJ6qoVuwBMOiuCY29xIeICMw7M4LcLvwHwsvfLTG06FWcrZ0yKicjESMx15pRyKZXrGahNJnUC9vXraubg2Fjo3RtOnVJXr40fD23aqGV33fiLj/95i3hDNO7W7sxoPgNve298HHzwsvdCl8m2KELkF2tzawKcAzgSfIQpe6bQ0K8hnnaeWTq3vHt5ZjSbwYcbPkSpsRAuN2Ls2HepWVPNsp1nQ23e74BjJYg+AacmQu0leXQhIR4tWzNHly1bxsKF/3V3zp07l3379nH06FGOHj3KihUrmD9/fq43UuSjpGC1pyerq9Ziz8Hxz9XnAb3Bo+HDZUypkBYLNr6kmtly+c5l/r72Nz039eS3C7+hQcOAwAEsem0RzlbOpBhSCIsPw1HvSFnXsnjYeuRqcGQ0qoHRtWvqDuZXrqiTsU+dUl8vW/ZfcLTs1AJ67W1KvCGa8m7lWfrGUvwd/QlwCcDHwUeCI1EgTW0yFUudJSfCTrDq1CpSjalZOk+j0fB+xffpWrWr+vqN7kQarzJ8uJr+Is9otVBhpPr86kqIvZSHFxMic9kKkFatWkWPHj0yHPv+++/566+/+Ouvv5g6dSpr167N1QaKfJTdobW0WDjcH0zJ4PaymsvkQYoJUiLBqijxZnZciLjA7bjbHLp9iItRF3GxcuHbN76lb82+6LQ6opOjiUmJwcfRh1IupXJlhdr9jEY1MLp+XU3yuHs3tG+vLu8vUQLWroUaNcBoMvL53oFMOtkbo2KgWYlmzG4+G09bT0q5lsLT1lNWcYoCy9vBm/6B6udxxv4Z3I7NeiJGC50FkxtNpoJbBRTLGHinHX/vTmPBAkhIyKsWA15vgmMVMKXA6Ql5eCEhMpetAOnSpUtUrFgx/bVer0er/a+KWrVqcebMmdxrncg/2R1aU0zqNiKJ18GqGFT9CjSZ9KakRIKFC5FaG85HXiQ6ORp3G3d6Vu9Jr+q9+KXtL9TxroPBZCA0PhSdRkcZ1zL4Ovjm+o73BoM63+jmTTU4WrkS+vWDxESoWxdWr1b3VotNieXDrS1Ze11NXNenRh+GvzwcVxtXSruWxtkqG3vRCZFPRr4yEhcrF27FqXsYZmULkntcbVxZ8toSbMxtwOsfeHUkU6fCvn3q8HSe0Gqh4ij1+bXvIfZ8Hl1IiMxley+2++cchYeH4+fnl/7aZDJleF8UYtkdWru0AEL/Aq0F1JiT+XmpMZi0ZtwymbPz2j5G7RyFnaUdWo0WrUbLx3U+xsPWg8S0RCISInCzcaOsW1lcrV1zvXfmXnB065a6Wm3sWHV1mqKoPUiLFqkTta/GXOGdLbU5GPUnFjoLvmz8Je+Vfw8PWw9KuZSSbUNEoWFnaceo+mrAsfjIYi5GXczW+TW9ajKx4UT1Rb3JJBXZyuDBar6wPFPsdXCqrg7Ln5JeJPFsZStA8vLy4tSpU498/8SJE3h5eT11o0Q+y+7QWtguOH93W4CKo8Gh/MNljEmkGuK5atCw4uwvdP2tK5subuKrfV+lF1EUhaikKJLSkvB38ifAOSBPlsqnpcHly2pwZGYGvXrBunXqL6yffw6jRqnH993czbt/1uRa4llcrFxZ+vpSanvVxtvem5LOJZ9q41sh8kPvmr0JcA7AxcqFM+FniE+Nz/K5Wo2WHjV68E65d9QDb3Xk1JVQJkxQe13zRIZepNUQIyMU4tnJVoDUsmVLRo4cSXJy8kPvJSUlMWbMGFq1apVrjRP5ILtDa4k31H3WUMCnLXi//XAZk4HEhGAuJKbw+Z6ZDN8+nNiUWCq6V6RL1S6Auo9aWEIYejM9ZVzL4OWQN6vBUlPV4Cg4WJ0/0aEDHDwINjZqrqOOd3NZfn92Gd33NCbWEElpl9Isb7MMP0c/ijsWl21DRKFlpjVjS4ctrH13Lc56Z0LiQ7K0Bck9ejM9s5rNwt/RH2xD4c1OLFxk5Pff83CorVhrcK4JSprai5SN9grxNLKVKDI0NJQqVapgYWFBv3790vdlO3/+PHPnzsVgMHD06FE8PDzyrMEFxXObKDI9IaSHGiQ9jjEZ9raD2DPqktw6q+DB/D+KQnTMBYLuhPDJ/rkcDz0BQMdKHRladygWOgviU+NJSE3A09YTbwfvPOuZuRcchYWp24V8/LG6nL9YMTU4KlVK3eJk/IHPWHVF7dlq6NeI/9Ubga2lLcUdi+Nm45YnbRPiWQpPCOdsxFl0Gh3l3cvjqHfM1vnbL2+n1fetSDGmwNYp+NwYyp49cN/WnLnr1ib4u7W6n2OLo+BYIY8uJF4EWf3+zlaABGqW7N69e7N169b03zw0Gg1NmjRh/vz5+Pu/GAm9nssAKfUORJ8Fc9sn9x4pChwfATd/Vofi6v0CVkUyFDEpJiKizvH7zSAG75tHVPIdbMxtmNBoAi1KtkjPbWSmNcPX0Rd3G/c827MsJUXdVy0iAnbuhHHj1HlIVavCvHng4gLxqfH0/7sd+yI2AtC9Wnc6VOyAnaUdJZxKyLYh4rlhUkwcCznGvIPzaFqiKe+Wfzdbnz2jycjEPRMZ+ddIMJrB0j10aRrI/Plq9vlcpyjw50sQ+Y/aU133h6wnrRXiAXkWIN0TFRXFpUtqboqSJUvi7PxireR57gIkY6qaw8iQCJZZ+Lu8thpOjgK0UHspuNbJ8HaqMZXgOxeJSggjwsKNtus/wt3GnVnNZ1Hcqbi6XUhSFE56J3wdfbG3zLufYXKyGhyFh6s5jZYvV4+/9hpMmACWlnAj9gY9drbicsJJzLXmjHl1DC95vYSrtSvFnYrLtiHiudNnUx++Pvw1lTwqsb3jdlxtXLN1fkJqAm+ueZOtl7fCneJoFh7j17X2tGqVR7HL7S2ws4W6OrZ5EDhVzoOLiBdBngdIL7rnLkDKztDaneOwr4M6J6DMECjZPWNVqfFciTyPMTkSvUsltFaenIs4h5+jH3ozPbEpsSSlJVHMrhheDl55ui1HUpIaHN26BZMnq71HAAMHqpmyNRo4HHyAvntfJzotDCe9E7Obz8bHwQdPW0/8nPxk2xDxXLoRc4OAOQGkGFOY0WwG/Wr1y/bcuit3rvDS0pcIiQ+BoI8odX4xu3eDu3seNFhRYGs9iNirznV8ea30Iokcyer3d96MZ4jCJcOqtSf8k0iJhKABanDk2RRKfJTh7ajkO/xyYRNNNvRhf2wkWr06H62MaxnMteaExYehKAqlXUtT3Kl4ngYfiYlw8SKcO6cGRDt3qr1FM2ZAnz7q/61rz63iw7/rE50WRkmnkqx4cwW+jr74OvpSwrmEBEfiueXt4M2AwAEATNs/jeC47K/X93P0Y2azmWjQQPUlXGAjkyer8/1ynUbz34q2m+vhzrE8uIgQ/5EA6UWXvmpN8+R5RyYDHPkYkkPUzSMrT0r/Dc5oMhIcG8y4fbPpum00oUnRLDr9C/e6J5MNyYQnhuNs7Uw5t3K5vpfagxIS1OBo/361p+j8eXB1VZNBtmypphSYeGAEnx/9gDQlhVd867Ow9UKcrZxl2xDxwvjilS9wtXblZuxN5hyck+UtSO7RaDS8Xe5tOlXupB54/SPmfRvOP//kQWMBPBuDWz1QjHBqnKxoE3lKAqQXXXYSQp6fAZEHQGcN1eeqk7lR5xudCj/D+79/wszj32NQTLQu2YKlb3wLwJ2kO8SlxOHr4Espl1LYWNjk5R0RH68GR+vXqz1HERFQpoy6bUilSpCUlkSP7W+z/PIkALpU6cK4BmOx19tTykW2DREvjvuTRy4MWsilyOzveWamNWNqk6kUdywOtqGkNu3Nx4MVoqNzubFwtxdptPr85gaICsqDiwihkgDpRZadobXgP+DfuztqV54IdiUAdb7Rb//+ScsNvdl1OwgLrRlj6g3jq2YzsDSzJCwhDHOdubpdiKNvnucPiotTe4vmzoXRo9XVa6++Ct9/D0WLQnDcbd7dUpdd4b+g0+gY22AsXap0wUHvQGmX0rhYu+Rp+4QoaHrV6EUpl1LEpsQyee/kbG1Bco+bjRvzW85Hp9FBuZ84kvo9s2erK0Vzncer4N4AMN3tRcqrBEziRScB0osqO0Nrcf/CsWHqc/+uULRFetbrXTf20+73z7idEI63jRs/vrGQ9yt3ITEtkcjESNxt3CnrWvaZBB6xsXDqFAwfDt98ox7r2lVdxm9jA0dDD/PWn9W5GH8UewsHFr++mPq+9XGxdqG0a+lc3whXiMLATGvGV02+olHxRjT0a0hYQliO6mlSogl9avZRX7Tqy+T5NzhxIhcbes/9vUi3NkLkoTy4iBCyii3HCv0qtqyuWjPEw553If4yuNSCwG8xoiEsIYxb8bew0Frw1ZHlhMUHM7n+51g5lCEq+Q4aNHg7eONp6/lM5vJER6sZsT/5RA2SzMzUHqR331XfX3/xR0Ye+ZAUUxJ+DsWZ02I29np7vOy88HbwzvWNcIUobKKSojgdfhoLrQXl3cvnaJ/B2JRY6ix5iTMRp+HfxtS/sYWNv+mwze0tCxUFdjSG0B1QtBXU//XJveBC3CWr2MSjZXVoTVHg2Ag1ONJ7QLWZpComtl7dxbHQk9iY26pzGKq8y9cNR2Nm60toQhjW5taUcStDMftizyQ4unMHtmyBzp3V4MjBQe1BevdddTL2V4fG8NnhtqSYknjJ6yW+fWMpjlaO+Dv64+fkJ8GREICT3gl3a3diU2K5EXMjW1uQ3GNvac/i1xdhrrGEEtv4O2EBS5fmwTYkGg1UuLui7fZmiMirWeHiRSYB0osmO0Nrl5dCyB+gMYfqs4nXWDI9aAltNg5g9MGFmGnN0KbFYmZuS7SZI3dS4ilqX5QyrmWyvXVBTkVFqckfu3WDkBDw84M1a6B2bUgxpND3r3YsvjQagA4VOzClyRSszK0o5VKKYvbF8ixztxCFjUajQafVMevALNr/1J6Y5Jgc1VPHqw7D6g1VXzT9lJGzznMp+3O/n8y9Hng2ARR1LpLJmAcXES8y+XZ40WR11VrEP3BW3Y9MKT+CW2budNryKcP3ziLFmIqlzoKklGgUUxohihVpWgtKuZTC38kfSzPLZ3AjEBoK48fDkCFqzqPAQDU4Kl4cQuNDeW9LPbaHrkGr0fHFK1/Qs3pPrM2tKe1aOs/TDAhRGFmZWbH9ynaOhR7ju+PfYcrBBGiNRsOwl4dRw7MWmCcR07AzQ4amkZT9ud9PutB/c5GC/4Dwfbl8AfGikwDpRZLVobWkYDXfESZMxdqwV1eCV9d15pd/d6DVaBlctRPfNh6NjZJCiMkSG1tvyrqWxcPW45n0yCiKmhl74EA16aPJpA6nLVkCjo5wPPQob/1RnXNxh7A1t2Vh6wU0Lt4YJ70TpV1KP7PeLSEKm2L2xRgUOAiAL/d9SWh8aI7qsTa3ZmmbJVhp7cDrAL9Ffcm6dXmQtsi1DhRpDihwWnqRRO4qEAHSvHnz8PPzQ6/XExgYyMGDBx9bfu3atZQpUwa9Xk/FihXZvHlzhvc1Gk2mj6lTp6aX8fPze+j9yZMn58n9FQhZHVozpkLQQEiNwmRXhoVKAM3X9+Bi9HVc9I5813Qi/Sq/T2ribaI0Vni6V32mK8BMJrhyBXr1UnuLAIYOVTeftbCAjf/+TKedLxORegtvex9WvbUqPbdRgEtAnudgEqKwG1FvBG7WbtyKu8XMf2ZizGHQUcG9AuMbj1ZfNBjNJ1ODuHkz99oJ3JddWwMhWyFsVy5fQLzI8j1AWrNmDYMHD2bUqFEcOXKEypUr06xZM8LCMl9qum/fPtq1a0e3bt04evQobdq0oU2bNpw6dSq9THBwcIbH0qVL1Yyvb7+doa6xY8dmKNe/f/88vdd8ldWhtTMTIPo4ipk95/37M/XoKhIMydTyqMimN+ZR27MSMbGXMZk7UrzYK/g6Fn9mk5wNBjUBZPfusHEjaLXq/mrdugEozAyayJCD75BsSqRm0Zosb7MMJysnfBx8KOFc4pkN/QlRmNlZ2jG2wVgAFgQt4N87/+aoHo1GQ7+a/ajv3Rh0BsLrdWbYF0m5vw2JSyAUbaE+Pz1ezfgvRC7I92X+gYGB1KxZk7lz5wJgMpnw9vamf//+DBs27KHybdu2JSEhgY0bN6Yfq127NlWqVGHBggWZXqNNmzbExcWxffv29GN+fn4MGjSIQYMG5ajdhWqZf+odiD6rZr5+XO/RjZ/h+HAUNFwNGE6UfQXCk2LZdPVvBlT5AIPJQGJCMI5WjhQp2gBra49ndwup6p5qvXqp24eYm8O0adCsGaQYUvl0Tzf+CF4JwDtl32VQ7YFo0ODn6EcRuyIy30iIbDCYDFScX5FzkefoWKkjS15fkuN9Cf+N+pcq8wKJN0XCvk/4td9XvPZaLjc48hD8EQgo0HAbeDbK5QuI50mhWOafmppKUFAQjRs3Tj+m1Wpp3Lgx+/fvz/Sc/fv3ZygP0KxZs0eWDw0NZdOmTXRTuxkymDx5Mi4uLlStWpWpU6dieEza15SUFGJjYzM8CoWsDq3FnEY5qS6b3WZZhXinajhbOVPa2Y+Pq3YiITWe5JQ7eNm64le0/jMNjpKT4fhx6NJFDY4sLWH+fDU4ikgM5/0/6vNH8Eq0Gi3D6g5jYOAALHQWlHYtTVH7ohIcCZFNZlozvmqqLtLYfHEz12Ou57iuEs4lmNXqS/VFnen0nPwX4eG50cr7ONeAoq3V56ekF0nkjnwNkCIiIjAajXh4ZPyy9fDwICQkJNNzQkJCslV++fLl2NnZ8dZbb2U4PmDAAFavXs1ff/1Fz549mThxIkOHDn1kWydNmoSDg0P6w9vbOyu3mP+yMrSWegfT4X5oTKlsTICWp49xOfY2AAajgcikSCy0OkrYuuDhXgud1bMLjhIS4PBhNTg6ckTNiP3NN/DKK3Au8gxvbanBmdh/sDa3YV6LebQMaImdpR2lXWXbECGeRsuAlsxoNoOVb64kOjmaZENyjuvqVKUTLf3eBo1CcM2ufD4+Jne3IdFooNIoQAthOyFk+5POEOKJ8n0OUl5bunQpHTp0QK/P2HsyePBgGjRoQKVKlejVqxfTpk1jzpw5pKSkZFrP8OHDiYmJSX/cuHHjWTT/6WRl1ZpiJOFgX7RJt/k3FTqGwAdlXqeMU3ES0xKJTonGVe9CCWsH7B0CwKqo+p/RMxATo/YYdekCp0+rK9SWLYOaNeFo6CE67qhHaMp1itoWY+WbKyjrpm5pUsqlFPaWBXzYU4gCTqPRMDBwICVdShKTHJPjFW2g9kgtfms2Dppi4HSVxdc+Ye/eXGwsgFM1KPa6+vz0BDCl5fIFxIsmXwMkV1dXdDodoaEZP3ihoaF4enpmeo6np2eWy+/evZvz58/z0UcfPbEtgYGBGAwGrl69mun7lpaW2NvbZ3gUaFkYWlMUhbP/fIxNdBCJJugQbsn4V0bwRWAvElLjMRgN+Nj74Gtti6WVG9j4wjPIjA1qAsjdu9W91C5dAjc3WLECKlWCvbd20vXvRsQaoijjUpaVb63AxdqFYvbFCHAOwMrc6pm0UYjnnUajoYhtEWzMbfj1/K/EpcTluK6idkVZ+s5sUDQoVb+h86QNxOQsF+WjGgsVR4JGB+G7IXhbLlYuXkT5GiBZWFhQvXr1DJOnTSYT27dvp06dOpmeU6dOnQzlAbZu3Zpp+W+++Ybq1atTuXLlJ7bl2LFjaLVa3N3ds3kXBdQThtaMJiPf7ehP2cg/ABid4MaE5vNo4lOHyKRIrC2s8Xfyx8PSGq3WHGz8npx5O5eEhcGOHepqtRs3oGhRWLUKSpWCP65spNeeliQa46jqWY0Fr32Nuc6c4o7F8Xfyl21DhMhl1ubWDNs+jAFbBrDs2LIcbUFyT5uybXinRFcArlXsyZhpoRhzM3WRUxUo9ob6/PR46UUSTyXfh9gGDx7M4sWLWb58OWfPnqV3794kJCTQpUsXADp16sTw4cPTyw8cOJAtW7Ywbdo0zp07x+jRozl8+DD9+vXLUG9sbCxr167NtPdo//79zJw5k+PHj3P58mVWrVrFxx9/zAcffICT0xOWwRcGTxhaSzGmcDNkH+8l7QRgCz50abIEdytHYlNi8bTxxN/JHzszCzAmqsGRhUOeN1tR4PZt+OMP6N37v61Dvv8efH3hpws/8PGBN0k1JfGy98vMbD4DS60lAc4BeNl7ybYhQuQBjUZDXe+6AEzeO5mIxIgc16XVaFn0zlSclQCwDWXWpT6cOJGLC6nv70WK2Ae3/8i9usULJ9+/Udq2bctXX33FyJEjqVKlCseOHWPLli3pE7GvX79OcHBwevmXXnqJ77//nkWLFlG5cmXWrVvH+vXrqVChQoZ6V69ejaIotGvX7qFrWlpasnr1aurXr0/58uWZMGECH3/8MYsWLcrbm30WTGmPHVqLTIziSsRZ3M6MwYo0wi19Cag9h4TUeBRFobhTcbzsvbDQ6CA1Cqy9QZ/3vWomE1y/Dps2Qf/+EBEBpUurPUdFisDyUwv5X9AHGBUDTUs0Y0LDCejN9AS4BOBh6yEr1YTIQ8PrDcfdxp3bcbeZtn9ajrYgucfJyokfPvgaTGaYSv9M24nfkZCQi411qgxedxflnB6vTjcQIgfyPQ9SYVVg8yDFX4OEa2pQc1+PislkYtyBuXx3Zj37S3vhHn0Ag7kTVytNI8pkjrOVM0Xs1LkGKAqkhIGlC9iVAq1ZnjbZYPgvOBo+XF25VrkyLFqkTsyee/RL5pz7DIC3yrzFgMAB2FnaUcKpBA76vO/ZEkLAwqCF9NrYCzsLO470OEJJl5I5rktRFDqt/JSVl6dBsgOfux5j7GC/3Fv/EX0Kfq8CihHq/QLebXKpYvE8KBR5kEQuS42+O7TmmCE4Ck+MpMUv3Rj9zzxaam7hHn0ABS3XSgwiBj3F7Irh5+inBkegDtGZ2YBN8TwPjlJT4d9/4aef1C1DEhKgVi1YuhQcHBQmHfhfenDUuXJnBgYOxFHvSIBzgARHQjxDH1X9iLKuZYlLjWPsrrE53oIE1GG7BW3H4GqoCvoYJp/+iHPnc3EykmMF8H5HfX56IhgzX50sxONIgPS8MKVBwvWHhtb23T5CtVVv8uf1fdS31jHTXf0rv+HVnmSHivg7+VPUrihm9wIhQ7z6p21xMMvb1WDJyeoKtR9/hBEj1NcNGsDixWBjozBibz+WXZ4IQL+a/ehSpQvOVs4EuAQ8s73fhBAqnVbH9KbTAfjh1A8EBQc9VX02Fjb80nUBGoMeg+923p4yl0dkWcmZiiNBYwZRh+Dmb7lYsXhRSID0vEi8rfYg3V21pigK04OW0mBtR27Gh1LN3pUtPjboMBHpWJs0n3b4O/njpHf6b/6OKRXSEsDG58l7tj2lhAS4cEGdgD1mjDrM1qIFzJkDZuZGBuzsyM835gPwWd3PeLf8u7jZuBHgEoC1uXWetk0IkbnmAc1pWLwhPg4+XIy8SOpTzu95uXgtupT4HICzxYbz1fJT5NqkD4dy4POe+vzMRDAk5VLF4kUhAdLzIH1ozQE0WhRFYfT+2XyyawppJgPNfQL5u4QbemMsSXovDBVG4edYHKv7e4gU091J2cXAKvMcVLklJgbOn4fly2HCBDAa4e231b3VFG0qPXa8xZ8hq9BqtIx9dSwtA1riaeNJgHOAbDgrRD5b884atrTfQjH7YoQnPP2eIV93/BT3pFfAPInRx7px5VouLs2v8AVozOHOUbj5a+7VK14IEiAVdhmG1qwwmAzcirtFXc8KFLVxY0TN7qzy9cA2/ixGnTXGajPxcPRH92DCx5QIsHABG+9HZ93OBVFRas/RN9/AdLW3no4dYfx4SDIk8OG2FuyN+BUzrRlfNv6S+r718bLzwt9ZchwJURC4Wrvi5eCFjbkNwfHBT7UFCYCFzoKNvb5Gk+KAweMgr381gbTcipEcyoDv++rzM5OkF0lkiwRIhd19Q2t/3fiHazHXCI4PxtfBi21vLaGXiy3OIepvTqbKk7B1rvhwHanRoLMCWz/Q5l0QEham9hzNn68+QM139L//QUxKNB9sbcSROzuw1Fkyq/ksahWrha+DL35Ofv/NkRJC5DsrcyucrJxYHLSYFSdWPHV9Nf3K8VHxSQCcdp7AzLX/PHWd6Sp8DloLiD4ON37OvXrFc08CpMLs7tBaosaCjluG0nBdZ74/uxFnvTNmWjNMsWcpekWNRJQSPTEv2vzhOgyJ6s7Xtn7qyrU8cC8B5PnzMHu2up8awJAhMGgQhCWE0W5rPc7GHcDG3JZ5reZRyaMS/k7++Dj4SAJIIQqgtafXsujIIsbsHENUYtRT1ze/a3c8ol8DnYERB7txPTgxF1oJ2JcC37v58M5OgbRcqlc89+Sbp7C6O7R27s41aq75gJXnfkOr0ZBoTMGgGIiOu0HA5VnoTCngWhdNmYGZ15EWq07KtnTJm2beTQB54QJ89RWsXq2OBo4erW4lcjX6Ou221uVKwikc9U583Wo+5VzLEeAcQDH7YpIAUogCqn9gf9xt3LkVd4up+6Y+1RYkAGY6Mzb1nY0mwR2D0xlaTx+Re9uQVPgctJYQfRJurM2lSsXzTgKkwirxNt+fXkuNdd04E/UvznoHvms6iXalmhOXEkO5W8uwSA4Gq6JQ7Ss19f79FAVSIsGqCFgXzZMmGgxw9aq6lH/SJPj1V9DpYMoUaNcOzkdc4IMddbmVfAkPGw++bjWf0q6lKeVSCg9bjzxpkxAid9ha2DK+4XgAZh+cze7ru5+6zuol/ejuPROAkzazmflrLm04a1cS/Dqoz89MVVfrCvEEEiAVQimJofT6fSAdto8nwZBEDY/ybHxtHqUdvdFoNJSL2YNV5H513L36bLBwzqSScDWhpI1PnkzKvpcA8tIldRn/n3+CuTnMmgVvvAFHg4/RaefLhKfcxNveh3kt5xHgHEApl1K4WOdNb5YQInd1rdKVOl51SExLpP1P7fk36t+nrvPrvu/jHtwJNArD93XnRnj00zcUoPwI0Ooh9jRcX5M7dYrnmgRIhY0pja1n17DwzAYAelV8j6WNx2GmRc0wbQzD+t+7e8pVGAmOmUzKTosFnaWaDFKX+8vm7yWAvHwZPv8cdu8GvR4WLIAmTWDv9b10292A6LRwApwDmN18FiWcS1DKpRSOesdcb48QIm/otDo2vL8BH3sfbsXd4r117xGdHP1UdWq1GrYMmoomxpc026u0nD0IU863fvuPXQko3kl9fnYqpMXnQqXieSYBUiGiKAphEcfwt7SgX8W2LGk0hp4V3ibNmKJuF2Jhjv7ECEBRE6T5vPtwJcZkMKWAjR+Y53426nsJIK9cgc8+g0OHwNZWXdb/8suw9fIf9NnflARjDJU8KjG92XRKOpeklEspyY4tRCHkZuPGxvYbsbWw5ULkBbZf3v7UCSSrlnGnq/sCUDScMlvOV7//lDuNLT9cXbEbew6u/pA7dYrnlmxWm0PPcrNag8nAmJ1jaO77EjaJV7CwdMbc3I6YlBiszK0oZlcMR3Mr2NcOYk6DQwV46fuHe4dMBnVozbY4WHuTeztDqmJi1GG1mzfh00/VQMnRUQ2OKlSAn8+tY+SxDqQpqQQWC2R0g9H4OPjg7+SP3kz/xPqFEAXXn5f+JNWYipW5Vfrn+qF8a9lgNCoU6TKI8BKzMUtx5+LHJ/Bzy4W5iQf7wKWv1Y24mx0GC/nF7EUjm9U+J27F3qLBsgaM3z2eXpv7YW1uCzo90SnRuFi5UMKpBI6WDnBqjBocmTtCjTkPB0eKoiaD1HuAVbFcD47uJYC8ehUGDFCfu7nBypVqcPTdyW/539H3SVNSedXvVca9Og5/R39KOpeU4EiI50DTkk1p5N8IZytnbsXd4mr01ada2abTadg4eByEl8NgGUbLBT0wmXLh9/lyn4HOGuIuwNWVT1+feG5JgFSAbbu8jSoLq7D3xl5szK3oXa4l8ZiRZkzDx94HX0dfNbi4/iPc+AnQQrUZ6sq1B6VGgbn93WSQOf+tLjNhYf8FR/37w7VrUKyYus9aQADMC5rFxFPdMGGkVUArPq/3OSWcSuDv7I+FziJX2yKEyD9W5laUcC7B6bDT1F1al7+v/f1U9dWqYk9Hh8VgNOOs6VcmbVn69I209QX/Lurzc9MhNebp6xTPJQmQCiCjycjonaNpuqIpEYkRBDj5s6HpWAI9q2JtaYu/kz8eth5qAsU7J+D0OPXEMh+D20sPV5gWD2jvTsrOvd6aewkgL15Ug6I+fdTXxYurwZG3N0w5MIbZFwahoPBuuXf59KVPKeFcQrJjC/GcsrOwY93ZdYQmhNLup3ZcjLz4VPUtGfUSzqf/B8Co/Z9wIezK0zey3GdqYtz4S3D5u6evTzyXJEAqYKKSomi+sjlj/h6DgsKbpd/gh8ajcLG0wc3eB39H//8mM6dEQdAANeGjZxMo0f3hCo0pYExQe44sHHKtnfcSQP77r7parWdPiIiAMmVg1Spwc1P4Ys/HLL08GoAuVbrQv1Z/SjqXlOzYQjzHNBoNP733E36OfoTEh/Du2ne5k3Qnx/VZWMDPg4fBrVoYzWJ47ZsuT52UEhtv8O+mPj8/Q92VQIgHyLdUAWNlZsXtuNvozfSMbzie4dU+wEpJwsu1It723v8NSZkMcORjSA5WV6RVnvzwvCLFqA6tWXmB3j3X2ngvAeS1a2rvUa9e6gTtqlXhu+/A3sHEJ7u6sfbmTAD61uxL92rdKeVSiqJ2RSU7thDPOWcrZza334ydhR3HQ4/TeX1nUgwpOa6vfl09bS2XQJqeC6l/M/L3aU/fyLKfgpktJFyBy8vULnEh7iMBUgFjZW7FjOYzWNhqIQ2KVMFZScbHtQKuNu4ZA4vzMyHyH3WyYY25YG6bsSJFgeQI0Lupvy3lUlByLwHkjRtw+rQ6rJaYCLVrq6vVLKzS6LvzPX4P+RYNGobWHUrHSh0JcAnAw9ZDgiMhXhBl3cry47s/otPo+O3Cb3y+43OMppzvHfLN5Io4HFI3tJ14YCQngk8/XQNtvKDER+rz87MgNee9XOL5JAFSAeTj4EMJRx/8LLT4OPpga+WWsUDwn/DvYvV55QlgF/BwJWl3wNxG7V3Kpbk+9xJAhoTAkSMwcCCkpMCrr8KiRaDokun+12v8Hf4TOo2OkfVH8l659yjtWhpXa9dcaYMQovBoXrI505qqvT3T9k9j7Zm1OR4es7GBVYP6weVGmLRJvPldZ9KMaU/XwLKfgpk9JFyFy99KL5LIQAKkAshZ70w5W0eKWlpj/uDQWPy/cHyY+ty/CxRt+XAFhgT1g25bHMysc6VN9xJARkbC3r0wZAikpUGrVjBnDiQa4vhwe2MORf2Bhc6C8Q3H06ZMG8mOLcQLbmDtgXSv1p0WAS1wt3EnPDE8x3W1amHGa8piSHbgcnIQn/0+5ukaZ10USt6du3l+ljqvU4i7JEAqgNwtLHAyJaKxcMy4T5ohHg73VwMg51pQZsjDJ5tS1VVrNr5g4ZQr7YmJgfPnITZW3VPtf/9TJ2m/+y5MnQqRiZF03FGfk7F7sTaz5svGX9IqoBUBzgGSHVsIwdetvmbZG8vQ6/RcuXOFmOScL61fNrM4trtnATDz8BT2Xz/wdI0r8wmYO0DiDfh3ifQiiXQSIBVEyeGAoqbEv0dR4Pj/1B4kS3eoPuPhoTPFdHdSdlGw8syVptxLAJmcDL/8AuPVzbv58EMYNw5uRN+m486XuRh/FAdLB6Y1nUaTEk0IcAnAxsImV9oghCjcdFodbjZu+Dn6kZiWyITdE4hKyllvjbMzLOjdEc68haIx8N4PnUlKS8p546yLQMme6vMLcyElMud1ieeKBEgFkWJ8OJnj5W8heAtozKHGbLDMZE5PSgRYuNydlP30f7X3EkAajbB8OUyfrh7v1w+GDYNzYf/S6e86XE88h6u1KzOazeDV4q9KdmwhRKaK2BVhzsE5TN03lY4/dyTVkLM929q31/Jq4jyId+dm8nkGbf706RpW5mN1F4Kkm3BpkfQiCUACpMIh4gCc+0p9Xn44OFV9uExqtJoE0tYPnjI79f0JIHU6mDtXnYQN6ga0/fvDsdun6LrnZUJTrlPUtiizm83mFd9XKOFcQrJjCyEypdFo6FOzD2ZaMzZf2syw7cMwKaYc1APffe2Jfqv6H9Oio/PZ+u+2nDfMyhMCeqnPL85T96wULzwJkAq6pBA4MkjtVSr2Bvi2f7iMIVFNFmlbXM0O+xTuTwBpYQGTJqmJHzUaGDsWunaFvVcP0n3fK0SlhlDcsThzWszhJZ+X8HOU7NhCiMdr7N+YGc1mADDjnxksDlqco5VtXl7wVfc34EhX0Ch8sK7rU81toszH6rzNpNtwcaE6ZUG80CRAKsiMqRA0UJ1XZF8GKo15OJ+RKQ0MceqkbEuXp7rc/Qkgrazgiy/UeUc6nToZu21b+PPiDvoebESc4Q5lXMswu8VsahWrhY+Dz1Pt3C2EeHH0q9WP3jV6AzBwy0B2XNmRo3p694aaUdMg2pew5Bv03tgv543Su0PJPurzi19DcljO6xLPBQmQCrIzkyD6mLrJbPU5GSdtgzoWlhIJek+wKvJUl7o/AaSVFQweDH/8AebmMHs2tG4Nv5z+jU+OtCLJGE8VjyrMajaLGkVrUMy+mCSAFEJky+wWs2lUvBEpxhTa/dSOc+Hnsl2HVgsrv3HEfOMyUDT8cHolP535KeeNKjNInceZHAyXFkgv0gtOAqSC6vZmuPa9+rzKV2Dj83CZlAiwcFTfe4rem/sTQFpZqdmxd+9Wny9cCI0awaoTq/jfybdINSVTx6sOM5vPpFrRanjaekpwJITINjOtGT+99xOlXEoRkxLD9ivbc7QarVQp+KJTA9j/MQAfbehJaHxozhqld4WAvurziwvUKQ7ihSUBUkEUcwbOTFGfB/QDj/oPl0mLBa25Ou9IZ5njS92fANLCArp1g8OHwdZW3TqkTh1YeGQ+4890wqgYaOjXkGlNp1HJo5JkxxZCPBUHvQOb229m7btrKe9enn+j/s1Rduzhw6FcyHgIK0d0aiRdN3TL+Ya2ZQaApRskh8KFr+EptkcRhZsESAVNSpQ678iUCu71oVTfh8sYk8GUogZH5jlPxHh/AkiAzp3h1ClwclI3na1SBWYcmsyMC31RMNE6oDVTGk+hvHt5nKxyJwmlEOLFVsK5BC0DWuJh40F4Yjhnws9ke2WbmRks/8YK7YblYDRj86VNLD26NGcNsnT5rxfp34WQFJyzekShJwFSQaKYYN8Hai4Oq6JQ5cuH8xmZDOqSfiuvzHMhZdH9CSDT0qBjR3VZv7u7umqtVCmF8f8MZ9Hl4QC0Ld+W8Q3HU9atLPaW9k9xk0IIkZGZ1gx/J3+C44Np/F1jvj70dbbrqFEDBrxbA/4eCcCgLYO5Gn01Zw0q3V9NyJsSDhfnSy/SC0oCpIJEMYFDOdDqofIkdX5RhvcVSI1UV1tYez28oi2L7iWANJkgLg7at1dXrnl5wfffg5eXwoi9ffj++mQAulbpyhevfEFp19KSHVsIkScszSw5fPswEUkRDP5zMH9c+iPbdUycCL43hsHNWsSnxdLx5045G2qzdIbSA9Tn/y6GpFvZr0MUehIgFSRaM6j2FTTYDPalHn4/NQrM7NRkkDmYlH1/AkhzcwgNhQ4d1MnZ/v5qcOTiZmTwng/4NXgBAP1r9Wdo3aEEuARIdmwhRJ6a2mQqTf2bkmpMpcPPHTgddjpb51tZwTeLzeGX7yBNz54bu5m+f3rOGhPQR10hnBIBF+apvffihSIBUkGU2ZL9tHhAe3dSdvYDlfsTQFpbq3927KhOzi5XTh1Ws7JNpe+uNmwL+x6tRsvwusMZEDhAsmMLIZ4JnVbH2vfWUsa1DJFJkbz949tEJERkq45GjaBz69Kw9UsA/rfjc86En8l+Yyyd7utFWgKJN7NfhyjUJEAqDIypYExQe44sHLJ9+r0EkNevg4MDnDwJXbqok7OrVlX3WTNqE+ixqzn7IjdirjVnTIMx9KjRg+KOxSU7thDimbG3tGdz+824WLlwPvI87//0PimGlGzVMXMmuF3tA5cbkWJM5oOfP8CQkx6ggN6gL6L23l+YK71ILxgJkAo6xah+OK281LlH2XR/AkgnJ/jnH+jRAxIT1SX8S5dCgiGa7ntf5Wj0X+jN9ExpPIUPK38o2bGFEPmiuFNxfm77M+Zac7Zf2c7Yv8dma2WboyPMn6eD9d9CsgNHQ44yZueY7DfEwlFNHglweSkkXM9+HaLQKhAB0rx58/Dz80Ov1xMYGMjBgwcfW37t2rWUKVMGvV5PxYoV2bx5c4b3P/zwQzQaTYZH8+bNM5SJioqiQ4cO2Nvb4+joSLdu3YiPj8/1e3tqyRFq8jIb72xPyr4/AaSbG2zbBn37QkqK2g29cCGExIXSZc/LnI09hK25LTObzqRdxXYUsy+G9sEVdEII8Yy84vsKC1ovoL5vfer51uN27O1snf/OO/B6A2/YPAeASXsmc/DW479bMlWyJ1gVg9Q7cGGOur2TeCHk+zfgmjVrGDx4MKNGjeLIkSNUrlyZZs2aERaW+T44+/bto127dnTr1o2jR4/Spk0b2rRpw6lTpzKUa968OcHBwemPH374IcP7HTp04PTp02zdupWNGzeya9cuevTokWf3mSOpUWBuAzZ+6gTubLg/AaS7O6xfD598og63tW4Ns2bBpYhrfLS/LlcSTuOod2R+q/m8Ve4tyY4thCgQulbtysZ2G3G3cedazDXCE8Kzdf7ChWB39QM48xZGxUDHnztmP1u3hQOUVrN0c/lb6UV6kSj5rFatWkrfvn3TXxuNRqVo0aLKpEmTMi3/3nvvKa1atcpwLDAwUOnZs2f6686dOytvvPHGI6955swZBVAOHTqUfuz3339XNBqNcuvWrSy1OyYmRgGUmJiYLJXPluizihK8Q1HC9ilKSlT2T49WlKAgRdm9W1HOnVOUESMURV3Dpiht2yrKmTOK8v2fZxW3ScUURqO4T3VX1p5eq0QlZv9aQgiR16ISo5T91/crH2/5WDkZejJb5y5cqChYhyl86q4wGqXfpn7Zb0BKjKL84q0oq1CUQ/0UxZCS/TpEgZHV7+987UFKTU0lKCiIxo0bpx/TarU0btyY/fv3Z3rO/v37M5QHaNas2UPld+7cibu7O6VLl6Z3795ERkZmqMPR0ZEaNWqkH2vcuDFarZYDBw5ket2UlBRiY2MzPPKURgs2vmCRvYzV9yeAdHODr79Wc4MAdO0Ko0fDP1eP0OdwPcJTbuFl58XSN5bStERTyY4thCiQnKycWH9+PTP+mcGba94kLD7zEYbMdO8Or9Rwg18XAzDv0Dy2Xd6WvQZY2EPpwerzy99BwrXsnS8KpXwNkCIiIjAajXh4eGQ47uHhQUhI5psEhoSEPLF88+bN+e6779i+fTtTpkzh77//pkWLFhiNxvQ63N0zTng2MzPD2dn5kdedNGkSDg4O6Q9vb+9s32+WaXTqmLeVZ7ZOuz8BpIsLTJ2qDqUB9O8PQ4bA9ot7GHCkIdGpEfg7+fPdm9/RwLeBZMcWQhRofWr0wdXalUtRl2j7U1uS05KzdJ5Goy5G0V97HY50RUGhy4YuxCZn85fcEt3A2hcMsXB+prq6WDzX8n0OUl54//33ef3116lYsSJt2rRh48aNHDp0iJ07d+a4zuHDhxMTE5P+uHHjRu41+EHWXuqS/ixOkn4wAaSDg9pT9M036vvDh0Pv3rDx3BaGHG9KvCGGcm7lWPnmSmp71Zbs2EKIAs/H0YcN72/AQmfBzqs7GbBlQJZXtpUoAaNGAX/MQBPjy83Ym/T7vV/2GmBhB2Xu9iJdWQHxl7N3vih08jVAcnV1RafTERoamuF4aGgonp6Z9554enpmqzyAv78/rq6uXLp0Kb2OByeBGwwGoqKiHlmPpaUl9vb2GR55xswqy5OyH0wAaWUFn30Gq1ervzmNHw8ffAA/nvqR/516g2RjEtWLVOe7Nt9RvWh1rMyt8u4+hBAiF73k/RJLXlsCwOIji5m5f2aWzx0yBKqUtUf5eTkoGlacWMHPZ3/OXgP8u6iLZgxxcG4mGLOXn0kULvkaIFlYWFC9enW2b9+efsxkMrF9+3bq1KmT6Tl16tTJUB5g69atjywPcPPmTSIjIylSpEh6HdHR0QQFBaWX2bFjByaTicDAwKe5pWfqwQSQ5uYwaBD8+qu6u/W0adCmDSw7sZSxZ9uTZkrlZe+XWd5mOZU9K0t2bCFEodOxckeG1R0GwGfbP2PjhY1ZOs/MDL79Fsxu1Yf96qq0Hr/1ICwh6/OZ1F6kIerzaysh7t9stV0UMs9o0vgjrV69WrG0tFSWLVumnDlzRunRo4fi6OiohISEKIqiKB07dlSGDRuWXn7v3r2KmZmZ8tVXXylnz55VRo0apZibmysnT6orG+Li4pQhQ4Yo+/fvV65cuaJs27ZNqVatmhIQEKAkJyen19O8eXOlatWqyoEDB5Q9e/YoAQEBSrt27bLc7jxdxZYFKSnqCrWdOxXl5ElFOXpUUerWVVeqWVgoytdfq8f7rpimaEZrFEajNP2uqXIx8qJiMBrypc1CCJEbjCaj8sYPbyi6MTrlix1fKDHJWf9/eOhQRcEsSdH2L6cwGqX1960Vk8mU9YunxinKhhLqirZ/PlIUQ1IO7kDkp6x+f+d7gKQoijJnzhzFx8dHsbCwUGrVqqX8888/6e/Vr19f6dy5c4byP/74o1KqVCnFwsJCKV++vLJp06b09xITE5WmTZsqbm5uirm5ueLr66t07949PeC6JzIyUmnXrp1ia2ur2NvbK126dFHi4uKy3Ob8DJCSkhTl9Gk1ODp9WlEOH1aUatXU4MjaWlGWLVOUEycUpfOyUQqjURiN8tbqt5Rrd64pRpPxmbdXCCFyW0JqgvLruV+V3dd2K0dvH1WS0rIWqCQlKUqJEopCkcOKZqSZwmiUpUeWZu/i579WA6TVNooSdSIHrRf5Kavf3xpFUZT87cMqnGJjY3FwcCAmJiZv5yM9ICFBnW8UEwOuruqfH30Ep0+DnR0sXgylSilMPPIx626qS9g6V+7MxIYTKWJXRBJACiGeG4qicCPmBldjrmKmMaN60epYmlk+8bydO+HVV4FXxkHDkdhZ2HGy90l8HX2zduG0ePi9KsRfUucl1Zyfo03ERf7I6vf3c7mK7XkVEwPnz6ubzLq7Q0QEdOyoBkfOzrBiBZQoaeJ/B7umB0f9a/VnapOpFLUvKsGREOK5otFo8HLwIiE1gffWvUfvTb2ztLKtQQPo1g3YMxyzsJrEpcbR8ZeOZLm/wNwWyn6qPr+2GmIv5PgeRMElAVIhcX8CSHd3uHkTOnRQ91rz8ICVK8GzaBpDDrzL7yHL0KBhxMsjGN1gNG42bvndfCGEyBNajZaYlBhuxd3i22PfMm3ftCydN306FPEww7BmBVqTnt3XdzPjnxlZv7BfB7ArDcYkODcNDNncwkQUeBIgFQL3J4B0dVWH2Dp0gBs3wNsbVq0CG4ckBhxozd/hP6PT6JjQcAJD6w7F2co5v5svhBB56v0K7/PFK18AMHz7cDac2/DEc+zt1Z0GiCyN8scUAP6343+cDT+btYua20C5oerz62shJovniUJDAqQC7MEEkE5OcPasmtcoNBRKllSDI8Uilv6HGnMw8k8sdBbMaDaD/oH9cdA75PctCCHEMzGmwRjeLvs2RsVIp/WdOBpy9InnvPEGvP02KAf7YRX8KsmGZDr83AGDyZC1i/q8D/Zl1V6k8zPAkPiUdyEKEgmQCqgHE0Da2cHRo+qco6goKF9enXMUa4ig7+H6nIjeh5WZFQtbL+Sjah9ha2Gb37cghBDPjEajYcWbK6jmWY3YlFjeXvM2IfGZbx11v/nzwdFBS9IPyzE32XM05Chj/x6btYuaW9/Xi7QOok8/xR2IgkYCpALowQSQNjawf7+62WxcHFSvDsuWwe34m/QNepkLscews7BjeZvltKvQTrJjCyFeSFbmVmxsv5EitkW4En2Fvpv6PrE3yN1dnY9ErDemjXMAmLRnEgdvHczaRb3fA4fyYEq+24uU8JR3IQoKCZAKoJs31flFTk6g18OOHdCjByQmwssvw6JFcDHiEv2O1OVawnlcrFxY884a2pRpk6UlrkII8bwqYleE39r9Rj2fenSu0pkrd648cWXbhx9Cw4ZgPNIR+9ttMJgMdPylI8mGLGyIa24N5T5Tn9/4Ce6cfPqbEAWCBEgFUHIyWFqChQVs3Aj9+kFqKjRpAnPnwomQE/Q/9jLBSdcpYluEn977iaYlmmKuM8/vpgshRL6rXrQ62zttx9/Rn5D4EG7H3n5seY0GliwBa2sNsSsXYa24ciHyAkO3Ds3aBb3eBseKYEqF8zPVPEmi0JMAqQBbu1bdYNFohNdfh6++gn3X/2HgsfpEpoTi5+jHhvc3UM+3HjqtLr+bK4QQBYa5zpwSziWws7Dj68Nf8/OZx29MW7w4jB0LJLph+EXdEHfuwblsv7z9seepF7OGsur+cNz8BaKlF+l5IAFSAfXDD/D55+pKtvffh3HjYNvl7Qw50YTYtGjKuJbht/d/o0bRGmg18tcohBAPsjK34mjoUSbumciHGz7kyO0jjy0/aJA6xzP1xBu43+6MgsKHGz4kNjn2yRfzagOOldVepHPTIS0uV+5B5B/5Zi1gFAXmzYPZs9XX3brBiBHw28X1DD/ZikRDPFU9q7Kx3UYqeFSQ7NhCCPEY7Sq0o2ZRNVv2mz++ye24Rw+36XTqAhgzMwhbPhsHjRc3Y2/S7/d+T76QuTWUG64+v7kBoo7lSvtF/pEAqQBRFPj0U3WeEai/zfTvD2vOrWD06XdJNaVQ17suv7X7jRLOJfK1rUIIURjozfRsbL+RYnbFuB5znbfWvEVS2qOzXleoAEOHAin2GNeuQIOGFSdW8MvZX558Ma/XwakaKGnqira0LPQ8iQJLAqQCxGCAk3eHrgcNgk6dYNnpeUw68yEGxUCzEs1Y33Y9xeyL5Ws7hRCiMHG3cWdj+43YmNtw4NYBum7oisn06JVtI0dCqVIQf6oBfqEDAOj+W3fCE8IffyEzKyh3dy7Srd8g6qj6m68olCRAKkDMzeGXX9QhttdfhwWnJzHzYj9MmHi7zNuseWcNrjau+d1MIYQodKp4VmHlWyvRoGH16dVM2D3hkWUtLWHpUnV125XFk/E0DyAyKZKuv3Z98oa2xVqDcw1QDHBOepEKMwmQChhra3j1VYVvrg9l0b8jAOhSpQvfvfmdbB0ihBBPoU2ZNkxopAZGt+JuEZkY+ciydetCr16AQY9hzffoNGZsvLCRZceXPf4i9/ci3d4IUUHSi1RIaZQnhsMiM7GxsTg4OBATE4O9vX2u1WtSTHT+sTcrzy0CYGDgQCY3mozeXJ9r1xBCiBeVoijsvLoTO0s7AEq7lE5//qD4eChTBm7dgkoDR3HCaSz2Fvac7HMSHwefR1/EmAzbGkDkASjaGl5aARaOuX8zIkey+v0tPUgFiMFkoNuv3dKDoy9e+YKpTaZKcCSEELlEo9HwavFXKe5YnDRjGqfDTj9yZZutLSxcqD4/Mfdz/K2rEJsaywc/f/D4oTad/r8VbcG/Q8RB6UUqhCRAKkA0aEhMS0Sn0TGp4SRG1R8l2bGFECIPuFi7YKY1o/OGzryx+g0S0xIzLdeqFbRtCxjNMaz+HkudJbuv72bmPzMff4GizcC1DijGu9m1o3P5DkRekwCpANFpdax4cwXbOm3js5c/k+zYQgiRh6zMrLgVe4vDtw/TeX3nR65smzsXnJ3h+pGyBMZNBGDEjhGcCz/36Mrv70UK+RMi/pFepEJGAqQCxkJnQQO/BpIAUggh8lgFjwqsfmc1Wo2WdWfWMXbX2EzLubrCrFnq873TB1HZsR7JhmTa/9weg8nw6AsUaQJuddVepHOzpBepkJEASQghxAurdanWTGk8BYBxu8bxw8kfMi3XoQM0bQpGg5bU1SuwNbflaMhRxv6deVAF3O1FUlcjE7IVwveB8uj8S6JgkQBJCCHEC+2TOp/wYZUPMSkmuv/WnYO3Dj5URqOBJUvAxgbO/uNLY4PapTRpzyQO3Tr06Mo9G4LbK4BJnYuUGp0n9yBynwRIQgghXmgajYaFrRfysvfLJKQl8NGvH5GclvxQOW9vmKhOQeKPKV2oX6QVBpOBD37+gGTDw+WBB+YibYfwPWAy5tGdiNwkAZIQQogXnoXOgvXvr6dFyRaMrD+SS3cuZTq/qF8/CAyEpEQNyWuW4mLlwoWoCwzdOvTRlXs2APcGgALnZkLcBTAk5NGdiNwiAZIQQgiBuvR/U/tNVPWsyp3kO1yNvvpQviOtFr79Vt0a6sAOd942V/PWzT04lx1XdmRe8f1zkcL+gqCP1VVtSaEyJ6kAkwBJCCGEuEuj0eDn6Iez3pkfT//ImL/HPFSmbFkYcTfeWTPmLdqU6ICCQuf1nYlNfsTeax71IKAPoIWQP2BvO7jyHcT9C4akvLshkWMSIAkhhBD30Wl1xKfG8/mOzxn791hWnFjxUJkRI9RAKSYGktbOp5hdMW7G3qTf7/0eUenduUg15oCNH6SEw7GhcORjiDoEyRGSJ6mAkQBJCCGEeECgVyAfVfsIBYWev/Vk3419Gd63sIBly9Qhtz9+tedDh+UArDixgg3nNmReqd5Vza5dcxH4dQI0cHsT7GkLV1dC/BUwpubtjYkskwBJCCGEyMS8lvOo71ufJEMSb//4Nteir2V4v1Yt6NtXff7N543oVlF98dFvHxGREPFwhTo92JcGWx8o8RHUXADW3pAcovYkHf0EooIg9U5e35rIAgmQhBBCiEyY68z5pe0v+Dv5ExIfwus/vE58anyGMpMmgY8PhIRA4oaplHQuSURiBF1/7Zr5hrZm1mAXAPalwLka1FoMPu+r791cD3vehSs/QMJ1eFyWbpHnJEASQgghHsHJyonf2/+Og6UDJ8JO0P6n9hn2bLOxgcWL1eerV1gxsNj3mGnN+O3Cb3x3/LvMK9VowcoDHMqBbXEo1QeqzwWropB0C4L6wZFP4M5xSHvEpG+R5yRAEkIIIR6jlGsp1r67FjOtGZY6S27F3crwftOm8MEH6hzrGZ/W5JNawwAYsGUAN2JuPLpiM2uwK6kOu7nWhsBvwPttQIEb62D3m3B1LSTeluSS+UCjZNoHKJ4kNjYWBwcHYmJisLe3z+/mCCGEyGPHQ4+jRUtiWiIBLgE4WzmnvxcVBWXKQHg49BuYxp4ytTgWeoxXfF5h54c7n7wBuSEJEm+q85Eij8CZiZASBmjBty2U/QzsS4KZTd7e5Asgq9/f0oMkhBBCZEFlj8r4O/ljrjPnYuRFToaeTH/P2Rlmz1affz3XnGEB32Ops2TX9V3MOjDryZWbWd3tTSqj5kwKXArFXgdMcO0H2N0Grq+T5JLPkARIQgghRBbZWNjgpHei7+a+NF7RmCt3rqS/17YttGoFRiNM+Lgs4xqoG7eN2D6Cc+Hnnly5RgN6N3Vukn1pKDsEqnwJlq6QcBUOdFNzJ8WcA+Mj9n4TuUYCJCGEECIbnK2ciU2JJSwhjNd+eI24lDhAjW8WLgRbWzh5EhK2D6KeTz2SDEm0/7l9pnu7ZUqnB7sSYF8WPBtBrW+gSAtQjGr27V1vwI31kBIpySXzkARIQgghRDY46B3Y3H4zTnonToefpu26tukr24oVgy+/VMtNmaxldKWV2FrYcjTkKOP+Hpf1i2g0amJJh3LgWAHKj4BKE8DCCeIvwf6OcHQYxF6U5JJ5pEAESPPmzcPPzw+9Xk9gYCAHDx58bPm1a9dSpkwZ9Ho9FStWZPPmzenvpaWl8dlnn1GxYkVsbGwoWrQonTp14vbt2xnq8PPzQ6PRZHhMnjw5T+5PCCHE86WkS0l+eu8nzLRm/H7pdz7d+mn6ez17Qt26kJwMn/f3YVYzdXLSxD0TCbodlL0L6fRqKgCHslC0BdRaCh6NQDHA5SWw63W4tRFSo3Px7gQUgABpzZo1DB48mFGjRnHkyBEqV65Ms2bNCAsLy7T8vn37aNeuHd26dePo0aO0adOGNm3acOrUKQASExM5cuQIX3zxBUeOHOHnn3/m/PnzvP766w/VNXbsWIKDg9Mf/fv3z9N7FUII8fx4tfirzG0xF4Dp/0xnyZElgLr9yLffgqUl7N8PCXs/pHVAawwmA++sfYe91/dm70IaDVi6qL1JTpWgwiioOBrMHSDuPOx9H47/D+KvSnLJXJTvy/wDAwOpWbMmc+eq/8hMJhPe3t7079+fYcOGPVS+bdu2JCQksHHjxvRjtWvXpkqVKixYsCDTaxw6dIhatWpx7do1fHx8ALUHadCgQQwaNChH7ZZl/kIIIQAGbhnI7AOzcbFy4Wzfs7jZuAEwYQJ8/jnY28Ouw+E0WV+e8MRwABr7N2ZCwwnUKlYrexdTFEiNgoQbkHAZzs2C8F3qew7lofIU8HgFzO1y8xafK4VimX9qaipBQUE0btw4/ZhWq6Vx48bs378/03P279+foTxAs2bNHlkeICYmBo1Gg6OjY4bjkydPxsXFhapVqzJ16lQMhkdH3ikpKcTGxmZ4CCGEENObTqdb1W7MbTmX4LhgUgwpAHz2GVSsCLGxMGKQGwc/Osg7Zd9Bp9Gx7fI2ApcE0vr71hwLOZb1i6X3JpUFx6rqvKRy/wMzW4g5DXveghMjIeGmJJd8SvkaIEVERGA0GvHw8Mhw3MPDg5CQkEzPCQkJyVb55ORkPvvsM9q1a5chUhwwYACrV6/mr7/+omfPnkycOJGhQ4c+sq2TJk3CwcEh/eHt7Z3V2xRCCPEc02l1LHl9Ca/6vUpCWgKXoi5hNBkxM1OH2nQ62LwZ9m/xY+17aznS8whvlH4DrUbLpoubqLqwKm+ufpNTYaeycVFLsPUDx3Lg+y7UXgoutcGUCudnwt+tIXQHGBLz6rafe/k+BykvpaWl8d5776EoCl9//XWG9wYPHkyDBg2oVKkSvXr1Ytq0acyZM4eUlJRM6xo+fDgxMTHpjxs3HpM+XgghxAvH3cYdT1tPdl7dSfuf2mM0GaleHQYOVN8fNEjNuF3JoxLr31/PwY8O0iqgFRo0rD+/nkpfV6Lt2racjziftQtqNGDprKYDcK4JVb6CskNBZw3Rx9V0ACfHQFKIpAPIgXwNkFxdXdHpdISGhmY4HhoaiqenZ6bneHp6Zqn8veDo2rVrbN269YnzhAIDAzEYDFy9ejXT9y0tLbG3t8/wEEIIIe7RaDTYWtgydNtQfjzzI5/8+QkA48dD8eIQFga9e6uJJAGqF63OxvYb2ddtH038m6Cg8OOZHyk3vxwdf+7Iv1H/Zu3COgu1N8mpHPh1UPd0c64OxiQ4+6XamxS2W5JLZlO+BkgWFhZUr16d7du3px8zmUxs376dOnXqZHpOnTp1MpQH2Lp1a4by94Kjixcvsm3bNlxcXJ7YlmPHjqHVanF3d8/h3QghhHjRudm4Mbu5uqx/1oFZLApahJUVLFEXuPHjj1CyJMyaBYl3R79qe9Xmz45/srvLbl71exWTYmLlyZWUnluarhu6ci36WtYubuGkblXiWgeqzoTSg0Crh6gg2NkCTk+E5AjpTcoqJZ+tXr1asbS0VJYtW6acOXNG6dGjh+Lo6KiEhIQoiqIoHTt2VIYNG5Zefu/evYqZmZny1VdfKWfPnlVGjRqlmJubKydPnlQURVFSU1OV119/XfHy8lKOHTumBAcHpz9SUlIURVGUffv2KTNmzFCOHTum/Pvvv8rKlSsVNzc3pVOnTllud0xMjAIoMTExufjTEEII8Tz45I9PFEajWIyzUHZc3qEoiqLMmKEoDg6KokYoiuLkpCjDhilKWNh/55lMJmXH5R3Ky0tfVhiNwmgU87HmSs/feio3Y25mvQEpdxQl6oSiXF6lKJsqK8oq1MeW2ooStl9RDCm5eLeFS1a/v/M9QFIURZkzZ47i4+OjWFhYKLVq1VL++eef9Pfq16+vdO7cOUP5H3/8USlVqpRiYWGhlC9fXtm0aVP6e1euXFGATB9//fWXoiiKEhQUpAQGBioODg6KXq9XypYtq0ycOFFJTk7OcpslQBJCCPEoRpNRabmqpcJoFJcpLsrFyIuKoihKeLiijBunKMWK/RcoWVoqSteuinL+/H/nm0wmZcvFLUrtxbXTAyXLcZZKv839lOC44Cw2IlVR4q8pSuhuRTnYV1F+sFCDpDW2inJyvKIkR+XBnRd8Wf3+zvc8SIWV5EESQgjxOPGp8dReUpvT4acp7VKaAx8dwEHvAKjDa6tWqUNtp0+r5TUadbPbYcPUTNwAiqKw6cImRv89mqBgNQu33kxPn5p9GFZ3WHrOpcdKjVHzJkUdgXNfqukAANzqQbVZ4FQRtGa5ffsFVqHIgySEEEI8r2wtbNncYTOu1q74OPhwPeY69/okrK2he3c4ehQ2bIBXXlH7kzZuhJdfhsBA+PlnUBQNrUu35uBHB1n33joquVci2ZDM9P3T8Zvlx7Btw4hKinp8QywcwKEMeL4KNRZAiR6gMYPw3bDjVTg/C9LinsFPpHCRHqQckh4kIYQQWXEt+hoJqQnEpsTi4+iDh40HOq0uQxmTCQ4ehKlT4bffIC1NPV6iBAweDF27gl6vLmRac3oN43aN42zEWQDsLOz4uPbHDK4zOL2H6pFSYyDxJkQchLNT1K1KQN3frfosNQGl5vnuO8nq97cESDkkAZIQQoisSjOmcT7iPGEJYXT4pQMtSragV41eD201oihw6RJMm6YOwcXHq8ddXaFvX+jfH1xc1EBp5cmVjN81notRFwFwsHRgyEtDGBg4EDvLx2w1YjKouZHir8LlpXB1hbr5rbkTVBoLJbqCmXUe/STynwRIeUwCJCGEENmRlJbErAOzGL59ePqxCu4V6Fa1Gx9W+RBHvWOG8mFhMG8eLFoE9zaLsLKCTp3UbUyKFwejyciyY8uYuGcil+9cBsDFyoWhdYfSr1Y/rM0fE+ikxaq9SeH74MxkiL+bd6lIC7U3ya6kOjHqOSMBUh6TAEkIIUR2pRnT+P3i7yw6sog///2TNJM6lqY309OmdBvGvjqWAJeADOckJMB336kTus/fHRHTauGNN2D4cKhZU6138ZHFfLn3S67FqHmT3KzdGFFvBL1q9EJvps+8QSYDJIWqG99eWgxXVwEmsHCBypPAv5O6rclzRAKkPCYBkhBCiKdxK/YWS48tZfmx5fx75180aNjYbiNVi1TFUe+I3kyP5r4eHINBnZ80bRrs3ftfPXXrqj1KrVqBQUnl60NfM3XfVG7F3QLA09aTz+t9zkfVPsLS7BHBTlocJN6AsF1qb1LC3eSUxd6A6jPBxve56U2SACmPSYAkhBAiNxhNRv668hc7ruzgrXJvkZSWhIXOgi/++gJrc2t6Vu9Js5LN0N6dPK0oaoA0dSps2vTf1iWlS8OQIdCxIyi6ZOYcnMP0/dMJiVfH57zsvRhVfxSdK3fGXGf+cENMRkgOhbhLcHE+XP8RUMDSHap+BX7vgzaT8woZCZDymARIQgghcluKIYWYlBjOhJ2h0YpGmBQToAY3Xap0oUf1HnjZe6WXP38evvoKvv/+v61LPDzUydx9+4KlTRLT909n1oFZhCeGA+Dn6MeYBmNoX7E9ZpnlP0qLh8TrELxd3cst6aZ63PtdqD4DrIvl6c8gr0mAlMckQBJCCJFXFEVh/439LAxayC/nfiEuVc1TpNVoaVy8MUPrDqWRf6P08iEhMGeOuudbWJh6zMZGTQ8wZAi4eCYwdd9U5hyck543KcA5gDENxtC2Qtv03ql0JiOkhEPMebgwG27+rB7XF1EncHu/WWiTS0qAlMckQBJCCPEsxCbHsurkKr45+k16Nu0RL6uTr12sXbAys0qfq5SQAEuXqsHSRXX1PzodvP22OqHbv0wsk/dOZv6h+cSkxABQ1rUs414dx5tl33w4UDIkqFm4b29Re5OSg9Xjfh9A1WlgVfg2eJcAKY9JgCSEEOJZUhSF4yHHWRS0iLYV22KmMcNMa8ami5v46+pf9Kzek3fKvYPeTI/BoGbinj4dDhz4r44GDdStTGrWu8OEPeNZHLQ4vXeqknslxjUcx2ulXsswORzFBMlhEHsWzs6A27+px629oMZ8KNaqUCWXlAApj0mAJIQQIr8YTAZiU2IJjgvm3bXvpmfVdtQ70r5Ce3rX7E0F9wooCuzaBV9+CX/88d+E7vLl4dNPoVmbSCbtG8s3R78hIS0BgOpFqjO+4XialWiWMVAyJKh5k25uVHuTUsIADfh3gapTwdL5Gf8UckYCpDwmAZIQQoiC4FzEORYFLeKHkz8QkhCSfrxGkRr0qtmLblW7AXDmjBoo/fgjJCWpZYoWhYED4a2OoUw/MoZvj31LsiEZgNpetZnQcAINizf872KKCZLDIeaMGiQFb1GP2xSHmgugSJMCnw5AAqQ8JgGSEEKIgiTVkMqG8xtYFLSIv67+hVEx8orPKyxvsxw3GzdsLGwACA6GmTPhm28gMlI9185O3Ty3fc/bfH1uJCtPrCTFmALAKz6vML7heOr51vvvYoZEtTfpxk9wdhqkRoJGp26EW2UyWBTc70UJkPKYBEhCCCEKqqvRV1lyZAm+Dr5UdK+IRqMhOjmaIVuH8FG1j+hUqRPmRicWL1YndF+5op5nbg7vvQed+l9n5e3PWX1qdXq270bFGzGh4QQCvQLVwooJUiLgzkk1uWToNvW4bQAELgaP+vlw508mAVIekwBJCCFEQWdSTMSnxhMcF8y0/dNYfGQxAJY6S94s8yY9q/fkpWL1WbdOw/TpEBT037mNG0PngVfYmDyCn86uw2AyANCiZAvGNxxPtSLV1IKGJLU36dpqODcd0qLV3qRSA6Dy+AK38a0ESHlMAiQhhBCFSWh8KN8c/Yblx5dzIfJC+nF/J38+qvoRfWv24/A+O6ZMgW3bwKTmqKRyZeg48CJ7rYbx64UNGBV1pvfrpV9n3KvjqORRSU3vnRIBd47DqXEQvks92b4sBH4DbnWe9e0+kgRIeUwCJCGEEIWRyWRi9/XdfH34a3678BuJaYnYmNuwt8teSriUwMbchlOnNEyZAuvWQYo6FQlvb2jX/yynPIfx++XfUFDDh7fLvs3YV8dSzq0cGJMh/gZcWwnnZoAhDjTmUOYTqDgaHrUX3DMkAVIekwBJCCFEYRedHM3yY8u5GXuTd8u/C4CVmRWD/hhEHa86vFa0Oz8u9uXbb+HOHfUcR0d4s8dJrpUaxo6bmwHQoOH9Cu8zpsEYApxLQkokRAXBqTEQsf/uiZUgcCm4VM+HO/2PBEh5TAIkIYQQz5OE1ATCEsLYfX03ndd3BtTAp2HxhnQu34sb215n4XwLrl9Xy1tYQNNOR4isNpz9YX8CoNPo+KDSB4yqP4ri9kUg/iZc+VbdrsQQD1pLKDccyo+AzDbMfQYkQMpjEiAJIYR4HiWkJrDq5CqWHl3KgVv/peF2tXblgwqd8LrdnxVz/Dh+/L9zar99kOS6wzkWuwMAM60ZXap04Yt6n+Ott4aoQ3BilPongHN1CFwGThWe4Z2pJEDKYxIgCSGEeN6dCj3FgqAFrDm9hojECAAWtV7Ee+Xb8s/fdkydqmHHDnWONkDpRvugyQjOJ/8NgIXWgu7Vu/O/l4ZQRGuESwvh4lwwJoFODxVGQdlPQat7ZvckAVIekwBJCCHEiyLFkMK6M+tYd2YdI+qNQKPRoNfpWXlyJZdvxRCzoxc7V1cmNVUt71Hrb/StR3DNtA9Q0wr0qdmbYTV74p54GU5+DneOqoVd60Dtb8G+9DO5FwmQ8pgESEIIIV5EKYYUwhPDCYsPo+nKpkQmqem4yztXxeNGTw4va0dsuPq9aFtxOzZvDCfUTB1aszKzon/NPgyt/D4uN7+Hi1+DKRl01lB5ApQemOdblUiAlMckQBJCCPEiM5qM/Hr+VxYFLWLblW3piSStzKwpY3yPmz/3Ifx4TUDBvMwf2LX5H1H6IwDYWtgyqEZPPi1RHfuzEyHmlFqp2ytQZxnYFs+zdkuAlMckQBJCCCFUN2NvsihoEStPrORKtLpvyfvlOvBS5EIWzrXm9GkNoEDp37B9/QvibU4AYG9hx5DqXfnUPgn91W/BlAZmdlD1SyjZM096kyRAymMSIAkhhBAZmUwmtl3extdBX9OufDtKupREhzk//nmVxf98T/gf3eHqK1BmA/oWX5BsfxYAJ0sHJld+jW6Gg+ji7mb59myizk2yLparbZQAKY9JgCSEEEI8msFkICIxgsjESD7b9hmbLm4CwDrFn+R93TAd6Qy+uzFrMgqDgxoUeVg5sa50GeomHkKjGKDaTCgzMFfbJQFSHpMASQghhMiafdf3Me/QPH698CvxqfEAaBQd2kutMR7uAvo7aBuOw+RwGYD69g7MLO5P2SabsbTxzNW2SICUxyRAEkIIIbInNjmW5ceXs+zYMo6EqBO27U1+WC68QHg4UPk7aDAOHK4BML3Jl3z80qe52wYJkPKWBEhCCCFEzh25fYR5h+bhaevJGwHv8duPTqz6xpErlTtDogsUCWJWtb8Y0NMxV6+b1e9vs1y9qhBCCCFEFlQrWo1v3vgGk2LiTtIdOnwYjm3t1Qzbvh4AzZ/TaNDXId/aJwGSEEIIIfKNVqPFxdoFF2sXdGV13Iy9wS/nfuHLybXxLRUH5M8ojQyx5ZAMsQkhhBB5w2QykWRIwsrcCq1Gm6t1yxCbEEIIIQolrVaLjYVN/rYhX68uhBBCCFEASYAkhBBCCPGAAhEgzZs3Dz8/P/R6PYGBgRw8ePCx5deuXUuZMmXQ6/VUrFiRzZs3Z3hfURRGjhxJkSJFsLKyonHjxly8eDFDmaioKDp06IC9vT2Ojo5069aN+Pj4XL83IYQQQhQ++R4grVmzhsGDBzNq1CiOHDlC5cqVadasGWFhYZmW37dvH+3ataNbt24cPXqUNm3a0KZNG06dOpVe5ssvv2T27NksWLCAAwcOYGNjQ7NmzUhOTk4v06FDB06fPs3WrVvZuHEju3btokePHnl+v0IIIYQo+PJ9FVtgYCA1a9Zk7ty5gDpz3dvbm/79+zNs2LCHyrdt25aEhAQ2btyYfqx27dpUqVKFBQsWoCgKRYsW5ZNPPmHIkCEAxMTE4OHhwbJly3j//fc5e/Ys5cqV49ChQ9SoUQOALVu20LJlS27evEnRokWf2G5ZxSaEEEIUPln9/s7XHqTU1FSCgoJo3Lhx+jGtVkvjxo3Zv39/pufs378/Q3mAZs2apZe/cuUKISEhGco4ODgQGBiYXmb//v04OjqmB0cAjRs3RqvVcuDAgUyvm5KSQmxsbIaHEEIIIZ5P+RogRUREYDQa8fDwyHDcw8ODkJCQTM8JCQl5bPl7fz6pjLu7e4b3zczMcHZ2fuR1J02ahIODQ/rD29s7i3cphBBCiMIm3+cgFRbDhw8nJiYm/XHjxo38bpIQQggh8ki+Bkiurq7odDpCQ0MzHA8NDcXT0zPTczw9PR9b/t6fTyrz4CRwg8FAVFTUI69raWmJvb19hocQQgghnk/5GiBZWFhQvXp1tm/fnn7MZDKxfft26tSpk+k5derUyVAeYOvWrenlixcvjqenZ4YysbGxHDhwIL1MnTp1iI6OJigoKL3Mjh07MJlMBAYG5tr9CSGEEKJwyvetRgYPHkznzp2pUaMGtWrVYubMmSQkJNClSxcAOnXqRLFixZg0aRIAAwcOpH79+kybNo1WrVqxevVqDh8+zKJFiwDQaDQMGjSI8ePHExAQQPHixfniiy8oWrQobdq0AaBs2bI0b96c7t27s2DBAtLS0ujXrx/vv/9+llawCSGEEOL5lu8BUtu2bQkPD2fkyJGEhIRQpUoVtmzZkj7J+vr162i1/3V0vfTSS3z//fd8/vnnjBgxgoCAANavX0+FChXSywwdOpSEhAR69OhBdHQ0L7/8Mlu2bEGv16eXWbVqFf369aNRo0ZotVrefvttZs+e/exuXAghhBAFVr7nQSqsJA+SEEIIUfhk9fs733uQCqt7caXkQxJCCCEKj3vf20/qH5IAKYfi4uIAJB+SEEIIUQjFxcXh4ODwyPdliC2HTCYTt2/fxs7ODo1Gk+3za9asyaFDh/KgZQXj+rlZf27U9TR1ZPfc7JSPjY3F29ubGzduyFBtFuT35ya78rO9hekznlv15bSOnJwnn/O8k9f/dhVFIS4ujqJFi2aY4/wg6UHKIa1Wi5eXV47P1+l0+fpByevr52b9uVHX09SR3XNzci3JrZU1+f25ya78bG9h+oznVn05rSMn58nnPO88i8/N43qO7pFM2vmkb9++z/X1c7P+3KjraerI7rn5/Xf7PCtsP9v8bG9h+oznVn05rSMn5xW2f4uFSUH52coQmxD5SFZDCvH8k8954SQ9SELkI0tLS0aNGoWlpWV+N0UIkUfkc144SQ+SEEIIIcQDpAdJCCGEEOIBEiAJIYQQQjxAAiQhhBBCiAdIgCSEEEII8QAJkIQQQgghHiABkhAF0I0bN2jQoAHlypWjUqVKrF27Nr+bJITIZdHR0dSoUYMqVapQoUIFFi9enN9NEveRZf5CFEDBwcGEhoZSpUoVQkJCqF69OhcuXMDGxia/myaEyCVGo5GUlBSsra1JSEigQoUKHD58GBcXl/xumkD2YhOiQCpSpAhFihQBwNPTE1dXV6KioiRAEuI5otPpsLa2BiAlJQVFUZA+i4JDhtiEyAO7du3itddeo2jRomg0GtavX/9QmXnz5uHn54derycwMJCDBw9mWldQUBBGoxFvb+88brUQIjty43MeHR1N5cqV8fLy4tNPP8XV1fUZtV48iQRIQuSBhIQEKleuzLx58zJ9f82aNQwePJhRo0Zx5MgRKleuTLNmzQgLC8tQLioqik6dOrFo0aJn0WwhRDbkxufc0dGR48ePc+XKFb7//ntCQ0OfVfPFE8gcJCHymEaj4ZdffqFNmzbpxwIDA6lZsyZz584FwGQy4e3tTf/+/Rk2bBigdrk3adKE7t2707Fjx/xouhAii3L6Ob9fnz59aNiwIe+8886zarZ4DOlBEuIZS01NJSgoiMaNG6cf02q1NG7cmP379wOgKAoffvghDRs2lOBIiEIoK5/z0NBQ4uLiAIiJiWHXrl2ULl06X9orHiYBkhDPWEREBEajEQ8PjwzHPTw8CAkJAWDv3r2sWbOG9evXU6VKFapUqcLJkyfzo7lCiBzIyuf82rVr1KtXj8qVK1OvXj369+9PxYoV86O5IhOyik2IAujll1/GZDLldzOEEHmoVq1aHDt2LL+bIR5BepCEeMZcXV3R6XQPTcYMDQ3F09Mzn1olhMhN8jkv/CRAEuIZs7CwoHr16mzfvj39mMlkYvv27dSpUycfWyaEyC3yOS/8ZIhNiDwQHx/PpUuX0l9fuXKFY8eO4ezsjI+PD4MHD6Zz587UqFGDWrVqMXPmTBISEujSpUs+tloIkR3yOX++yTJ/IfLAzp07efXVVx863rlzZ5YtWwbA3LlzmTp1KiEhIVSpUoXZs2cTGBj4jFsqhMgp+Zw/3yRAEkIIIYR4gMxBEkIIIYR4gARIQgghhBAPkABJCCGEEOIBEiAJIYQQQjxAAiQhhBBCiAdIgCSEEEII8QAJkIQQQgghHiABkhBCCCHEAyRAEkIIIYR4gARIQgjxDGk0GtavX5/n12nQoAGDBg3K8+sI8bySrUaEEOIp3NuP686dOzg6Oj6xfEhICE5OTlhaWuZpu6KiojA3N8fOzi5PryPE88osvxsghBBPYjQa0Wg0aLWFt9M7NTUVCwsLPD09n8n1nJ2dn8l1hHheFd7/bYQQeWbdunVUrFgRKysrXFxcaNy4MQkJCRiNRgYPHoyjoyMuLi4MHTqUzp0706ZNm/Rz/fz8mDlzZob6qlSpwujRo9NfT58+nYoVK2JjY4O3tzd9+vQhPj4+/f1ly5bh6OjIr7/+Srly5bC0tOT69eukpKQwZMgQihUrho2NDYGBgezcuTNL93Svzo0bN1K6dGmsra155513SExMZPny5fj5+eHk5MSAAQMwGo3p561YsYIaNWpgZ2eHp6cn7du3JywsDICrV6+m7+bu5OSERqPhww8/BNQhrn79+jFo0CBcXV1p1qwZkHGI7bvvvsPW1paLFy+mX69Pnz6UKVOGxMTEJ97T/PnzCQgIQK/X4+HhwTvvvJP+3v1DbDt37kSj0Tz0uNdWgA0bNlCtWjX0ej3+/v6MGTMGg8GQpZ+tEM8jCZCEEBkEBwfTrl07unbtytmzZ9m5cydvvfUWiqIwbdo0li1bxtKlS9mzZw9RUVH88ssv2b6GVqtl9uzZnD59muXLl7Njxw6GDh2aoUxiYiJTpkxhyZIlnD59Gnd3d/r168f+/ftZvXo1J06c4N1336V58+YZAozHSUxMZPbs2axevZotW7awc+dO3nzzTTZv3szmzZtZsWIFCxcuZN26dennpKWlMW7cOI4fP8769eu5evVqemDh7e3NTz/9BMD58+cJDg5m1qxZ6ecuX74cCwsL9u7dy4IFCx5qT6dOnWjZsiUdOnTAYDCwadMmlixZwqpVq7C2tn7svRw+fJgBAwYwduxYzp8/z5YtW3jllVcyLfvSSy8RHByc/tixYwd6vT69/O7du+nUqRMDBw7kzJkzLFy4kGXLljFhwoQs/VyFeC4pQghxn6CgIAVQrl69+tB7RYoUUb788sv012lpaYqXl5fyxhtvpB/z9fVVZsyYkeG8ypUrK6NGjXrkNdeuXau4uLikv/72228VQDl27Fj6sWvXrik6nU65detWhnMbNWqkDB8+/In3da/OS5cupR/r2bOnYm1trcTFxaUfa9asmdKzZ89H1nPo0CEFSD/nr7/+UgDlzp07GcrVr19fqVq16kPnA8ovv/yS/joqKkrx8vJSevfurXh4eCgTJkx44r0oiqL89NNPir29vRIbG5vp+/Xr11cGDhz40PGIiAjF399f6dOnT/qxRo0aKRMnTsxQbsWKFUqRIkWy1BYhnkcyB0kIkUHlypVp1KgRFStWpFmzZjRt2pR33nkHrVZLcHAwgYGB6WXNzMyoUaMGSjbXemzbto1JkyZx7tw5YmNjMRgMJCcnk5iYmN5zYmFhQaVKldLPOXnyJEajkVKlSmWoKyUlBRcXlyxd19ramhIlSqS/9vDwwM/PD1tb2wzH7g2hAQQFBTF69GiOHz/OnTt3MJlMAFy/fp1y5co99nrVq1d/YpucnJz45ptvaNasGS+99BLDhg3L0r00adIEX19f/P39ad68Oc2bN+fNN998bM9TWloab7/9Nr6+vhl6uo4fP87evXsz9BgZjcaH/k6EeJHIEJsQIgOdTsfWrVv5/fffKVeuHHPmzKF06dJcvXo1S+drtdqHAqa0tLT051evXqV169ZUqlSJn376iaCgIObNmweoE5nvsbKyQqPRpL+Oj49Hp9MRFBTEsWPH0h9nz57N8GX/OObm5hleazSaTI/dC4ISEhJo1qwZ9vb2rFq1ikOHDqUPKd7f1kexsbHJUrt27dqFTqcjODiYhISELJ1jZ2fHkSNH+OGHHyhSpAgjR46kcuXKREdHP/Kc3r17c+PGDdauXYuZ2X+/H8fHxzNmzJgMP9eTJ09y8eJF9Hp9ltojxPNGAiQhxEM0Gg1169ZlzJgxHD16FAsLC7Zv306RIkU4cOBAejmDwUBQUFCGc93c3AgODk5/HRsby5UrV9JfBwUFYTKZmDZtGrVr16ZUqVLcvn37iW2qWrUqRqORsLAwSpYsmeGRVyvDzp07R2RkJJMnT6ZevXqUKVMmQ+8SqD1dQIaJ3dmxb98+pkyZwm+//YatrS39+vXL8rlmZmY0btyYL7/8khMnTnD16lV27NiRadnp06fz448/smHDhod63KpVq8b58+cf+rmWLFmyUK8cFOJpyBCbECKDAwcOsH37dpo2bYq7uzsHDhwgPDycsmXLMnDgQCZPnkxAQABlypRh+vTpD/VYNGzYkGXLlvHaa6/h6OjIyJEj0el06e+XLFmStLQ05syZw2uvvfbICcwPKlWqFB06dKBTp05MmzaNqlWrEh4ezvbt26lUqRKtWrXK7R8FPj4+WFhYMGfOHHr16sWpU6cYN25chjK+vr5oNBo2btxIy5YtsbKyyjBk9zhxcXF07NiRAQMG0KJFC7y8vKhZsyavvfZahhVpmdm4cSOXL1/mlVdewcnJic2bN2MymShduvRDZbdt28bQoUOZN28erq6uhISEAGovnYODAyNHjqR169b4+PikD6ceP36cU6dOMX78+Cz+tIR4vsivBkKIDOzt7dm1axctW7akVKlSfP7550ybNo0WLVrwySef0LFjRzp37kydOnWws7PjzTffzHD+8OHDqV+/Pq1bt6ZVq1a0adMmw7yfypUrM336dKZMmUKFChVYtWoVkyZNylLbvv32Wzp16sQnn3xC6dKladOmDYcOHcLHxydXfwb3uLm5sWzZMtauXUu5cuWYPHkyX331VYYyxYoVY8yYMQwbNgwPD49s9QANHDgQGxsbJk6cCEDFihWZOHEiPXv25NatW48919HRkZ9//pmGDRtStmxZFixYwA8//ED58uUfKrtnzx6MRiO9evWiSJEi6Y+BAwcC0KxZMzZu3Miff/5JzZo1qV27NjNmzMDX1zfL9yLE80YyaQshnsqHH35IdHT0M9k+QwghnhXpQRJCCCGEeIAESEKI50KLFi2wtbXN9HFvCKsw2b179yPvJ6tznIQQOSdDbEKI58KtW7dISkrK9D1nZ+dCtzdZUlLSY+chlSxZ8hm2RogXjwRIQgghhBAPkCE2IYQQQogHSIAkhBBCCPEACZCEEEIIIR4gAZIQQgghxAMkQBJCCCGEeIAESEIIIYQQD5AASQghhBDiAf8Hq2DcJCQEvIcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "matmul-performance:\n", + " square_matrix_size Naive Grouped Grouped & Auto-Tuned Torch\n", + "0 32.0 0.040067 0.037500 0.062176 0.054795\n", + "1 64.0 0.077170 0.074303 0.091954 0.104803\n", + "2 128.0 0.110218 0.107143 0.117936 0.169912\n", + "3 256.0 0.139738 0.136364 0.137339 0.126482\n", + "4 512.0 0.083953 0.082937 0.066864 0.110983\n", + "5 1024.0 0.023112 0.025932 0.020007 0.033520\n", + "6 2048.0 0.005235 0.005912 0.004629 0.007076\n" + ] + } + ], + "source": [ + "@triton.testing.perf_report(\n", + " triton.testing.Benchmark(\n", + " x_names=['square_matrix_size'], x_vals=[2**i for i in range(5, 12, 1)], x_log=True,\n", + " line_arg='provider', line_vals=['naive', 'grouped', 'grouped-autotuned', 'torch'], line_names=['Naive', 'Grouped', 'Grouped & Auto-Tuned','Torch'],\n", + " styles=[('blue', '-'), ('green', '-'), ('green', '--'), ('orange','-')],\n", + " ylabel='GB/s', plot_name='matmul-performance', args={}\n", + " ))\n", + "def benchmark(square_matrix_size, provider):\n", + " sz = square_matrix_size\n", + " a = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " b = torch.rand((sz, sz), device='cuda', dtype=torch.float32)\n", + " quantiles = [0.5, 0.2, 0.8]\n", + " if provider == 'naive': ms, min_ms, max_ms = triton.testing.do_bench(lambda: naive_matmul(a, b, bs=64), quantiles=quantiles)\n", + " if provider == 'grouped': ms, min_ms, max_ms = triton.testing.do_bench(lambda: grouped_matmul(a, b, group_sz=8, bs=64), quantiles=quantiles)\n", + " if provider == 'grouped-autotuned': ms, min_ms, max_ms = triton.testing.do_bench(lambda: grouped_autotuned_matmul(a, b), quantiles=quantiles)\n", + " if provider == 'torch': ms, min_ms, max_ms = triton.testing.do_bench(lambda: torch.matmul(a,b), quantiles=quantiles)\n", + " gbps = lambda ms: 12 * sz / ms * 1e-6\n", + " return gbps(ms), gbps(max_ms), gbps(min_ms)\n", + "\n", + "benchmark.run(print_data=True, show_plots=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4954f5d2-7145-4109-aa9c-10208b3914e7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "152c469b-fd36-48bf-94a1-828e2b361736", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ec8b38c-2dae-4c9c-8ae3-93ad3eb3dc71", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3e6cfa80-a46f-411a-8bf3-93475ac6147c", + "metadata": {}, + "source": [ + "___" + ] + }, + { + "cell_type": "markdown", + "id": "e70eda94-213f-484d-b1a3-21a566b95a27", + "metadata": {}, + "source": [ + "

That's it! Congrats on making it through the tutorial - good work! 🥳

\n", + "\n", + "I highly encourage you to write a few triton kernels yourself. You can e.g. try these triton puzzles: https://github.com/srush/Triton-Puzzles by [Sasha Rush](https://twitter.com/srush_nlp), Tejas Ramesh and [Keren Zhou](https://twitter.com/ZhouKeren).\n", + "\n", + "Here is other intermediate and advanced material:\n", + "- The official documentation: https://triton-lang.org/\n", + "- The LightLLM repo has a ton of real-world triton kernels: https://github.com/ModelTC/lightllm/tree/main/lightllm/common/basemodel/triton_kernel\n", + "- So does the Unsloth repo: https://github.com/unslothai/unsloth/tree/main/unsloth/kernels" + ] + }, + { + "cell_type": "markdown", + "id": "07323512-dab4-461e-b765-78ba2f50ca40", + "metadata": {}, + "source": [ + "If you're generally interested in GPU programming and performance, the [cuda mode Discord](https://discord.gg/cudamode) may be interesting to you. This tutorial was written as part of their amazing [lecture series](https://www.youtube.com/@CUDAMODE)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bb03105-bfef-4372-8cda-cf7577677804", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "9911b3f5-1f63-4442-a99c-d5513d9a43f9", + "metadata": {}, + "source": [ + "___" + ] + }, + { + "cell_type": "markdown", + "id": "f8b7f1a8-1525-4ad5-80be-0523d7cdde47", + "metadata": {}, + "source": [ + "**About the author:**" + ] + }, + { + "cell_type": "markdown", + "id": "b4fb0eb5-7276-4ff9-adec-1e7b9f80357e", + "metadata": {}, + "source": [ + "Hey 👋🏽 I'm Umer from Germany. Thanks for reading this tutorial. I hope you got learned a lot from it. If you have any questions, feel free to shoot me a message on Twitter ([@UmerHAdil](https://x.com/UmerHAdil)).\n", + "\n", + "As I currently do Open-Source AI work as an independent ML engineer, I have set up a ko-fi page for tips & donations: https://ko-fi.com/umerha.\n", + "Apart from this guide, I've contributed to HuggingFace diffusers (e.g. [shoutouts by HF](https://x.com/RisingSayak/status/1773739194474463629)), LangChain [shoutouts by the team](https://twitter.com/search?lang=de&q=(from%3ALangChainAI)%20(%40UmerHAdil)%20lang%3Aen&src=typed_query)), and gpt-engineer (e.g. [this](https://x.com/UmerHAdil/status/1715447656527339668))." + ] + }, + { + "cell_type": "markdown", + "id": "9fad15fe-c8d5-4cbe-ac7b-022af9ebdbb0", + "metadata": {}, + "source": [ + "If you're a company in need of Triton and/or CUDA consulting, also shoot me a message on Twitter ([@UmerHAdil](https://x.com/UmerHAdil))." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "27847869-dd06-4a74-9b0e-7670c32d5f33", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/lecture_014/Qs.md b/lecture_014/Qs.md new file mode 100644 index 0000000..13759b0 --- /dev/null +++ b/lecture_014/Qs.md @@ -0,0 +1,3 @@ +I sometimes receive questions for this lecture, so I'll answer them publicly and list them here, so everyone can learn from them: + +- [Memory Safety in Triton](https://gist.github.com/UmerHA/eb1c623fd71a49b0965079926750faaf) diff --git a/lecture_014/images/1_cuda_v_triton.png b/lecture_014/images/1_cuda_v_triton.png new file mode 100644 index 0000000..43626ec Binary files /dev/null and b/lecture_014/images/1_cuda_v_triton.png differ diff --git a/lecture_014/images/2_cuda_variables.png b/lecture_014/images/2_cuda_variables.png new file mode 100644 index 0000000..70b33d7 Binary files /dev/null and b/lecture_014/images/2_cuda_variables.png differ diff --git a/lecture_014/images/3_triton_variables.png b/lecture_014/images/3_triton_variables.png new file mode 100644 index 0000000..51bd4ce Binary files /dev/null and b/lecture_014/images/3_triton_variables.png differ diff --git a/lecture_014/images/4_offset_2d.png b/lecture_014/images/4_offset_2d.png new file mode 100644 index 0000000..46e0ff6 Binary files /dev/null and b/lecture_014/images/4_offset_2d.png differ diff --git a/lecture_014/images/5_matmul_split.png b/lecture_014/images/5_matmul_split.png new file mode 100644 index 0000000..817f6f0 Binary files /dev/null and b/lecture_014/images/5_matmul_split.png differ diff --git a/lecture_014/images/6_matmul_order.png b/lecture_014/images/6_matmul_order.png new file mode 100644 index 0000000..ddb6dc5 Binary files /dev/null and b/lecture_014/images/6_matmul_order.png differ diff --git a/lecture_014/images/7_swizzling_exmple.png b/lecture_014/images/7_swizzling_exmple.png new file mode 100644 index 0000000..2725e31 Binary files /dev/null and b/lecture_014/images/7_swizzling_exmple.png differ diff --git a/lecture_014/triton_util.py b/lecture_014/triton_util.py new file mode 100644 index 0000000..4b180c8 --- /dev/null +++ b/lecture_014/triton_util.py @@ -0,0 +1,56 @@ +import os +import triton +import triton.language as tl + +def test_pid_conds(conds, pid_0=[0], pid_1=[0], pid_2=[0]): + '''Test if condition on pids are fulfilled + E.g.: + '=0' checks that pid_0 == 0 + ',>1' checks that pid_1 > 1 + '>1,=0' checks that pid_0 > 1 and pid_1 == 0 + ''' + pids = pid_0[0], pid_1[0], pid_2[0] + conds = conds.replace(' ','').split(',') + for i, (cond, pid) in enumerate(zip(conds, pids)): + if cond=='': continue + op, threshold = cond[0], int(cond[1:]) + if op not in ['<','>','>=','<=','=', '!=']: raise ValueError(f"Rules may only use these ops: '<','>','>=','<=','=', '!='. Invalid rule: '{cond}'.") + op = '==' if op == '=' else op + if not eval(f'{pid} {op} {threshold}'): return False + return True + +assert test_pid_conds('') +assert test_pid_conds('>0', [1], [1]) +assert not test_pid_conds('>0', [0], [1]) +assert test_pid_conds('=0,=1', [0], [1], [0]) + +def breakpoint_if(conds, pid_0=[0], pid_1=[0], pid_2=[0]): + '''Stop kernel, if any condition of pids is fulfilled''' + from IPython.core.debugger import set_trace + + if test_pid_conds(conds, pid_0, pid_1, pid_2): set_trace() + +def print_if(txt, conds, pid_0=[0], pid_1=[0], pid_2=[0]): + '''Print txt, if any condition of pids is fulfilled''' + if test_pid_conds(conds, pid_0, pid_1, pid_2): print(txt) + +def check_tensors_gpu_ready(*tensors): + for t in tensors: + assert t.is_contiguous(), "A tensor is not contiguous" + if not os.environ.get('TRITON_INTERPRET') == '1': assert t.is_cuda, "A tensor is not on cuda" + +def cdiv(a,b): return (a + b - 1) // b +assert cdiv(10,2)==5 +assert cdiv(10,3)==4 + +@triton.jit +def get_1d_offest(size, n_prev_chunks): return n_prev_chunks * size + tl.arange(0, size) + +@triton.jit +def get_2d_offset(offs_0, offs_1, stride_0, stride_1=1): return tl.expand_dims(offs_0, 1)*stride_0 + tl.expand_dims(offs_1, 0)*stride_1 + +@triton.jit +def get_1d_mask(offs, max): return offs < max + +@triton.jit +def get_2d_mask(offs_0, offs_1, max_0, max_1): return (tl.expand_dims(offs_0, 1) < max_0) & (tl.expand_dims(offs_1, 0) < max_1) diff --git a/lecture_017/README.md b/lecture_017/README.md new file mode 100644 index 0000000..bcd1f07 --- /dev/null +++ b/lecture_017/README.md @@ -0,0 +1,11 @@ +# GPU Collective Communication (NCCL) + +Speaker: [Dan Johnson](https://physbam.stanford.edu/~dansj/) + +Date: 5/4/2012 + +The Nvidia Collective Communications Library (NCCL) implements fast communication between GPUs making it a critical part of distributed training. I'll be talking about what NCCL is, why we need it for distributed training, and how it works under the hood. + +You can find the code from this lecture here: + - ddp_simple.py + - ddp_example.py diff --git a/lecture_017/ddp_example.py b/lecture_017/ddp_example.py new file mode 100644 index 0000000..c8aa072 --- /dev/null +++ b/lecture_017/ddp_example.py @@ -0,0 +1,57 @@ +# modified from https://pytorch.org/tutorials/intermediate/ddp_tutorial.html + +import torch +import torch.distributed as dist +import torch.nn as nn + +from torch.nn.parallel import DistributedDataParallel as DDP +from torch.profiler import profile +import torch.optim as optim + +SIZE = 4000 + + +class ToyModel(nn.Module): + def __init__(self): + super(ToyModel, self).__init__() + self.net1 = nn.Linear(SIZE, SIZE) + self.relu = nn.ReLU() + self.net2 = nn.Linear(SIZE, SIZE) + self.net3 = nn.Linear(SIZE, SIZE) + + def forward(self, x): + return self.net3(self.relu(self.net2(self.relu(self.net1(x))))) + + +def demo_basic(): + dist.init_process_group("nccl") + rank = dist.get_rank() + print(f"Start running basic DDP example on rank {rank}.") + + model = ToyModel().to(rank) + ddp_model = DDP(model, bucket_cap_mb=25, device_ids=[rank]) + + loss_fn = nn.MSELoss() + optimizer = optim.SGD(ddp_model.parameters(), lr=0.001) + + with profile( + record_shapes=True, + activities=[ + torch.profiler.ProfilerActivity.CPU, + torch.profiler.ProfilerActivity.CUDA, + ], + ) as prof: + for i in range(10): + optimizer.zero_grad() + outputs = ddp_model(torch.randn(1000, SIZE, device=rank)) + labels = torch.randn(1000, SIZE, device=rank) + loss_fn(outputs, labels).backward() + optimizer.step() + if rank == 0: + prof.export_chrome_trace("trace_ddp_example.json") + + +if __name__ == "__main__": + demo_basic() + +# torchrun --nnodes=1 --nproc_per_node=2 --rdzv_id=100 --rdzv_backend=c10d --rdzv_endpoint=localhost:29400 ddp_example.py diff --git a/lecture_017/ddp_simple.py b/lecture_017/ddp_simple.py new file mode 100644 index 0000000..a4bdeb8 --- /dev/null +++ b/lecture_017/ddp_simple.py @@ -0,0 +1,45 @@ +# modified from https://pytorch.org/tutorials/intermediate/ddp_tutorial.html + +import torch +import torch.distributed as dist +import torch.nn as nn +from torch.profiler import profile + +from torch.nn.parallel import DistributedDataParallel as DDP + + +class ToyModel(nn.Module): + def __init__(self): + super(ToyModel, self).__init__() + self.w = nn.Parameter(torch.tensor(5.0)) + + def forward(self, x): + return self.w * 7.0 * x + + +def demo_basic(): + dist.init_process_group("nccl") + rank = dist.get_rank() + print(f"Start running basic DDP example on rank {rank}.") + + model = ToyModel().to(rank) + ddp_model = DDP(model, device_ids=[rank]) + + with profile() as prof: + x = torch.tensor(dist.get_rank(), dtype=torch.float) + y = ddp_model(x) + print(f"rank {rank}: y=w*7*x: {y.item()}={ddp_model.module.w.item()}*7*{x.item()}") + print(f"rank {rank}: dy/dw=7*x: {7.0*x.item()}") + y.backward() + print(f"rank {rank}: reduced dy/dw: {ddp_model.module.w.grad.item()}") + if rank == 0: + print("exporting trace") + prof.export_chrome_trace("trace_ddp_simple.json") + dist.destroy_process_group() + + +if __name__ == "__main__": + print("Running") + demo_basic() + +# torchrun --nnodes=1 --nproc_per_node=2 --rdzv_id=100 --rdzv_backend=c10d --rdzv_endpoint=localhost:29400 ddp_simple.py diff --git a/lecture_017/slides.pdf b/lecture_017/slides.pdf new file mode 100644 index 0000000..4c49303 Binary files /dev/null and b/lecture_017/slides.pdf differ diff --git a/lecture_018/FusedKernels.ipynb b/lecture_018/FusedKernels.ipynb new file mode 100644 index 0000000..bdbe263 --- /dev/null +++ b/lecture_018/FusedKernels.ipynb @@ -0,0 +1,1712 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "62bca490-d730-4aad-9cd9-1a7551ea2eae", + "metadata": {}, + "source": [ + "# Fused Kernels" + ] + }, + { + "cell_type": "markdown", + "id": "8643efce-dc8f-43a2-b28c-27a7c41f66f3", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "## Abstract\n", + "\n", + "With focus on performance to get the most out of hardware, fusing of kernels has been a popular technique. At times, researchers/practitioners will re-write their code in native cuda or cpu kernels to get optimal performance, but projects such as torch.compile aim to make this simpler. Talk will focus on generating fused kernels and how to leverage torch.compile to be able to do that. We will shift a bit from all LLM talk and look into recommendation algorithms. In the process, we will work on creating fused kernels (triton and cuda) with the help of `torch.compile`. \n", + "\n", + "\n", + "## About Me\n", + "\n", + "Software Engineer @ Meta building Rec Sys components for modelling lifecycle such as preprocessing, training, eval, inference, etc using Pytorch. \n", + "\n", + "If you want to get in touch with me:\n", + "\n", + "- Discord (@sk4301)\n", + "- Linkedin (https://www.linkedin.com/in/sharma-k/)\n", + "- Twitter (@kapil_sh_)\n", + "- Github (https://github.com/kapilsh)\n", + "\n", + "## How is the talk structured\n", + "\n", + "- Dive into DLRM (open source deep rec sys model)\n", + "- Build it from scrarch\n", + "- Go through some some profiler traces\n", + "- torch.compile\n", + "- Writing fused kernels\n", + "- Case Study: LoRA" + ] + }, + { + "cell_type": "markdown", + "id": "43570ae8-5020-480c-84cb-4004722a51f4", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "be61622a-2bcb-4f93-910b-639e10d0b69f", + "metadata": {}, + "source": [ + "## Code and other artifacts\n", + "\n", + "- Lecture code: https://github.com/kapilsh/cuda-mode-lecture\n", + "- How to open chrome trace: chrome://tracing\n", + "- DLRM Blog Post: https://ai.meta.com/blog/dlrm-an-advanced-open-source-deep-learning-recommendation-model/\n", + "- DLRM Paper: https://arxiv.org/pdf/1906.00091\n", + "- DLRM github repo: https://github.com/facebookresearch/dlrm\n", + "- Criteo Dataset: https://ailab.criteo.com/download-criteo-1tb-click-logs-dataset/\n", + "- [Pytorch Profiler with Tensorboard](https://pytorch.org/tutorials/intermediate/tensorboard_profiler_tutorial.html?source=post_page-----2cb7e0fef30e--------------------------------)\n", + "- [TORCH_LOGS with torch.compile](https://pytorch.org/tutorials/recipes/torch_logs.html#beta-using-torch-logs-python-api-with-torch-compile)\n", + "- LoRA Paper: https://arxiv.org/abs/2106.09685\n", + "- LoRA from scratch: https://lightning.ai/lightning-ai/studios/code-lora-from-scratch\n", + "- Netron: https://netron.app/\n", + "- GPUs go brrr https://horace.io/brrr_intro.html\n" + ] + }, + { + "cell_type": "markdown", + "id": "d80a7390-000f-46b8-99fb-a7896ffda565", + "metadata": {}, + "source": [ + "## DLRM (Deep Learning Recommendation Model)\n", + "\n", + "### MODEL ARCHITECTURE \n", + "\n", + "- Takes a bunch of dense and sparse features\n", + "- Dense features feed to a dense MLP layer\n", + "- Sparse features feed into embedding layers\n", + "- Interaction layers between dense NN layers and spares embeddings combine dense and sparse outputs\n", + "- Interaction \"features\" output prediction click/no-click as output from an MLP \n", + "\n", + "![DLRM Model](./data/dlrm_model.png)\n", + "\n", + "### System Constrants\n", + "\n", + "![System Constraints](./data/66324023_2056206621174067_2937830378620059648_n.gif)\n", + "\n", + "- D Dense Features MLP output\n", + "- S Sparse Features\n", + "- E Embedding Dimension on average\n", + "\n", + "Interaction: O((D * S * E) ^ 2)\n", + "\n", + "### Criteo Dataset\n", + "\n", + "- Training dataset with 24 days of ad display and click data (positive: clicked and negatives: non-clicked)\n", + "- 13 features taking integer values (mostly count features)\n", + "- 26 anonymized categorical features\n", + "- Corresponding Kaggle competition: https://www.kaggle.com/c/criteo-display-ad-challenge" + ] + }, + { + "cell_type": "markdown", + "id": "d76eb45b-1ee6-4257-98a6-5185f57987a6", + "metadata": {}, + "source": [ + "# Exploring DLRM" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a8b063e1-6f04-4665-ac70-8508641d37b6", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import time\n", + "from dataclasses import dataclass\n", + "from typing import Mapping, List, Dict, Union\n", + "\n", + "import click\n", + "import torch\n", + "import torch._dynamo\n", + "from loguru import logger\n", + "from torch import nn, Tensor\n", + "from torch.utils.data import DataLoader\n", + "\n", + "from criteo_dataset import CriteoParquetDataset\n", + "from model import DenseArch, read_metadata, SparseArch, DenseSparseInteractionLayer, PredictionLayer, Parameters, DLRM" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1069bd19-a050-4c9b-8d1f-051e3bd7e319", + "metadata": {}, + "outputs": [], + "source": [ + "file_path = \"./data/sample_criteo_data.parquet\"\n", + "metadata_path = \"./data/sample_criteo_metadata.json\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "42b72f15-8b72-4345-8d2f-a71ad4b8f01e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-12 06:47:32.120 | INFO | __main__::1 - Reading the parquet file ./data/sample_criteo_data.parquet...\n", + "2024-05-12 06:47:32.121 | INFO | __main__::2 - Reading the metadata file ./data/sample_criteo_metadata.json...\n", + "2024-05-12 06:47:33.233 | INFO | __main__::7 - Labels size: torch.Size([2])\n", + "2024-05-12 06:47:33.234 | INFO | __main__::8 - Dense size: torch.Size([2, 13])\n", + "2024-05-12 06:47:33.234 | INFO | __main__::9 - Sparse size: torch.Size([2, 26])\n" + ] + } + ], + "source": [ + "logger.info(\"Reading the parquet file {}...\".format(file_path))\n", + "logger.info(\"Reading the metadata file {}...\".format(metadata_path))\n", + "\n", + "dataset = CriteoParquetDataset(file_path)\n", + "data_loader = DataLoader(dataset, batch_size=2, shuffle=False)\n", + "labels, dense, sparse = next(iter(data_loader))\n", + "logger.info(\"Labels size: {}\".format(labels.size()))\n", + "logger.info(\"Dense size: {}\".format(dense.size()))\n", + "logger.info(\"Sparse size: {}\".format(sparse.size()))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "884bc4d3-a489-45a1-b269-141db29a3b7c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[5.0000e+00, 1.1000e+02, 0.0000e+00, 1.6000e+01, 0.0000e+00, 1.0000e+00,\n", + " 0.0000e+00, 1.4000e+01, 7.0000e+00, 1.0000e+00, 0.0000e+00, 3.0600e+02,\n", + " 0.0000e+00],\n", + " [3.2000e+01, 3.0000e+00, 5.0000e+00, 0.0000e+00, 1.0000e+00, 0.0000e+00,\n", + " 0.0000e+00, 6.1000e+01, 5.0000e+00, 0.0000e+00, 1.0000e+00, 3.1570e+03,\n", + " 5.0000e+00]])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dense" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c896c0f1-3773-4af5-bcc4-1aa1b17fb409", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[1651969401, 3793706328, 2951365679, 2489089999, 951068488, 1875733963,\n", + " 897624609, 679512323, 1189011366, 771915201, 209470001, 2509774111,\n", + " 12976055, 3192841527, 2316006604, 1289502458, 3523761834, 3088518074,\n", + " 2501034507, 3280875304, 351689309, 632402057, 3619814411, 2091868316,\n", + " 809724924, 3977271069],\n", + " [3857972621, 2695561126, 1873417685, 3666490401, 1020698403, 1875733963,\n", + " 2870406529, 1128426537, 502653268, 2112471209, 1716706404, 2582335015,\n", + " 12976055, 3192841527, 4089183897, 1289502458, 3523761834, 2716538129,\n", + " 2501034507, 4273985635, 2737978529, 3370249814, 391309800, 1966410890,\n", + " 2568167914, 3075991895]])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sparse" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1e0476a3-0af3-4de7-985e-76a2f13d8da6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-12 06:47:33.257 | INFO | __main__::7 - Dense out size: torch.Size([2, 16])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[ -19.3222, 16.1915, -14.7218, -48.3280, -7.9050, 49.6840,\n", + " -32.6965, 20.7256, -46.5937, -18.3307, -17.1108, 25.4100,\n", + " -16.2373, -18.1572, -2.6305, 19.7319],\n", + " [-205.2248, 222.4405, -45.1590, -361.0247, -57.2848, 468.3490,\n", + " -252.3489, 6.0886, -417.9690, -245.4523, -240.5372, 289.3233,\n", + " -145.1369, -100.0480, -92.8139, 117.6506]],\n", + " grad_fn=)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dense_mlp_out_size = 16\n", + "num_dense_features = dense.size()[1]\n", + "dense_arch = DenseArch(dense_feature_count=num_dense_features,\n", + " dense_hidden_layers_sizes=[32],\n", + " output_size=dense_mlp_out_size)\n", + "dense_out = dense_arch(dense)\n", + "logger.info(\"Dense out size: {}\".format(dense_out.size()))\n", + "dense_out" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "eca531ef-68ee-4773-821a-69518e3fed07", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-12 06:47:35.113 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.113 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.114 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.114 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.114 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.114 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.115 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.115 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.115 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.116 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.116 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.116 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.116 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.117 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.117 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.117 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.118 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.118 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.118 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.119 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.120 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.120 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.120 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.121 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.121 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n", + "2024-05-12 06:47:35.121 | INFO | __main__::11 - Sparse out size: torch.Size([2, 16])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[-0.6661, 0.9471, 0.2120, -0.9125, 0.6718, -0.6560, -1.9422, 0.4658,\n", + " -0.2885, -0.0596, 1.5758, -0.3784, 0.2411, -1.4830, -0.0242, 1.3030],\n", + " [ 0.4879, 1.3181, -1.8291, 1.3051, -0.3013, 0.0863, -0.5329, 0.4685,\n", + " -0.7085, 2.1623, -1.8609, -0.9163, 0.2337, -0.6242, -1.0802, -0.6486]],\n", + " grad_fn=)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metadata = read_metadata(metadata_path)\n", + "embedding_size = 16\n", + "embedding_sizes = {fn: embedding_size for fn in metadata.keys()}\n", + "sparse_mlp_out_size = 16\n", + "sparse_arch = SparseArch(metadata=metadata,\n", + " embedding_sizes=embedding_sizes)\n", + "# compiled model hangs on running with inputs\n", + "# sparse_arch_optim = torch.compile(sparse_arch)\n", + "sparse_out = sparse_arch(sparse)\n", + "for v in sparse_out:\n", + " logger.info(\"Sparse out size: {}\".format(v.size()))\n", + "sparse_out[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "303ed5c6-d3f4-47b6-8ec4-02b1fd889444", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-12 06:47:35.127 | INFO | __main__::3 - Dense sparse interaction out size: torch.Size([2, 186624])\n" + ] + }, + { + "data": { + "text/plain": [ + "tensor([[ 3.7335e+02, -3.1286e+02, 2.8446e+02, ..., -2.1380e-01,\n", + " 4.0430e-02, 3.9008e-01],\n", + " [ 4.2117e+04, -4.5650e+04, 9.2678e+03, ..., 1.3297e-01,\n", + " 2.5754e-01, 3.5446e-02]], grad_fn=)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dense_sparse_interaction_layer = DenseSparseInteractionLayer()\n", + "ds_out = dense_sparse_interaction_layer(dense_out, sparse_out)\n", + "logger.info(\"Dense sparse interaction out size: {}\".format(ds_out.size()))\n", + "ds_out" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "965bb04a-8025-4398-8924-7e2d7b1e857e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-12 06:47:35.152 | INFO | __main__::5 - Prediction out size: torch.Size([2, 1])\n", + "2024-05-12 06:47:35.153 | INFO | __main__::6 - Prediction out value: tensor([[0.4819],\n", + " [0.0000]], grad_fn=)\n" + ] + } + ], + "source": [ + "prediction_layer = PredictionLayer(dense_out_size=dense_mlp_out_size,\n", + " sparse_out_sizes=[sparse_mlp_out_size] * len(metadata),\n", + " hidden_sizes=[16])\n", + "pred_out = prediction_layer(ds_out)\n", + "logger.info(\"Prediction out size: {}\".format(pred_out.size()))\n", + "logger.info(\"Prediction out value: {}\".format(pred_out))" + ] + }, + { + "cell_type": "markdown", + "id": "66fe15e0-15a1-4cc2-8406-a46ebb489c42", + "metadata": {}, + "source": [ + "# Model Graph" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "e291be4b-6e30-4ba1-aedb-5b54cba4feeb", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "## Model Graph\n", + "\n", + "![Model Graph](./data/model_graph.png)" + ] + }, + { + "cell_type": "markdown", + "id": "03e1ac03-4806-4a78-ae31-31dd469e932d", + "metadata": {}, + "source": [ + "# Profiling" + ] + }, + { + "cell_type": "markdown", + "id": "031a5bea-c03b-466b-a507-9f3b4497bc7a", + "metadata": {}, + "source": [ + "### Initial Setup: Simple 2 layered MLP used for each triangle\n", + "\n", + "### Baseline\n", + "\n", + "> python model_train.py --config ./model_hyperparameters_small.json\n", + "\n", + "### Initial Distribution - Naive Implementation of index_hash\n", + "\n", + "```\n", + "...\n", + "# mapping loaded as is from the metadata - so a python list\n", + "self.mapping = [metadata[f\"SPARSE_{i}\"][\"tokenizer_values\"] for i in range(self.num_sparse_features)]\n", + "...\n", + "# in forward\n", + "tokenizers = torch.tensor(tokenizer_values).reshape(1, -1)\n", + "if input_tensor.is_cuda:\n", + " tokenizers = tokenizers.cuda()\n", + "...\n", + "```\n", + "\n", + "\n", + "*Pytorch Profiler trace (initial)*\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "f9e58625-5f27-4183-975d-49badcd370d8", + "metadata": {}, + "source": [ + "### Using tensorboard for high level info\n", + "\n", + "> tensorboard --logdir tb_logs --bind_all\n", + "\n", + "\n", + "\n", + "*Initial distribution of ops - summary from tensorboard*\n", + "\n", + "---\n", + "\n", + "### Tensor.item() takes a lot of running time\n", + "\n", + "- What's going on - what is _local_scalar_dense and why is item() taking so long?\n", + " - https://discuss.pytorch.org/t/tensor-item-takes-a-lot-of-running-time/16683\n", + " - https://discuss.pytorch.org/t/calling-loss-item-is-very-slow/99774 \n", + "\n", + "> CUDA_LAUNCH_BLOCKING=1 python model_train.py\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "fc3cf0ac-4705-4010-8798-4ebc831ec413", + "metadata": {}, + "source": [ + "### After passing `CUDA_LAUNCH_BLOCKING=1`\n", + "\n", + "> CUDA_LAUNCH_BLOCKING=1 python model_train.py --config ./model_hyperparameters_small.json\n", + "\n", + "\n", + "\n", + "*New distribution of ops after `CUDA_LAUNCH_BLOCKING=1` - summary from tensorboard*\n", + "\n", + "---\n", + "\n", + "model_hyperparameters_initial.1714869603606159866.pt.trace.json\n", + "\n", + "![Initial Index Hash Profile](./perf_screenshots/index_hash_profile_1.png)\n", + "*Profile initial index hash implementation*\n" + ] + }, + { + "cell_type": "markdown", + "id": "52c5ae46-4c45-49a6-b962-2153a6c39e85", + "metadata": {}, + "source": [ + "\n", + "### Improvements\n", + "\n", + "```\n", + "# in ctor - Put metadata needed for model directly on the gpu\n", + "self.mapping = [torch.tensor(metadata[f\"SPARSE_{i}\"][\"tokenizer_values\"], device=device) for i in\n", + " range(self.num_sparse_features)]\n", + "\n", + "# in forward - dont use reshape if you can avoid\n", + "tokenizers = tokenizer_values.view(1, -1)\n", + "```\n", + "\n", + "Ref Trace: model_hyperparameters_initial.1714870277384855181.pt.trace.json\n", + "\n", + "\n", + "\n", + "\n", + "*Profile after improvements*\n", + "\n", + "\n", + "### What's next\n", + "\n", + "- Index hash seems pretty expensive\n", + "- Can we improve/simplify the hash function/tokenization\n", + "- Let's just calculate the modulus hash based on cardinality\n", + " - Maybe not representative of data if distribution is non uniform across categories (but that's fine for now) \n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "a65ea844-886a-450d-b513-a84a36e597b3", + "metadata": {}, + "source": [ + "### Using Modulus Hash\n", + "\n", + "```\n", + "def modulus_hash(tensor: torch.Tensor, cardinality: torch.Tensor):\n", + " return (tensor + 1) % cardinality\n", + "```\n", + "\n", + "\n", + "\n", + "\n", + "*Pytorch Profiler trace for optimized modulus hash*\n" + ] + }, + { + "cell_type": "markdown", + "id": "34436457-a6c9-4489-bc64-b487266c2ca4", + "metadata": {}, + "source": [ + "# torch.compile" + ] + }, + { + "cell_type": "markdown", + "id": "4cbdc60a-5d38-4fd8-8498-3f9a7f283220", + "metadata": {}, + "source": [ + "## torch.compile DLRM\n", + "\n", + "> TORCH_COMPILE_DEBUG_DIR=/home/ksharma/logs TORCH_LOGS=recompiles,+dynamo,inductor,guards,graph_breaks python model.py\n", + "\n", + "> CUDA_LAUNCH_BLOCKING=1 python model_train.py\n", + "\n", + "- GPU utilization goes up\n", + "- memory footprint goes down\n", + "\n", + "## Memory Footprint\n", + "\n", + "### Pre `torch.compile`\n", + "\n", + "\n", + "\n", + "\n", + "### Post `torch.compile`\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "51084a89-1bae-4fb5-ab33-47a5f40157ae", + "metadata": {}, + "source": [ + "### Chrome Trace after `torch.compile`\n", + "\n", + "\n", + "*Pytorch Profile Trace after `torch.compile`" + ] + }, + { + "cell_type": "markdown", + "id": "7048a179-9077-4e60-9199-977392ced657", + "metadata": {}, + "source": [ + "### Let's look deeper into what's going on\n", + "\n", + "\n", + "\n", + "*Custom triton kernel scheduled on the cuda stream*\n" + ] + }, + { + "cell_type": "markdown", + "id": "2c5571bf-9d9d-45cf-bed0-8cb9fd460629", + "metadata": {}, + "source": [ + "### Increase complexity\n", + "\n", + "Source: https://ai.meta.com/blog/dlrm-an-advanced-open-source-deep-learning-recommendation-model/\n", + "\n", + "```shell\n", + "python dlrm_s_pytorch.py --arch-sparse-feature-size=16 --arch-mlp-bot=\"13-512-256-64-16\" --arch-mlp-top=\"512-256-1\" --data-generation=dataset --data-set=kaggle --processed-data-file=./input/kaggle_processed.npz --loss-function=bce --round-targets=True --learning-rate=0.1 --mini-batch-size=128 --print-freq=1024 --print-time\n", + "```\n", + "\n", + "### Let's change the model architecture\n", + "\n", + "- --arch-mlp-bot=\"13-512-256-64-16\"\n", + "- --arch-mlp-top=\"512-256-1\"\n" + ] + }, + { + "cell_type": "markdown", + "id": "d2746386-b28c-49e8-a9f1-b013b52d397d", + "metadata": {}, + "source": [ + "### Eager view\n", + "\n", + "\n", + "\n", + "*Full Eager Model - Pytorch Profiler trace*\n", + "\n", + "- Sparse Arch is now not the biggest piece of the pie\n", + "- PredictionLayer is the highest\n", + " - Top MLP and sigmoid" + ] + }, + { + "cell_type": "markdown", + "id": "8db1dfe8-05a1-4c5f-a708-adba0ddd70fb", + "metadata": {}, + "source": [ + "### `torch.compile` view\n", + "\n", + "\n", + "\n", + "*Full `torch.compile` Model - Pytorch Profiler trace*" + ] + }, + { + "cell_type": "markdown", + "id": "19abe6a3-74fa-47b8-b439-1b4af946ffa0", + "metadata": {}, + "source": [ + "# torch.compile -> triton code generation \n", + "\n", + "How do we see what is going on with the triton kernels" + ] + }, + { + "cell_type": "markdown", + "id": "d0b529a0-b65a-48aa-8ec9-dd58064aabc9", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "## Generate triton code\n", + "\n", + "> `TORCH_LOGS=output_code CUDA_LAUNCH_BLOCKING=1 python model_train.py --config ./model_hyperparameters_main.json --use_torch_compile`\n", + "\n", + "## Inspect\n", + "\n", + "- Prints generated code for you\n", + "- Should see `... torch._inductor.graph.__output_code: [INFO] Output code written to: ...`\n", + "- Shows source nodes from where the code was generated\n", + "- Fused kernels:\n", + " - fused_relu\n", + " - fused_cat\n", + " - fused_embedding\n", + " - fused_sigmoid_squeeze\n", + "- Reinterpret_tensor: https://github.com/pytorch/pytorch/blob/ca98c2a932132e49559bf777c02798633d585e66/torch/csrc/inductor/inductor_ops.cpp#L54\n" + ] + }, + { + "cell_type": "markdown", + "id": "87661f85-04e4-4649-acb4-4a19061d8f05", + "metadata": {}, + "source": [ + "## Write our own\n", + "\n", + "### Kernel\n", + "\n", + "```python\n", + "@triton.jit\n", + "def pointwise_add_relu_fusion_512(in_out_ptr0, in_ptr0, XBLOCK : tl.constexpr):\n", + " # Number of elements in in_out_ptr0 (B X N)\n", + " xnumel = 65536\n", + " # This program will process inputs that are offset from the initial data.\n", + " # For instance, if you had a strided tensor of 65536 i.e. 128 X 512 and XBLOCK = 512\n", + " # the programs will each access the elements [0:512, 512:1024, ...].\n", + " # i.e. offsets is a list of pointers:\n", + " # Question: Can you see how torch.compile is allocating blocks here? \n", + " # below we will call this N = 512\n", + " xoffset = tl.program_id(0) * XBLOCK\n", + " # block threads\n", + " xindex = xoffset + tl.arange(0, XBLOCK)[:]\n", + " # masks to guard against overflow\n", + " xmask = xindex < xnumel\n", + " # xindex will have elements from 0:N, N:2N where N = dense @ weights\n", + " x2 = xindex\n", + " # bias i.e. 1D tensor with only N elements\n", + " # mod will give the us the right \n", + " x0 = xindex % 512\n", + " # load the N elements\n", + " tmp0 = tl.load(in_out_ptr0 + (x2), xmask)\n", + " # load the 1D tensor\n", + " tmp1 = tl.load(in_ptr0 + (x0), xmask, eviction_policy='evict_last')\n", + " # result = bias + dense @ weights\n", + " tmp2 = tmp0 + tmp1\n", + " # relu: can also use tl.maximum\n", + " tmp3 = triton_helpers.maximum(0, tmp2) \n", + " # output moved over\n", + " tl.store(in_out_ptr0 + (x2), tmp3, None)\n", + "```\n", + "\n", + "### Test" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d0f9d6ad-c572-44da-944a-8e11a875d477", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[1., 1., 1.],\n", + " [1., 1., 1.],\n", + " [1., 1., 1.]], device='cuda:0')\n", + "tensor([1., 1., 1.], device='cuda:0')\n", + "tensor([[2., 2., 2.],\n", + " [2., 2., 2.],\n", + " [2., 2., 2.]], device='cuda:0')\n", + "tensor([[2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " ...,\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.]], device='cuda:0')\n" + ] + } + ], + "source": [ + "import triton\n", + "import torch\n", + "import triton.language as tl\n", + "from torch._inductor import triton_helpers\n", + "from torch._inductor.triton_heuristics import grid\n", + "\n", + "@triton.jit\n", + "def pointwise_add_relu_fusion_512(in_out_ptr0, in_ptr0, XBLOCK : tl.constexpr):\n", + " xnumel = 65536\n", + " xoffset = tl.program_id(0) * XBLOCK\n", + " xindex = xoffset + tl.arange(0, XBLOCK)[:]\n", + " xmask = xindex < xnumel\n", + " # dense @ weights\n", + " x2 = xindex\n", + " # bias\n", + " x0 = xindex % 512\n", + " tmp0 = tl.load(in_out_ptr0 + (x2), xmask)\n", + " tmp1 = tl.load(in_ptr0 + (x0), xmask, eviction_policy='evict_last')\n", + " # bias + dense @ weights\n", + " tmp2 = tmp0 + tmp1\n", + " tmp3 = triton_helpers.maximum(0, tmp2)\n", + " tl.store(in_out_ptr0 + (x2), tmp3, None)\n", + "\n", + "\n", + "torch.cuda.set_device(0) # no-op to ensure context\n", + "X = torch.ones(size=(128, 512), device='cuda')\n", + "print(X[:3, :3])\n", + "Y = torch.ones(size=(512,), device='cuda')\n", + "print(Y[:3])\n", + "eager_result = torch.maximum(X + Y, torch.tensor(0., device='cuda'))\n", + "print(eager_result[:3, :3])\n", + "pointwise_add_relu_fusion_512[grid(65536)](X, Y, 512)\n", + "print(X)\n", + "torch.testing.assert_close(X, eager_result, rtol=1e-4, atol=1e-4)" + ] + }, + { + "cell_type": "markdown", + "id": "32a42047-da22-4496-ad93-0b890d5851d0", + "metadata": {}, + "source": [ + "## Cuda Kernel\n", + "\n", + "### Ask ChatGPT to generate the kernel for us\n", + "\n", + "![Chat GPT Input](./data/chatgpt_input.png)\n", + "\n", + "### ChatGPT output (without any changes)\n", + "\n", + "```cpp\n", + "#include \n", + "\n", + "__global__ void pointwise_add_relu_fusion_512(float* in_out_ptr0, const float* in_ptr0, const int XBLOCK) {\n", + " const int xnumel = 65536;\n", + " const int N = 512; // Value of N from the Triton kernel\n", + " const int tid = threadIdx.x;\n", + " const int xoffset = blockIdx.x * XBLOCK;\n", + " const int xindex = xoffset + tid;\n", + " const bool xmask = xindex < xnumel;\n", + " \n", + " if (xmask) {\n", + " int x2 = xindex;\n", + " int x0 = xindex % N;\n", + " \n", + " float tmp0 = in_out_ptr0[x2];\n", + " float tmp1 = in_ptr0[x0];\n", + " float tmp2 = tmp0 + tmp1;\n", + " float tmp3 = max(0.0f, tmp2); // ReLU operation\n", + " \n", + " in_out_ptr0[x2] = tmp3;\n", + " }\n", + "}\n", + "```\n", + "\n", + "### Let's run the generated CUDA kernel\n", + "\n", + "> NOTE: To run torch native, you can download it as below or add conda environment to $CMAKE_PREFIX_PATH\n", + "\n", + "```\n", + "wget https://download.pytorch.org/libtorch/cu121/libtorch-cxx11-abi-shared-with-deps-2.2.1%2Bcu121.zip # Download torch native lib\n", + "```\n", + "\n", + "### Build the cmake project" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1f371d14-f084-4826-b750-f35ce40afe9b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-- CMake version: 3.22.1\n", + "-- Caffe2: CUDA detected: 12.1\n", + "-- Caffe2: CUDA nvcc is: /home/ksharma/anaconda3/envs/cuda-learn/bin/nvcc\n", + "-- Caffe2: CUDA toolkit directory: /home/ksharma/anaconda3/envs/cuda-learn\n", + "-- Caffe2: Header version is: 12.1\n", + "-- /home/ksharma/anaconda3/envs/cuda-learn/lib/libnvrtc.so shorthash is c993a6f1\n", + "-- USE_CUDNN is set to 0. Compiling without cuDNN support\n", + "-- USE_CUSPARSELT is set to 0. Compiling without cuSPARSELt support\n", + "-- Autodetected CUDA architecture(s): 7.5\n", + "-- Added CUDA NVCC flags for: -gencode;arch=compute_75,code=sm_75\n", + "-- Configuring done\n", + "-- Generating done\n", + "-- Build files have been written to: /home/ksharma/dev/git/cuda-mode-lecture/kernels/cmake-build-debug\n", + "ninja: no work to do.\n" + ] + } + ], + "source": [ + "! mkdir -p kernels/cmake-build-debug && cd kernels/cmake-build-debug && cmake .. -G Ninja && ninja" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8ef7bde3-d0b8-435b-898b-d5baa009105d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tensor x:\n", + "-0.9247 -0.4253 -2.6438 0.1452 -0.1209 -0.5797 -0.6229 -0.3284 -1.0745 -0.3631\n", + "-1.6711 2.2655 0.3117 -0.1842 1.2866 1.1820 -0.1271 1.2169 1.4353 1.0605\n", + "-0.4941 -1.4244 -0.7244 -1.2973 0.0697 -0.0074 1.8969 0.6878 -0.0779 -0.8373\n", + " 1.3506 -0.2879 -0.5965 -0.3283 -0.9086 -0.8059 -0.7407 -0.0504 0.5435 1.5150\n", + " 0.0141 0.4532 1.6349 0.7124 -0.1806 1.0252 -1.4622 -0.7554 -0.1836 0.3824\n", + " 0.3918 -0.0830 0.8971 -1.1123 0.1116 0.4863 -0.5499 -0.3231 -0.5469 0.9049\n", + " 0.2837 0.1210 0.4730 -1.0823 -0.0334 -0.9734 0.9559 -1.1795 -1.0064 0.1160\n", + " 0.6852 -0.4124 -0.6738 -0.5404 0.6898 -1.5517 0.3805 -0.0436 0.3597 -0.5043\n", + "[ CUDAFloatType{8,10} ]\n", + "Tensor y:\n", + " 0.1808\n", + "-0.5523\n", + " 0.9238\n", + "-0.7350\n", + " 1.3800\n", + " 0.8676\n", + " 0.1297\n", + "-0.9406\n", + " 0.8109\n", + " 0.8821\n", + "[ CUDAFloatType{10} ]\n", + "Expected:\n", + " 0.0000 0.0000 0.0000 0.0000 1.2591 0.2879 0.0000 0.0000 0.0000 0.5189\n", + " 0.0000 1.7132 1.2355 0.0000 2.6666 2.0496 0.0026 0.2763 2.2462 1.9425\n", + " 0.0000 0.0000 0.1994 0.0000 1.4497 0.8602 2.0266 0.0000 0.7330 0.0448\n", + " 1.5315 0.0000 0.3273 0.0000 0.4714 0.0617 0.0000 0.0000 1.3544 2.3971\n", + " 0.1949 0.0000 2.5587 0.0000 1.1994 1.8929 0.0000 0.0000 0.6273 1.2644\n", + " 0.5726 0.0000 1.8209 0.0000 1.4916 1.3539 0.0000 0.0000 0.2640 1.7869\n", + " 0.4645 0.0000 1.3968 0.0000 1.3465 0.0000 1.0856 0.0000 0.0000 0.9980\n", + " 0.8660 0.0000 0.2500 0.0000 2.0698 0.0000 0.5102 0.0000 1.1706 0.3778\n", + "[ CUDAFloatType{8,10} ]\n", + "Result:\n", + " 0.0000 0.0000 0.0000 0.0000 1.2591 0.2879 0.0000 0.0000 0.0000 0.5189\n", + " 0.0000 1.7132 1.2355 0.0000 2.6666 2.0496 0.0026 0.2763 2.2462 1.9425\n", + " 0.0000 0.0000 0.1994 0.0000 1.4497 0.8602 2.0266 0.0000 0.7330 0.0448\n", + " 1.5315 0.0000 0.3273 0.0000 0.4714 0.0617 0.0000 0.0000 1.3544 2.3971\n", + " 0.1949 0.0000 2.5587 0.0000 1.1994 1.8929 0.0000 0.0000 0.6273 1.2644\n", + " 0.5726 0.0000 1.8209 0.0000 1.4916 1.3539 0.0000 0.0000 0.2640 1.7869\n", + " 0.4645 0.0000 1.3968 0.0000 1.3465 0.0000 1.0856 0.0000 0.0000 0.9980\n", + " 0.8660 0.0000 0.2500 0.0000 2.0698 0.0000 0.5102 0.0000 1.1706 0.3778\n", + "[ CUDAFloatType{8,10} ]\n", + "All Match: true\n" + ] + } + ], + "source": [ + "!./kernels/cmake-build-debug/dlrm_kernels_test" + ] + }, + { + "cell_type": "markdown", + "id": "0b9afaf0-576a-4a57-b9ac-91ea779d75f4", + "metadata": {}, + "source": [ + "### (OR) Run it locally with pytorch utils" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "81ca18d8-86c9-48aa-801f-b48a14bb9613", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "__global__ void add_relu_fusion_kernel(float* in_out_ptr0, const float* in_ptr0, const int xnumel ,const int XBLOCK) {\n", + " const int tid = threadIdx.x;\n", + " const int xoffset = blockIdx.x * XBLOCK;\n", + " const int xindex = xoffset + tid;\n", + " const bool xmask = xindex < xnumel;\n", + "\n", + " if (xmask) {\n", + " int x2 = xindex;\n", + " int x0 = xindex % XBLOCK;\n", + " float tmp0 = in_out_ptr0[x2];\n", + " float tmp1 = in_ptr0[x0];\n", + " float tmp2 = tmp0 + tmp1;\n", + " float tmp3 = max(0.0f, tmp2); // ReLU operation\n", + "\n", + " in_out_ptr0[x2] = tmp3;\n", + " }\n", + "}\n", + "\n", + "torch::Tensor add_relu_fusion(torch::Tensor in_out, const torch::Tensor& in) {\n", + " auto sizes = in_out.sizes();\n", + " auto XBLOCK = sizes[1];\n", + " auto numel = in_out.numel();\n", + " dim3 threadsPerBlock(XBLOCK);\n", + " dim3 numBlocks((numel + XBLOCK - 1) / XBLOCK);\n", + " add_relu_fusion_kernel<<>>(in_out.data_ptr(), in.data_ptr(), numel, XBLOCK);\n", + " cudaDeviceSynchronize();\n", + " return std::move(in_out);\n", + "}\n", + "----\n", + "\n", + "torch::Tensor add_relu_fusion(torch::Tensor in_out, const torch::Tensor& in);\n" + ] + } + ], + "source": [ + "cuda_code_file = \"./kernels/src/pointwise_add_relu_fused.cu\"\n", + "header_code_file = \"./kernels/src/pointwise_add_relu_fused.cuh\"\n", + "\n", + "with open(cuda_code_file) as f:\n", + " cuda_code = \"\".join([f for f in f.readlines() if not f.startswith(\"#include\")])\n", + " print(cuda_code)\n", + "\n", + "print(\"----\")\n", + "\n", + "with open(header_code_file) as f:\n", + " header_code = \"\".join([f for f in f.readlines() if not f.startswith(\"#include\")])\n", + " print(header_code)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ed787f6f-23eb-4622-bdb2-4ae99f5ceabb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mkdir: cannot create directory ‘./build’: File exists\n" + ] + } + ], + "source": [ + "!mkdir ./build" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "87c2998a-f14a-4d8f-9eaa-554169c33e39", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Detected CUDA files, patching ldflags\n", + "Emitting ninja build file ./build/build.ninja...\n", + "Building extension module kernel_extension...\n", + "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/3] c++ -MMD -MF main.o.d -DTORCH_EXTENSION_NAME=kernel_extension -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1011\\\" -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/TH -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/THC -isystem /home/ksharma/anaconda3/envs/cuda-learn/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/include/python3.11 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 -c /home/ksharma/dev/git/cuda-mode-lecture/build/main.cpp -o main.o \n", + "[2/3] /home/ksharma/anaconda3/envs/cuda-learn/bin/nvcc --generate-dependencies-with-compile --dependency-output cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kernel_extension -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1011\\\" -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/TH -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/THC -isystem /home/ksharma/anaconda3/envs/cuda-learn/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/include/python3.11 -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_75,code=compute_75 -gencode=arch=compute_75,code=sm_75 --compiler-options '-fPIC' -O2 -std=c++17 -c /home/ksharma/dev/git/cuda-mode-lecture/build/cuda.cu -o cuda.cuda.o \n", + "[3/3] c++ main.o cuda.cuda.o -shared -L/home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/home/ksharma/anaconda3/envs/cuda-learn/lib -lcudart -o kernel_extension.so\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading extension module kernel_extension...\n" + ] + } + ], + "source": [ + "import torch\n", + "from torch.utils.cpp_extension import load_inline\n", + "\n", + "cuda_extension = load_inline(\n", + " name='kernel_extension',\n", + " cpp_sources=header_code,\n", + " cuda_sources=cuda_code,\n", + " functions=[\"add_relu_fusion\"],\n", + " with_cuda=True,\n", + " verbose=True,\n", + " extra_cuda_cflags=[\"-O2\"],\n", + " build_directory='./build',\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c4674f5f-5132-4703-ae1d-af28ef8f8b4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['__doc__',\n", + " '__file__',\n", + " '__loader__',\n", + " '__name__',\n", + " '__package__',\n", + " '__spec__',\n", + " 'add_relu_fusion']" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dir(cuda_extension)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2420a7ce-8ae6-4b09-8315-a58a8d9a6cdf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " ...,\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [2., 2., 2., ..., 2., 2., 2.]], device='cuda:0')\n" + ] + } + ], + "source": [ + "torch.cuda.set_device(0) # no-op to ensure context\n", + "X = torch.ones(size=(128, 512), device='cuda')\n", + "Y = torch.ones(size=(512,), device='cuda')\n", + "cuda_extension.add_relu_fusion(X, Y)\n", + "print(X)\n", + "torch.testing.assert_close(X, eager_result, rtol=1e-4, atol=1e-4)" + ] + }, + { + "cell_type": "markdown", + "id": "12f1cf41c8096476", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "source": [ + "# `torch.compile` is your triton learning companion\n" + ] + }, + { + "cell_type": "markdown", + "id": "fb8294d1f06f54d9", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "source": [ + "## Example: LoRA Fused Kernels\n", + "\n", + "### LoRA (LOW-RANK ADAPTATION)\n", + "\n", + "\n", + "\n", + "Source: https://arxiv.org/pdf/2106.09685\n", + "\n", + "- Simple low rank reparametization of weight matrices\n", + "- Singular value decomposition" + ] + }, + { + "cell_type": "markdown", + "id": "ff5da8bc2255f63c", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "source": [ + "## Fused Kernels\n", + "\n", + "> `TORCH_LOGS=output_code CUDA_LAUNCH_BLOCKING=1 python lora_on_simple_mlp.py `" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "56bdb71cea7e209b", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "from lora_on_simple_mlp import *\n", + "from kernels.triton_fused_add_mul_relu import * " + ] + }, + { + "cell_type": "markdown", + "id": "3d8c54ec754688b4", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "source": [ + "### [TRITON] Fused Mul Add Relu" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3c4f5f53c03abe97", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.2.0\n", + "Input tensor([[-0.9247, -0.4253, -2.6438, 0.1452, -0.1209, -0.5797, -0.6229, -0.3284],\n", + " [-1.0745, -0.3631, -1.6711, 2.2655, 0.3117, -0.1842, 1.2866, 1.1820],\n", + " [-0.1271, 1.2169, 1.4353, 1.0605, -0.4941, -1.4244, -0.7244, -1.2973],\n", + " [ 0.0697, -0.0074, 1.8969, 0.6878, -0.0779, -0.8373, 1.3506, -0.2879],\n", + " [-0.5965, -0.3283, -0.9086, -0.8059, -0.7407, -0.0504, 0.5435, 1.5150],\n", + " [ 0.0141, 0.4532, 1.6349, 0.7124, -0.1806, 1.0252, -1.4622, -0.7554],\n", + " [-0.1836, 0.3824, 0.3918, -0.0830, 0.8971, -1.1123, 0.1116, 0.4863],\n", + " [-0.5499, -0.3231, -0.5469, 0.9049, 0.2837, 0.1210, 0.4730, -1.0823]],\n", + " device='cuda:0')\n", + "Expected Output tensor([[1.7098e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 6.7049e-01, 0.0000e+00,\n", + " 3.4424e-01, 1.1223e-02],\n", + " [1.8750e+00, 0.0000e+00, 0.0000e+00, 2.2105e+00, 6.6808e-01, 0.0000e+00,\n", + " 1.8445e+00, 1.9246e+00],\n", + " [2.2614e+00, 1.3964e+00, 5.1802e-01, 2.0114e+00, 0.0000e+00, 0.0000e+00,\n", + " 2.7715e-01, 0.0000e+00],\n", + " [2.4750e+00, 0.0000e+00, 1.9079e+00, 5.4869e-01, 3.7923e-01, 0.0000e+00,\n", + " 3.1791e+00, 6.6843e-01],\n", + " [1.8234e+00, 0.0000e+00, 1.1147e-01, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n", + " 2.4250e+00, 3.2593e+00],\n", + " [2.2903e+00, 0.0000e+00, 1.1721e+00, 6.9331e-01, 1.0583e+00, 6.7518e-01,\n", + " 0.0000e+00, 2.6185e-01],\n", + " [1.5804e+00, 0.0000e+00, 9.0740e-01, 1.6670e-01, 5.5230e-02, 0.0000e+00,\n", + " 1.5325e+00, 3.5984e-01],\n", + " [1.5554e+00, 0.0000e+00, 0.0000e+00, 9.4380e-01, 2.9795e-03, 7.4125e-02,\n", + " 1.6286e+00, 0.0000e+00]], device='cuda:0')\n" + ] + } + ], + "source": [ + "print(triton.__version__)\n", + "in_out_tensor, in_tensor, bias = get_inputs(add_manual_seed=True)\n", + "expected_output = torch.maximum(in_out_tensor + 0.5 * in_tensor + bias, torch.tensor(0., device='cuda'))\n", + "print(\"Input\", in_out_tensor)\n", + "print(\"Expected Output\", expected_output)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "cdd2e0fbb38ab43c", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Output 1 tensor([[1.7098e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 6.7049e-01, 0.0000e+00,\n", + " 3.4424e-01, 1.1223e-02],\n", + " [1.8750e+00, 0.0000e+00, 0.0000e+00, 2.2105e+00, 6.6808e-01, 0.0000e+00,\n", + " 1.8445e+00, 1.9246e+00],\n", + " [2.2614e+00, 1.3964e+00, 5.1802e-01, 2.0114e+00, 0.0000e+00, 0.0000e+00,\n", + " 2.7715e-01, 0.0000e+00],\n", + " [2.4750e+00, 0.0000e+00, 1.9079e+00, 5.4869e-01, 3.7923e-01, 0.0000e+00,\n", + " 3.1791e+00, 6.6843e-01],\n", + " [1.8234e+00, 0.0000e+00, 1.1147e-01, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n", + " 2.4250e+00, 3.2593e+00],\n", + " [2.2903e+00, 0.0000e+00, 1.1721e+00, 6.9331e-01, 1.0583e+00, 6.7518e-01,\n", + " 0.0000e+00, 2.6185e-01],\n", + " [1.5804e+00, 0.0000e+00, 9.0740e-01, 1.6670e-01, 5.5230e-02, 0.0000e+00,\n", + " 1.5325e+00, 3.5984e-01],\n", + " [1.5554e+00, 0.0000e+00, 0.0000e+00, 9.4380e-01, 2.9795e-03, 7.4125e-02,\n", + " 1.6286e+00, 0.0000e+00]], device='cuda:0')\n" + ] + } + ], + "source": [ + "BLOCK_SIZE = 8\n", + "grid = lambda meta: (triton.cdiv(in_out_tensor.numel(), meta['BLOCK_SIZE']),)\n", + "fused_add_mul_relu[grid](in_out_tensor, \n", + " bias, \n", + " in_tensor, \n", + " in_out_tensor.numel(), \n", + " BLOCK_SIZE=BLOCK_SIZE)\n", + "print(\"Output 1\", in_out_tensor)\n", + "torch.testing.assert_close(in_out_tensor, expected_output, rtol=1e-4, atol=1e-4)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "64731e8e8a09fe44", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Output 2 tensor([[1.7098e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 6.7049e-01, 0.0000e+00,\n", + " 3.4424e-01, 1.1223e-02],\n", + " [1.8750e+00, 0.0000e+00, 0.0000e+00, 2.2105e+00, 6.6808e-01, 0.0000e+00,\n", + " 1.8445e+00, 1.9246e+00],\n", + " [2.2614e+00, 1.3964e+00, 5.1802e-01, 2.0114e+00, 0.0000e+00, 0.0000e+00,\n", + " 2.7715e-01, 0.0000e+00],\n", + " [2.4750e+00, 0.0000e+00, 1.9079e+00, 5.4869e-01, 3.7923e-01, 0.0000e+00,\n", + " 3.1791e+00, 6.6843e-01],\n", + " [1.8234e+00, 0.0000e+00, 1.1147e-01, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n", + " 2.4250e+00, 3.2593e+00],\n", + " [2.2903e+00, 0.0000e+00, 1.1721e+00, 6.9331e-01, 1.0583e+00, 6.7518e-01,\n", + " 0.0000e+00, 2.6185e-01],\n", + " [1.5804e+00, 0.0000e+00, 9.0740e-01, 1.6670e-01, 5.5230e-02, 0.0000e+00,\n", + " 1.5325e+00, 3.5984e-01],\n", + " [1.5554e+00, 0.0000e+00, 0.0000e+00, 9.4380e-01, 2.9795e-03, 7.4125e-02,\n", + " 1.6286e+00, 0.0000e+00]], device='cuda:0')\n" + ] + } + ], + "source": [ + "in_out_tensor, in_tensor, bias = get_inputs(add_manual_seed=True)\n", + "num_weights = bias.numel()\n", + "fused_add_mul_relu_cleaner[grid](in_out_tensor, \n", + " bias, \n", + " in_tensor, \n", + " num_weights, \n", + " in_out_tensor.numel(), \n", + " multiplier=0.5,\n", + " BLOCK_SIZE=BLOCK_SIZE)\n", + "print(\"Output 2\", in_out_tensor)\n", + "torch.testing.assert_close(in_out_tensor, expected_output, rtol=1e-4, atol=1e-4)" + ] + }, + { + "cell_type": "markdown", + "id": "3718837bd93be3c6", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "source": [ + "### [CUDA] Fused Mul Add Relu" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b1d9236ebca65c91", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "__global__ void fused_add_mul_relu_kernel(float *dense_in_out_ptr,\n", + " const float *scalar_ptr,\n", + " const float *dense_ptr,\n", + " const int num_weights,\n", + " const int xnumel,\n", + " const double multiplier) {\n", + " int index = blockIdx.x * blockDim.x + threadIdx.x;\n", + " if (index < xnumel) {\n", + " int scalar_index = index % num_weights;\n", + " float tmp0 = dense_in_out_ptr[index];\n", + " float tmp1 = scalar_ptr[scalar_index];\n", + " float tmp3 = dense_ptr[index];\n", + " float ma_result = max(0.0f, multiplier * tmp3 + tmp0 + tmp1);\n", + " dense_in_out_ptr[index] = ma_result;\n", + " }\n", + "}\n", + "\n", + "torch::Tensor fused_add_mul_relu(torch::Tensor in_out,\n", + " const torch::Tensor &bias,\n", + " const torch::Tensor &in,\n", + " const double multiplier) {\n", + " auto numel = in_out.numel();\n", + " auto sizes = in_out.sizes();\n", + " const int XBLOCK = sizes[0];\n", + " dim3 threadsPerBlock(sizes[1]);\n", + " dim3 numBlocks((numel + XBLOCK - 1) / XBLOCK);\n", + " fused_add_mul_relu_kernel<<>>(\n", + " in_out.data_ptr(),\n", + " bias.data_ptr(),\n", + " in.data_ptr(),\n", + " sizes[1],\n", + " numel,\n", + " multiplier);\n", + " cudaDeviceSynchronize();\n", + " return std::move(in_out);\n", + "}\n", + "----\n", + "\n", + "torch::Tensor fused_add_mul_relu(torch::Tensor in_out,\n", + " const torch::Tensor &bias,\n", + " const torch::Tensor &in,\n", + " const double multiplier);\n" + ] + } + ], + "source": [ + "cuda_code_file = \"./kernels/src/fused_kernels_lora_on_mlp.cu\"\n", + "header_code_file = \"./kernels/src/fused_kernels_lora_on_mlp.cuh\"\n", + "\n", + "with open(cuda_code_file) as f:\n", + " cuda_code = \"\".join([f for f in f.readlines() if not f.startswith(\"#include\")])\n", + " print(cuda_code)\n", + "\n", + "print(\"----\")\n", + "\n", + "with open(header_code_file) as f:\n", + " header_code = \"\".join([f for f in f.readlines() if not f.startswith(\"#include\")])\n", + " print(header_code)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a0f47ff1e55ef9c3", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tensor x:\n", + "-0.9247 -0.4253 -2.6438 0.1452 -0.1209 -0.5797 -0.6229 -0.3284 -1.0745 -0.3631\n", + "-1.6711 2.2655 0.3117 -0.1842 1.2866 1.1820 -0.1271 1.2169 1.4353 1.0605\n", + "-0.4941 -1.4244 -0.7244 -1.2973 0.0697 -0.0074 1.8969 0.6878 -0.0779 -0.8373\n", + " 1.3506 -0.2879 -0.5965 -0.3283 -0.9086 -0.8059 -0.7407 -0.0504 0.5435 1.5150\n", + " 0.0141 0.4532 1.6349 0.7124 -0.1806 1.0252 -1.4622 -0.7554 -0.1836 0.3824\n", + " 0.3918 -0.0830 0.8971 -1.1123 0.1116 0.4863 -0.5499 -0.3231 -0.5469 0.9049\n", + " 0.2837 0.1210 0.4730 -1.0823 -0.0334 -0.9734 0.9559 -1.1795 -1.0064 0.1160\n", + " 0.6852 -0.4124 -0.6738 -0.5404 0.6898 -1.5517 0.3805 -0.0436 0.3597 -0.5043\n", + "[ CUDAFloatType{8,10} ]\n", + "Tensor bias:\n", + " 0.1808\n", + "-0.5523\n", + " 0.9238\n", + "-0.7350\n", + " 1.3800\n", + " 0.8676\n", + " 0.1297\n", + "-0.9406\n", + " 0.8109\n", + " 0.8821\n", + "[ CUDAFloatType{10} ]\n", + "Tensor y:\n", + " 2.5441 -0.7163 -0.4934 0.1267 0.1014 -0.4035 0.9023 0.8099 -0.6884 0.1372\n", + " 1.0377 0.0925 -0.3752 -0.0908 2.0639 -1.8164 -0.2719 0.2811 -1.0399 0.7765\n", + " 0.8814 0.0444 -1.4870 1.1334 1.3268 -1.2616 0.9501 -0.6558 0.9098 -0.6290\n", + "-0.6587 2.0811 1.4151 -0.3091 -0.2055 2.0562 -0.0490 -0.6361 -0.5359 -0.1310\n", + "-0.2945 1.2275 1.0549 0.3576 1.6378 -0.2310 0.7883 -0.0807 -0.3924 1.2673\n", + " 1.0420 -0.4945 -1.1637 1.5740 0.7116 0.6104 1.2852 -0.6533 1.1171 -1.0067\n", + " 1.2912 1.6028 0.1332 1.0703 -1.1161 -0.8396 -3.6680 0.8189 0.1255 -0.7691\n", + " 0.1552 -0.8782 -0.4734 0.9690 -1.9985 0.1030 0.8580 0.7625 -1.2587 -0.8183\n", + "[ CUDAFloatType{8,10} ]\n", + "Expected:\n", + " 5.1076 0.0000 0.0000 0.0000 1.4922 0.0000 1.5820 0.5938 0.0000 0.8346\n", + " 0.8966 1.9261 0.3726 0.0000 7.4136 0.0000 0.0000 0.9228 0.0000 3.7285\n", + " 1.7140 0.0000 0.0000 0.5746 4.5014 0.0000 4.2118 0.0000 2.8254 0.0000\n", + " 0.0165 3.9464 3.5820 0.0000 0.0000 4.7910 0.0000 0.0000 0.1218 2.0957\n", + " 0.0000 2.7243 4.9850 0.7998 4.9664 1.3615 0.4806 0.0000 0.0000 4.1793\n", + " 2.9691 0.0000 0.0000 1.7729 3.1283 2.7577 2.5356 0.0000 2.8334 0.0000\n", + " 3.4343 3.2553 1.7032 0.6444 0.0000 0.0000 0.0000 0.0000 0.0932 0.0000\n", + " 1.2229 0.0000 0.0000 0.9534 0.0000 0.0000 2.4837 0.7694 0.0000 0.0000\n", + "[ CUDAFloatType{8,10} ]\n", + "Result:\n", + " 5.1076 0.0000 0.0000 0.0000 1.4922 0.0000 1.5820 0.5938 0.0000 0.8346\n", + " 0.8966 1.9261 0.3726 0.0000 7.4136 0.0000 0.0000 0.9228 0.0000 3.7285\n", + " 1.7140 0.0000 0.0000 0.5746 4.5014 0.0000 4.2118 0.0000 2.8254 0.0000\n", + " 0.0165 3.9464 3.5820 0.0000 0.0000 4.7910 0.0000 0.0000 0.1218 2.0957\n", + " 0.0000 2.7243 4.9850 0.7998 4.9664 1.3615 0.4806 0.0000 0.0000 4.1793\n", + " 2.9691 0.0000 0.0000 1.7729 3.1283 2.7577 2.5356 0.0000 2.8334 0.0000\n", + " 3.4343 3.2553 1.7032 0.6444 0.0000 0.0000 0.0000 0.0000 0.0932 0.0000\n", + " 1.2229 0.0000 0.0000 0.9534 0.0000 0.0000 2.4837 0.7694 0.0000 0.0000\n", + "[ CUDAFloatType{8,10} ]\n", + "All Match: true\n" + ] + } + ], + "source": [ + "! ./kernels/cmake-build-debug/fused_kernels_lora_test" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "b9624b8b71cef929", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The input conditions for extension module kernel_extension have changed. Bumping to version 1 and re-building as kernel_extension_v1...\n", + "Detected CUDA files, patching ldflags\n", + "Emitting ninja build file ./build/build.ninja...\n", + "Building extension module kernel_extension_v1...\n", + "Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/3] c++ -MMD -MF main.o.d -DTORCH_EXTENSION_NAME=kernel_extension_v1 -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1011\\\" -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/TH -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/THC -isystem /home/ksharma/anaconda3/envs/cuda-learn/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/include/python3.11 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 -c /home/ksharma/dev/git/cuda-mode-lecture/build/main.cpp -o main.o \n", + "[2/3] /home/ksharma/anaconda3/envs/cuda-learn/bin/nvcc --generate-dependencies-with-compile --dependency-output cuda.cuda.o.d -DTORCH_EXTENSION_NAME=kernel_extension_v1 -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_gcc\\\" -DPYBIND11_STDLIB=\\\"_libstdcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1011\\\" -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/TH -isystem /home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/include/THC -isystem /home/ksharma/anaconda3/envs/cuda-learn/include -isystem /home/ksharma/anaconda3/envs/cuda-learn/include/python3.11 -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_75,code=compute_75 -gencode=arch=compute_75,code=sm_75 --compiler-options '-fPIC' -O2 -std=c++17 -c /home/ksharma/dev/git/cuda-mode-lecture/build/cuda.cu -o cuda.cuda.o \n", + "[3/3] c++ main.o cuda.cuda.o -shared -L/home/ksharma/anaconda3/envs/cuda-learn/lib/python3.11/site-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/home/ksharma/anaconda3/envs/cuda-learn/lib -lcudart -o kernel_extension_v1.so\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading extension module kernel_extension_v1...\n" + ] + } + ], + "source": [ + "cuda_extension = load_inline(\n", + " name='kernel_extension',\n", + " cpp_sources=header_code,\n", + " cuda_sources=cuda_code,\n", + " functions=[\"fused_add_mul_relu\"],\n", + " with_cuda=True,\n", + " verbose=True,\n", + " extra_cuda_cflags=[\"-O2\"],\n", + " build_directory='./build',\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b9a2f5d64f138d09", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [], + "source": [ + "in_out_tensor, in_tensor, bias = get_inputs(add_manual_seed=True)\n", + "num_weights = bias.numel()\n", + "result = cuda_extension.fused_add_mul_relu(in_out_tensor, bias, in_tensor, 0.5)\n", + "torch.testing.assert_close(result, expected_output, rtol=1e-4, atol=1e-4)" + ] + }, + { + "cell_type": "markdown", + "id": "6c04b5b64738982b", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "source": [ + "## Combine the kernels\n", + "\n", + "### Fused add mul sigmoid/relu/etc\n", + "\n", + "```\n", + "@triton.jit\n", + "def fused_add_mul_activation_kernel(x_ptr, bias_ptr, in_ptr,\n", + " num_weights: tl.constexpr,\n", + " xnumel: tl.constexpr,\n", + " multiplier: tl.constexpr,\n", + " activation: tl.constexpr,\n", + " BLOCK_SIZE: tl.constexpr):\n", + " xoffset = tl.program_id(0) * BLOCK_SIZE\n", + " index = xoffset + tl.arange(0, BLOCK_SIZE)[:]\n", + " mask = index < xnumel\n", + " bias_index = index % num_weights\n", + " tmp0 = tl.load(x_ptr + index, mask)\n", + " tmp1 = tl.load(bias_ptr + bias_index, mask, eviction_policy='evict_last')\n", + " tmp3 = tl.load(in_ptr + index, mask)\n", + " activ_input = multiplier * tmp3 + tmp0 + tmp1\n", + " if activation == \"sigmoid\":\n", + " ma_result = tl.sigmoid(activ_input)\n", + " elif activation == \"relu\":\n", + " ma_result = tl.maximum(0, activ_input)\n", + " # elif ...\n", + "\n", + " tl.store(x_ptr + index, ma_result, mask)\n", + "```\n", + "\n", + "### Let's check the perf of this kernel wrt torch.script, eager torch\n", + "\n", + "### Can we write the whole thing as triton/cuda kernel? Let's look MLP without LoRA layers\n", + "\n", + "\n", + "#### BLOCKS: May be I could do something like this? INCORRECT VERSION\n", + "\n", + "- Block b x n\n", + "- Block n x w1\n", + "- Block 1 x w1\n", + "- Block w1 x w2\n", + "- Block 1 x w2\n", + "\n", + "\n", + "\n", + "#### Pseudo code:\n", + "\n", + "- Step 1: `step1 = tl.dot(block_bn, block_nw1)`\n", + "- Step 2: `block_1w1 = index_bn % W1.size()[1]`\n", + "- Step 3: `step3 = step1 + block_1w1`\n", + "- Step 4: `step4 = Relu(step3)`\n", + "- Step 5: `block_w1w2 = ...`\n", + "- Step 6: `step6 = tl.dot(step4, block_w1w2)`\n", + "- Step 7: `block_1w2 = index_w1w2 % W2.size()[1]`\n", + "- Step 8: `step8 = step6 + block_1w2`\n", + "- Step 9: `result = sigmoid(step8)`\n", + "\n", + "\n", + "#### ======================\n", + "#### What's wrong with this?\n", + "#### ======================\n", + "\n", + "### Can we do this?\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ab4fbb17-3077-42a1-aa84-1430d8681d5c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/lecture_018/README.md b/lecture_018/README.md new file mode 100644 index 0000000..6b466b4 --- /dev/null +++ b/lecture_018/README.md @@ -0,0 +1,20 @@ +# Fused Kernels + +## Abstract + +With focus on performance to get the most out of hardware, fusing of kernels has been a popular technique. At times, researchers/practitioners will re-write their code in native cuda or cpu kernels to get optimal performance, but projects such as torch.compile aim to make this simpler. Talk will focus on generating fused kernels and how to leverage torch.compile to be able to do that. We will shift a bit from all LLM talk and look into recommendation algorithms. In the process, we will work on creating fused kernels (triton and cuda) with the help of `torch.compile`. + +## Code and other artifacts + +- Lecture Data: https://github.com/kapilsh/cuda-mode-lecture/tree/main/data +- How to open chrome trace: chrome://tracing +- DLRM Blog Post: https://ai.meta.com/blog/dlrm-an-advanced-open-source-deep-learning-recommendation-model/ +- DLRM Paper: https://arxiv.org/pdf/1906.00091 +- DLRM github repo: https://github.com/facebookresearch/dlrm +- Criteo Dataset: https://ailab.criteo.com/download-criteo-1tb-click-logs-dataset/ +- [Pytorch Profiler with Tensorboard](https://pytorch.org/tutorials/intermediate/tensorboard_profiler_tutorial.html?source=post_page-----2cb7e0fef30e--------------------------------) +- [TORCH_LOGS with torch.compile](https://pytorch.org/tutorials/recipes/torch_logs.html#beta-using-torch-logs-python-api-with-torch-compile) +- LoRA Paper: https://arxiv.org/abs/2106.09685 +- LoRA from scratch: https://lightning.ai/lightning-ai/studios/code-lora-from-scratch +- Netron: https://netron.app/ +- GPUs go brrr https://horace.io/brrr_intro.html diff --git a/lecture_018/criteo_dataset.py b/lecture_018/criteo_dataset.py new file mode 100644 index 0000000..3966788 --- /dev/null +++ b/lecture_018/criteo_dataset.py @@ -0,0 +1,50 @@ +import torch +import pandas as pd +import click +from torch.utils.data import Dataset +from torch.utils.data import DataLoader +from loguru import logger + + +class CriteoParquetDataset(Dataset): + def __init__(self, file_name: str): + df = pd.read_parquet(file_name) + self.total_rows = len(df) + self.label_tensor = torch.from_numpy(df["labels"].values).to(torch.float32) + dense_columns = [f for f in df.columns if f.startswith("DENSE")] + sparse_columns = [f for f in df.columns if f.startswith("SPARSE")] + self.dense_tensor = torch.from_numpy(df[dense_columns].values) + self.sparse_tensor = torch.from_numpy(df[sparse_columns].values) + + def __len__(self): + return self.total_rows + + def __getitem__(self, idx): + return self.label_tensor[idx], self.dense_tensor[idx], \ + self.sparse_tensor[idx] + + +@click.command() +@click.option('--file_path', type=click.Path(exists=True), + help='Path to the parquet file') +def process_file(file_path): + """ + Process the file specified by --file_path. + """ + logger.info("Reading the parquet file {}...".format(file_path)) + + dataset = CriteoParquetDataset(file_path) + data_loader = DataLoader(dataset, batch_size=32, shuffle=False) + for labels, dense, sparse in data_loader: + logger.info("Labels: {}".format(labels)) + logger.info("Dense: {}".format(dense)) + logger.info("Sparse: {}".format(sparse)) + + logger.info("Labels size and dtype: {}, {}".format(labels.size(), labels.dtype)) + logger.info("Dense size and dtype: {}, {}".format(dense.size(), dense.dtype)) + logger.info("Sparse size and dtype: {}, {}".format(sparse.size(), sparse.dtype)) + break + + +if __name__ == "__main__": + process_file() diff --git a/lecture_018/data/66324023_2056206621174067_2937830378620059648_n.gif b/lecture_018/data/66324023_2056206621174067_2937830378620059648_n.gif new file mode 100644 index 0000000..7186adc Binary files /dev/null and b/lecture_018/data/66324023_2056206621174067_2937830378620059648_n.gif differ diff --git a/lecture_018/data/chatgpt_input.png b/lecture_018/data/chatgpt_input.png new file mode 100644 index 0000000..e8538f9 Binary files /dev/null and b/lecture_018/data/chatgpt_input.png differ diff --git a/lecture_018/data/dlrm_model.png b/lecture_018/data/dlrm_model.png new file mode 100644 index 0000000..3ffa983 Binary files /dev/null and b/lecture_018/data/dlrm_model.png differ diff --git a/lecture_018/data/fused_lora_on_mlp.png b/lecture_018/data/fused_lora_on_mlp.png new file mode 100644 index 0000000..5fc9d73 Binary files /dev/null and b/lecture_018/data/fused_lora_on_mlp.png differ diff --git a/lecture_018/data/fused_partial_mlp.png b/lecture_018/data/fused_partial_mlp.png new file mode 100644 index 0000000..b03ea20 Binary files /dev/null and b/lecture_018/data/fused_partial_mlp.png differ diff --git a/lecture_018/data/lora.png b/lecture_018/data/lora.png new file mode 100644 index 0000000..f8c715b Binary files /dev/null and b/lecture_018/data/lora.png differ diff --git a/lecture_018/data/model_graph.png b/lecture_018/data/model_graph.png new file mode 100644 index 0000000..6c5e02d Binary files /dev/null and b/lecture_018/data/model_graph.png differ diff --git a/lecture_018/kernels/CMakeLists.txt b/lecture_018/kernels/CMakeLists.txt new file mode 100644 index 0000000..093adfd --- /dev/null +++ b/lecture_018/kernels/CMakeLists.txt @@ -0,0 +1,53 @@ +cmake_minimum_required(VERSION 3.20) +cmake_policy(SET CMP0146 NEW) # Suppress the FindCUDA policy warning + +project(dlrm_fused_kernels LANGUAGES CXX CUDA) # Include CUDA in the project + +if(NOT DEFINED CMAKE_CUDA_ARCHITECTURES) + set(CMAKE_CUDA_ARCHITECTURES 86) +endif() + +file(GLOB cpu_source_files "${CMAKE_SOURCE_DIR}/src/*.cc") +file(GLOB gpu_source_files "${CMAKE_SOURCE_DIR}/src/*.cu") +file(GLOB header_files "${CMAKE_SOURCE_DIR}/src/*.cuh") + +# Set the URL for the PyTorch library +set(LIBTORCH_URL "https://download.pytorch.org/libtorch/cu121/libtorch-cxx11-abi-shared-with-deps-2.2.1%2Bcu121.zip") + +# Set the download directory and target directory for libtorch +set(LIBTORCH_ZIP "${CMAKE_SOURCE_DIR}/third-party/libtorch.zip") +set(LIBTORCH_DIR "${CMAKE_SOURCE_DIR}/third-party/libtorch") + +# Download the PyTorch library if not already downloaded +if(NOT EXISTS ${LIBTORCH_ZIP}) + file(DOWNLOAD ${LIBTORCH_URL} ${LIBTORCH_ZIP} SHOW_PROGRESS) +endif() + +# Unzip the library if not already unzipped +if(NOT EXISTS ${LIBTORCH_DIR}) + execute_process(COMMAND ${CMAKE_COMMAND} -E tar xvf ${LIBTORCH_ZIP} --strip-components=1 -C ${LIBTORCH_DIR}) +endif() + +# Add the extracted libtorch to the CMake prefix path +list(APPEND CMAKE_PREFIX_PATH ${LIBTORCH_DIR}) + +# Try to automatically detect an active Conda environment +if(DEFINED ENV{CONDA_PREFIX}) + message(STATUS "Detected active Conda environment: $ENV{CONDA_PREFIX}") + list(APPEND CMAKE_PREFIX_PATH $ENV{CONDA_PREFIX}) +else() + message(WARNING "No active Conda environment detected. Please set CONDA_PREFIX_PATH manually.") +endif() + +find_package(Torch REQUIRED) + +# CUDA language support is already enabled through 'enable_language(CUDA)' + +# Set compilation flags +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${TORCH_CXX_FLAGS}") + +add_executable(dlrm_kernels_test "${CMAKE_SOURCE_DIR}/src/dlrm_kernels_main.cc" ${gpu_source_files}) +target_link_libraries(dlrm_kernels_test "${TORCH_LIBRARIES}") + +add_executable(fused_kernels_lora_test "${CMAKE_SOURCE_DIR}/src/fused_kernels_lora_main.cc" ${gpu_source_files}) +target_link_libraries(fused_kernels_lora_test "${TORCH_LIBRARIES}") diff --git a/lecture_018/kernels/profile_fused_kernel_add_mul_activation.py b/lecture_018/kernels/profile_fused_kernel_add_mul_activation.py new file mode 100644 index 0000000..4e64216 --- /dev/null +++ b/lecture_018/kernels/profile_fused_kernel_add_mul_activation.py @@ -0,0 +1,33 @@ +import torch +import triton + +from triton_fused_add_mul_activation import get_inputs, fused_add_mul_activation_torch, \ + add_mul_activation_torch_scripted + +if __name__ == '__main__': + sample_inputs = [get_inputs(batch_size=65336, weight_size=512, add_manual_seed=False) for _ in range(10)] + BLOCK_SIZE = 1024 + prof = torch.profiler.profile( + activities=[ + torch.profiler.ProfilerActivity.CPU, + torch.profiler.ProfilerActivity.CUDA, + ], + schedule=torch.profiler.schedule( + wait=1, + warmup=1, + active=3, + repeat=1), + # on_trace_ready=partial(trace_handler, + # results_dir="./profiler_logs"), + on_trace_ready=torch.profiler.tensorboard_trace_handler("kernel_benchmarks", + worker_name="triton_vs_torchscript"), + profile_memory=True, + with_stack=True + ) + prof.start() + for sample_input in sample_inputs: + in_out_tensor, in_tensor, bias = sample_input + fused_add_mul_activation_torch(in_out_tensor, bias, in_tensor) + # add_mul_activation_torch_scripted(in_out_tensor, bias, in_tensor) + prof.step() + prof.stop() diff --git a/lecture_018/kernels/src/dlrm_kernels_main.cc b/lecture_018/kernels/src/dlrm_kernels_main.cc new file mode 100644 index 0000000..d7f66a1 --- /dev/null +++ b/lecture_018/kernels/src/dlrm_kernels_main.cc @@ -0,0 +1,22 @@ +#include +#include "pointwise_add_relu_fused.cuh" +#include +#include +#include + + +int main() +{ + torch::manual_seed(0); + std::vector sizes = {8, 10}; + auto x = torch::randn(sizes, torch::kCUDA); + auto bias = torch::randn(sizes[1], torch::kCUDA); + std::cout << "Tensor x:\n" << x << '\n'; + std::cout << "Tensor y:\n" << bias << '\n'; + auto expected_result = torch::clamp_min(x + bias, 0.0); + std::cout << "Expected:\n" << expected_result << '\n'; + auto result = add_relu_fusion(x, bias); + std::cout << "Result:\n" << result << '\n'; + std::cout << "All Match: " << (torch::allclose(expected_result, result) ? "true" : "false") << '\n'; + return 0; +} diff --git a/lecture_018/kernels/src/fused_kernels_lora_main.cc b/lecture_018/kernels/src/fused_kernels_lora_main.cc new file mode 100644 index 0000000..6b66ce2 --- /dev/null +++ b/lecture_018/kernels/src/fused_kernels_lora_main.cc @@ -0,0 +1,25 @@ +#include +#include "fused_kernels_lora_on_mlp.cuh" +#include +#include +#include + + +int main() +{ + torch::manual_seed(0); + std::vector sizes = {8, 10}; + auto x = torch::randn(sizes, torch::kCUDA); + auto bias = torch::randn(sizes[1], torch::kCUDA); + auto y = torch::randn(sizes, torch::kCUDA); + const float mult = 2.3; + std::cout << "Tensor x:\n" << x << '\n'; + std::cout << "Tensor bias:\n" << bias << '\n'; + std::cout << "Tensor y:\n" << y << '\n'; + auto expected_result = torch::clamp_min(x + bias + y * mult, 0.0); + std::cout << "Expected:\n" << expected_result << '\n'; + auto result = fused_add_mul_relu(x, bias, y, mult); + std::cout << "Result:\n" << result << '\n'; + std::cout << "All Match: " << (torch::allclose(expected_result, result) ? "true" : "false") << '\n'; + return 0; +} diff --git a/lecture_018/kernels/src/fused_kernels_lora_on_mlp.cu b/lecture_018/kernels/src/fused_kernels_lora_on_mlp.cu new file mode 100644 index 0000000..d0fe567 --- /dev/null +++ b/lecture_018/kernels/src/fused_kernels_lora_on_mlp.cu @@ -0,0 +1,42 @@ +#include +#include +#include +#include "fused_kernels_lora_on_mlp.cuh" + + +__global__ void fused_add_mul_relu_kernel(float *dense_in_out_ptr, + const float *scalar_ptr, + const float *dense_ptr, + const int num_weights, + const int xnumel, + const double multiplier) { + int index = blockIdx.x * blockDim.x + threadIdx.x; + if (index < xnumel) { + int scalar_index = index % num_weights; + float tmp0 = dense_in_out_ptr[index]; + float tmp1 = scalar_ptr[scalar_index]; + float tmp3 = dense_ptr[index]; + float ma_result = max(0.0f, multiplier * tmp3 + tmp0 + tmp1); + dense_in_out_ptr[index] = ma_result; + } +} + +torch::Tensor fused_add_mul_relu(torch::Tensor in_out, + const torch::Tensor &bias, + const torch::Tensor &in, + const double multiplier) { + auto numel = in_out.numel(); + auto sizes = in_out.sizes(); + const int XBLOCK = sizes[0]; + dim3 threadsPerBlock(sizes[1]); + dim3 numBlocks((numel + XBLOCK - 1) / XBLOCK); + fused_add_mul_relu_kernel<<>>( + in_out.data_ptr(), + bias.data_ptr(), + in.data_ptr(), + sizes[1], + numel, + multiplier); + cudaDeviceSynchronize(); + return std::move(in_out); +} \ No newline at end of file diff --git a/lecture_018/kernels/src/fused_kernels_lora_on_mlp.cuh b/lecture_018/kernels/src/fused_kernels_lora_on_mlp.cuh new file mode 100644 index 0000000..0ff638b --- /dev/null +++ b/lecture_018/kernels/src/fused_kernels_lora_on_mlp.cuh @@ -0,0 +1,6 @@ +#include + +torch::Tensor fused_add_mul_relu(torch::Tensor in_out, + const torch::Tensor &bias, + const torch::Tensor &in, + const double multiplier); \ No newline at end of file diff --git a/lecture_018/kernels/src/pointwise_add_relu_fused.cu b/lecture_018/kernels/src/pointwise_add_relu_fused.cu new file mode 100644 index 0000000..7cd2e34 --- /dev/null +++ b/lecture_018/kernels/src/pointwise_add_relu_fused.cu @@ -0,0 +1,34 @@ +#include +#include +#include +#include "pointwise_add_relu_fused.cuh" + + +__global__ void add_relu_fusion_kernel(float* in_out_ptr0, const float* in_ptr0, const int xnumel ,const int XBLOCK) { + const int tid = threadIdx.x; + const int xoffset = blockIdx.x * XBLOCK; + const int xindex = xoffset + tid; + const bool xmask = xindex < xnumel; + + if (xmask) { + int x2 = xindex; + int x0 = xindex % XBLOCK; + float tmp0 = in_out_ptr0[x2]; + float tmp1 = in_ptr0[x0]; + float tmp2 = tmp0 + tmp1; + float tmp3 = max(0.0f, tmp2); // ReLU operation + + in_out_ptr0[x2] = tmp3; + } +} + +torch::Tensor add_relu_fusion(torch::Tensor in_out, const torch::Tensor& in) { + auto sizes = in_out.sizes(); + auto XBLOCK = sizes[1]; + auto numel = in_out.numel(); + dim3 threadsPerBlock(XBLOCK); + dim3 numBlocks((numel + XBLOCK - 1) / XBLOCK); + add_relu_fusion_kernel<<>>(in_out.data_ptr(), in.data_ptr(), numel, XBLOCK); + cudaDeviceSynchronize(); + return std::move(in_out); +} \ No newline at end of file diff --git a/lecture_018/kernels/src/pointwise_add_relu_fused.cuh b/lecture_018/kernels/src/pointwise_add_relu_fused.cuh new file mode 100644 index 0000000..51eb2d4 --- /dev/null +++ b/lecture_018/kernels/src/pointwise_add_relu_fused.cuh @@ -0,0 +1,3 @@ +#include + +torch::Tensor add_relu_fusion(torch::Tensor in_out, const torch::Tensor& in); \ No newline at end of file diff --git a/lecture_018/kernels/triton_fused_add_mul_activation.py b/lecture_018/kernels/triton_fused_add_mul_activation.py new file mode 100644 index 0000000..6849d3a --- /dev/null +++ b/lecture_018/kernels/triton_fused_add_mul_activation.py @@ -0,0 +1,104 @@ +import torch +import triton +import triton.language as tl + + +@triton.jit +def fused_add_mul_activation_kernel(x_ptr, bias_ptr, in_ptr, + num_weights: tl.constexpr, + xnumel: tl.constexpr, + multiplier: tl.constexpr, + activation: tl.constexpr, + BLOCK_SIZE: tl.constexpr): + xoffset = tl.program_id(0) * BLOCK_SIZE + index = xoffset + tl.arange(0, BLOCK_SIZE)[:] + mask = index < xnumel + bias_index = index % num_weights + tmp0 = tl.load(x_ptr + index, mask) + tmp1 = tl.load(bias_ptr + bias_index, mask, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr + index, mask) + activ_input = multiplier * tmp3 + tmp0 + tmp1 + if activation == "sigmoid": + ma_result = tl.sigmoid(activ_input) + # option 2 - calculate sigmoid using exp + # ma_result = 1.0 / (1.0 + tl.exp(-sigmoid_input)) + # option 3: fast sigmoid - inaccurate but faster + # ma_result = 1.0 / (1.0 + tl.abs(sigmoid_input)) + elif activation == "relu": + ma_result = tl.maximum(0, activ_input) + + tl.store(x_ptr + index, ma_result, mask) + + +def fused_add_mul_activation_torch(in_out_tensor: torch.Tensor, bias: torch.Tensor, + in_tensor: torch.Tensor) -> torch.Tensor: + # print("calling fused_add_mul_relu_torch") + grid = lambda meta: (triton.cdiv(in_out_tensor.numel(), meta['BLOCK_SIZE']),) + BLOCK_SIZE = min(2048, in_out_tensor.numel()) + fused_add_mul_activation_kernel[grid](in_out_tensor, bias, in_tensor, + bias.numel(), + in_out_tensor.numel(), + multiplier=0.5, + activation="sigmoid", + BLOCK_SIZE=BLOCK_SIZE) + return in_out_tensor + + +def add_mul_activation_torch(in_out_tensor: torch.Tensor, bias: torch.Tensor, in_tensor: torch.Tensor) -> torch.Tensor: + return torch.sigmoid(in_out_tensor + 0.5 * in_tensor + bias) + + +def get_inputs(batch_size: int = 8, weight_size: int = 8, add_manual_seed: bool = False): + if add_manual_seed: + torch.manual_seed(0) + dense_size = (batch_size, weight_size) + in_out_tensor = torch.randn(dense_size, device='cuda', dtype=torch.float32) + in_tensor = torch.randn(dense_size, device='cuda', dtype=torch.float32) + bias = torch.randn((1, weight_size), device='cuda', dtype=torch.float32) + return in_out_tensor, in_tensor, bias + + +add_mul_activation_torch_scripted = torch.jit.script(add_mul_activation_torch, example_inputs=[get_inputs()]) + + +@triton.testing.perf_report( + triton.testing.Benchmark( + x_names=['batch_size', 'weight_size'], # Argument names to use as an x-axis for the plot. + x_vals=[(2 ** i, 2 ** j) for i, j in zip(range(2, 18, 2), range(2, 10, 1))], + # Different possible values for `x_name`. + x_log=True, # x axis is logarithmic. + line_arg='provider', # Argument name whose value corresponds to a different line in the plot. + line_vals=['triton', 'torch', 'torch_scripted'], # Possible values for `line_arg`. + line_names=['triton', 'torch', 'torch_scripted'], # Label name for the lines. + styles=[('blue', '-'), ('green', ':'), ("red", '-.')], # Line styles. + ylabel='GB/s', # Label name for the y-axis. + plot_name='performance', # Name for the plot. Used also as a file name for saving the plot. + args={}, # Values for function arguments not in `x_names` and `y_name`. + )) +def benchmark(batch_size, weight_size, provider): + in_out_tensor, in_tensor, bias = get_inputs(batch_size=batch_size, weight_size=weight_size, add_manual_seed=True) + quantiles = [0.5, 0.2, 0.8] + if provider == "triton": + ms, min_ms, max_ms = triton.testing.do_bench( + lambda: fused_add_mul_activation_torch(in_out_tensor, bias, in_tensor), + quantiles=quantiles) + if provider == "torch": + ms, min_ms, max_ms = triton.testing.do_bench(lambda: add_mul_activation_torch(in_out_tensor, bias, in_tensor), + quantiles=quantiles) + + if provider == "torch_scripted": + ms, min_ms, max_ms = triton.testing.do_bench( + lambda: add_mul_activation_torch_scripted(in_out_tensor, bias, in_tensor), + quantiles=quantiles) + gbps = lambda ms: 12 * (batch_size * weight_size) / ms * 1e-6 + return gbps(ms), gbps(max_ms), gbps(min_ms) + + +if __name__ == "__main__": + # # The flag below controls whether to allow TF32 on matmul. This flag defaults to False + # # in PyTorch 1.12 and later. + torch.backends.cuda.matmul.allow_tf32 = True + # + # # The flag below controls whether to allow TF32 on cuDNN. This flag defaults to True. + torch.backends.cudnn.allow_tf32 = True + benchmark.run(print_data=True, show_plots=True) diff --git a/lecture_018/kernels/triton_fused_add_mul_relu.py b/lecture_018/kernels/triton_fused_add_mul_relu.py new file mode 100644 index 0000000..502c68f --- /dev/null +++ b/lecture_018/kernels/triton_fused_add_mul_relu.py @@ -0,0 +1,121 @@ +from typing import Tuple + +import torch +import triton +import triton.language as tl + + +@triton.jit +def fused_add_mul_relu(in_out_ptr0, in_ptr0, in_ptr1, xnumel, BLOCK_SIZE: tl.constexpr): + xoffset = tl.program_id(0) * BLOCK_SIZE + xindex = xoffset + tl.arange(0, BLOCK_SIZE)[:] + xmask = xindex < xnumel + x2 = xindex + x0 = xindex % 8 + tmp0 = tl.load(in_out_ptr0 + (x2), xmask) + tmp1 = tl.load(in_ptr0 + (x0), xmask, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (x2), xmask) + tmp2 = tmp0 + tmp1 + tmp4 = 0.5 + tmp5 = tmp3 * tmp4 + tmp6 = tmp2 + tmp5 + tmp7 = tl.maximum(0, tmp6) + tl.store(in_out_ptr0 + (x2), tmp7, xmask) + + +@triton.jit +def fused_add_mul_relu_cleaner(dense_in_out_ptr, scalar_ptr, dense_ptr, num_weights, xnumel, multiplier, + BLOCK_SIZE: tl.constexpr): + xoffset = tl.program_id(0) * BLOCK_SIZE + index = xoffset + tl.arange(0, BLOCK_SIZE)[:] + mask = index < xnumel + scalar_index = index % num_weights + tmp0 = tl.load(dense_in_out_ptr + index, mask) + tmp1 = tl.load(scalar_ptr + scalar_index, mask, eviction_policy='evict_last') + tmp3 = tl.load(dense_ptr + index, mask) + # later found that there is a tl.fma function that can be used to do the fused multiply add + # https://triton-lang.org/main/python-api/generated/triton.language.fma.html#triton.language.fma + # Option 1 + ma_result = tl.maximum(0, multiplier * tmp3 + tmp0 + tmp1) + # Option 2 + # ma_result = tl.maximum(0, tl.math.fma(multiplier, tmp3, tmp0) + tmp1) + tl.store(dense_in_out_ptr + index, ma_result, mask) + + +def fused_add_mul_relu_torch(in_out_tensor: torch.Tensor, bias: torch.Tensor, in_tensor: torch.Tensor) -> torch.Tensor: + # print("calling fused_add_mul_relu_torch") + grid = lambda meta: (triton.cdiv(in_out_tensor.numel(), meta['BLOCK_SIZE']),) + BLOCK_SIZE = min(1024, in_out_tensor.numel()) + fused_add_mul_relu[grid](in_out_tensor, bias, in_tensor, in_out_tensor.numel(), BLOCK_SIZE=BLOCK_SIZE) + return in_out_tensor + + +def fused_add_mul_relu_cleaner_torch(in_out_tensor: torch.Tensor, bias: torch.Tensor, + in_tensor: torch.Tensor) -> torch.Tensor: + # print("calling fused_add_mul_relu_torch") + grid = lambda meta: (triton.cdiv(in_out_tensor.numel(), meta['BLOCK_SIZE']),) + BLOCK_SIZE = min(1024, in_out_tensor.numel()) + num_weights = bias.numel() + fused_add_mul_relu_cleaner[grid]( + in_out_tensor, bias, in_tensor, num_weights, in_out_tensor.numel(), multiplier=0.5, BLOCK_SIZE=BLOCK_SIZE) + return in_out_tensor + + +def get_inputs(batch_size: int = 8, weight_size: int = 8, add_manual_seed: bool = False): + if add_manual_seed: + torch.manual_seed(0) + dense_size = (batch_size, weight_size) + in_out_tensor = torch.randn(dense_size, device='cuda', dtype=torch.float32) + in_tensor = torch.randn(dense_size, device='cuda', dtype=torch.float32) + bias = torch.randn((1, weight_size), device='cuda', dtype=torch.float32) + return in_out_tensor, in_tensor, bias + + +@triton.testing.perf_report( + triton.testing.Benchmark( + x_names=['batch_size', 'weight_size'], # Argument names to use as an x-axis for the plot. + x_vals=[(2 ** i, 2 ** j) for i, j in zip(range(2, 20, 2), range(2, 11, 1))], + # Different possible values for `x_name`. + x_log=True, # x axis is logarithmic. + line_arg='provider', # Argument name whose value corresponds to a different line in the plot. + line_vals=['torch.compile.generated', 'cleaner'], # Possible values for `line_arg`. + line_names=['torch.compile.generated', 'cleaner'], # Label name for the lines. + styles=[('blue', '-'), ('green', '-')], # Line styles. + ylabel='GB/s', # Label name for the y-axis. + plot_name='performance', # Name for the plot. Used also as a file name for saving the plot. + args={}, # Values for function arguments not in `x_names` and `y_name`. + )) +def benchmark(batch_size, weight_size, provider): + in_out_tensor, in_tensor, bias = get_inputs(batch_size=batch_size, weight_size=weight_size, add_manual_seed=True) + quantiles = [0.5, 0.2, 0.8] + if provider == "torch.compile.generated": + ms, min_ms, max_ms = triton.testing.do_bench(lambda: fused_add_mul_relu_torch(in_out_tensor, bias, in_tensor), + quantiles=quantiles) + if provider == "cleaner": + ms, min_ms, max_ms = triton.testing.do_bench( + lambda: fused_add_mul_relu_cleaner_torch(in_out_tensor, bias, in_tensor), quantiles=quantiles) + gbps = lambda ms: 12 * (batch_size * weight_size) / ms * 1e-6 + return gbps(ms), gbps(max_ms), gbps(min_ms) + + +if __name__ == '__main__': + print(triton.__version__) + in_out_tensor, in_tensor, bias = get_inputs(add_manual_seed=True) + expected_output = torch.maximum(in_out_tensor + 0.5 * in_tensor + bias, torch.tensor(0., device='cuda')) + print("Input", in_out_tensor) + print("Expected Output", expected_output) + BLOCK_SIZE = 8 + grid = lambda meta: (triton.cdiv(in_out_tensor.numel(), meta['BLOCK_SIZE']),) + fused_add_mul_relu[grid](in_out_tensor, bias, in_tensor, in_out_tensor.numel(), BLOCK_SIZE=BLOCK_SIZE) + print("Output 1", in_out_tensor) + + torch.testing.assert_close(in_out_tensor, expected_output, rtol=1e-4, atol=1e-4) + + in_out_tensor, in_tensor, bias = get_inputs(add_manual_seed=True) + num_weights = bias.numel() + fused_add_mul_relu_cleaner[grid](in_out_tensor, bias, in_tensor, num_weights, in_out_tensor.numel(), multiplier=0.5, + BLOCK_SIZE=BLOCK_SIZE) + print("Output 2", in_out_tensor) + torch.testing.assert_close(in_out_tensor, expected_output, rtol=1e-4, atol=1e-4) + + benchmark.run(print_data=True, show_plots=True) diff --git a/lecture_018/kernels/triton_pointwise_add_relu_fused.py b/lecture_018/kernels/triton_pointwise_add_relu_fused.py new file mode 100644 index 0000000..eb9a2c4 --- /dev/null +++ b/lecture_018/kernels/triton_pointwise_add_relu_fused.py @@ -0,0 +1,35 @@ +import triton +import torch +import triton.language as tl +from torch._inductor import triton_helpers +from torch._inductor.triton_heuristics import grid + +@triton.jit +def pointwise_add_relu_fusion_512(in_out_ptr0, in_ptr0, XBLOCK : tl.constexpr): + xnumel = 65536 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + # dense @ weights + x2 = xindex + # bias + x0 = xindex % 512 + tmp0 = tl.load(in_out_ptr0 + (x2), xmask) + tmp1 = tl.load(in_ptr0 + (x0), xmask, eviction_policy='evict_last') + # bias + dense @ weights + tmp2 = tmp0 + tmp1 + tmp3 = triton_helpers.maximum(0, tmp2) + tl.store(in_out_ptr0 + (x2), tmp3, None) + + +if __name__ == '__main__': + torch.cuda.set_device(0) # no-op to ensure context + X = torch.ones(size=(128, 512), device='cuda') + print(X[:3, :3]) + Y = torch.ones(size=(512,), device='cuda') + print(Y[:3]) + eager_result = torch.maximum(X + Y, torch.tensor(0., device='cuda')) + print(eager_result[:3, :3]) + pointwise_add_relu_fusion_512[grid(65536)](X, Y, 512) + print(X) + torch.testing.assert_close(X, eager_result, rtol=1e-4, atol=1e-4) diff --git a/lecture_018/lora_on_simple_mlp.py b/lecture_018/lora_on_simple_mlp.py new file mode 100644 index 0000000..12a42c1 --- /dev/null +++ b/lecture_018/lora_on_simple_mlp.py @@ -0,0 +1,60 @@ +from functools import partial + +import torch +import torch.nn as nn +from loguru import logger +from torch.nn.utils import parametrize + + +class LoRALayer(torch.nn.Module): + def __init__(self, in_dim: int, out_dim: int, rank: int, alpha: float, device: str): + super().__init__() + std_dev = 1 / torch.sqrt(torch.tensor(rank).float()) + self.A = torch.nn.Parameter(torch.randn(in_dim, rank) * std_dev).to(device) + self.B = torch.nn.Parameter(torch.zeros(rank, out_dim)).to(device) + self.alpha = alpha + + def forward(self, x): + return self.alpha * (x @ self.A @ self.B) + + +class MLP(nn.Module): + def __init__(self, input_size): + super(MLP, self).__init__() + self.layers = nn.Sequential( + nn.Linear(input_size, input_size // 2), + nn.ReLU(), + nn.Linear(input_size // 2, input_size // 4), + nn.Sigmoid() + ) + + def forward(self, x): + return self.layers(x) + + +class LinearWithLoRA(torch.nn.Module): + def __init__(self, linear, rank, alpha, device): + super().__init__() + self.linear = linear + self.lora = LoRALayer( + linear.in_features, linear.out_features, rank, alpha, device=device + ) + + def forward(self, x): + return self.linear(x) + self.lora(x) + +device = "cuda" if torch.cuda.is_available() else "cpu" +assign_lora = partial(LinearWithLoRA, rank=5, alpha=0.5, device=device) + +if __name__ == "__main__": + model = MLP(16).to(device) + logger.info(model.layers[0]) + for num_layers in range(len(model.layers)): + if isinstance(model.layers[num_layers], nn.Linear): + model.layers[num_layers] = assign_lora(model.layers[num_layers]) + model.layers[num_layers].linear.requires_grad = False + logger.info(model.layers[0]) + logger.info(model) + + logger.info(model(torch.randn(7, 16).to(device))) + torch.compile(model, fullgraph=True, mode="max-autotune")(torch.randn(7, 16).to(device)) \ No newline at end of file diff --git a/lecture_018/model.py b/lecture_018/model.py new file mode 100644 index 0000000..4be0639 --- /dev/null +++ b/lecture_018/model.py @@ -0,0 +1,290 @@ +import json +import time +from dataclasses import dataclass +from typing import Mapping, List, Dict, Union + +import click +import torch +import torch._dynamo +from loguru import logger +from torch import nn, Tensor +from torch.utils.data import DataLoader + +from criteo_dataset import CriteoParquetDataset + +torch._dynamo.reset() + + +class MLP(nn.Module): + def __init__(self, input_size: int, hidden_sizes: List[int], output_size: int): + super(MLP, self).__init__() + fc_layers = [] + for i, hidden_size in enumerate(hidden_sizes): + if i == 0: + fc_layers.append(nn.Linear(input_size, hidden_size)) + else: + fc_layers.append(nn.Linear(hidden_sizes[i - 1], hidden_size)) + fc_layers.append(nn.ReLU()) + fc_layers.append(nn.Linear(hidden_sizes[-1], output_size)) + self.fc_layers = nn.Sequential(*fc_layers) + + def forward(self, x: torch.Tensor): + return self.fc_layers(x) + + +class DenseArch(nn.Module): + def __init__(self, + dense_feature_count: int, + dense_hidden_layers_sizes: List[int], + output_size: int, + *args, **kwargs) -> None: + super(DenseArch, self).__init__(*args, **kwargs) + self.mlp = MLP(input_size=dense_feature_count, + hidden_sizes=dense_hidden_layers_sizes, + output_size=output_size) # D X O + + def forward(self, inputs: torch.Tensor) -> torch.Tensor: + # Input : B X D # Output : B X O + return self.mlp(inputs) + + +class SparseFeatureLayer(nn.Module): + def __init__(self, cardinality: int, embedding_size: int): + super(SparseFeatureLayer, self).__init__() + self.embedding = nn.Embedding(cardinality, embedding_size) + + def forward(self, inputs: torch.Tensor) -> torch.Tensor: + # Input : B X 1 # Output : B X E + embeddings = self.embedding(inputs) + return embeddings + + +class SparseArch(nn.Module): + def __init__(self, metadata: Dict[str, Union[int, List[int], Dict[str, int]]], + embedding_sizes: Mapping[str, int], + device: str = "cpu", + *args, **kwargs) -> None: + super(SparseArch, self).__init__(*args, **kwargs) + self.num_sparse_features = len(metadata) + self._modulus_hash_sizes = [m["cardinality"] for m in metadata.values()] + self.sparse_layers = nn.ModuleList([ + SparseFeatureLayer(cardinality=self._modulus_hash_sizes[i], + embedding_size=embedding_sizes[feature_name]) for i, feature_name in + enumerate(metadata.keys()) + ]) + + # Create mapping for each sparse feature + # Slide 1: use a regular python list + # self.mapping = [torch.tensor(metadata[f"SPARSE_{i}"]["tokenizer_values"]) for i in + # range(self.num_sparse_features)] + # Slide 2: use tensor on device + self.mapping = [torch.tensor(metadata[f"SPARSE_{i}"]["tokenizer_values"], device=device) for i in + range(self.num_sparse_features)] + self.cardinality_tensor = torch.tensor(self._modulus_hash_sizes).to(device) + + @staticmethod + def index_hash(tensor: torch.Tensor, tokenizer_values: Union[List[int], torch.Tensor]): + # tensor = tensor.reshape(-1, 1) + # tokenizers = torch.tensor(tokenizer_values).reshape(1, -1) + tensor = tensor.view(-1, 1) + tokenizers = tokenizer_values.view(1, -1) + # if tensor.is_cuda: + # tokenizers = tokenizers.cuda() + matches = tensor == tokenizers + indices = torch.argmax(matches.to(torch.int64), dim=1) + return indices + + @staticmethod + def modulus_hash(tensor: torch.Tensor, cardinality: torch.Tensor): + return (tensor + 1) % cardinality + + def _forward_index_hash(self, inputs: torch.Tensor) -> List[torch.Tensor]: + output_values = [] + for i in range(self.num_sparse_features): + indices = self.index_hash(inputs[:, i], self.mapping[i]) + sparse_out = self.sparse_layers[i](indices) + output_values.append(sparse_out) + return output_values + + def _forward_modulus_hash(self, inputs: torch.Tensor) -> List[torch.Tensor]: + sparse_hashed = self.modulus_hash(inputs, self.cardinality_tensor) + return [sparse_layer(sparse_hashed[:, i]) for i, sparse_layer in enumerate(self.sparse_layers)] + + def forward(self, inputs: torch.Tensor) -> List[torch.Tensor]: + # slide 1: + # return self._forward_index_hash(inputs) + # # slide 2: + return self._forward_modulus_hash(inputs) + + +class DenseSparseInteractionLayer(nn.Module): + SUPPORTED_INTERACTION_TYPES = ["dot", "cat"] + + def __init__(self, interaction_type: str = "dot"): + super(DenseSparseInteractionLayer, self).__init__() + if interaction_type not in self.SUPPORTED_INTERACTION_TYPES: + raise ValueError(f"Interaction type {interaction_type} not supported. " + f"Supported types are {self.SUPPORTED_INTERACTION_TYPES}") + self.interaction_type = interaction_type + + def forward(self, dense_out: torch.Tensor, + sparse_out: List[torch.Tensor]) -> Tensor: + concat = torch.cat([dense_out] + sparse_out, dim=-1).unsqueeze(2) + if self.interaction_type == "dot": + out = torch.bmm(concat, torch.transpose(concat, 1, 2)) + else: + out = concat + flattened = torch.flatten(out, 1) + return flattened + + +class PredictionLayer(nn.Module): + def __init__(self, + dense_out_size: int, + sparse_out_sizes: List[int], + hidden_sizes: List[int], *wargs, **kwargs): + super(PredictionLayer, self).__init__(*wargs, **kwargs) + concat_size = sum(sparse_out_sizes) + dense_out_size + self.mlp = MLP(input_size=concat_size * concat_size, + hidden_sizes=hidden_sizes, output_size=1) + self.sigmoid = nn.Sigmoid() + + def forward(self, inputs: torch.Tensor) -> torch.Tensor: + mlp_out = self.mlp(inputs) + result = self.sigmoid(mlp_out) + return result + + +@dataclass +class Parameters: + dense_input_feature_size: int + sparse_embedding_sizes: Mapping[str, int] + dense_mlp: Dict[str, Union[List[int], int]] + prediction_hidden_sizes: List[int] + use_modulus_hash: bool = False + + +class DLRM(nn.Module): + def __init__(self, metadata: Dict[str, Union[int, List[int]]], + parameters: Parameters, + device: str = "cpu"): + super(DLRM, self).__init__() + self.dense_layer = DenseArch( + dense_feature_count=parameters.dense_input_feature_size, + dense_hidden_layers_sizes=parameters.dense_mlp[ + "hidden_layer_sizes"], + output_size=parameters.dense_mlp["output_size"]) + self.sparse_layer = SparseArch( + metadata=metadata, + embedding_sizes=parameters.sparse_embedding_sizes, + device=device + ) + self.interaction_layer = DenseSparseInteractionLayer() + self.prediction_layer = PredictionLayer( + dense_out_size=parameters.dense_mlp["output_size"], + sparse_out_sizes=[parameters.sparse_embedding_sizes[f"SPARSE_{i}"] for i in + range(len(parameters.sparse_embedding_sizes))], + hidden_sizes=parameters.prediction_hidden_sizes, + ) + + def forward(self, dense_features: torch.Tensor, + sparse_features: torch.Tensor) -> float: + dense_out = self.dense_layer(dense_features) + sparse_out = self.sparse_layer(sparse_features) + ds_out = self.interaction_layer(dense_out, sparse_out) + return self.prediction_layer(ds_out).squeeze() + + +def read_metadata(metadata_path): + with open(metadata_path, 'r') as f: + metadata = json.load(f) + return metadata + + +@click.command() +@click.option('--file_path', + type=click.Path(exists=True), help='Path to the parquet file', default="data/sample_criteo_data.parquet") +@click.option('--metadata_path', + type=click.Path(exists=True), help='Path to the metadata file', + default="data/sample_criteo_metadata.json") +def dry_run_with_data(file_path, metadata_path): + """ + Process the file specified by --file_path and use metadata from --metadata_path. + """ + logger.info("Reading the parquet file {}...".format(file_path)) + logger.info("Reading the metadata file {}...".format(metadata_path)) + + dataset = CriteoParquetDataset(file_path) + data_loader = DataLoader(dataset, batch_size=32, shuffle=False) + labels, dense, sparse = next(iter(data_loader)) + logger.info("Labels size: {}".format(labels.size())) + logger.info("Dense size: {}".format(dense.size())) + logger.info("Sparse size: {}".format(sparse.size())) + + dense_mlp_out_size = 16 + num_dense_features = dense.size()[1] + dense_arch = DenseArch(dense_feature_count=num_dense_features, + dense_hidden_layers_sizes=[32], + output_size=dense_mlp_out_size) + # dense_arch_optim = torch.compile(dense_arch) + dense_out = dense_arch(dense) + logger.info("Dense out size: {}".format(dense_out.size())) + + metadata = read_metadata(metadata_path) + embedding_size = 16 + embedding_sizes = {fn: embedding_size for fn in metadata.keys()} + sparse_mlp_out_size = 16 + sparse_arch = SparseArch(metadata=metadata, + embedding_sizes=embedding_sizes) + # compiled model hangs on running with inputs + # sparse_arch_optim = torch.compile(sparse_arch) + sparse_out = sparse_arch(sparse) + for v in sparse_out: + logger.info("Sparse out size: {}".format(v.size())) + + dense_sparse_interaction_layer = DenseSparseInteractionLayer() + # dense_sparse_interaction_layer_optim = torch.compile(dense_sparse_interaction_layer) + ds_out = dense_sparse_interaction_layer(dense_out, sparse_out) + logger.info("Dense sparse interaction out size: {}".format(ds_out.size())) + + prediction_layer = PredictionLayer(dense_out_size=dense_mlp_out_size, + sparse_out_sizes=[sparse_mlp_out_size] * len(metadata), + hidden_sizes=[16]) + # prediction_layer_optim = torch.compile(prediction_layer) + pred_out = prediction_layer(ds_out) + logger.info("Prediction out size: {}".format(pred_out.size())) + logger.info("Prediction out value: {}".format(pred_out)) + + # TODO dry run the DLRM model + parameters = Parameters( + dense_input_feature_size=13, + sparse_embedding_sizes={ + "SPARSE_{}".format(i): 16 for i in range(26) + }, + dense_mlp={ + "hidden_layer_sizes": [16], + "output_size": 16 + }, + prediction_hidden_sizes=[16], + use_modulus_hash=True + + ) + import torch._dynamo + torch._dynamo.reset() + torch._dynamo.config.verbose = True + dlrm = DLRM(metadata, parameters) + _ = dlrm(dense, sparse) + + # dlrm_optim = torch.compile(dlrm, backend="aot_eager") + dlrm_optim = torch.compile(dlrm, backend="inductor", fullgraph=True) + # logger.info("Compiled DLRM model: {}".format(dlrm)) + start = time.time() + prediction = dlrm_optim(dense, sparse) + logger.info("DLRM prediction size: {}".format(prediction.size())) + logger.info("[COMPILED] Time taken for prediction: {}".format(time.time() - start)) + + torch.onnx.export(dlrm, (dense, sparse), './data/dlrm.onnx') + + +if __name__ == "__main__": + dry_run_with_data() diff --git a/lecture_018/model_hyperparameters_main.json b/lecture_018/model_hyperparameters_main.json new file mode 100644 index 0000000..c1d6f43 --- /dev/null +++ b/lecture_018/model_hyperparameters_main.json @@ -0,0 +1,65 @@ +{ + "data_path": { + "train": "./data/sample_criteo_data.parquet", + "validation": "./data/sample_criteo_data.parquet" + }, + "metadata_path": "./data/sample_criteo_metadata.json", + "model_path": "./data/dlrm_criteo_model.pt", + "tensorboard_dir": "./tb_logs", + "dense_input_feature_size": 13, + "sparse_embedding_sizes": { + "SPARSE_0": 16, + "SPARSE_1": 16, + "SPARSE_2": 16, + "SPARSE_3": 16, + "SPARSE_4": 16, + "SPARSE_5": 16, + "SPARSE_6": 16, + "SPARSE_7": 16, + "SPARSE_8": 16, + "SPARSE_9": 16, + "SPARSE_10": 16, + "SPARSE_11": 16, + "SPARSE_12": 16, + "SPARSE_13": 16, + "SPARSE_14": 16, + "SPARSE_15": 16, + "SPARSE_16": 16, + "SPARSE_17": 16, + "SPARSE_18": 16, + "SPARSE_19": 16, + "SPARSE_20": 16, + "SPARSE_21": 16, + "SPARSE_22": 16, + "SPARSE_23": 16, + "SPARSE_24": 16, + "SPARSE_25": 16 + }, + "dense_mlp": { + "hidden_layer_sizes": [ + 512, + 256, + 64 + ], + "output_size": 16 + }, + "sparse_mlp": { + "hidden_layer_sizes": [ + 16 + ], + "output_size": 32 + }, + "prediction_hidden_sizes": [ + 512, + 256 + ], + "num_epochs": 1, + "learning_rate": 0.1, + "device": "cuda", + "batch_size": { + "train": 128, + "validation": 128 + }, + "batches_per_epoch": 10, + "use_modulus_hash": true +} diff --git a/lecture_018/model_hyperparameters_small.json b/lecture_018/model_hyperparameters_small.json new file mode 100644 index 0000000..673362b --- /dev/null +++ b/lecture_018/model_hyperparameters_small.json @@ -0,0 +1,49 @@ +{ + "data_path": { + "train": "./data/sample_criteo_data.parquet", + "validation": "./data/sample_criteo_data.parquet" + }, + "metadata_path": "./data/sample_criteo_metadata.json", + "model_path": "./data/dlrm_criteo_model.pt", + "tensorboard_dir": "./tb_logs", + "dense_input_feature_size": 13, + "sparse_embedding_sizes": { + "SPARSE_0": 16, + "SPARSE_1": 16, + "SPARSE_2": 16, + "SPARSE_3": 16, + "SPARSE_4": 16, + "SPARSE_5": 16, + "SPARSE_6": 16, + "SPARSE_7": 16, + "SPARSE_8": 16, + "SPARSE_9": 16, + "SPARSE_10": 16, + "SPARSE_11": 16, + "SPARSE_12": 16, + "SPARSE_13": 16, + "SPARSE_14": 16, + "SPARSE_15": 16, + "SPARSE_16": 16, + "SPARSE_17": 16, + "SPARSE_18": 16, + "SPARSE_19": 16, + "SPARSE_20": 16, + "SPARSE_21": 16, + "SPARSE_22": 16, + "SPARSE_23": 16, + "SPARSE_24": 16, + "SPARSE_25": 16 + }, + "dense_mlp": {"hidden_layer_sizes": [32], "output_size": 16}, + "prediction_hidden_sizes": [32], + "num_epochs": 1, + "learning_rate": 0.1, + "device": "cuda", + "batch_size": { + "train": 64, + "validation": 64 + }, + "batches_per_epoch": 10, + "use_modulus_hash": true +} \ No newline at end of file diff --git a/lecture_018/model_train.py b/lecture_018/model_train.py new file mode 100644 index 0000000..13b4f84 --- /dev/null +++ b/lecture_018/model_train.py @@ -0,0 +1,224 @@ +import time +import uuid +from functools import partial + +import torch +from torch import nn +from torch.utils.data import DataLoader +from loguru import logger +import json + +from tqdm import tqdm + +from criteo_dataset import CriteoParquetDataset +from model import DLRM, read_metadata, Parameters as ModelParameters +from torch.profiler import profile +from torch.utils.tensorboard import SummaryWriter + + +def trace_handler(prof: profile, results_dir: str): + logger.info("\n" + prof.key_averages().table( + sort_by="self_cuda_time_total", row_limit=-1)) + prof.export_chrome_trace(f"/{results_dir}/test_trace_" + str(uuid.uuid4()) + ".json") + + +import click + +@click.command() +@click.option('--config', default="model_hyperparameters_small.json", help='Model parameters filename') +@click.option('--use_torch_compile', is_flag=True, default=False, help='Use torch.compile if set') +def main(config: str, use_torch_compile: bool): + # # The flag below controls whether to allow TF32 on matmul. This flag defaults to False + # # in PyTorch 1.12 and later. + # torch.backends.cuda.matmul.allow_tf32 = True + # + # # The flag below controls whether to allow TF32 on cuDNN. This flag defaults to True. + # torch.backends.cudnn.allow_tf32 = True + + # Load hyperparameters + with open(config, 'r') as f: + hyperparameters = json.load(f) + + modifier = config.replace(".", "").replace("/", "").replace("json", "") + + timing_context = {} + + logger.info("Hyperparameters: {}".format(hyperparameters)) + + metadata = read_metadata(hyperparameters['metadata_path']) + logger.info("Loaded metadata") + + train_dataset = CriteoParquetDataset(hyperparameters['data_path']['train']) + valid_dataset = CriteoParquetDataset(hyperparameters['data_path']['validation']) + + logger.info("Loaded datasets") + + model_parameters = ModelParameters( + dense_input_feature_size=hyperparameters['dense_input_feature_size'], + sparse_embedding_sizes=hyperparameters['sparse_embedding_sizes'], + dense_mlp=hyperparameters['dense_mlp'], + prediction_hidden_sizes=hyperparameters['prediction_hidden_sizes'], + use_modulus_hash=hyperparameters['use_modulus_hash'], + ) + + dlrm = DLRM(metadata=metadata, + parameters=model_parameters, + device=hyperparameters['device']).to(hyperparameters['device']) + + if use_torch_compile: + model = torch.compile(dlrm, fullgraph=True, mode="max-autotune") + else: + model = dlrm + optimizer = torch.optim.Adam(model.parameters(), lr=hyperparameters['learning_rate']) + + # Binary Cross Entropy loss + criterion = nn.BCELoss() + + batch_size_train = hyperparameters['batch_size']['train'] + batch_size_valid = hyperparameters['batch_size']['validation'] + + # DataLoader for your dataset + train_loader = iter(DataLoader(train_dataset, batch_size=batch_size_train, shuffle=True)) + valid_loader = iter( + DataLoader(valid_dataset, batch_size=batch_size_valid, shuffle=False)) + + _, dense, sparse = next(train_loader) + compile_start_time = time.time() + _ = model(dense.to(hyperparameters['device']), sparse.to(hyperparameters['device'])) + logger.info("Compile Time taken: {:.2f}s".format(time.time() - compile_start_time)) + + # Number of epochs + num_epochs = hyperparameters['num_epochs'] + torch.cuda.empty_cache() + + # Initialize the best validation loss to a high value + best_valid_loss = float('inf') + + start_time_all = time.time() + + writer = SummaryWriter(log_dir=hyperparameters["tensorboard_dir"], + flush_secs=30, + filename_suffix=modifier) + + prof = torch.profiler.profile( + activities=[ + torch.profiler.ProfilerActivity.CPU, + torch.profiler.ProfilerActivity.CUDA, + ], + schedule=torch.profiler.schedule( + wait=1, + warmup=1, + active=3, + repeat=1), + # on_trace_ready=partial(trace_handler, + # results_dir="./profiler_logs"), + on_trace_ready=torch.profiler.tensorboard_trace_handler(hyperparameters["tensorboard_dir"], + worker_name=modifier), + record_shapes=True, + profile_memory=True, + with_stack=True + ) + prof.start() + + # Training Loop + for epoch in range(num_epochs): + logger.info("Epoch: {}".format(epoch + 1)) + start = time.time() + # Training Phase + train_loss = 0 + correct_predictions = 0 + total_predictions = 0 + model.train() + for batch_idx in tqdm(range(hyperparameters['batches_per_epoch']), ncols=80): + labels, dense, sparse = next(train_loader) + labels = labels.to(hyperparameters['device']) + dense = dense.to(hyperparameters['device']) + sparse = sparse.to(hyperparameters['device']) + + # Backward pass and optimization + optimizer.zero_grad() + outputs = model(dense, sparse) + loss = criterion(outputs, labels) + # logger.info("Zeroed gradients") + loss.backward() + # logger.info("Backward pass done") + optimizer.step() + # logger.info("Optimizer step done") + + # logger.info("--- Backward pass and optimization done") + train_loss = train_loss + ( + (loss.item() - train_loss) / (batch_idx + 1)) + # Convert outputs probabilities to predicted class (0 or 1) + predicted = torch.sigmoid(outputs).data > 0.5 + # Update total and correct predictions + total_predictions += labels.size(0) + correct_predictions += (predicted == labels).sum().item() + index = (epoch * hyperparameters['batches_per_epoch'] + batch_idx) * batch_size_train + writer.add_scalar("Loss/train", train_loss, index) + writer.add_scalar("Accuracy/train", correct_predictions / total_predictions, + index) + for name, t in timing_context.items(): + writer.add_scalar(f"TrainingTime/{name}", t, index) + prof.step() + + logger.info("Train Time taken: {:.2f}s".format(time.time() - start)) + + start = time.time() + # Validation Phase + model.eval() + with torch.no_grad(): + total_predictions = 0 + correct_predictions = 0 + valid_loss = 0.0 + for batch_idx in tqdm(range(hyperparameters['batches_per_epoch']), ncols=80): + labels, dense, sparse = next(valid_loader) + # Move data to the appropriate device + labels = labels.to(hyperparameters['device']) + dense = dense.to(hyperparameters['device']) + sparse = sparse.to(hyperparameters['device']) + + # Forward pass + outputs = model(dense, sparse) + loss = criterion(outputs, labels) + valid_loss = valid_loss + ( + (loss.item() - valid_loss) / (batch_idx + 1)) + + # Convert outputs probabilities to predicted class (0 or 1) + predicted = torch.sigmoid(outputs).data > 0.5 + # Update total and correct predictions + total_predictions += labels.size(0) + correct_predictions += (predicted == labels).sum().item() + valid_accuracy = correct_predictions / total_predictions + index = (epoch * hyperparameters['batches_per_epoch'] + batch_idx) * batch_size_valid + writer.add_scalar("Loss/valid", + valid_loss, + index) + writer.add_scalar("Accuracy/valid", + valid_accuracy, + index) + for name, t in timing_context.items(): + writer.add_scalar(f"ValidationTime/{name}", t, + index) + prof.step() + + logger.info("Validation Time taken: {:.2f}s".format(time.time() - start)) + logger.info("----------------------------------------------") + logger.info(f'Epoch [{epoch + 1}/{num_epochs}], ' + f'Train Loss: {train_loss:.4f}, ' + f'Valid Loss: {valid_loss:.4f}') + logger.info("----------------------------------------------") + + # If the current validation loss is less than the best validation loss, + # save the model and update the best validation loss + if valid_loss < best_valid_loss: + best_valid_loss = valid_loss + torch.save(model.state_dict(), hyperparameters['model_path']) + logger.info(f'Validation loss decreased. Saving model...') + prof.stop() + writer.flush() + + logger.info("Total Time taken: {:.2f}s".format(time.time() - start_time_all)) + + +if __name__ == '__main__': + main() diff --git a/lecture_018/output_triton_code/cckis7cug7ngijticnexckn3x3ccj6iowkr2tfbm4icqvkk24uud.py b/lecture_018/output_triton_code/cckis7cug7ngijticnexckn3x3ccj6iowkr2tfbm4icqvkk24uud.py new file mode 100644 index 0000000..d50e450 --- /dev/null +++ b/lecture_018/output_triton_code/cckis7cug7ngijticnexckn3x3ccj6iowkr2tfbm4icqvkk24uud.py @@ -0,0 +1,1654 @@ + +from ctypes import c_void_p, c_long +import torch +import math +import random +import os +import tempfile +from math import inf, nan +from torch._inductor.hooks import run_intermediate_hooks +from torch._inductor.utils import maybe_profile +from torch._inductor.codegen.memory_planning import _align as align + +from torch import device, empty, empty_strided +from torch._inductor.codecache import AsyncCompile +from torch._inductor.select_algorithm import extern_kernels + +aten = torch.ops.aten +inductor_ops = torch.ops.inductor +assert_size_stride = torch._C._dynamo.guards.assert_size_stride +alloc_from_pool = torch.ops.inductor._alloc_from_pool +reinterpret_tensor = torch.ops.inductor._reinterpret_tensor +async_compile = AsyncCompile() + + +# kernel path: /tmp/torchinductor_ksharma/y3/cy3fsrxo27bzpyxwxq3ojr6hj2pmndinlgkcigaibcnhcybwf6fq.py +# Source Nodes: [l__self___dense_layer_mlp_fc_layers_1], Original ATen: [aten.relu] +# l__self___dense_layer_mlp_fc_layers_1 => relu +triton_poi_fused_relu_0 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[65536], + filename=__file__, + triton_meta={'signature': {0: '*fp32', 1: '*fp32', 2: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(2,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_relu_0', 'mutated_arg_names': ['in_out_ptr0']}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_out_ptr0, in_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 65536 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x2 = xindex + x0 = xindex % 512 + tmp0 = tl.load(in_out_ptr0 + (x2), None) + tmp1 = tl.load(in_ptr0 + (x0), None, eviction_policy='evict_last') + tmp2 = tmp0 + tmp1 + tmp3 = triton_helpers.maximum(0, tmp2) + tl.store(in_out_ptr0 + (x2), tmp3, None) +''') + +import triton +import triton.language as tl +from torch._inductor.triton_heuristics import grid, start_graph, end_graph +from torch._C import _cuda_getCurrentRawStream as get_cuda_stream + + +# kernel path: /tmp/torchinductor_ksharma/2b/c2btikpopq5qf4s6xew4nt44gueumsrl2xgy3mhn6ekexl5czu4h.py +# Source Nodes: [l__self___dense_layer_mlp_fc_layers_3], Original ATen: [aten.relu] +# l__self___dense_layer_mlp_fc_layers_3 => relu_1 +triton_poi_fused_relu_1 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[32768], + filename=__file__, + triton_meta={'signature': {0: '*fp32', 1: '*fp32', 2: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(2,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_relu_1', 'mutated_arg_names': ['in_out_ptr0']}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_out_ptr0, in_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 32768 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x2 = xindex + x0 = xindex % 256 + tmp0 = tl.load(in_out_ptr0 + (x2), None) + tmp1 = tl.load(in_ptr0 + (x0), None, eviction_policy='evict_last') + tmp2 = tmp0 + tmp1 + tmp3 = triton_helpers.maximum(0, tmp2) + tl.store(in_out_ptr0 + (x2), tmp3, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/sg/csgbajlo3ygdkyr7wdentvmufckjkxft3a22vsdj5bzx4rhsme3g.py +# Source Nodes: [l__self___dense_layer_mlp_fc_layers_5], Original ATen: [aten.relu] +# l__self___dense_layer_mlp_fc_layers_5 => relu_2 +triton_poi_fused_relu_2 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[8192], + filename=__file__, + triton_meta={'signature': {0: '*fp32', 1: '*fp32', 2: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(2,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_relu_2', 'mutated_arg_names': ['in_out_ptr0']}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_out_ptr0, in_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 8192 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x2 = xindex + x0 = xindex % 64 + tmp0 = tl.load(in_out_ptr0 + (x2), None) + tmp1 = tl.load(in_ptr0 + (x0), None, eviction_policy='evict_last') + tmp2 = tmp0 + tmp1 + tmp3 = triton_helpers.maximum(0, tmp2) + tl.store(in_out_ptr0 + (x2), tmp3, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/r5/cr5ule4qvsqlsurei6qpaqj3uoofpqwghhc5xono7nlio65csa2h.py +# Source Nodes: [cat_1], Original ATen: [aten.cat] +# cat_1 => cat +triton_poi_fused_cat_3 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*fp32', 1: '*fp32', 2: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(2,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_cat_3', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x2 = xindex + x0 = xindex % 16 + x1 = (xindex // 16) + tmp0 = tl.load(in_ptr0 + (x2), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp0, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/24/c24fqapvxytsobfe4ufawgers6trhmxhycnc3mocaloyr757o2c6.py +# Source Nodes: [embeddings], Original ATen: [aten.embedding] +# embeddings => embedding +triton_poi_fused_embedding_4 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_4', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (26*x1), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (0)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 1234907 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 1234907), "index out of bounds: 0 <= tmp10 < 1234907") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/bn/cbn3u7uxfhlhcqmlsx6o76lqmkucydxr7qla4usqwmn7szkjm6nv.py +# Source Nodes: [embeddings_1], Original ATen: [aten.embedding] +# embeddings_1 => embedding_1 +triton_poi_fused_embedding_5 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_5', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (1 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (1)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 19682 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 19682), "index out of bounds: 0 <= tmp10 < 19682") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/ce/ccefj2jwj7fgffu62mfw3wjt53ax32eebedwyyedzq4rpch6eo57.py +# Source Nodes: [embeddings_2], Original ATen: [aten.embedding] +# embeddings_2 => embedding_2 +triton_poi_fused_embedding_6 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_6', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (2 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (2)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 13779 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 13779), "index out of bounds: 0 <= tmp10 < 13779") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/rb/crb7hlxod4hvawkydy24sbc2i6qfahf37yfce3eq6ck6bkjtqyei.py +# Source Nodes: [embeddings_3], Original ATen: [aten.embedding] +# embeddings_3 => embedding_3 +triton_poi_fused_embedding_7 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_7', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (3 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (3)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 6866 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 6866), "index out of bounds: 0 <= tmp10 < 6866") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/i3/ci3qmnvwqmvzt4uecw5aukqd4wdzsgsrzefbr2asxelpftbhgudz.py +# Source Nodes: [embeddings_4], Original ATen: [aten.embedding] +# embeddings_4 => embedding_4 +triton_poi_fused_embedding_8 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_8', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (4 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (4)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 18489 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 18489), "index out of bounds: 0 <= tmp10 < 18489") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/kz/ckzizzmvo4odjvhlqv66rzu2b5l3b5wkq5gqztv74y7bpra7ijml.py +# Source Nodes: [embeddings_5], Original ATen: [aten.embedding] +# embeddings_5 => embedding_5 +triton_poi_fused_embedding_9 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_9', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (5 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (5)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 3 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 3), "index out of bounds: 0 <= tmp10 < 3") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/kb/ckbltn7bhsbcf6hp3vqmsatzbvhvwvjrvdqiytftfxuipdammjqr.py +# Source Nodes: [embeddings_6], Original ATen: [aten.embedding] +# embeddings_6 => embedding_6 +triton_poi_fused_embedding_10 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_10', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (6 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (6)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 6263 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 6263), "index out of bounds: 0 <= tmp10 < 6263") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/tf/ctf67gmwgi575woeo6an7266tbnl6vvzo2vl44pafxsok3bq6gzz.py +# Source Nodes: [embeddings_7], Original ATen: [aten.embedding] +# embeddings_7 => embedding_7 +triton_poi_fused_embedding_11 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_11', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (7 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (7)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 1234 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 1234), "index out of bounds: 0 <= tmp10 < 1234") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/rq/crqveac4eal6vzatvu56dodwni32nelgxlixgkwjx6din22gwar5.py +# Source Nodes: [embeddings_8], Original ATen: [aten.embedding] +# embeddings_8 => embedding_8 +triton_poi_fused_embedding_12 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_12', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (8 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (8)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 49 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 49), "index out of bounds: 0 <= tmp10 < 49") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/z7/cz7n6lixabwcktedfo27iuyejgpou3ja4tsba726piicsqze4sog.py +# Source Nodes: [embeddings_9], Original ATen: [aten.embedding] +# embeddings_9 => embedding_9 +triton_poi_fused_embedding_13 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_13', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (9 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (9)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 854680 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 854680), "index out of bounds: 0 <= tmp10 < 854680") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/ro/cronqtajfyoirv3eu4bgptj6roxonmpysqrcrgezrqskxt4zwrgy.py +# Source Nodes: [embeddings_10], Original ATen: [aten.embedding] +# embeddings_10 => embedding_10 +triton_poi_fused_embedding_14 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_14', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (10 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (10)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 114026 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 114026), "index out of bounds: 0 <= tmp10 < 114026") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/qm/cqm3yddfbxc4vhkysse32kqumygdo5zodreoqm35chj2f6honosy.py +# Source Nodes: [embeddings_11], Original ATen: [aten.embedding] +# embeddings_11 => embedding_11 +triton_poi_fused_embedding_15 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_15', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (11 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (11)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 75735 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 75735), "index out of bounds: 0 <= tmp10 < 75735") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/wh/cwhg2znezzxqu6zzsuuwzja7dyg6ywa3p7xqep3d22bmbketnowf.py +# Source Nodes: [embeddings_12], Original ATen: [aten.embedding] +# embeddings_12 => embedding_12 +triton_poi_fused_embedding_16 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_16', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (12 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (12)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 10 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 10), "index out of bounds: 0 <= tmp10 < 10") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/vs/cvshbt2tknmqmyq6k5dc4crjrhxmbboygoypf4hijqwutztrxg5q.py +# Source Nodes: [embeddings_13], Original ATen: [aten.embedding] +# embeddings_13 => embedding_13 +triton_poi_fused_embedding_17 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_17', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (13 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (13)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 2159 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 2159), "index out of bounds: 0 <= tmp10 < 2159") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/jh/cjh5k3kewqi2xfxvydqurs3odj7foyjaj2fcwoaofthekshl6s45.py +# Source Nodes: [embeddings_14], Original ATen: [aten.embedding] +# embeddings_14 => embedding_14 +triton_poi_fused_embedding_18 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_18', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (14 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (14)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 7532 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 7532), "index out of bounds: 0 <= tmp10 < 7532") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/37/c3763xtu65le2t5np6pjt7uj6vdo6z2kjhqjuqn3wxgoozycszjw.py +# Source Nodes: [embeddings_15], Original ATen: [aten.embedding] +# embeddings_15 => embedding_15 +triton_poi_fused_embedding_19 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_19', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (15 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (15)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 61 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 61), "index out of bounds: 0 <= tmp10 < 61") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/py/cpy4a7kriz3jphwkuxggzexvcfyabhixtdwnlphaq2hdf5fmppak.py +# Source Nodes: [embeddings_16], Original ATen: [aten.embedding] +# embeddings_16 => embedding_16 +triton_poi_fused_embedding_20 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_20', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (16 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (16)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 4 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 4), "index out of bounds: 0 <= tmp10 < 4") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/gg/cggmzwapsna5ygcsycfne2lgzsonsbb2q6i7sxrykvnbdbfzkrok.py +# Source Nodes: [embeddings_17], Original ATen: [aten.embedding] +# embeddings_17 => embedding_17 +triton_poi_fused_embedding_21 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_21', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (17 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (17)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 918 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 918), "index out of bounds: 0 <= tmp10 < 918") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/od/codujg3sg4vy3idd3w5mqmftcctkvaqwsju25pfnxwc2bglryvgh.py +# Source Nodes: [embeddings_18], Original ATen: [aten.embedding] +# embeddings_18 => embedding_18 +triton_poi_fused_embedding_22 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_22', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (18 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (18)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 14 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 14), "index out of bounds: 0 <= tmp10 < 14") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/be/cbe46cfas6k5rwxtvq3p2kk5mi37sslr3lh3zhrrmhg4hdsedvtv.py +# Source Nodes: [embeddings_19], Original ATen: [aten.embedding] +# embeddings_19 => embedding_19 +triton_poi_fused_embedding_23 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_23', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (19 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (19)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 1307783 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 1307783), "index out of bounds: 0 <= tmp10 < 1307783") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/f2/cf2bvl6tbqghkhr5zzwp4dmluphvv54muzhkvvop2jiernbqshaf.py +# Source Nodes: [embeddings_20], Original ATen: [aten.embedding] +# embeddings_20 => embedding_20 +triton_poi_fused_embedding_24 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_24', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (20 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (20)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 404742 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 404742), "index out of bounds: 0 <= tmp10 < 404742") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/4s/c4shff5ni2qymsczudkvztwgtqqthfah2nm4vtw7r5zksj55xzkb.py +# Source Nodes: [embeddings_21], Original ATen: [aten.embedding] +# embeddings_21 => embedding_21 +triton_poi_fused_embedding_25 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_25', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (21 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (21)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 1105613 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 1105613), "index out of bounds: 0 <= tmp10 < 1105613") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/45/c4563uxo3tb7fgxkakher6zqwluwl5agxozmw3cghdgdg4ypnane.py +# Source Nodes: [embeddings_22], Original ATen: [aten.embedding] +# embeddings_22 => embedding_22 +triton_poi_fused_embedding_26 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_26', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (22 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (22)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 87714 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 87714), "index out of bounds: 0 <= tmp10 < 87714") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/vp/cvpljojitbdc2ftok32hzqxqbaql6h6lzrszq37vgl7kx77327hr.py +# Source Nodes: [embeddings_23], Original ATen: [aten.embedding] +# embeddings_23 => embedding_23 +triton_poi_fused_embedding_27 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_27', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (23 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (23)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 9031 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 9031), "index out of bounds: 0 <= tmp10 < 9031") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/me/cme4i7xbp7ueo6hlygvvzlfdi4ukh3eybhjxokm43ejxvkvmm5mg.py +# Source Nodes: [embeddings_24], Original ATen: [aten.embedding] +# embeddings_24 => embedding_24 +triton_poi_fused_embedding_28 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_28', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (24 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (24)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 76 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 76), "index out of bounds: 0 <= tmp10 < 76") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/af/cafjpi4wag7q3nkwl7woqnirlevshsbam6quvyygy4zp33qqfux6.py +# Source Nodes: [embeddings_25], Original ATen: [aten.embedding] +# embeddings_25 => embedding_25 +triton_poi_fused_embedding_29 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[2048], + filename=__file__, + triton_meta={'signature': {0: '*i64', 1: '*i64', 2: '*fp32', 3: '*fp32', 4: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2, 3, 4), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(4,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_embedding_29', 'mutated_arg_names': []}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_ptr0, in_ptr1, in_ptr2, out_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 2048 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x1 = (xindex // 16) + x0 = xindex % 16 + tmp0 = tl.load(in_ptr0 + (25 + (26*x1)), None, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (25)) + tmp4 = tl.broadcast_to(tmp3, [XBLOCK]) + tmp1 = tl.full([1], 1, tl.int64) + tmp2 = tmp0 + tmp1 + tmp5 = tmp2 % tmp4 + tmp6 = tmp5 + tmp4 + tmp7 = tl.where(((tmp5 != 0) & ((tmp5 < 0) != (tmp4 < 0))), tmp6, tmp5) + tmp8 = tmp7 + 33 + tmp9 = tmp7 < 0 + tmp10 = tl.where(tmp9, tmp8, tmp7) + tl.device_assert((0 <= tmp10) & (tmp10 < 33), "index out of bounds: 0 <= tmp10 < 33") + tmp11 = tl.load(in_ptr2 + (x0 + (16*tmp10)), None) + tl.store(out_ptr0 + (x0 + (432*x1)), tmp11, None) +''') + + +# kernel path: /tmp/torchinductor_ksharma/ab/cabkfn2fbpklz6otc6q5hsgcf34zf6zdhizijshufnfepspq4tmy.py +# Source Nodes: [result], Original ATen: [aten.sigmoid, aten.squeeze] +# result => sigmoid +triton_poi_fused_sigmoid_squeeze_30 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[128], + filename=__file__, + triton_meta={'signature': {0: '*fp32', 1: '*fp32', 2: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(2,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_sigmoid_squeeze_30', 'mutated_arg_names': ['in_out_ptr0']}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_out_ptr0, in_ptr0, xnumel, XBLOCK : tl.constexpr): + xnumel = 128 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x0 = xindex + tmp0 = tl.load(in_out_ptr0 + (x0), xmask) + tmp1 = tl.load(in_ptr0 + (0)) + tmp2 = tl.broadcast_to(tmp1, [XBLOCK]) + tmp3 = tmp0 + tmp2 + tmp4 = tl.sigmoid(tmp3) + tl.store(in_out_ptr0 + (x0), tmp4, xmask) +''') + + +async_compile.wait(globals()) +del async_compile + +def call(args): + arg0_1, arg1_1, arg2_1, arg3_1, arg4_1, arg5_1, arg6_1, arg7_1, arg8_1, arg9_1, arg10_1, arg11_1, arg12_1, arg13_1, arg14_1, arg15_1, arg16_1, arg17_1, arg18_1, arg19_1, arg20_1, arg21_1, arg22_1, arg23_1, arg24_1, arg25_1, arg26_1, arg27_1, arg28_1, arg29_1, arg30_1, arg31_1, arg32_1, arg33_1, arg34_1, arg35_1, arg36_1, arg37_1, arg38_1, arg39_1, arg40_1, arg41_1, arg42_1 = args + args.clear() + assert_size_stride(arg0_1, (512, 13), (13, 1)) + assert_size_stride(arg1_1, (512, ), (1, )) + assert_size_stride(arg2_1, (256, 512), (512, 1)) + assert_size_stride(arg3_1, (256, ), (1, )) + assert_size_stride(arg4_1, (64, 256), (256, 1)) + assert_size_stride(arg5_1, (64, ), (1, )) + assert_size_stride(arg6_1, (16, 64), (64, 1)) + assert_size_stride(arg7_1, (16, ), (1, )) + assert_size_stride(arg8_1, (1234907, 16), (16, 1)) + assert_size_stride(arg9_1, (19682, 16), (16, 1)) + assert_size_stride(arg10_1, (13779, 16), (16, 1)) + assert_size_stride(arg11_1, (6866, 16), (16, 1)) + assert_size_stride(arg12_1, (18489, 16), (16, 1)) + assert_size_stride(arg13_1, (3, 16), (16, 1)) + assert_size_stride(arg14_1, (6263, 16), (16, 1)) + assert_size_stride(arg15_1, (1234, 16), (16, 1)) + assert_size_stride(arg16_1, (49, 16), (16, 1)) + assert_size_stride(arg17_1, (854680, 16), (16, 1)) + assert_size_stride(arg18_1, (114026, 16), (16, 1)) + assert_size_stride(arg19_1, (75735, 16), (16, 1)) + assert_size_stride(arg20_1, (10, 16), (16, 1)) + assert_size_stride(arg21_1, (2159, 16), (16, 1)) + assert_size_stride(arg22_1, (7532, 16), (16, 1)) + assert_size_stride(arg23_1, (61, 16), (16, 1)) + assert_size_stride(arg24_1, (4, 16), (16, 1)) + assert_size_stride(arg25_1, (918, 16), (16, 1)) + assert_size_stride(arg26_1, (14, 16), (16, 1)) + assert_size_stride(arg27_1, (1307783, 16), (16, 1)) + assert_size_stride(arg28_1, (404742, 16), (16, 1)) + assert_size_stride(arg29_1, (1105613, 16), (16, 1)) + assert_size_stride(arg30_1, (87714, 16), (16, 1)) + assert_size_stride(arg31_1, (9031, 16), (16, 1)) + assert_size_stride(arg32_1, (76, 16), (16, 1)) + assert_size_stride(arg33_1, (33, 16), (16, 1)) + assert_size_stride(arg34_1, (512, 186624), (186624, 1)) + assert_size_stride(arg35_1, (512, ), (1, )) + assert_size_stride(arg36_1, (256, 512), (512, 1)) + assert_size_stride(arg37_1, (256, ), (1, )) + assert_size_stride(arg38_1, (1, 256), (256, 1)) + assert_size_stride(arg39_1, (1, ), (1, )) + assert_size_stride(arg40_1, (26, ), (1, )) + assert_size_stride(arg41_1, (128, 13), (13, 1)) + assert_size_stride(arg42_1, (128, 26), (26, 1)) + with torch.cuda._DeviceGuard(0): + torch.cuda.set_device(0) # no-op to ensure context + buf0 = empty((128, 512), device='cuda', dtype=torch.float32) + # Source Nodes: [], Original ATen: [] + extern_kernels.mm(arg41_1, reinterpret_tensor(arg0_1, (13, 512), (1, 13), 0), out=buf0) + del arg0_1 + del arg41_1 + buf1 = buf0; del buf0 # reuse + # Source Nodes: [l__self___dense_layer_mlp_fc_layers_1], Original ATen: [aten.relu] + stream0 = get_cuda_stream(0) + triton_poi_fused_relu_0.run(buf1, arg1_1, 65536, grid=grid(65536), stream=stream0) + del arg1_1 + buf2 = empty((128, 256), device='cuda', dtype=torch.float32) + # Source Nodes: [l__self___dense_layer_mlp_fc_layers_1], Original ATen: [aten.relu] + extern_kernels.mm(buf1, reinterpret_tensor(arg2_1, (512, 256), (1, 512), 0), out=buf2) + del arg2_1 + buf3 = buf2; del buf2 # reuse + # Source Nodes: [l__self___dense_layer_mlp_fc_layers_3], Original ATen: [aten.relu] + triton_poi_fused_relu_1.run(buf3, arg3_1, 32768, grid=grid(32768), stream=stream0) + del arg3_1 + buf4 = empty((128, 64), device='cuda', dtype=torch.float32) + # Source Nodes: [l__self___dense_layer_mlp_fc_layers_3], Original ATen: [aten.relu] + extern_kernels.mm(buf3, reinterpret_tensor(arg4_1, (256, 64), (1, 256), 0), out=buf4) + del arg4_1 + buf5 = buf4; del buf4 # reuse + # Source Nodes: [l__self___dense_layer_mlp_fc_layers_5], Original ATen: [aten.relu] + triton_poi_fused_relu_2.run(buf5, arg5_1, 8192, grid=grid(8192), stream=stream0) + del arg5_1 + buf6 = empty((128, 16), device='cuda', dtype=torch.float32) + # Source Nodes: [dense_out, l__self___dense_layer_mlp_fc_layers_5], Original ATen: [aten.addmm, aten.relu] + extern_kernels.addmm(reinterpret_tensor(arg7_1, (128, 16), (0, 1), 0), buf5, reinterpret_tensor(arg6_1, (64, 16), (1, 64), 0), alpha=1, beta=1, out=buf6) + del arg6_1 + del arg7_1 + del buf5 + buf34 = empty((128, 432), device='cuda', dtype=torch.float32) + buf7 = reinterpret_tensor(buf34, (128, 16), (432, 1), 0) # alias + # Source Nodes: [cat_1], Original ATen: [aten.cat] + triton_poi_fused_cat_3.run(buf6, buf7, 2048, grid=grid(2048), stream=stream0) + del buf6 + buf8 = reinterpret_tensor(buf34, (128, 16), (432, 1), 16) # alias + # Source Nodes: [embeddings], Original ATen: [aten.embedding] + triton_poi_fused_embedding_4.run(arg42_1, arg40_1, arg8_1, buf8, 2048, grid=grid(2048), stream=stream0) + del arg8_1 + buf9 = reinterpret_tensor(buf34, (128, 16), (432, 1), 32) # alias + # Source Nodes: [embeddings_1], Original ATen: [aten.embedding] + triton_poi_fused_embedding_5.run(arg42_1, arg40_1, arg9_1, buf9, 2048, grid=grid(2048), stream=stream0) + del arg9_1 + buf10 = reinterpret_tensor(buf34, (128, 16), (432, 1), 48) # alias + # Source Nodes: [embeddings_2], Original ATen: [aten.embedding] + triton_poi_fused_embedding_6.run(arg42_1, arg40_1, arg10_1, buf10, 2048, grid=grid(2048), stream=stream0) + del arg10_1 + buf11 = reinterpret_tensor(buf34, (128, 16), (432, 1), 64) # alias + # Source Nodes: [embeddings_3], Original ATen: [aten.embedding] + triton_poi_fused_embedding_7.run(arg42_1, arg40_1, arg11_1, buf11, 2048, grid=grid(2048), stream=stream0) + del arg11_1 + buf12 = reinterpret_tensor(buf34, (128, 16), (432, 1), 80) # alias + # Source Nodes: [embeddings_4], Original ATen: [aten.embedding] + triton_poi_fused_embedding_8.run(arg42_1, arg40_1, arg12_1, buf12, 2048, grid=grid(2048), stream=stream0) + del arg12_1 + buf13 = reinterpret_tensor(buf34, (128, 16), (432, 1), 96) # alias + # Source Nodes: [embeddings_5], Original ATen: [aten.embedding] + triton_poi_fused_embedding_9.run(arg42_1, arg40_1, arg13_1, buf13, 2048, grid=grid(2048), stream=stream0) + del arg13_1 + buf14 = reinterpret_tensor(buf34, (128, 16), (432, 1), 112) # alias + # Source Nodes: [embeddings_6], Original ATen: [aten.embedding] + triton_poi_fused_embedding_10.run(arg42_1, arg40_1, arg14_1, buf14, 2048, grid=grid(2048), stream=stream0) + del arg14_1 + buf15 = reinterpret_tensor(buf34, (128, 16), (432, 1), 128) # alias + # Source Nodes: [embeddings_7], Original ATen: [aten.embedding] + triton_poi_fused_embedding_11.run(arg42_1, arg40_1, arg15_1, buf15, 2048, grid=grid(2048), stream=stream0) + del arg15_1 + buf16 = reinterpret_tensor(buf34, (128, 16), (432, 1), 144) # alias + # Source Nodes: [embeddings_8], Original ATen: [aten.embedding] + triton_poi_fused_embedding_12.run(arg42_1, arg40_1, arg16_1, buf16, 2048, grid=grid(2048), stream=stream0) + del arg16_1 + buf17 = reinterpret_tensor(buf34, (128, 16), (432, 1), 160) # alias + # Source Nodes: [embeddings_9], Original ATen: [aten.embedding] + triton_poi_fused_embedding_13.run(arg42_1, arg40_1, arg17_1, buf17, 2048, grid=grid(2048), stream=stream0) + del arg17_1 + buf18 = reinterpret_tensor(buf34, (128, 16), (432, 1), 176) # alias + # Source Nodes: [embeddings_10], Original ATen: [aten.embedding] + triton_poi_fused_embedding_14.run(arg42_1, arg40_1, arg18_1, buf18, 2048, grid=grid(2048), stream=stream0) + del arg18_1 + buf19 = reinterpret_tensor(buf34, (128, 16), (432, 1), 192) # alias + # Source Nodes: [embeddings_11], Original ATen: [aten.embedding] + triton_poi_fused_embedding_15.run(arg42_1, arg40_1, arg19_1, buf19, 2048, grid=grid(2048), stream=stream0) + del arg19_1 + buf20 = reinterpret_tensor(buf34, (128, 16), (432, 1), 208) # alias + # Source Nodes: [embeddings_12], Original ATen: [aten.embedding] + triton_poi_fused_embedding_16.run(arg42_1, arg40_1, arg20_1, buf20, 2048, grid=grid(2048), stream=stream0) + del arg20_1 + buf21 = reinterpret_tensor(buf34, (128, 16), (432, 1), 224) # alias + # Source Nodes: [embeddings_13], Original ATen: [aten.embedding] + triton_poi_fused_embedding_17.run(arg42_1, arg40_1, arg21_1, buf21, 2048, grid=grid(2048), stream=stream0) + del arg21_1 + buf22 = reinterpret_tensor(buf34, (128, 16), (432, 1), 240) # alias + # Source Nodes: [embeddings_14], Original ATen: [aten.embedding] + triton_poi_fused_embedding_18.run(arg42_1, arg40_1, arg22_1, buf22, 2048, grid=grid(2048), stream=stream0) + del arg22_1 + buf23 = reinterpret_tensor(buf34, (128, 16), (432, 1), 256) # alias + # Source Nodes: [embeddings_15], Original ATen: [aten.embedding] + triton_poi_fused_embedding_19.run(arg42_1, arg40_1, arg23_1, buf23, 2048, grid=grid(2048), stream=stream0) + del arg23_1 + buf24 = reinterpret_tensor(buf34, (128, 16), (432, 1), 272) # alias + # Source Nodes: [embeddings_16], Original ATen: [aten.embedding] + triton_poi_fused_embedding_20.run(arg42_1, arg40_1, arg24_1, buf24, 2048, grid=grid(2048), stream=stream0) + del arg24_1 + buf25 = reinterpret_tensor(buf34, (128, 16), (432, 1), 288) # alias + # Source Nodes: [embeddings_17], Original ATen: [aten.embedding] + triton_poi_fused_embedding_21.run(arg42_1, arg40_1, arg25_1, buf25, 2048, grid=grid(2048), stream=stream0) + del arg25_1 + buf26 = reinterpret_tensor(buf34, (128, 16), (432, 1), 304) # alias + # Source Nodes: [embeddings_18], Original ATen: [aten.embedding] + triton_poi_fused_embedding_22.run(arg42_1, arg40_1, arg26_1, buf26, 2048, grid=grid(2048), stream=stream0) + del arg26_1 + buf27 = reinterpret_tensor(buf34, (128, 16), (432, 1), 320) # alias + # Source Nodes: [embeddings_19], Original ATen: [aten.embedding] + triton_poi_fused_embedding_23.run(arg42_1, arg40_1, arg27_1, buf27, 2048, grid=grid(2048), stream=stream0) + del arg27_1 + buf28 = reinterpret_tensor(buf34, (128, 16), (432, 1), 336) # alias + # Source Nodes: [embeddings_20], Original ATen: [aten.embedding] + triton_poi_fused_embedding_24.run(arg42_1, arg40_1, arg28_1, buf28, 2048, grid=grid(2048), stream=stream0) + del arg28_1 + buf29 = reinterpret_tensor(buf34, (128, 16), (432, 1), 352) # alias + # Source Nodes: [embeddings_21], Original ATen: [aten.embedding] + triton_poi_fused_embedding_25.run(arg42_1, arg40_1, arg29_1, buf29, 2048, grid=grid(2048), stream=stream0) + del arg29_1 + buf30 = reinterpret_tensor(buf34, (128, 16), (432, 1), 368) # alias + # Source Nodes: [embeddings_22], Original ATen: [aten.embedding] + triton_poi_fused_embedding_26.run(arg42_1, arg40_1, arg30_1, buf30, 2048, grid=grid(2048), stream=stream0) + del arg30_1 + buf31 = reinterpret_tensor(buf34, (128, 16), (432, 1), 384) # alias + # Source Nodes: [embeddings_23], Original ATen: [aten.embedding] + triton_poi_fused_embedding_27.run(arg42_1, arg40_1, arg31_1, buf31, 2048, grid=grid(2048), stream=stream0) + del arg31_1 + buf32 = reinterpret_tensor(buf34, (128, 16), (432, 1), 400) # alias + # Source Nodes: [embeddings_24], Original ATen: [aten.embedding] + triton_poi_fused_embedding_28.run(arg42_1, arg40_1, arg32_1, buf32, 2048, grid=grid(2048), stream=stream0) + del arg32_1 + buf33 = reinterpret_tensor(buf34, (128, 16), (432, 1), 416) # alias + # Source Nodes: [embeddings_25], Original ATen: [aten.embedding] + triton_poi_fused_embedding_29.run(arg42_1, arg40_1, arg33_1, buf33, 2048, grid=grid(2048), stream=stream0) + del arg33_1 + del arg40_1 + del arg42_1 + del buf10 + del buf11 + del buf12 + del buf13 + del buf14 + del buf15 + del buf16 + del buf17 + del buf18 + del buf19 + del buf20 + del buf21 + del buf22 + del buf23 + del buf24 + del buf25 + del buf26 + del buf27 + del buf28 + del buf29 + del buf30 + del buf31 + del buf32 + del buf33 + del buf7 + del buf8 + del buf9 + buf35 = empty((128, 432, 432), device='cuda', dtype=torch.float32) + # Source Nodes: [out], Original ATen: [aten.bmm] + extern_kernels.bmm(reinterpret_tensor(buf34, (128, 432, 1), (432, 1, 1), 0), reinterpret_tensor(buf34, (128, 1, 432), (432, 1, 1), 0), out=buf35) + del buf34 + buf36 = buf1; del buf1 # reuse + # Source Nodes: [], Original ATen: [] + extern_kernels.mm(reinterpret_tensor(buf35, (128, 186624), (186624, 1), 0), reinterpret_tensor(arg34_1, (186624, 512), (1, 186624), 0), out=buf36) + del arg34_1 + del buf35 + buf37 = buf36; del buf36 # reuse + # Source Nodes: [l__self___prediction_layer_mlp_fc_layers_1], Original ATen: [aten.relu] + triton_poi_fused_relu_0.run(buf37, arg35_1, 65536, grid=grid(65536), stream=stream0) + del arg35_1 + buf38 = buf3; del buf3 # reuse + # Source Nodes: [l__self___prediction_layer_mlp_fc_layers_1], Original ATen: [aten.relu] + extern_kernels.mm(buf37, reinterpret_tensor(arg36_1, (512, 256), (1, 512), 0), out=buf38) + del arg36_1 + del buf37 + buf39 = buf38; del buf38 # reuse + # Source Nodes: [l__self___prediction_layer_mlp_fc_layers_3], Original ATen: [aten.relu] + triton_poi_fused_relu_1.run(buf39, arg37_1, 32768, grid=grid(32768), stream=stream0) + del arg37_1 + buf40 = empty((128, 1), device='cuda', dtype=torch.float32) + # Source Nodes: [l__self___prediction_layer_mlp_fc_layers_3], Original ATen: [aten.relu] + extern_kernels.mm(buf39, reinterpret_tensor(arg38_1, (256, 1), (1, 256), 0), out=buf40) + del arg38_1 + del buf39 + buf41 = reinterpret_tensor(buf40, (128, ), (1, ), 0); del buf40 # reuse + # Source Nodes: [result], Original ATen: [aten.sigmoid, aten.squeeze] + triton_poi_fused_sigmoid_squeeze_30.run(buf41, arg39_1, 128, grid=grid(128), stream=stream0) + del arg39_1 + return (buf41, ) + + +def benchmark_compiled_module(times=10, repeat=10): + from torch._dynamo.testing import rand_strided + from torch._inductor.utils import print_performance + arg0_1 = rand_strided((512, 13), (13, 1), device='cuda:0', dtype=torch.float32) + arg1_1 = rand_strided((512, ), (1, ), device='cuda:0', dtype=torch.float32) + arg2_1 = rand_strided((256, 512), (512, 1), device='cuda:0', dtype=torch.float32) + arg3_1 = rand_strided((256, ), (1, ), device='cuda:0', dtype=torch.float32) + arg4_1 = rand_strided((64, 256), (256, 1), device='cuda:0', dtype=torch.float32) + arg5_1 = rand_strided((64, ), (1, ), device='cuda:0', dtype=torch.float32) + arg6_1 = rand_strided((16, 64), (64, 1), device='cuda:0', dtype=torch.float32) + arg7_1 = rand_strided((16, ), (1, ), device='cuda:0', dtype=torch.float32) + arg8_1 = rand_strided((1234907, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg9_1 = rand_strided((19682, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg10_1 = rand_strided((13779, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg11_1 = rand_strided((6866, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg12_1 = rand_strided((18489, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg13_1 = rand_strided((3, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg14_1 = rand_strided((6263, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg15_1 = rand_strided((1234, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg16_1 = rand_strided((49, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg17_1 = rand_strided((854680, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg18_1 = rand_strided((114026, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg19_1 = rand_strided((75735, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg20_1 = rand_strided((10, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg21_1 = rand_strided((2159, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg22_1 = rand_strided((7532, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg23_1 = rand_strided((61, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg24_1 = rand_strided((4, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg25_1 = rand_strided((918, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg26_1 = rand_strided((14, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg27_1 = rand_strided((1307783, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg28_1 = rand_strided((404742, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg29_1 = rand_strided((1105613, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg30_1 = rand_strided((87714, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg31_1 = rand_strided((9031, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg32_1 = rand_strided((76, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg33_1 = rand_strided((33, 16), (16, 1), device='cuda:0', dtype=torch.float32) + arg34_1 = rand_strided((512, 186624), (186624, 1), device='cuda:0', dtype=torch.float32) + arg35_1 = rand_strided((512, ), (1, ), device='cuda:0', dtype=torch.float32) + arg36_1 = rand_strided((256, 512), (512, 1), device='cuda:0', dtype=torch.float32) + arg37_1 = rand_strided((256, ), (1, ), device='cuda:0', dtype=torch.float32) + arg38_1 = rand_strided((1, 256), (256, 1), device='cuda:0', dtype=torch.float32) + arg39_1 = rand_strided((1, ), (1, ), device='cuda:0', dtype=torch.float32) + arg40_1 = rand_strided((26, ), (1, ), device='cuda:0', dtype=torch.int64) + arg41_1 = rand_strided((128, 13), (13, 1), device='cuda:0', dtype=torch.float32) + arg42_1 = rand_strided((128, 26), (26, 1), device='cuda:0', dtype=torch.int64) + fn = lambda: call([arg0_1, arg1_1, arg2_1, arg3_1, arg4_1, arg5_1, arg6_1, arg7_1, arg8_1, arg9_1, arg10_1, arg11_1, arg12_1, arg13_1, arg14_1, arg15_1, arg16_1, arg17_1, arg18_1, arg19_1, arg20_1, arg21_1, arg22_1, arg23_1, arg24_1, arg25_1, arg26_1, arg27_1, arg28_1, arg29_1, arg30_1, arg31_1, arg32_1, arg33_1, arg34_1, arg35_1, arg36_1, arg37_1, arg38_1, arg39_1, arg40_1, arg41_1, arg42_1]) + return print_performance(fn, times=times, repeat=repeat) + + +if __name__ == "__main__": + from torch._inductor.wrapper_benchmark import compiled_module_main + compiled_module_main('None', benchmark_compiled_module) diff --git a/lecture_018/perf_screenshots/full_model_eager_view.png b/lecture_018/perf_screenshots/full_model_eager_view.png new file mode 100644 index 0000000..2aa9770 Binary files /dev/null and b/lecture_018/perf_screenshots/full_model_eager_view.png differ diff 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"pid": 0, "tid": 7, "ts": 1714868316818994, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316818903, "dur": 1016, + "args": { + "External id": 4246, + "cbid": 41, "correlation": 4246 + } + }, + { + "ph": "s", "id": 4246, "pid": 318186, "tid": 318186, "ts": 1714868316818903, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316819920, "dur": 99, + "args": { + "External id": 4247, + "cbid": 131, "correlation": 4247 + } + }, + { + "ph": "s", "id": 4247, "pid": 318186, "tid": 318186, "ts": 1714868316819920, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316820060, "dur": 2451, + "args": { + "External id": 4256, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4256, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4256, "pid": 0, "tid": 7, "ts": 1714868316820060, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316820048, "dur": 9, + "args": { + "External id": 4256, + "cbid": 211, "correlation": 4256 + } + }, + { + "ph": "s", "id": 4256, "pid": 318186, "tid": 318186, "ts": 1714868316820048, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316822512, "dur": 2787, + "args": { + "External id": 4269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4269, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4269, "pid": 0, "tid": 7, "ts": 1714868316822512, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316820086, "dur": 7, + "args": { + "External id": 4269, + "cbid": 211, "correlation": 4269 + } + }, + { + "ph": "s", "id": 4269, "pid": 318186, "tid": 318186, "ts": 1714868316820086, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316825300, "dur": 2141, + "args": { + "External id": 4283, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4283, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4283, "pid": 0, "tid": 7, "ts": 1714868316825300, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316820125, "dur": 6, + "args": { + "External id": 4283, + "cbid": 211, "correlation": 4283 + } + }, + { + "ph": "s", "id": 4283, "pid": 318186, "tid": 318186, "ts": 1714868316820125, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316827442, "dur": 3, + "args": { + "External id": 4305, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4305, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4305, "pid": 0, "tid": 7, "ts": 1714868316827442, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316820239, "dur": 8, + "args": { + "External id": 4305, + "cbid": 211, "correlation": 4305 + } + }, + { + "ph": "s", "id": 4305, "pid": 318186, "tid": 318186, "ts": 1714868316820239, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316827449, "dur": 15, + "args": { + "External id": 4322, + "device": 0, "context": 1, + "stream": 7, "correlation": 4322, + "bytes": 157456, "memory bandwidth (GB/s)": 10.187370600414079 + } + }, + { + "ph": "f", "id": 4322, "pid": 0, "tid": 7, "ts": 1714868316827449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316820358, "dur": 17, + "args": { + "External id": 4322, + "cbid": 41, "correlation": 4322 + } + }, + { + "ph": "s", "id": 4322, "pid": 318186, "tid": 318186, "ts": 1714868316820358, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316820376, "dur": 7092, + "args": { + "External id": 4323, + "cbid": 131, "correlation": 4323 + } + }, + { + "ph": "s", "id": 4323, "pid": 318186, "tid": 318186, "ts": 1714868316820376, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316827501, "dur": 19, + "args": { + "External id": 4332, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4332, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4332, "pid": 0, "tid": 7, "ts": 1714868316827501, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827491, "dur": 8, + "args": { + "External id": 4332, + "cbid": 211, "correlation": 4332 + } + }, + { + "ph": "s", "id": 4332, "pid": 318186, "tid": 318186, "ts": 1714868316827491, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316827532, "dur": 43, + "args": { + "External id": 4345, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4345, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4345, "pid": 0, "tid": 7, "ts": 1714868316827532, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827523, "dur": 6, + "args": { + "External id": 4345, + "cbid": 211, "correlation": 4345 + } + }, + { + "ph": "s", "id": 4345, "pid": 318186, "tid": 318186, "ts": 1714868316827523, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316827577, "dur": 47, + "args": { + "External id": 4359, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4359, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4359, "pid": 0, "tid": 7, "ts": 1714868316827577, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827553, "dur": 5, + "args": { + "External id": 4359, + "cbid": 211, "correlation": 4359 + } + }, + { + "ph": "s", "id": 4359, "pid": 318186, "tid": 318186, "ts": 1714868316827553, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316827637, "dur": 2, + "args": { + "External id": 4381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4381, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4381, "pid": 0, "tid": 7, "ts": 1714868316827637, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827628, "dur": 7, + "args": { + "External id": 4381, + "cbid": 211, "correlation": 4381 + } + }, + { + "ph": "s", "id": 4381, "pid": 318186, "tid": 318186, "ts": 1714868316827628, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316827746, "dur": 11, + "args": { + "External id": 4398, + "device": 0, "context": 1, + "stream": 7, "correlation": 4398, + "bytes": 110232, "memory bandwidth (GB/s)": 9.869460112812249 + } + }, + { + "ph": "f", "id": 4398, "pid": 0, "tid": 7, "ts": 1714868316827746, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316827732, "dur": 12, + "args": { + "External id": 4398, + "cbid": 41, "correlation": 4398 + } + }, + { + "ph": "s", "id": 4398, "pid": 318186, "tid": 318186, "ts": 1714868316827732, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316827745, "dur": 15, + "args": { + "External id": 4399, + "cbid": 131, "correlation": 4399 + } + }, + { + "ph": "s", "id": 4399, "pid": 318186, "tid": 318186, "ts": 1714868316827745, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316827789, "dur": 14, + "args": { + "External id": 4408, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4408, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4408, "pid": 0, "tid": 7, "ts": 1714868316827789, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827780, "dur": 7, + "args": { + "External id": 4408, + "cbid": 211, "correlation": 4408 + } + }, + { + "ph": "s", "id": 4408, "pid": 318186, "tid": 318186, "ts": 1714868316827780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316827820, "dur": 29, + "args": { + "External id": 4421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4421, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4421, "pid": 0, "tid": 7, "ts": 1714868316827820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827812, "dur": 5, + "args": { + "External id": 4421, + "cbid": 211, "correlation": 4421 + } + }, + { + "ph": "s", "id": 4421, "pid": 318186, "tid": 318186, "ts": 1714868316827812, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316827851, "dur": 35, + "args": { + "External id": 4435, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4435, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4435, "pid": 0, "tid": 7, "ts": 1714868316827851, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827841, "dur": 6, + "args": { + "External id": 4435, + "cbid": 211, "correlation": 4435 + } + }, + { + "ph": "s", "id": 4435, "pid": 318186, "tid": 318186, "ts": 1714868316827841, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316827920, "dur": 2, + "args": { + "External id": 4457, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4457, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4457, "pid": 0, "tid": 7, "ts": 1714868316827920, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316827911, "dur": 6, + "args": { + "External id": 4457, + "cbid": 211, "correlation": 4457 + } + }, + { + "ph": "s", "id": 4457, "pid": 318186, "tid": 318186, "ts": 1714868316827911, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316828025, "dur": 4, + "args": { + "External id": 4474, + "device": 0, "context": 1, + "stream": 7, "correlation": 4474, + "bytes": 54928, "memory bandwidth (GB/s)": 11.756849315068493 + } + }, + { + "ph": "f", "id": 4474, "pid": 0, "tid": 7, "ts": 1714868316828025, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316828009, "dur": 12, + "args": { + "External id": 4474, + "cbid": 41, "correlation": 4474 + } + }, + { + "ph": "s", "id": 4474, "pid": 318186, "tid": 318186, "ts": 1714868316828009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316828021, "dur": 9, + "args": { + "External id": 4475, + "cbid": 131, "correlation": 4475 + } + }, + { + "ph": "s", "id": 4475, "pid": 318186, "tid": 318186, "ts": 1714868316828021, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316828059, "dur": 8, + "args": { + "External id": 4484, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4484, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4484, "pid": 0, "tid": 7, "ts": 1714868316828059, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828051, "dur": 6, + "args": { + "External id": 4484, + "cbid": 211, "correlation": 4484 + } + }, + { + "ph": "s", "id": 4484, "pid": 318186, "tid": 318186, "ts": 1714868316828051, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316828087, "dur": 12, + "args": { + "External id": 4497, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4497, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4497, "pid": 0, "tid": 7, "ts": 1714868316828087, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828080, "dur": 5, + "args": { + "External id": 4497, + "cbid": 211, "correlation": 4497 + } + }, + { + "ph": "s", "id": 4497, "pid": 318186, "tid": 318186, "ts": 1714868316828080, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316828117, "dur": 31, + "args": { + "External id": 4512, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4512, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4512, "pid": 0, "tid": 7, "ts": 1714868316828117, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828109, "dur": 5, + "args": { + "External id": 4512, + "cbid": 211, "correlation": 4512 + } + }, + { + "ph": "s", "id": 4512, "pid": 318186, "tid": 318186, "ts": 1714868316828109, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316828189, "dur": 2, + "args": { + "External id": 4534, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4534, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4534, "pid": 0, "tid": 7, "ts": 1714868316828189, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828180, "dur": 7, + "args": { + "External id": 4534, + "cbid": 211, "correlation": 4534 + } + }, + { + "ph": "s", "id": 4534, "pid": 318186, "tid": 318186, "ts": 1714868316828180, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316828302, "dur": 14, + "args": { + "External id": 4551, + "device": 0, "context": 1, + "stream": 7, "correlation": 4551, + "bytes": 147912, "memory bandwidth (GB/s)": 10.433972911963883 + } + }, + { + "ph": "f", "id": 4551, "pid": 0, "tid": 7, "ts": 1714868316828302, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316828286, "dur": 14, + "args": { + "External id": 4551, + "cbid": 41, "correlation": 4551 + } + }, + { + "ph": "s", "id": 4551, "pid": 318186, "tid": 318186, "ts": 1714868316828286, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316828301, "dur": 18, + "args": { + "External id": 4552, + "cbid": 131, "correlation": 4552 + } + }, + { + "ph": "s", "id": 4552, "pid": 318186, "tid": 318186, "ts": 1714868316828301, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316828348, "dur": 18, + "args": { + "External id": 4561, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4561, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4561, "pid": 0, "tid": 7, "ts": 1714868316828348, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828339, "dur": 7, + "args": { + "External id": 4561, + "cbid": 211, "correlation": 4561 + } + }, + { + "ph": "s", "id": 4561, "pid": 318186, "tid": 318186, "ts": 1714868316828339, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316828376, "dur": 41, + "args": { + "External id": 4574, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4574, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4574, "pid": 0, "tid": 7, "ts": 1714868316828376, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828368, "dur": 5, + "args": { + "External id": 4574, + "cbid": 211, "correlation": 4574 + } + }, + { + "ph": "s", "id": 4574, "pid": 318186, "tid": 318186, "ts": 1714868316828368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316828419, "dur": 45, + "args": { + "External id": 4588, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4588, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4588, "pid": 0, "tid": 7, "ts": 1714868316828419, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828396, "dur": 5, + "args": { + "External id": 4588, + "cbid": 211, "correlation": 4588 + } + }, + { + "ph": "s", "id": 4588, "pid": 318186, "tid": 318186, "ts": 1714868316828396, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316828477, "dur": 2, + "args": { + "External id": 4610, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4610, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4610, "pid": 0, "tid": 7, "ts": 1714868316828477, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828468, "dur": 7, + "args": { + "External id": 4610, + "cbid": 211, "correlation": 4610 + } + }, + { + "ph": "s", "id": 4610, "pid": 318186, "tid": 318186, "ts": 1714868316828468, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316828571, "dur": 0, + "args": { + "External id": 4627, + "device": 0, "context": 1, + "stream": 7, "correlation": 4627, + "bytes": 24, "memory bandwidth (GB/s)": 0.0679886685552408 + } + }, + { + "ph": "f", "id": 4627, "pid": 0, "tid": 7, "ts": 1714868316828571, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316828561, "dur": 7, + "args": { + "External id": 4627, + "cbid": 41, "correlation": 4627 + } + }, + { + "ph": "s", "id": 4627, "pid": 318186, "tid": 318186, "ts": 1714868316828561, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316828569, "dur": 4, + "args": { + "External id": 4628, + "cbid": 131, "correlation": 4628 + } + }, + { + "ph": "s", "id": 4628, "pid": 318186, "tid": 318186, "ts": 1714868316828569, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316828601, "dur": 2, + "args": { + "External id": 4637, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4637, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4637, "pid": 0, "tid": 7, "ts": 1714868316828601, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828592, "dur": 7, + "args": { + "External id": 4637, + "cbid": 211, "correlation": 4637 + } + }, + { + "ph": "s", "id": 4637, "pid": 318186, "tid": 318186, "ts": 1714868316828592, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316828630, "dur": 2, + "args": { + "External id": 4650, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4650, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4650, "pid": 0, "tid": 7, "ts": 1714868316828630, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828622, "dur": 6, + "args": { + "External id": 4650, + "cbid": 211, "correlation": 4650 + } + }, + { + "ph": "s", "id": 4650, "pid": 318186, "tid": 318186, "ts": 1714868316828622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316828658, "dur": 5, + "args": { + "External id": 4665, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4665, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4665, "pid": 0, "tid": 7, "ts": 1714868316828658, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828650, "dur": 5, + "args": { + "External id": 4665, + "cbid": 211, "correlation": 4665 + } + }, + { + "ph": "s", "id": 4665, "pid": 318186, "tid": 318186, "ts": 1714868316828650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316828729, "dur": 2, + "args": { + "External id": 4687, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4687, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4687, "pid": 0, "tid": 7, "ts": 1714868316828729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828720, "dur": 6, + "args": { + "External id": 4687, + "cbid": 211, "correlation": 4687 + } + }, + { + "ph": "s", "id": 4687, "pid": 318186, "tid": 318186, "ts": 1714868316828720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316828831, "dur": 4, + "args": { + "External id": 4704, + "device": 0, "context": 1, + "stream": 7, "correlation": 4704, + "bytes": 50104, "memory bandwidth (GB/s)": 11.684701492537313 + } + }, + { + "ph": "f", "id": 4704, "pid": 0, "tid": 7, "ts": 1714868316828831, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316828817, "dur": 10, + "args": { + "External id": 4704, + "cbid": 41, "correlation": 4704 + } + }, + { + "ph": "s", "id": 4704, "pid": 318186, "tid": 318186, "ts": 1714868316828817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316828828, "dur": 9, + "args": { + "External id": 4705, + "cbid": 131, "correlation": 4705 + } + }, + { + "ph": "s", "id": 4705, "pid": 318186, "tid": 318186, "ts": 1714868316828828, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316828864, "dur": 7, + "args": { + "External id": 4714, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4714, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4714, "pid": 0, "tid": 7, "ts": 1714868316828864, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828856, "dur": 7, + "args": { + "External id": 4714, + "cbid": 211, "correlation": 4714 + } + }, + { + "ph": "s", "id": 4714, "pid": 318186, "tid": 318186, "ts": 1714868316828856, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316828894, "dur": 11, + "args": { + "External id": 4727, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4727, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4727, "pid": 0, "tid": 7, "ts": 1714868316828894, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316828886, "dur": 5, + "args": { + "External id": 4727, + "cbid": 211, "correlation": 4727 + } + }, + { + "ph": "s", "id": 4727, "pid": 318186, "tid": 318186, "ts": 1714868316828886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, 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"ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316829087, "dur": 0, + "args": { + "External id": 4781, + "device": 0, "context": 1, + "stream": 7, "correlation": 4781, + "bytes": 9872, "memory bandwidth (GB/s)": 12.854166666666666 + } + }, + { + "ph": "f", "id": 4781, "pid": 0, "tid": 7, "ts": 1714868316829087, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316829077, "dur": 7, + "args": { + "External id": 4781, + "cbid": 41, "correlation": 4781 + } + }, + { + "ph": "s", "id": 4781, "pid": 318186, "tid": 318186, "ts": 1714868316829077, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316829085, "dur": 4, + "args": { + "External id": 4782, + "cbid": 131, "correlation": 4782 + } + }, + { + "ph": "s", "id": 4782, "pid": 318186, "tid": 318186, "ts": 1714868316829085, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316829117, "dur": 3, + "args": { + "External id": 4791, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4791, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 4791, "pid": 0, "tid": 7, "ts": 1714868316829117, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829108, "dur": 7, + "args": { + "External id": 4791, + "cbid": 211, "correlation": 4791 + } + }, + { + "ph": "s", "id": 4791, "pid": 318186, "tid": 318186, "ts": 1714868316829108, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316829144, "dur": 3, + "args": { + "External id": 4804, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4804, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 4804, "pid": 0, "tid": 7, "ts": 1714868316829144, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829137, "dur": 5, + "args": { + "External id": 4804, + "cbid": 211, "correlation": 4804 + } + }, + { + "ph": "s", "id": 4804, "pid": 318186, "tid": 318186, "ts": 1714868316829137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316829172, "dur": 8, + "args": { + "External id": 4819, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4819, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4819, "pid": 0, "tid": 7, "ts": 1714868316829172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829164, "dur": 5, + "args": { + "External id": 4819, + "cbid": 211, "correlation": 4819 + } + }, + { + "ph": "s", "id": 4819, "pid": 318186, "tid": 318186, "ts": 1714868316829164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316829242, "dur": 2, + "args": { + "External id": 4841, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4841, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4841, "pid": 0, "tid": 7, "ts": 1714868316829242, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829234, "dur": 6, + "args": { + "External id": 4841, + "cbid": 211, "correlation": 4841 + } + }, + { + "ph": "s", "id": 4841, "pid": 318186, "tid": 318186, "ts": 1714868316829234, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316829334, "dur": 0, + "args": { + "External id": 4858, + "device": 0, "context": 1, + "stream": 7, "correlation": 4858, + "bytes": 392, "memory bandwidth (GB/s)": 1.1168091168091168 + } + }, + { + "ph": "f", "id": 4858, "pid": 0, "tid": 7, "ts": 1714868316829334, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316829324, "dur": 6, + "args": { + "External id": 4858, + "cbid": 41, "correlation": 4858 + } + }, + { + "ph": "s", "id": 4858, "pid": 318186, "tid": 318186, "ts": 1714868316829324, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316829332, "dur": 4, + "args": { + "External id": 4859, + "cbid": 131, "correlation": 4859 + } + }, + { + "ph": "s", "id": 4859, "pid": 318186, "tid": 318186, "ts": 1714868316829332, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316829363, "dur": 2, + "args": { + "External id": 4868, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4868, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4868, "pid": 0, "tid": 7, "ts": 1714868316829363, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829354, "dur": 6, + "args": { + "External id": 4868, + "cbid": 211, "correlation": 4868 + } + }, + { + "ph": "s", "id": 4868, "pid": 318186, "tid": 318186, "ts": 1714868316829354, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316829391, "dur": 3, + "args": { + "External id": 4881, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4881, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4881, "pid": 0, "tid": 7, "ts": 1714868316829391, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829383, "dur": 5, + "args": { + "External id": 4881, + "cbid": 211, "correlation": 4881 + } + }, + { + "ph": "s", "id": 4881, "pid": 318186, "tid": 318186, "ts": 1714868316829383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316829419, "dur": 5, + "args": { + "External id": 4896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4896, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4896, "pid": 0, "tid": 7, "ts": 1714868316829419, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829411, "dur": 5, + "args": { + "External id": 4896, + "cbid": 211, "correlation": 4896 + } + }, + { + "ph": "s", "id": 4896, "pid": 318186, "tid": 318186, "ts": 1714868316829411, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316829488, "dur": 2, + "args": { + "External id": 4918, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4918, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4918, "pid": 0, "tid": 7, "ts": 1714868316829488, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316829479, "dur": 6, + "args": { + "External id": 4918, + "cbid": 211, "correlation": 4918 + } + }, + { + "ph": "s", "id": 4918, "pid": 318186, "tid": 318186, "ts": 1714868316829479, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316830218, "dur": 672, + "args": { + "External id": 4935, + "device": 0, "context": 1, + "stream": 7, "correlation": 4935, + "bytes": 6837440, "memory bandwidth (GB/s)": 10.171870792676486 + } + }, + { + "ph": "f", "id": 4935, "pid": 0, "tid": 7, "ts": 1714868316830218, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316830135, "dur": 663, + "args": { + "External id": 4935, + "cbid": 41, "correlation": 4935 + } + }, + { + "ph": "s", "id": 4935, "pid": 318186, "tid": 318186, "ts": 1714868316830135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316830799, "dur": 95, + "args": { + "External id": 4936, + "cbid": 131, "correlation": 4936 + } + }, + { + "ph": "s", "id": 4936, "pid": 318186, "tid": 318186, "ts": 1714868316830799, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316830927, "dur": 1695, + "args": { + "External id": 4945, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4945, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4945, "pid": 0, "tid": 7, "ts": 1714868316830927, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316830917, "dur": 8, + "args": { + "External id": 4945, + "cbid": 211, "correlation": 4945 + } + }, + { + "ph": "s", "id": 4945, "pid": 318186, "tid": 318186, "ts": 1714868316830917, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316832624, "dur": 1922, + "args": { + "External id": 4958, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4958, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4958, "pid": 0, "tid": 7, "ts": 1714868316832624, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316830949, "dur": 6, + "args": { + "External id": 4958, + "cbid": 211, "correlation": 4958 + } + }, + { + "ph": "s", "id": 4958, "pid": 318186, "tid": 318186, "ts": 1714868316830949, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316834546, "dur": 1474, + "args": { + "External id": 4972, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4972, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4972, "pid": 0, "tid": 7, "ts": 1714868316834546, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316830978, "dur": 5, + "args": { + "External id": 4972, + "cbid": 211, "correlation": 4972 + } + }, + { + "ph": "s", "id": 4972, "pid": 318186, "tid": 318186, "ts": 1714868316830978, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316836022, "dur": 3, + "args": { + "External id": 4994, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4994, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4994, "pid": 0, "tid": 7, "ts": 1714868316836022, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316831051, "dur": 7, + "args": { + "External id": 4994, + "cbid": 211, "correlation": 4994 + } + }, + { + "ph": "s", "id": 4994, "pid": 318186, "tid": 318186, "ts": 1714868316831051, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316836029, "dur": 81, + "args": { + "External id": 5011, + "device": 0, "context": 1, + "stream": 7, "correlation": 5011, + "bytes": 912208, "memory bandwidth (GB/s)": 11.236302719747734 + } + }, + { + "ph": "f", "id": 5011, "pid": 0, "tid": 7, "ts": 1714868316836029, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316831233, "dur": 71, + "args": { + "External id": 5011, + "cbid": 41, "correlation": 5011 + } + }, + { + "ph": "s", "id": 5011, "pid": 318186, "tid": 318186, "ts": 1714868316831233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316831305, "dur": 4814, + "args": { + "External id": 5012, + "cbid": 131, "correlation": 5012 + } + }, + { + "ph": "s", "id": 5012, "pid": 318186, "tid": 318186, "ts": 1714868316831305, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316836214, "dur": 99, + "args": { + "External id": 5021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5021, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5021, "pid": 0, "tid": 7, "ts": 1714868316836214, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316836190, "dur": 23, + "args": { + "External id": 5021, + "cbid": 211, "correlation": 5021 + } + }, + { + "ph": "s", "id": 5021, "pid": 318186, "tid": 318186, "ts": 1714868316836190, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316836314, "dur": 258, + "args": { + "External id": 5034, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5034, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5034, "pid": 0, "tid": 7, "ts": 1714868316836314, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316836258, "dur": 8, + "args": { + "External id": 5034, + "cbid": 211, "correlation": 5034 + } + }, + { + "ph": "s", "id": 5034, "pid": 318186, "tid": 318186, "ts": 1714868316836258, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316836573, "dur": 208, + "args": { + "External id": 5048, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5048, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5048, "pid": 0, "tid": 7, "ts": 1714868316836573, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316836302, "dur": 6, + "args": { + "External id": 5048, + "cbid": 211, "correlation": 5048 + } + }, + { + "ph": "s", "id": 5048, "pid": 318186, "tid": 318186, "ts": 1714868316836302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316836790, "dur": 52, + "args": { + "External id": 5087, + "device": 0, "context": 1, + "stream": 7, "correlation": 5087, + "bytes": 605880, "memory bandwidth (GB/s)": 11.61579754601227 + } + }, + { + "ph": "f", "id": 5087, "pid": 0, "tid": 7, "ts": 1714868316836790, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316836644, "dur": 61, + "args": { + "External id": 5087, + "cbid": 41, "correlation": 5087 + } + }, + { + "ph": "s", "id": 5087, "pid": 318186, "tid": 318186, "ts": 1714868316836644, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316836706, "dur": 140, + "args": { + "External id": 5088, + "cbid": 131, "correlation": 5088 + } + }, + { + "ph": "s", "id": 5088, "pid": 318186, "tid": 318186, "ts": 1714868316836706, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316836879, "dur": 66, + "args": { + "External id": 5097, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5097, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5097, "pid": 0, "tid": 7, "ts": 1714868316836879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316836869, "dur": 8, + "args": { + "External id": 5097, + "cbid": 211, "correlation": 5097 + } + }, + { + "ph": "s", "id": 5097, "pid": 318186, "tid": 318186, "ts": 1714868316836869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316836946, "dur": 173, + "args": { + "External id": 5110, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5110, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5110, "pid": 0, "tid": 7, "ts": 1714868316836946, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316836901, "dur": 6, + "args": { + "External id": 5110, + "cbid": 211, "correlation": 5110 + } + }, + { + "ph": "s", "id": 5110, "pid": 318186, "tid": 318186, "ts": 1714868316836901, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316837120, "dur": 142, + "args": { + "External id": 5124, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5124, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5124, "pid": 0, "tid": 7, "ts": 1714868316837120, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316836930, "dur": 5, + "args": { + "External id": 5124, + "cbid": 211, "correlation": 5124 + } + }, + { + "ph": "s", "id": 5124, "pid": 318186, "tid": 318186, "ts": 1714868316836930, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316837263, "dur": 2, + "args": { + "External id": 5146, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5146, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5146, "pid": 0, "tid": 7, "ts": 1714868316837263, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837004, "dur": 8, + "args": { + "External id": 5146, + "cbid": 211, "correlation": 5146 + } + }, + { + "ph": "s", "id": 5146, "pid": 318186, "tid": 318186, "ts": 1714868316837004, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316837267, "dur": 0, + "args": { + "External id": 5163, + "device": 0, "context": 1, + "stream": 7, "correlation": 5163, + "bytes": 80, "memory bandwidth (GB/s)": 0.22727272727272727 + } + }, + { + "ph": "f", "id": 5163, "pid": 0, "tid": 7, "ts": 1714868316837267, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316837102, "dur": 9, + "args": { + "External id": 5163, + "cbid": 41, "correlation": 5163 + } + }, + { + "ph": "s", "id": 5163, "pid": 318186, "tid": 318186, "ts": 1714868316837102, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316837112, "dur": 157, + "args": { + "External id": 5164, + "cbid": 131, "correlation": 5164 + } + }, + { + "ph": "s", "id": 5164, "pid": 318186, "tid": 318186, "ts": 1714868316837112, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316837298, "dur": 3, + "args": { + "External id": 5173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5173, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5173, "pid": 0, "tid": 7, "ts": 1714868316837298, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837289, "dur": 7, + "args": { + "External id": 5173, + "cbid": 211, "correlation": 5173 + } + }, + { + "ph": "s", "id": 5173, "pid": 318186, "tid": 318186, "ts": 1714868316837289, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316837328, "dur": 3, + "args": { + "External id": 5186, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5186, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5186, "pid": 0, "tid": 7, "ts": 1714868316837328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837320, "dur": 6, + "args": { + "External id": 5186, + "cbid": 211, "correlation": 5186 + } + }, + { + "ph": "s", "id": 5186, "pid": 318186, "tid": 318186, "ts": 1714868316837320, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316837356, "dur": 6, + "args": { + "External id": 5201, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5201, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5201, "pid": 0, "tid": 7, "ts": 1714868316837356, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837348, "dur": 5, + "args": { + "External id": 5201, + "cbid": 211, "correlation": 5201 + } + }, + { + "ph": "s", "id": 5201, "pid": 318186, "tid": 318186, "ts": 1714868316837348, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316837434, "dur": 2, + "args": { + "External id": 5223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5223, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5223, "pid": 0, "tid": 7, "ts": 1714868316837434, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837425, "dur": 7, + "args": { + "External id": 5223, + "cbid": 211, "correlation": 5223 + } + }, + { + "ph": "s", "id": 5223, "pid": 318186, "tid": 318186, "ts": 1714868316837425, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316837532, "dur": 1, + "args": { + "External id": 5240, + "device": 0, "context": 1, + "stream": 7, "correlation": 5240, + "bytes": 17272, "memory bandwidth (GB/s)": 15.42142857142857 + } + }, + { + "ph": "f", "id": 5240, "pid": 0, "tid": 7, "ts": 1714868316837532, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316837520, "dur": 8, + "args": { + "External id": 5240, + "cbid": 41, "correlation": 5240 + } + }, + { + "ph": "s", "id": 5240, "pid": 318186, "tid": 318186, "ts": 1714868316837520, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316837529, "dur": 6, + "args": { + "External id": 5241, + "cbid": 131, "correlation": 5241 + } + }, + { + "ph": "s", "id": 5241, "pid": 318186, "tid": 318186, "ts": 1714868316837529, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316837564, "dur": 4, + "args": { 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at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316837593, "dur": 5, + "args": { + "External id": 5263, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5263, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5263, "pid": 0, "tid": 7, "ts": 1714868316837593, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837585, "dur": 5, + "args": { + "External id": 5263, + "cbid": 211, "correlation": 5263 + } + }, + { + "ph": "s", "id": 5263, "pid": 318186, "tid": 318186, "ts": 1714868316837585, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316837621, "dur": 10, + "args": { + "External id": 5278, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5278, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5278, "pid": 0, "tid": 7, "ts": 1714868316837621, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837613, "dur": 5, + "args": { + "External id": 5278, + "cbid": 211, "correlation": 5278 + } + }, + { + "ph": "s", "id": 5278, "pid": 318186, "tid": 318186, "ts": 1714868316837613, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316837691, "dur": 2, + "args": { + "External id": 5300, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5300, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5300, "pid": 0, "tid": 7, "ts": 1714868316837691, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837682, "dur": 7, + "args": { + "External id": 5300, + "cbid": 211, "correlation": 5300 + } + }, + { + "ph": "s", "id": 5300, "pid": 318186, "tid": 318186, "ts": 1714868316837682, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316837797, "dur": 5, + "args": { + "External id": 5317, + "device": 0, "context": 1, + "stream": 7, "correlation": 5317, + "bytes": 60256, "memory bandwidth (GB/s)": 11.92007912957468 + } + }, + { + "ph": "f", "id": 5317, "pid": 0, "tid": 7, "ts": 1714868316837797, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316837780, "dur": 13, + "args": { + "External id": 5317, + "cbid": 41, "correlation": 5317 + } + }, + { + "ph": "s", "id": 5317, "pid": 318186, "tid": 318186, "ts": 1714868316837780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316837794, "dur": 10, + "args": { + "External id": 5318, + "cbid": 131, "correlation": 5318 + } + }, + { + "ph": "s", "id": 5318, "pid": 318186, "tid": 318186, "ts": 1714868316837794, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316837832, "dur": 8, + "args": { + "External id": 5327, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5327, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5327, "pid": 0, "tid": 7, "ts": 1714868316837832, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837823, "dur": 7, + "args": { + "External id": 5327, + "cbid": 211, "correlation": 5327 + } + }, + { + "ph": "s", "id": 5327, "pid": 318186, "tid": 318186, "ts": 1714868316837823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316837860, "dur": 14, + "args": { + "External id": 5340, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5340, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5340, "pid": 0, "tid": 7, "ts": 1714868316837860, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837852, "dur": 5, + "args": { + "External id": 5340, + "cbid": 211, "correlation": 5340 + } + }, + { + "ph": "s", "id": 5340, "pid": 318186, "tid": 318186, "ts": 1714868316837852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316837888, "dur": 34, + "args": { + "External id": 5355, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5355, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5355, "pid": 0, "tid": 7, "ts": 1714868316837888, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316837880, "dur": 5, + "args": { + "External id": 5355, + "cbid": 211, "correlation": 5355 + } + }, + { + "ph": "s", "id": 5355, "pid": 318186, "tid": 318186, "ts": 1714868316837880, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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5395, "pid": 318186, "tid": 318186, "ts": 1714868316838058, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316838090, "dur": 3, + "args": { + "External id": 5404, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5404, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5404, "pid": 0, "tid": 7, "ts": 1714868316838090, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, 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"registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5432, "pid": 0, "tid": 7, "ts": 1714868316838146, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838139, "dur": 5, + "args": { + "External id": 5432, + "cbid": 211, "correlation": 5432 + } + }, + { + "ph": "s", "id": 5432, "pid": 318186, "tid": 318186, "ts": 1714868316838139, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316838217, "dur": 2, + "args": { + "External id": 5454, + "queued": 0, 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const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316838339, "dur": 2, + "args": { + "External id": 5481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5481, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5481, "pid": 0, "tid": 7, "ts": 1714868316838339, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838330, "dur": 7, + "args": { + "External id": 5481, + "cbid": 211, "correlation": 5481 + } + }, + { + "ph": "s", "id": 5481, "pid": 318186, "tid": 318186, "ts": 1714868316838330, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": 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+ "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838360, "dur": 5, + "args": { + "External id": 5494, + "cbid": 211, "correlation": 5494 + } + }, + { + "ph": "s", "id": 5494, "pid": 318186, "tid": 318186, "ts": 1714868316838360, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316838396, "dur": 4, + "args": { + "External id": 5509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5509, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5509, "pid": 0, "tid": 7, "ts": 1714868316838396, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838387, "dur": 5, + "args": { + "External id": 5509, + "cbid": 211, "correlation": 5509 + } + }, + { + "ph": "s", "id": 5509, "pid": 318186, "tid": 318186, "ts": 1714868316838387, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316838467, "dur": 2, + "args": { + "External id": 5531, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5531, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5531, "pid": 0, "tid": 7, "ts": 1714868316838467, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838458, "dur": 7, + "args": { + "External id": 5531, + "cbid": 211, "correlation": 5531 + } + }, + { + "ph": "s", "id": 5531, "pid": 318186, "tid": 318186, "ts": 1714868316838458, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316838561, "dur": 0, + "args": { + "External id": 5548, + "device": 0, "context": 1, + "stream": 7, "correlation": 5548, + "bytes": 7344, "memory bandwidth (GB/s)": 10.928571428571429 + } + }, + { + "ph": "f", "id": 5548, "pid": 0, "tid": 7, "ts": 1714868316838561, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316838551, "dur": 7, + "args": { + "External id": 5548, + "cbid": 41, "correlation": 5548 + } + }, + { + "ph": "s", "id": 5548, "pid": 318186, "tid": 318186, "ts": 1714868316838551, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316838559, "dur": 4, + "args": { + "External id": 5549, + "cbid": 131, "correlation": 5549 + } + }, + { + "ph": "s", "id": 5549, "pid": 318186, "tid": 318186, "ts": 1714868316838559, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316838592, "dur": 2, + "args": { + "External id": 5558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5558, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 5558, "pid": 0, "tid": 7, "ts": 1714868316838592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838583, "dur": 6, + "args": { + "External id": 5558, + "cbid": 211, "correlation": 5558 + } + }, + { + "ph": "s", "id": 5558, "pid": 318186, "tid": 318186, "ts": 1714868316838583, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316838620, "dur": 3, + "args": { + "External id": 5571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5571, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 5571, "pid": 0, "tid": 7, "ts": 1714868316838620, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838612, "dur": 5, + "args": { + "External id": 5571, + "cbid": 211, "correlation": 5571 + } + }, + { + "ph": "s", "id": 5571, "pid": 318186, "tid": 318186, "ts": 1714868316838612, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316838648, "dur": 7, + "args": { + "External id": 5586, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5586, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5586, "pid": 0, "tid": 7, "ts": 1714868316838648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838640, "dur": 5, + "args": { + "External id": 5586, + "cbid": 211, "correlation": 5586 + } + }, + { + "ph": "s", "id": 5586, "pid": 318186, "tid": 318186, "ts": 1714868316838640, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316838719, "dur": 2, + "args": { + "External id": 5608, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5608, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5608, "pid": 0, "tid": 7, "ts": 1714868316838719, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838710, "dur": 7, + "args": { + "External id": 5608, + "cbid": 211, "correlation": 5608 + } + }, + { + "ph": "s", "id": 5608, "pid": 318186, "tid": 318186, "ts": 1714868316838710, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316838822, "dur": 0, + "args": { + "External id": 5625, + "device": 0, "context": 1, + "stream": 7, "correlation": 5625, + "bytes": 112, "memory bandwidth (GB/s)": 0.35 + } + }, + { + "ph": "f", "id": 5625, "pid": 0, "tid": 7, "ts": 1714868316838822, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316838811, "dur": 7, + "args": { + "External id": 5625, + "cbid": 41, "correlation": 5625 + } + }, + { + "ph": "s", "id": 5625, "pid": 318186, "tid": 318186, "ts": 1714868316838811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316838819, "dur": 5, + "args": { + "External id": 5626, + "cbid": 131, "correlation": 5626 + } + }, + { + "ph": "s", "id": 5626, "pid": 318186, "tid": 318186, "ts": 1714868316838819, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316838852, "dur": 2, + "args": { + "External id": 5635, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5635, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy 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at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316838880, "dur": 3, + "args": { + "External id": 5648, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5648, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5648, "pid": 0, "tid": 7, "ts": 1714868316838880, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838872, "dur": 5, + "args": { + "External id": 5648, + "cbid": 211, "correlation": 5648 + } + }, + { + "ph": "s", "id": 5648, "pid": 318186, "tid": 318186, "ts": 1714868316838872, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316838908, "dur": 5, + "args": { + "External id": 5663, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5663, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5663, "pid": 0, "tid": 7, "ts": 1714868316838908, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838900, "dur": 5, + "args": { + "External id": 5663, + "cbid": 211, "correlation": 5663 + } + }, + { + "ph": "s", "id": 5663, "pid": 318186, "tid": 318186, "ts": 1714868316838900, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316838978, "dur": 2, + "args": { + "External id": 5685, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5685, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5685, "pid": 0, "tid": 7, "ts": 1714868316838978, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316838969, "dur": 7, + "args": { + "External id": 5685, + "cbid": 211, "correlation": 5685 + } + }, + { + "ph": "s", "id": 5685, "pid": 318186, "tid": 318186, "ts": 1714868316838969, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316840391, "dur": 1220, + "args": { + "External id": 5702, + "device": 0, "context": 1, + "stream": 7, "correlation": 5702, + "bytes": 10462264, "memory bandwidth (GB/s)": 8.570469897618974 + } + }, + { + "ph": "f", "id": 5702, "pid": 0, "tid": 7, "ts": 1714868316840391, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316840244, "dur": 1267, + "args": { + "External id": 5702, + "cbid": 41, "correlation": 5702 + } + }, + { + "ph": "s", "id": 5702, "pid": 318186, "tid": 318186, "ts": 1714868316840244, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316841514, "dur": 103, + "args": { + "External id": 5703, + "cbid": 131, "correlation": 5703 + } + }, + { + "ph": "s", "id": 5703, "pid": 318186, "tid": 318186, "ts": 1714868316841514, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316841684, "dur": 2594, + "args": { + "External id": 5712, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5712, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5712, "pid": 0, "tid": 7, "ts": 1714868316841684, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316841665, "dur": 18, + "args": { + "External id": 5712, + "cbid": 211, "correlation": 5712 + } + }, + { + "ph": "s", "id": 5712, "pid": 318186, "tid": 318186, "ts": 1714868316841665, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316844280, "dur": 2943, + "args": { + "External id": 5725, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5725, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5725, "pid": 0, "tid": 7, "ts": 1714868316844280, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316841718, "dur": 7, + "args": { + "External id": 5725, + "cbid": 211, "correlation": 5725 + } + }, + { + "ph": "s", "id": 5725, "pid": 318186, "tid": 318186, "ts": 1714868316841718, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316847224, "dur": 2260, + "args": { + "External id": 5739, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5739, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5739, "pid": 0, "tid": 7, "ts": 1714868316847224, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316841761, "dur": 6, + "args": { + "External id": 5739, + "cbid": 211, "correlation": 5739 + } + }, + { + "ph": "s", "id": 5739, "pid": 318186, "tid": 318186, "ts": 1714868316841761, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316849485, "dur": 3, + "args": { + "External id": 5761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5761, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5761, "pid": 0, "tid": 7, "ts": 1714868316849485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316841895, "dur": 8, + "args": { + "External id": 5761, + "cbid": 211, "correlation": 5761 + } + }, + { + "ph": "s", "id": 5761, "pid": 318186, "tid": 318186, "ts": 1714868316841895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316849492, "dur": 323, + "args": { + "External id": 5778, + "device": 0, "context": 1, + "stream": 7, "correlation": 5778, + "bytes": 3237936, "memory bandwidth (GB/s)": 10.006508376521634 + } + }, + { + "ph": "f", "id": 5778, "pid": 0, "tid": 7, "ts": 1714868316849492, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316842368, "dur": 7364, + "args": { + "External id": 5778, + "cbid": 41, "correlation": 5778 + } + }, + { + "ph": "s", "id": 5778, "pid": 318186, "tid": 318186, "ts": 1714868316842368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316849736, "dur": 85, + "args": { + "External id": 5779, + "cbid": 131, "correlation": 5779 + } + }, + { + "ph": "s", "id": 5779, "pid": 318186, "tid": 318186, "ts": 1714868316849736, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316849914, "dur": 652, + "args": { + "External id": 5788, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5788, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5788, "pid": 0, "tid": 7, "ts": 1714868316849914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316849894, "dur": 20, + "args": { + "External id": 5788, + "cbid": 211, "correlation": 5788 + } + }, + { + "ph": "s", "id": 5788, "pid": 318186, "tid": 318186, "ts": 1714868316849894, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316850568, "dur": 917, + "args": { + "External id": 5801, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5801, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5801, "pid": 0, "tid": 7, "ts": 1714868316850568, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316849959, "dur": 7, + "args": { + "External id": 5801, + "cbid": 211, "correlation": 5801 + } + }, + { + "ph": "s", "id": 5801, "pid": 318186, "tid": 318186, "ts": 1714868316849959, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316851486, "dur": 705, + "args": { + "External id": 5815, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5815, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5815, "pid": 0, "tid": 7, "ts": 1714868316851486, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316850002, "dur": 5, + "args": { + "External id": 5815, + "cbid": 211, "correlation": 5815 + } + }, + { + "ph": "s", "id": 5815, "pid": 318186, "tid": 318186, "ts": 1714868316850002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316852192, "dur": 3, + "args": { + "External id": 5837, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5837, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5837, "pid": 0, "tid": 7, "ts": 1714868316852192, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316850130, "dur": 8, + "args": { + "External id": 5837, + "cbid": 211, "correlation": 5837 + } + }, + { + "ph": "s", "id": 5837, "pid": 318186, "tid": 318186, "ts": 1714868316850130, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316852200, "dur": 1018, + "args": { + "External id": 5854, + "device": 0, "context": 1, + "stream": 7, "correlation": 5854, + "bytes": 8844904, "memory bandwidth (GB/s)": 8.682105833515747 + } + }, + { + "ph": "f", "id": 5854, "pid": 0, "tid": 7, "ts": 1714868316852200, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316851154, "dur": 1979, + "args": { + "External id": 5854, + "cbid": 41, "correlation": 5854 + } + }, + { + "ph": "s", "id": 5854, "pid": 318186, "tid": 318186, "ts": 1714868316851154, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316853135, "dur": 89, + "args": { + "External id": 5855, + "cbid": 131, "correlation": 5855 + } + }, + { + "ph": "s", "id": 5855, "pid": 318186, "tid": 318186, "ts": 1714868316853135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316853286, "dur": 2195, + "args": { + "External id": 5864, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5864, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5864, "pid": 0, "tid": 7, "ts": 1714868316853286, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316853269, "dur": 15, + "args": { + "External id": 5864, + "cbid": 211, "correlation": 5864 + } + }, + { + "ph": "s", "id": 5864, "pid": 318186, "tid": 318186, "ts": 1714868316853269, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316855481, "dur": 2490, + "args": { + "External id": 5877, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5877, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5877, "pid": 0, "tid": 7, "ts": 1714868316855481, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316853318, "dur": 7, + "args": { + "External id": 5877, + "cbid": 211, "correlation": 5877 + } + }, + { + "ph": "s", "id": 5877, "pid": 318186, "tid": 318186, "ts": 1714868316853318, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316857973, "dur": 1917, + "args": { + "External id": 5891, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5891, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5891, "pid": 0, "tid": 7, "ts": 1714868316857973, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316853359, "dur": 6, + "args": { + "External id": 5891, + "cbid": 211, "correlation": 5891 + } + }, + { + "ph": "s", "id": 5891, "pid": 318186, "tid": 318186, "ts": 1714868316853359, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316859891, "dur": 3, + "args": { + "External id": 5913, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5913, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5913, "pid": 0, "tid": 7, "ts": 1714868316859891, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316853477, "dur": 7, + "args": { + "External id": 5913, + "cbid": 211, "correlation": 5913 + } + }, + { + "ph": "s", "id": 5913, "pid": 318186, "tid": 318186, "ts": 1714868316853477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316859898, "dur": 59, + "args": { + "External id": 5930, + "device": 0, "context": 1, + "stream": 7, "correlation": 5930, + "bytes": 701712, "memory bandwidth (GB/s)": 11.840442764578833 + } + }, + { + "ph": "f", "id": 5930, "pid": 0, "tid": 7, "ts": 1714868316859898, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316853666, "dur": 77, + "args": { + "External id": 5930, + "cbid": 41, "correlation": 5930 + } + }, + { + "ph": "s", "id": 5930, "pid": 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365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5940, "pid": 0, "tid": 7, "ts": 1714868316860059, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860035, "dur": 23, + "args": { + "External id": 5940, + "cbid": 211, "correlation": 5940 + } + }, + { + "ph": "s", "id": 5940, "pid": 318186, "tid": 318186, "ts": 1714868316860035, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316860137, "dur": 196, + "args": { + "External id": 5953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5953, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5953, "pid": 0, "tid": 7, "ts": 1714868316860137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860102, "dur": 7, + "args": { + "External id": 5953, + "cbid": 211, "correlation": 5953 + } + }, + { + "ph": "s", "id": 5953, "pid": 318186, "tid": 318186, "ts": 1714868316860102, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316860333, "dur": 162, + "args": { + "External id": 5967, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5967, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5967, "pid": 0, "tid": 7, "ts": 1714868316860333, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860146, "dur": 6, + "args": { + "External id": 5967, + "cbid": 211, "correlation": 5967 + } + }, + { + "ph": "s", "id": 5967, "pid": 318186, "tid": 318186, "ts": 1714868316860146, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": 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1714868316860274, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316860500, "dur": 8, + "args": { + "External id": 6006, + "device": 0, "context": 1, + "stream": 7, "correlation": 6006, + "bytes": 72248, "memory bandwidth (GB/s)": 8.785019455252918 + } + }, + { + "ph": "f", "id": 6006, "pid": 0, "tid": 7, "ts": 1714868316860500, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316860417, "dur": 25, + "args": { + "External id": 6006, + "cbid": 41, "correlation": 6006 + } + }, + { + "ph": "s", "id": 6006, "pid": 318186, "tid": 318186, "ts": 1714868316860417, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316860443, "dur": 69, + "args": { + "External id": 6007, + "cbid": 131, "correlation": 6007 + } + }, + { + "ph": "s", "id": 6007, "pid": 318186, "tid": 318186, "ts": 1714868316860443, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316860541, "dur": 9, + "args": { + "External id": 6016, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6016, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6016, "pid": 0, "tid": 7, "ts": 1714868316860541, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860532, "dur": 7, + "args": { + "External id": 6016, + "cbid": 211, "correlation": 6016 + } + }, + { + "ph": "s", "id": 6016, "pid": 318186, "tid": 318186, "ts": 1714868316860532, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316860570, "dur": 18, + "args": { + "External id": 6029, + 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6043, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6043, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6043, "pid": 0, "tid": 7, "ts": 1714868316860599, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860591, "dur": 5, + "args": { + "External id": 6043, + "cbid": 211, "correlation": 6043 + } + }, + { + "ph": "s", "id": 6043, "pid": 318186, "tid": 318186, "ts": 1714868316860591, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 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"context": 1, + "stream": 7, "correlation": 6082, + "bytes": 608, "memory bandwidth (GB/s)": 1.7272727272727273 + } + }, + { + "ph": "f", "id": 6082, "pid": 0, "tid": 7, "ts": 1714868316860774, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316860761, "dur": 9, + "args": { + "External id": 6082, + "cbid": 41, "correlation": 6082 + } + }, + { + "ph": "s", "id": 6082, "pid": 318186, "tid": 318186, "ts": 1714868316860761, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316860771, "dur": 5, + "args": { + "External id": 6083, + "cbid": 131, "correlation": 6083 + } + }, + { + "ph": "s", "id": 6083, "pid": 318186, "tid": 318186, "ts": 1714868316860771, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316860804, "dur": 3, + "args": { + "External id": 6092, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6092, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 6092, "pid": 0, "tid": 7, "ts": 1714868316860804, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860795, "dur": 7, + "args": { + "External id": 6092, + "cbid": 211, "correlation": 6092 + } + }, + { + "ph": "s", "id": 6092, "pid": 318186, "tid": 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occupancy %": 4 + } + }, + { + "ph": "f", "id": 6105, "pid": 0, "tid": 7, "ts": 1714868316860834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860826, "dur": 5, + "args": { + "External id": 6105, + "cbid": 211, "correlation": 6105 + } + }, + { + "ph": "s", "id": 6105, "pid": 318186, "tid": 318186, "ts": 1714868316860826, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316860862, "dur": 5, + "args": { + "External id": 6120, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6120, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6120, "pid": 0, "tid": 7, "ts": 1714868316860862, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860854, "dur": 5, + "args": { + "External id": 6120, + "cbid": 211, "correlation": 6120 + } + }, + { + "ph": "s", "id": 6120, "pid": 318186, "tid": 318186, "ts": 1714868316860854, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316860934, "dur": 2, + "args": { + "External id": 6142, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6142, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6142, "pid": 0, "tid": 7, "ts": 1714868316860934, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316860925, "dur": 7, + "args": { + "External id": 6142, + "cbid": 211, "correlation": 6142 + } + }, + { + "ph": "s", "id": 6142, "pid": 318186, "tid": 318186, "ts": 1714868316860925, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316861026, "dur": 0, + "args": { + "External id": 6159, + "device": 0, "context": 1, + "stream": 7, "correlation": 6159, + "bytes": 264, "memory bandwidth (GB/s)": 0.75 + } + }, + { + "ph": "f", "id": 6159, "pid": 0, "tid": 7, "ts": 1714868316861026, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316861017, "dur": 6, + "args": { + "External id": 6159, + "cbid": 41, "correlation": 6159 + } + }, + { + "ph": "s", "id": 6159, "pid": 318186, "tid": 318186, "ts": 1714868316861017, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316861024, "dur": 4, + "args": { + "External id": 6160, + "cbid": 131, "correlation": 6160 + } + }, + { + "ph": "s", "id": 6160, "pid": 318186, "tid": 318186, "ts": 1714868316861024, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316861055, "dur": 2, + "args": { + "External id": 6169, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6169, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6169, "pid": 0, "tid": 7, "ts": 1714868316861055, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861046, "dur": 7, + "args": { + "External id": 6169, + "cbid": 211, "correlation": 6169 + } + }, + { + "ph": "s", "id": 6169, "pid": 318186, "tid": 318186, "ts": 1714868316861046, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316861083, "dur": 3, + "args": { + "External id": 6182, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6182, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6182, "pid": 0, "tid": 7, "ts": 1714868316861083, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861075, "dur": 5, + "args": { + "External id": 6182, + "cbid": 211, "correlation": 6182 + } + }, + { + "ph": "s", "id": 6182, "pid": 318186, "tid": 318186, "ts": 1714868316861075, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316861111, "dur": 4, + "args": { + "External id": 6197, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6197, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6197, "pid": 0, "tid": 7, "ts": 1714868316861111, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861103, "dur": 5, + "args": { + "External id": 6197, + "cbid": 211, "correlation": 6197 + } + }, + { + "ph": "s", "id": 6197, "pid": 318186, "tid": 318186, "ts": 1714868316861103, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316861183, "dur": 2, + "args": { + "External id": 6219, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6219, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6219, "pid": 0, "tid": 7, "ts": 1714868316861183, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861174, "dur": 6, + "args": { + "External id": 6219, + "cbid": 211, "correlation": 6219 + } + }, + { + "ph": "s", "id": 6219, "pid": 318186, "tid": 318186, "ts": 1714868316861174, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714868316861268, "dur": 3, + "args": { + "External id": 6230, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6230, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 6230, "pid": 0, "tid": 7, "ts": 1714868316861268, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861259, "dur": 7, + "args": { + "External id": 6230, + "cbid": 211, "correlation": 6230 + } + }, + { + "ph": "s", "id": 6230, "pid": 318186, "tid": 318186, "ts": 1714868316861259, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714868316861355, "dur": 153, + "args": { + "External id": 6242, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6242, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6242, "pid": 0, "tid": 7, "ts": 1714868316861355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861345, "dur": 8, + "args": { + "External id": 6242, + "cbid": 211, "correlation": 6242 + } + }, + { + "ph": "s", "id": 6242, "pid": 318186, "tid": 318186, "ts": 1714868316861345, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318186, + "ts": 1714868316861477, "dur": 2, + "args": { + "External id": 6256, + "cbid": 210, "correlation": 6256 + } + }, + { + "ph": "f", "id": 6256, "pid": 318186, "tid": 318186, "ts": 1714868316861477, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714868316861509, "dur": 420, + "args": { + "External id": 6257, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6257, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 6257, "pid": 0, "tid": 7, "ts": 1714868316861509, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861482, "dur": 8, + "args": { + "External id": 6257, + "cbid": 211, "correlation": 6257 + } + }, + { + "ph": "s", "id": 6257, "pid": 318186, "tid": 318186, "ts": 1714868316861482, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714868316861930, "dur": 6, + "args": { + "External id": 6259, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6259, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6259, "pid": 0, "tid": 7, "ts": 1714868316861930, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861492, "dur": 4, + "args": { + "External id": 6259, + "cbid": 211, "correlation": 6259 + } + }, + { + "ph": "s", "id": 6259, "pid": 318186, "tid": 318186, "ts": 1714868316861492, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316861937, "dur": 1, + "args": { + "External id": 6270, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6270, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6270, "pid": 0, "tid": 7, "ts": 1714868316861937, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861541, "dur": 6, + "args": { + "External id": 6270, + "cbid": 211, "correlation": 6270 + } + }, + { + "ph": "s", "id": 6270, "pid": 318186, "tid": 318186, "ts": 1714868316861541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316861940, "dur": 1, + "args": { + "External id": 6283, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6283, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6283, "pid": 0, "tid": 7, "ts": 1714868316861940, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861619, "dur": 8, + "args": { + "External id": 6283, + "cbid": 211, "correlation": 6283 + } + }, + { + "ph": "s", "id": 6283, "pid": 318186, "tid": 318186, "ts": 1714868316861619, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714868316861942, "dur": 2, + "args": { + "External id": 6291, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6291, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6291, "pid": 0, "tid": 7, "ts": 1714868316861942, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861641, "dur": 5, + "args": { + "External id": 6291, + "cbid": 211, "correlation": 6291 + } + }, + { + "ph": "s", "id": 6291, "pid": 318186, "tid": 318186, "ts": 1714868316861641, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316861945, "dur": 1, + "args": { + "External id": 6301, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6301, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6301, "pid": 0, "tid": 7, "ts": 1714868316861945, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861688, "dur": 7, + "args": { + "External id": 6301, + "cbid": 211, "correlation": 6301 + } + }, + { + "ph": "s", "id": 6301, "pid": 318186, "tid": 318186, "ts": 1714868316861688, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316861947, "dur": 1, + "args": { + "External id": 6314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6314, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6314, "pid": 0, "tid": 7, "ts": 1714868316861947, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861823, "dur": 8, + "args": { + "External id": 6314, + "cbid": 211, "correlation": 6314 + } + }, + { + "ph": "s", "id": 6314, "pid": 318186, "tid": 318186, "ts": 1714868316861823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316861950, "dur": 4, + "args": { + "External id": 6326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6326, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6326, "pid": 0, "tid": 7, "ts": 1714868316861950, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316861859, "dur": 6, + "args": { + "External id": 6326, + "cbid": 211, "correlation": 6326 + } + }, + { + "ph": "s", "id": 6326, "pid": 318186, "tid": 318186, "ts": 1714868316861859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316861955, "dur": 1, + "args": { + "External id": 6334, + "device": 0, "context": 1, + "stream": 7, "correlation": 6334, + "bytes": 4, "memory bandwidth (GB/s)": 0.003048780487804878 + } + }, + { + "ph": "f", "id": 6334, "pid": 0, "tid": 7, "ts": 1714868316861955, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316861880, "dur": 12, + "args": { + "External id": 6334, + "cbid": 41, "correlation": 6334 + } + }, + { + "ph": "s", "id": 6334, "pid": 318186, "tid": 318186, "ts": 1714868316861880, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316862390, "dur": 1, + "args": { + "External id": 6349, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6349, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6349, "pid": 0, "tid": 7, "ts": 1714868316862390, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316862379, "dur": 10, + "args": { + "External id": 6349, + "cbid": 211, "correlation": 6349 + } + }, + { + "ph": "s", "id": 6349, "pid": 318186, "tid": 318186, "ts": 1714868316862379, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316862655, "dur": 2, + "args": { + "External id": 6365, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6365, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6365, "pid": 0, "tid": 7, "ts": 1714868316862655, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316862642, "dur": 13, + "args": { + "External id": 6365, + "cbid": 211, "correlation": 6365 + } + }, + { + "ph": "s", "id": 6365, "pid": 318186, "tid": 318252, "ts": 1714868316862642, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316862682, "dur": 1, + "args": { + "External id": 6369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6369, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6369, "pid": 0, "tid": 7, "ts": 1714868316862682, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316862673, "dur": 7, + "args": { + "External id": 6369, + "cbid": 211, "correlation": 6369 + } + }, + { + "ph": "s", "id": 6369, "pid": 318186, "tid": 318252, "ts": 1714868316862673, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316862749, "dur": 1, + "args": { + "External id": 6389, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6389, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6389, "pid": 0, "tid": 7, "ts": 1714868316862749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316862739, "dur": 8, + "args": { + "External id": 6389, + "cbid": 211, "correlation": 6389 + } + }, + { + "ph": "s", "id": 6389, "pid": 318186, "tid": 318252, "ts": 1714868316862739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714868316862817, "dur": 1, + "args": { + "External id": 6405, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6405, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6405, "pid": 0, "tid": 7, "ts": 1714868316862817, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316862808, "dur": 7, + "args": { + "External id": 6405, + "cbid": 211, "correlation": 6405 + } + }, + { + "ph": "s", "id": 6405, "pid": 318186, "tid": 318252, "ts": 1714868316862808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, 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"void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316862889, "dur": 4, + "args": { + "External id": 6431, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6431, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6431, "pid": 0, "tid": 7, "ts": 1714868316862889, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316862880, "dur": 7, + "args": { + "External id": 6431, + "cbid": 211, "correlation": 6431 + } + }, + { + "ph": "s", "id": 6431, "pid": 318186, "tid": 318252, "ts": 1714868316862880, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316863003, "dur": 1, + "args": { + "External id": 6457, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6457, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6457, "pid": 0, "tid": 7, "ts": 1714868316863003, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316862993, "dur": 7, + "args": { + "External id": 6457, + "cbid": 211, "correlation": 6457 + } + }, + { + "ph": "s", "id": 6457, "pid": 318186, "tid": 318252, "ts": 1714868316862993, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868316863043, "dur": 1, + "args": { + "External id": 6473, + "cbid": 210, "correlation": 6473 + } + }, + { + "ph": "f", "id": 6473, "pid": 318186, "tid": 318252, "ts": 1714868316863043, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714868316863056, "dur": 268, + "args": { + "External id": 6474, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6474, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 6474, "pid": 0, "tid": 7, "ts": 1714868316863056, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863047, "dur": 6, + "args": { + "External id": 6474, + "cbid": 211, "correlation": 6474 + } + }, + { + "ph": "s", "id": 6474, "pid": 318186, "tid": 318252, "ts": 1714868316863047, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868316863078, "dur": 0, + "args": { + "External id": 6486, + "cbid": 210, "correlation": 6486 + } + }, + { + "ph": "f", "id": 6486, "pid": 318186, "tid": 318252, "ts": 1714868316863078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714868316863325, "dur": 251, + 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"name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714868316863757, "dur": 150, + "args": { + "External id": 6544, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6544, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 6544, "pid": 0, "tid": 7, "ts": 1714868316863757, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863278, "dur": 6, + "args": { + "External id": 6544, + "cbid": 211, "correlation": 6544 + } + }, + { + "ph": "s", "id": 6544, "pid": 318186, "tid": 318252, "ts": 1714868316863278, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316863908, "dur": 1, + "args": { + "External id": 6555, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6555, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 6555, "pid": 0, "tid": 7, "ts": 1714868316863908, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863324, "dur": 7, + "args": { + "External id": 6555, + "cbid": 211, "correlation": 6555 + } + }, + { + "ph": "s", "id": 6555, "pid": 318186, "tid": 318252, "ts": 1714868316863324, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316863910, "dur": 2, + "args": { + "External id": 6583, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6583, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6583, "pid": 0, "tid": 7, "ts": 1714868316863910, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863593, "dur": 8, + "args": { + "External id": 6583, + "cbid": 211, "correlation": 6583 + } + }, + { + "ph": "s", "id": 6583, "pid": 318186, "tid": 318252, "ts": 1714868316863593, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316863913, "dur": 1, + "args": { + "External id": 6599, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6599, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6599, "pid": 0, "tid": 7, "ts": 1714868316863913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863626, "dur": 5, + "args": { + "External id": 6599, + "cbid": 211, "correlation": 6599 + } + }, + { + "ph": "s", "id": 6599, "pid": 318186, "tid": 318252, "ts": 1714868316863626, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316863914, "dur": 4, + "args": { + "External id": 6606, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6606, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6606, "pid": 0, "tid": 7, "ts": 1714868316863914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863638, "dur": 11, + "args": { + "External id": 6606, + "cbid": 211, "correlation": 6606 + } + }, + { + "ph": "s", "id": 6606, "pid": 318186, "tid": 318252, "ts": 1714868316863638, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316863919, "dur": 1, + "args": { + "External id": 6628, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6628, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6628, "pid": 0, "tid": 7, "ts": 1714868316863919, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863711, "dur": 6, + "args": { + "External id": 6628, + "cbid": 211, "correlation": 6628 + } + }, + { + "ph": "s", "id": 6628, "pid": 318186, "tid": 318252, "ts": 1714868316863711, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316863922, "dur": 1, + "args": { + "External id": 6644, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6644, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6644, "pid": 0, "tid": 7, "ts": 1714868316863922, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863739, "dur": 5, + "args": { + "External id": 6644, + "cbid": 211, "correlation": 6644 + } + }, + { + "ph": "s", "id": 6644, "pid": 318186, "tid": 318252, "ts": 1714868316863739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316863923, "dur": 4, + "args": { + "External id": 6651, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6651, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6651, "pid": 0, "tid": 7, "ts": 1714868316863923, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863749, "dur": 4, + "args": { + "External id": 6651, + "cbid": 211, "correlation": 6651 + } + }, + { + "ph": "s", "id": 6651, "pid": 318186, "tid": 318252, "ts": 1714868316863749, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316863928, "dur": 1, + "args": { + "External id": 6673, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6673, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6673, "pid": 0, "tid": 7, "ts": 1714868316863928, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863808, "dur": 6, + "args": { + "External id": 6673, + "cbid": 211, "correlation": 6673 + } + }, + { + "ph": "s", "id": 6673, "pid": 318186, "tid": 318252, "ts": 1714868316863808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316863931, "dur": 1, + "args": { + "External id": 6689, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6689, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6689, "pid": 0, "tid": 7, "ts": 1714868316863931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863843, "dur": 5, + "args": { + "External id": 6689, + "cbid": 211, "correlation": 6689 + } + }, + { + "ph": "s", "id": 6689, "pid": 318186, "tid": 318252, "ts": 1714868316863843, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316863933, "dur": 3, + "args": { + "External id": 6696, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6696, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6696, "pid": 0, "tid": 7, "ts": 1714868316863933, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863853, "dur": 4, + "args": { + "External id": 6696, + "cbid": 211, "correlation": 6696 + } + }, + { + "ph": "s", "id": 6696, "pid": 318186, "tid": 318252, "ts": 1714868316863853, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316863937, "dur": 1, + "args": { + "External id": 6718, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6718, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6718, "pid": 0, "tid": 7, "ts": 1714868316863937, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863913, "dur": 6, + "args": { + "External id": 6718, + "cbid": 211, "correlation": 6718 + } + }, + { + "ph": "s", "id": 6718, "pid": 318186, "tid": 318252, "ts": 1714868316863913, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316863947, "dur": 16, + "args": { + "External id": 6734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6734, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6734, "pid": 0, "tid": 7, "ts": 1714868316863947, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863940, "dur": 5, + "args": { + "External id": 6734, + "cbid": 211, "correlation": 6734 + } + }, + { + "ph": "s", "id": 6734, "pid": 318186, "tid": 318252, "ts": 1714868316863940, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316863964, "dur": 4, + "args": { + "External id": 6741, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6741, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6741, "pid": 0, "tid": 7, "ts": 1714868316863964, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316863950, "dur": 3, + "args": { + "External id": 6741, + "cbid": 211, "correlation": 6741 + } + }, + { + "ph": "s", "id": 6741, "pid": 318186, "tid": 318252, "ts": 1714868316863950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864031, "dur": 2, + "args": { + "External id": 6763, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6763, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6763, "pid": 0, "tid": 7, "ts": 1714868316864031, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864022, "dur": 6, + "args": { + "External id": 6763, + "cbid": 211, "correlation": 6763 + } + }, + { + "ph": "s", "id": 6763, "pid": 318186, "tid": 318252, "ts": 1714868316864022, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864057, "dur": 229, + "args": { + "External id": 6779, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6779, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6779, "pid": 0, "tid": 7, "ts": 1714868316864057, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864050, "dur": 4, + "args": { + "External id": 6779, + "cbid": 211, "correlation": 6779 + } + }, + { + "ph": "s", "id": 6779, "pid": 318186, "tid": 318252, "ts": 1714868316864050, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864288, "dur": 4, + "args": { + "External id": 6786, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6786, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6786, "pid": 0, "tid": 7, "ts": 1714868316864288, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864059, "dur": 4, + "args": { + "External id": 6786, + "cbid": 211, "correlation": 6786 + } + }, + { + "ph": "s", "id": 6786, "pid": 318186, "tid": 318252, "ts": 1714868316864059, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864293, "dur": 2, + "args": { + "External id": 6808, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6808, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6808, "pid": 0, "tid": 7, "ts": 1714868316864293, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864118, "dur": 6, + "args": { + "External id": 6808, + "cbid": 211, "correlation": 6808 + } + }, + { + "ph": "s", "id": 6808, "pid": 318186, "tid": 318252, "ts": 1714868316864118, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864296, "dur": 84, + "args": { + "External id": 6824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6824, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6824, "pid": 0, "tid": 7, "ts": 1714868316864296, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864158, "dur": 5, + "args": { + "External id": 6824, + "cbid": 211, "correlation": 6824 + } + }, + { + "ph": "s", "id": 6824, "pid": 318186, "tid": 318252, "ts": 1714868316864158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864381, "dur": 4, + "args": { + "External id": 6831, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6831, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6831, "pid": 0, "tid": 7, "ts": 1714868316864381, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864168, "dur": 3, + "args": { + "External id": 6831, + "cbid": 211, "correlation": 6831 + } + }, + { + "ph": "s", "id": 6831, "pid": 318186, "tid": 318252, "ts": 1714868316864168, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864387, "dur": 2, + "args": { + "External id": 6853, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6853, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6853, "pid": 0, "tid": 7, "ts": 1714868316864387, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864229, "dur": 6, + "args": { + "External id": 6853, + "cbid": 211, "correlation": 6853 + } + }, + { + "ph": "s", "id": 6853, "pid": 318186, "tid": 318252, "ts": 1714868316864229, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864390, "dur": 270, + "args": { + "External id": 6869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6869, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6869, "pid": 0, "tid": 7, "ts": 1714868316864390, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864256, "dur": 4, + "args": { + "External id": 6869, + "cbid": 211, "correlation": 6869 + } + }, + { + "ph": "s", "id": 6869, "pid": 318186, "tid": 318252, "ts": 1714868316864256, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864661, "dur": 4, + "args": { + "External id": 6876, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6876, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6876, "pid": 0, "tid": 7, "ts": 1714868316864661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864266, "dur": 3, + "args": { + "External id": 6876, + "cbid": 211, "correlation": 6876 + } + }, + { + "ph": "s", "id": 6876, "pid": 318186, "tid": 318252, "ts": 1714868316864266, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864666, "dur": 2, + "args": { + "External id": 6898, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6898, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6898, "pid": 0, "tid": 7, "ts": 1714868316864666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864325, "dur": 6, + "args": { + "External id": 6898, + "cbid": 211, "correlation": 6898 + } + }, + { + "ph": "s", "id": 6898, "pid": 318186, "tid": 318252, "ts": 1714868316864325, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864669, "dur": 1, + "args": { + "External id": 6914, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6914, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6914, "pid": 0, "tid": 7, "ts": 1714868316864669, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864359, "dur": 5, + "args": { + "External id": 6914, + "cbid": 211, "correlation": 6914 + } + }, + { + "ph": "s", "id": 6914, "pid": 318186, "tid": 318252, "ts": 1714868316864359, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864671, "dur": 4, + "args": { + "External id": 6921, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6921, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6921, "pid": 0, "tid": 7, "ts": 1714868316864671, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864370, "dur": 3, + "args": { + "External id": 6921, + "cbid": 211, "correlation": 6921 + } + }, + { + "ph": "s", "id": 6921, "pid": 318186, "tid": 318252, "ts": 1714868316864370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864676, "dur": 2, + "args": { + "External id": 6943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6943, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6943, "pid": 0, "tid": 7, "ts": 1714868316864676, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864429, "dur": 6, + "args": { + "External id": 6943, + "cbid": 211, "correlation": 6943 + } + }, + { + "ph": "s", "id": 6943, "pid": 318186, "tid": 318252, "ts": 1714868316864429, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864679, "dur": 1, + "args": { + "External id": 6959, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6959, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 6959, "pid": 0, "tid": 7, "ts": 1714868316864679, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864456, "dur": 5, + "args": { + "External id": 6959, + "cbid": 211, "correlation": 6959 + } + }, + { + "ph": "s", "id": 6959, "pid": 318186, "tid": 318252, "ts": 1714868316864456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864680, "dur": 4, + "args": { + "External id": 6966, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6966, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6966, "pid": 0, "tid": 7, "ts": 1714868316864680, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864466, "dur": 3, + "args": { + "External id": 6966, + "cbid": 211, "correlation": 6966 + } + }, + { + "ph": "s", "id": 6966, "pid": 318186, "tid": 318252, "ts": 1714868316864466, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864685, "dur": 2, + "args": { + "External id": 6988, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6988, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6988, "pid": 0, "tid": 7, "ts": 1714868316864685, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864525, "dur": 6, + "args": { + "External id": 6988, + "cbid": 211, "correlation": 6988 + } + }, + { + "ph": "s", "id": 6988, "pid": 318186, "tid": 318252, "ts": 1714868316864525, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864688, "dur": 1, + "args": { + "External id": 7004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7004, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7004, "pid": 0, "tid": 7, "ts": 1714868316864688, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864561, "dur": 5, + "args": { + "External id": 7004, + "cbid": 211, "correlation": 7004 + } + }, + { + "ph": "s", "id": 7004, "pid": 318186, "tid": 318252, "ts": 1714868316864561, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864689, "dur": 4, + "args": { + "External id": 7011, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7011, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7011, "pid": 0, "tid": 7, "ts": 1714868316864689, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864572, "dur": 4, + "args": { + "External id": 7011, + "cbid": 211, "correlation": 7011 + } + }, + { + "ph": "s", "id": 7011, "pid": 318186, "tid": 318252, "ts": 1714868316864572, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864694, "dur": 2, + "args": { + "External id": 7033, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7033, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7033, "pid": 0, "tid": 7, "ts": 1714868316864694, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864632, "dur": 6, + "args": { + "External id": 7033, + "cbid": 211, "correlation": 7033 + } + }, + { + "ph": "s", "id": 7033, "pid": 318186, "tid": 318252, "ts": 1714868316864632, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864697, "dur": 1, + "args": { + "External id": 7049, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7049, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 7049, "pid": 0, "tid": 7, "ts": 1714868316864697, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864659, "dur": 7, + "args": { + "External id": 7049, + "cbid": 211, "correlation": 7049 + } + }, + { + "ph": "s", "id": 7049, "pid": 318186, "tid": 318252, "ts": 1714868316864659, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864699, "dur": 4, + "args": { + "External id": 7056, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7056, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7056, "pid": 0, "tid": 7, "ts": 1714868316864699, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864671, "dur": 3, + "args": { + "External id": 7056, + "cbid": 211, "correlation": 7056 + } + }, + { + "ph": "s", "id": 7056, "pid": 318186, "tid": 318252, "ts": 1714868316864671, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864729, "dur": 2, + "args": { + "External id": 7078, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7078, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7078, "pid": 0, "tid": 7, "ts": 1714868316864729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864721, "dur": 5, + "args": { + "External id": 7078, + "cbid": 211, "correlation": 7078 + } + }, + { + "ph": "s", "id": 7078, "pid": 318186, "tid": 318252, "ts": 1714868316864721, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864759, "dur": 1, + "args": { + "External id": 7094, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7094, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 7094, "pid": 0, "tid": 7, "ts": 1714868316864759, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864752, "dur": 4, + "args": { + "External id": 7094, + "cbid": 211, "correlation": 7094 + } + }, + { + "ph": "s", "id": 7094, "pid": 318186, "tid": 318252, "ts": 1714868316864752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864766, "dur": 3, + "args": { + "External id": 7101, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7101, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7101, "pid": 0, "tid": 7, "ts": 1714868316864766, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864761, "dur": 2, + "args": { + "External id": 7101, + "cbid": 211, "correlation": 7101 + } + }, + { + "ph": "s", "id": 7101, "pid": 318186, "tid": 318252, "ts": 1714868316864761, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864818, "dur": 2, + "args": { + "External id": 7123, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7123, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7123, "pid": 0, "tid": 7, "ts": 1714868316864818, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864811, "dur": 5, + "args": { + "External id": 7123, + "cbid": 211, "correlation": 7123 + } + }, + { + "ph": "s", "id": 7123, "pid": 318186, "tid": 318252, "ts": 1714868316864811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864839, "dur": 1, + "args": { + "External id": 7139, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7139, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 7139, "pid": 0, "tid": 7, "ts": 1714868316864839, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864833, "dur": 4, + "args": { + "External id": 7139, + "cbid": 211, "correlation": 7139 + } + }, + { + "ph": "s", "id": 7139, "pid": 318186, "tid": 318252, "ts": 1714868316864833, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864846, "dur": 4, + "args": { + "External id": 7146, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7146, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7146, "pid": 0, "tid": 7, "ts": 1714868316864846, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864841, "dur": 2, + "args": { + "External id": 7146, + "cbid": 211, "correlation": 7146 + } + }, + { + "ph": "s", "id": 7146, "pid": 318186, "tid": 318252, "ts": 1714868316864841, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864904, "dur": 2, + "args": { + "External id": 7168, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7168, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7168, "pid": 0, "tid": 7, "ts": 1714868316864904, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864896, "dur": 5, + "args": { + "External id": 7168, + "cbid": 211, "correlation": 7168 + } + }, + { + "ph": "s", "id": 7168, "pid": 318186, "tid": 318252, "ts": 1714868316864896, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316864925, "dur": 1, + "args": { + "External id": 7184, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7184, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7184, "pid": 0, "tid": 7, "ts": 1714868316864925, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864918, "dur": 4, + "args": { + "External id": 7184, + "cbid": 211, "correlation": 7184 + } + }, + { + "ph": "s", "id": 7184, "pid": 318186, "tid": 318252, "ts": 1714868316864918, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316864932, "dur": 3, + "args": { + "External id": 7191, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7191, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7191, "pid": 0, "tid": 7, "ts": 1714868316864932, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864926, "dur": 2, + "args": { + "External id": 7191, + "cbid": 211, "correlation": 7191 + } + }, + { + "ph": "s", "id": 7191, "pid": 318186, "tid": 318252, "ts": 1714868316864926, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316864982, "dur": 2, + "args": { + "External id": 7213, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7213, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7213, "pid": 0, "tid": 7, "ts": 1714868316864982, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864974, "dur": 5, + "args": { + "External id": 7213, + "cbid": 211, "correlation": 7213 + } + }, + { + "ph": "s", "id": 7213, "pid": 318186, "tid": 318252, "ts": 1714868316864974, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865004, "dur": 16, + "args": { + "External id": 7229, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7229, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7229, "pid": 0, "tid": 7, "ts": 1714868316865004, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316864997, "dur": 4, + "args": { + "External id": 7229, + "cbid": 211, "correlation": 7229 + } + }, + { + "ph": "s", "id": 7229, "pid": 318186, "tid": 318252, "ts": 1714868316864997, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865021, "dur": 4, + "args": { + "External id": 7236, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7236, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7236, "pid": 0, "tid": 7, "ts": 1714868316865021, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865005, "dur": 3, + "args": { + "External id": 7236, + "cbid": 211, "correlation": 7236 + } + }, + { + "ph": "s", "id": 7236, "pid": 318186, "tid": 318252, "ts": 1714868316865005, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865069, "dur": 2, + "args": { + "External id": 7258, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7258, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7258, "pid": 0, "tid": 7, "ts": 1714868316865069, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865061, "dur": 5, + "args": { + "External id": 7258, + "cbid": 211, "correlation": 7258 + } + }, + { + "ph": "s", "id": 7258, "pid": 318186, "tid": 318252, "ts": 1714868316865061, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865090, "dur": 24, + "args": { + "External id": 7274, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7274, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7274, "pid": 0, "tid": 7, "ts": 1714868316865090, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865084, "dur": 4, + "args": { + "External id": 7274, + "cbid": 211, "correlation": 7274 + } + }, + { + "ph": "s", "id": 7274, "pid": 318186, "tid": 318252, "ts": 1714868316865084, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865115, "dur": 4, + "args": { + "External id": 7281, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7281, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7281, "pid": 0, "tid": 7, "ts": 1714868316865115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865092, "dur": 3, + "args": { + "External id": 7281, + "cbid": 211, "correlation": 7281 + } + }, + { + "ph": "s", "id": 7281, "pid": 318186, "tid": 318252, "ts": 1714868316865092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865148, "dur": 2, + "args": { + "External id": 7303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7303, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7303, "pid": 0, "tid": 7, "ts": 1714868316865148, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865140, "dur": 5, + "args": { + "External id": 7303, + "cbid": 211, "correlation": 7303 + } + }, + { + "ph": "s", "id": 7303, "pid": 318186, "tid": 318252, "ts": 1714868316865140, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865169, "dur": 177, + "args": { + "External id": 7319, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7319, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7319, "pid": 0, "tid": 7, "ts": 1714868316865169, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865162, "dur": 4, + "args": { + "External id": 7319, + "cbid": 211, "correlation": 7319 + } + }, + { + "ph": "s", "id": 7319, "pid": 318186, "tid": 318252, "ts": 1714868316865162, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865346, "dur": 4, + "args": { + "External id": 7326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7326, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7326, "pid": 0, "tid": 7, "ts": 1714868316865346, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865170, "dur": 3, + "args": { + "External id": 7326, + "cbid": 211, "correlation": 7326 + } + }, + { + "ph": "s", "id": 7326, "pid": 318186, "tid": 318252, "ts": 1714868316865170, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865352, "dur": 2, + "args": { + "External id": 7348, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7348, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7348, "pid": 0, "tid": 7, "ts": 1714868316865352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865226, "dur": 6, + "args": { + "External id": 7348, + "cbid": 211, "correlation": 7348 + } + }, + { + "ph": "s", "id": 7348, "pid": 318186, "tid": 318252, "ts": 1714868316865226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865355, "dur": 1, + "args": { + "External id": 7364, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7364, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 7364, "pid": 0, "tid": 7, "ts": 1714868316865355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865249, "dur": 4, + "args": { + "External id": 7364, + "cbid": 211, "correlation": 7364 + } + }, + { + "ph": "s", "id": 7364, "pid": 318186, "tid": 318252, "ts": 1714868316865249, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865356, "dur": 4, + "args": { + "External id": 7371, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7371, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7371, "pid": 0, "tid": 7, "ts": 1714868316865356, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865257, "dur": 2, + "args": { + "External id": 7371, + "cbid": 211, "correlation": 7371 + } + }, + { + "ph": "s", "id": 7371, "pid": 318186, "tid": 318252, "ts": 1714868316865257, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865361, "dur": 2, + "args": { + "External id": 7393, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7393, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7393, "pid": 0, "tid": 7, "ts": 1714868316865361, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865338, "dur": 6, + "args": { + "External id": 7393, + "cbid": 211, "correlation": 7393 + } + }, + { + "ph": "s", "id": 7393, "pid": 318186, "tid": 318252, "ts": 1714868316865338, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865375, "dur": 1, + "args": { + "External id": 7409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7409, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 7409, "pid": 0, "tid": 7, "ts": 1714868316865375, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865368, "dur": 5, + "args": { + "External id": 7409, + "cbid": 211, "correlation": 7409 + } + }, + { + "ph": "s", "id": 7409, "pid": 318186, "tid": 318252, "ts": 1714868316865368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865383, "dur": 3, + "args": { + "External id": 7416, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7416, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7416, "pid": 0, "tid": 7, "ts": 1714868316865383, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865377, "dur": 2, + "args": { + "External id": 7416, + "cbid": 211, "correlation": 7416 + } + }, + { + "ph": "s", "id": 7416, "pid": 318186, "tid": 318252, "ts": 1714868316865377, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865441, "dur": 2, + "args": { + "External id": 7438, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7438, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7438, "pid": 0, "tid": 7, "ts": 1714868316865441, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865433, "dur": 5, + "args": { + "External id": 7438, + "cbid": 211, "correlation": 7438 + } + }, + { + "ph": "s", "id": 7438, "pid": 318186, "tid": 318252, "ts": 1714868316865433, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865463, "dur": 1, + "args": { + "External id": 7454, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7454, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 7454, "pid": 0, "tid": 7, "ts": 1714868316865463, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865457, "dur": 4, + "args": { + "External id": 7454, + "cbid": 211, "correlation": 7454 + } + }, + { + "ph": "s", "id": 7454, "pid": 318186, "tid": 318252, "ts": 1714868316865457, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865470, "dur": 3, + "args": { + "External id": 7461, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7461, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7461, "pid": 0, "tid": 7, "ts": 1714868316865470, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865464, "dur": 3, + "args": { + "External id": 7461, + "cbid": 211, "correlation": 7461 + } + }, + { + "ph": "s", "id": 7461, "pid": 318186, "tid": 318252, "ts": 1714868316865464, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865520, "dur": 2, + "args": { + "External id": 7483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7483, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7483, "pid": 0, "tid": 7, "ts": 1714868316865520, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865513, "dur": 5, + "args": { + "External id": 7483, + "cbid": 211, "correlation": 7483 + } + }, + { + "ph": "s", "id": 7483, "pid": 318186, "tid": 318252, "ts": 1714868316865513, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865549, "dur": 1, + "args": { + "External id": 7499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7499, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7499, "pid": 0, "tid": 7, "ts": 1714868316865549, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865542, "dur": 4, + "args": { + "External id": 7499, + "cbid": 211, "correlation": 7499 + } + }, + { + "ph": "s", "id": 7499, "pid": 318186, "tid": 318252, "ts": 1714868316865542, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865556, "dur": 5, + "args": { + "External id": 7506, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7506, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7506, "pid": 0, "tid": 7, "ts": 1714868316865556, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865551, "dur": 2, + "args": { + "External id": 7506, + "cbid": 211, "correlation": 7506 + } + }, + { + "ph": "s", "id": 7506, "pid": 318186, "tid": 318252, "ts": 1714868316865551, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865607, "dur": 2, + "args": { + "External id": 7528, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7528, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7528, "pid": 0, "tid": 7, "ts": 1714868316865607, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865599, "dur": 5, + "args": { + "External id": 7528, + "cbid": 211, "correlation": 7528 + } + }, + { + "ph": "s", "id": 7528, "pid": 318186, "tid": 318252, "ts": 1714868316865599, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865628, "dur": 4, + "args": { + "External id": 7544, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7544, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7544, "pid": 0, "tid": 7, "ts": 1714868316865628, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865621, "dur": 3, + "args": { + "External id": 7544, + "cbid": 211, "correlation": 7544 + } + }, + { + "ph": "s", "id": 7544, "pid": 318186, "tid": 318252, "ts": 1714868316865621, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865634, "dur": 3, + "args": { + "External id": 7551, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7551, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7551, "pid": 0, "tid": 7, "ts": 1714868316865634, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865629, "dur": 3, + "args": { + "External id": 7551, + "cbid": 211, "correlation": 7551 + } + }, + { + "ph": "s", "id": 7551, "pid": 318186, "tid": 318252, "ts": 1714868316865629, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865696, "dur": 2, + "args": { + "External id": 7573, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7573, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7573, "pid": 0, "tid": 7, "ts": 1714868316865696, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865688, "dur": 6, + "args": { + "External id": 7573, + "cbid": 211, "correlation": 7573 + } + }, + { + "ph": "s", "id": 7573, "pid": 318186, "tid": 318252, "ts": 1714868316865688, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865725, "dur": 1, + "args": { + "External id": 7589, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7589, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 7589, "pid": 0, "tid": 7, "ts": 1714868316865725, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865718, "dur": 4, + "args": { + "External id": 7589, + "cbid": 211, "correlation": 7589 + } + }, + { + "ph": "s", "id": 7589, "pid": 318186, "tid": 318252, "ts": 1714868316865718, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865732, "dur": 3, + "args": { + "External id": 7596, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7596, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7596, "pid": 0, "tid": 7, "ts": 1714868316865732, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865726, "dur": 2, + "args": { + "External id": 7596, + "cbid": 211, "correlation": 7596 + } + }, + { + "ph": "s", "id": 7596, "pid": 318186, "tid": 318252, "ts": 1714868316865726, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865793, "dur": 2, + "args": { + "External id": 7618, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7618, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7618, "pid": 0, "tid": 7, "ts": 1714868316865793, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865785, "dur": 5, + "args": { + "External id": 7618, + "cbid": 211, "correlation": 7618 + } + }, + { + "ph": "s", "id": 7618, "pid": 318186, "tid": 318252, "ts": 1714868316865785, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865815, "dur": 3, + "args": { + "External id": 7634, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7634, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7634, "pid": 0, "tid": 7, "ts": 1714868316865815, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865808, "dur": 4, + "args": { + "External id": 7634, + "cbid": 211, "correlation": 7634 + } + }, + { + "ph": "s", "id": 7634, "pid": 318186, "tid": 318252, "ts": 1714868316865808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865822, "dur": 3, + "args": { + "External id": 7641, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7641, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7641, "pid": 0, "tid": 7, "ts": 1714868316865822, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865816, "dur": 3, + "args": { + "External id": 7641, + "cbid": 211, "correlation": 7641 + } + }, + { + "ph": "s", "id": 7641, "pid": 318186, "tid": 318252, "ts": 1714868316865816, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865872, "dur": 2, + "args": { + "External id": 7663, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7663, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7663, "pid": 0, "tid": 7, "ts": 1714868316865872, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865864, "dur": 5, + "args": { + "External id": 7663, + "cbid": 211, "correlation": 7663 + } + }, + { + "ph": "s", "id": 7663, "pid": 318186, "tid": 318252, "ts": 1714868316865864, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865900, "dur": 4, + "args": { + "External id": 7679, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7679, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7679, "pid": 0, "tid": 7, "ts": 1714868316865900, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865893, "dur": 4, + "args": { + "External id": 7679, + "cbid": 211, "correlation": 7679 + } + }, + { + "ph": "s", "id": 7679, "pid": 318186, "tid": 318252, "ts": 1714868316865893, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316865908, "dur": 3, + "args": { + "External id": 7686, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7686, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7686, "pid": 0, "tid": 7, "ts": 1714868316865908, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865902, "dur": 3, + "args": { + "External id": 7686, + "cbid": 211, "correlation": 7686 + } + }, + { + "ph": "s", "id": 7686, "pid": 318186, "tid": 318252, "ts": 1714868316865902, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316865958, "dur": 2, + "args": { + "External id": 7708, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7708, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7708, "pid": 0, "tid": 7, "ts": 1714868316865958, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865950, "dur": 5, + "args": { + "External id": 7708, + "cbid": 211, "correlation": 7708 + } + }, + { + "ph": "s", "id": 7708, "pid": 318186, "tid": 318252, "ts": 1714868316865950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316865979, "dur": 255, + "args": { + "External id": 7724, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7724, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7724, "pid": 0, "tid": 7, "ts": 1714868316865979, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865973, "dur": 4, + "args": { + "External id": 7724, + "cbid": 211, "correlation": 7724 + } + }, + { + "ph": "s", "id": 7724, "pid": 318186, "tid": 318252, "ts": 1714868316865973, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316866235, "dur": 4, + "args": { + "External id": 7731, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7731, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7731, "pid": 0, "tid": 7, "ts": 1714868316866235, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316865980, "dur": 3, + "args": { + "External id": 7731, + "cbid": 211, "correlation": 7731 + } + }, + { + "ph": "s", "id": 7731, "pid": 318186, "tid": 318252, "ts": 1714868316865980, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868316866047, "dur": 2, + "args": { + "External id": 7751, + "cbid": 210, "correlation": 7751 + } + }, + { + "ph": "f", "id": 7751, "pid": 318186, "tid": 318252, "ts": 1714868316866047, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714868316866240, "dur": 4, + "args": { + "External id": 7752, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7752, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7752, "pid": 0, "tid": 7, "ts": 1714868316866240, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 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thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8188, "pid": 0, "tid": 7, "ts": 1714868316882813, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867707, "dur": 3, + "args": { + "External id": 8188, + "cbid": 211, "correlation": 8188 + } + }, + { + "ph": "s", "id": 8188, "pid": 318186, "tid": 318186, "ts": 1714868316867707, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714868316883382, "dur": 591, + "args": { + "External id": 8191, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8191, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8191, "pid": 0, "tid": 7, "ts": 1714868316883382, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867711, "dur": 2, + "args": { + "External id": 8191, + "cbid": 211, "correlation": 8191 + } + }, + { + "ph": "s", "id": 8191, "pid": 318186, "tid": 318186, "ts": 1714868316867711, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714868316883975, "dur": 596, + "args": { + "External id": 8194, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8194, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8194, "pid": 0, "tid": 7, "ts": 1714868316883975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867715, "dur": 2, + "args": { + "External id": 8194, + "cbid": 211, "correlation": 8194 + } + }, + { + "ph": "s", "id": 8194, "pid": 318186, "tid": 318186, "ts": 1714868316867715, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714868316884571, "dur": 210, + "args": { + "External id": 8197, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8197, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8197, "pid": 0, "tid": 7, "ts": 1714868316884571, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867719, "dur": 2, + "args": { + "External id": 8197, + "cbid": 211, "correlation": 8197 + } + }, + { + "ph": "s", "id": 8197, "pid": 318186, "tid": 318186, "ts": 1714868316867719, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868316884783, "dur": 1088, + "args": { + "External id": 8203, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8203, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8203, "pid": 0, "tid": 7, "ts": 1714868316884783, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867780, "dur": 6, + "args": { + "External id": 8203, + "cbid": 211, "correlation": 8203 + } + }, + { + "ph": "s", "id": 8203, "pid": 318186, "tid": 318186, "ts": 1714868316867780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868316885871, "dur": 1071, + "args": { + "External id": 8206, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8206, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8206, "pid": 0, "tid": 7, "ts": 1714868316885871, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867788, "dur": 3, + "args": { + "External id": 8206, + "cbid": 211, "correlation": 8206 + } + }, + { + "ph": "s", "id": 8206, "pid": 318186, "tid": 318186, "ts": 1714868316867788, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868316886943, "dur": 1101, + "args": { + "External id": 8209, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8209, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8209, "pid": 0, "tid": 7, "ts": 1714868316886943, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867793, "dur": 2, + "args": { + "External id": 8209, + "cbid": 211, "correlation": 8209 + } + }, + { + "ph": "s", "id": 8209, "pid": 318186, "tid": 318186, "ts": 1714868316867793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868316888045, "dur": 1103, + "args": { + "External id": 8212, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8212, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8212, "pid": 0, "tid": 7, "ts": 1714868316888045, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867797, "dur": 2, + "args": { + "External id": 8212, + "cbid": 211, "correlation": 8212 + } + }, + { + "ph": "s", "id": 8212, "pid": 318186, "tid": 318186, "ts": 1714868316867797, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868316889149, "dur": 398, + "args": { + "External id": 8215, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8215, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8215, "pid": 0, "tid": 7, "ts": 1714868316889149, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316867802, "dur": 2, + "args": { + "External id": 8215, + "cbid": 211, "correlation": 8215 + } + }, + { + "ph": "s", "id": 8215, "pid": 318186, "tid": 318186, "ts": 1714868316867802, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714868316889553, "dur": 1, + "args": { + "External id": 8221, + "device": 0, "context": 1, + "stream": 7, "correlation": 8221, + "bytes": 4, "memory bandwidth (GB/s)": 0.002232142857142857 + } + }, + { + "ph": "f", "id": 8221, "pid": 0, "tid": 7, "ts": 1714868316889553, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316868039, "dur": 21529, + "args": { + "External id": 8221, + "cbid": 41, "correlation": 8221 + } + }, + { + "ph": "s", "id": 8221, "pid": 318186, "tid": 318186, "ts": 1714868316868039, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316889572, "dur": 8, + "args": { + "External id": 8222, + "cbid": 131, "correlation": 8222 + } + }, + { + "ph": "s", "id": 8222, "pid": 318186, "tid": 318186, "ts": 1714868316889572, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316889675, "dur": 1, + "args": { + "External id": 8231, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8231, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8231, "pid": 0, "tid": 7, "ts": 1714868316889675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316889655, "dur": 20, + "args": { + "External id": 8231, + "cbid": 211, "correlation": 8231 + } + }, + { + "ph": "s", "id": 8231, "pid": 318186, "tid": 318186, "ts": 1714868316889655, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316889735, "dur": 1, + "args": { + "External id": 8241, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8241, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8241, "pid": 0, "tid": 7, "ts": 1714868316889735, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316889726, "dur": 7, + "args": { + "External id": 8241, + "cbid": 211, "correlation": 8241 + } + }, + { + "ph": "s", "id": 8241, "pid": 318186, "tid": 318186, "ts": 1714868316889726, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316889769, "dur": 1, + "args": { + "External id": 8251, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8251, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8251, "pid": 0, "tid": 7, "ts": 1714868316889769, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316889760, "dur": 6, + "args": { + "External id": 8251, + "cbid": 211, "correlation": 8251 + } + }, + { + "ph": "s", "id": 8251, "pid": 318186, "tid": 318186, "ts": 1714868316889760, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316889832, "dur": 1, + "args": { + "External id": 8269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8269, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8269, "pid": 0, "tid": 7, "ts": 1714868316889832, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316889823, "dur": 6, + "args": { + "External id": 8269, + "cbid": 211, "correlation": 8269 + } + }, + { + "ph": "s", "id": 8269, "pid": 318186, "tid": 318186, "ts": 1714868316889823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316889849, "dur": 4, + "args": { + "External id": 8279, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8279, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8279, "pid": 0, "tid": 7, "ts": 1714868316889849, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316889842, "dur": 5, + "args": { + "External id": 8279, + "cbid": 211, "correlation": 8279 + } + }, + { + "ph": "s", "id": 8279, "pid": 318186, "tid": 318186, "ts": 1714868316889842, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714868316889880, "dur": 1, + "args": { + "External id": 8285, + "device": 0, "context": 1, + "stream": 7, "correlation": 8285, + "bytes": 8, "memory bandwidth (GB/s)": 0.0043859649122807015 + } + }, + { + "ph": "f", "id": 8285, "pid": 0, "tid": 7, "ts": 1714868316889880, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316889863, "dur": 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"cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316891609, "dur": 12, + "args": { + "External id": 8299, + "cbid": 41, "correlation": 8299 + } + }, + { + "ph": "s", "id": 8299, "pid": 318186, "tid": 318186, "ts": 1714868316891609, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316891622, "dur": 4, + "args": { + "External id": 8300, + "cbid": 131, "correlation": 8300 + } + }, + { + "ph": "s", "id": 8300, "pid": 318186, "tid": 318186, "ts": 1714868316891622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316891659, "dur": 0, + "args": { + "External id": 8313, + "device": 0, "context": 1, + "stream": 7, "correlation": 8313, + "bytes": 3328, "memory bandwidth (GB/s)": 8 + } + }, + { + "ph": "f", "id": 8313, "pid": 0, "tid": 7, "ts": 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const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316891858, "dur": 1, + "args": { + "External id": 8352, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8352, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8352, "pid": 0, "tid": 7, "ts": 1714868316891858, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316891849, "dur": 7, + "args": { + "External id": 8352, + "cbid": 211, "correlation": 8352 + } + }, + { + "ph": "s", "id": 8352, "pid": 318186, "tid": 318186, "ts": 1714868316891849, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318186, + "ts": 1714868316891906, "dur": 2, + "args": { + "External id": 8368, + "cbid": 210, "correlation": 8368 + } + }, + { + "ph": "f", "id": 8368, "pid": 318186, "tid": 318186, "ts": 1714868316891906, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714868316891917, "dur": 3, + "args": { + "External id": 8369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8369, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8369, "pid": 0, "tid": 7, "ts": 1714868316891917, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316891909, "dur": 6, + "args": { + "External id": 8369, + "cbid": 211, "correlation": 8369 + } + }, + { + "ph": "s", "id": 8369, "pid": 318186, "tid": 318186, "ts": 1714868316891909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316893041, "dur": 1043, + "args": { + "External id": 8386, + "device": 0, "context": 1, + "stream": 7, "correlation": 8386, + "bytes": 9879256, "memory bandwidth (GB/s)": 9.47131690939543 + } + }, + { + "ph": "f", "id": 8386, "pid": 0, "tid": 7, "ts": 1714868316893041, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316892945, "dur": 1043, + "args": { + "External id": 8386, + "cbid": 41, "correlation": 8386 + } + }, + { + "ph": "s", "id": 8386, "pid": 318186, "tid": 318186, "ts": 1714868316892945, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316893990, "dur": 98, + "args": { + "External id": 8387, + "cbid": 131, "correlation": 8387 + } + }, + { + "ph": "s", "id": 8387, "pid": 318186, "tid": 318186, "ts": 1714868316893990, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316894131, "dur": 2462, + "args": { + "External id": 8396, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8396, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8396, "pid": 0, "tid": 7, "ts": 1714868316894131, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316894120, "dur": 10, + "args": { + "External id": 8396, + "cbid": 211, "correlation": 8396 + } + }, + { + "ph": "s", "id": 8396, "pid": 318186, "tid": 318186, "ts": 1714868316894120, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316896594, "dur": 2890, + "args": { + "External id": 8409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8409, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8409, "pid": 0, "tid": 7, "ts": 1714868316896594, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316894159, "dur": 7, + "args": { + "External id": 8409, + "cbid": 211, "correlation": 8409 + } + }, + { + "ph": "s", "id": 8409, "pid": 318186, "tid": 318186, "ts": 1714868316894159, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316899485, "dur": 2111, + "args": { + "External id": 8423, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8423, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8423, "pid": 0, "tid": 7, "ts": 1714868316899485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316894197, "dur": 6, + "args": { + "External id": 8423, + "cbid": 211, "correlation": 8423 + } + }, + { + "ph": "s", "id": 8423, "pid": 318186, "tid": 318186, "ts": 1714868316894197, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316901597, "dur": 2, + "args": { + "External id": 8445, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8445, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8445, "pid": 0, "tid": 7, "ts": 1714868316901597, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316894293, "dur": 8, + "args": { + "External id": 8445, + "cbid": 211, "correlation": 8445 + } + }, + { + "ph": "s", "id": 8445, "pid": 318186, "tid": 318186, "ts": 1714868316894293, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316901601, "dur": 15, + "args": { + "External id": 8462, + "device": 0, "context": 1, + "stream": 7, "correlation": 8462, + "bytes": 157456, "memory bandwidth (GB/s)": 10.272442588726513 + } + }, + { + "ph": "f", "id": 8462, "pid": 0, "tid": 7, "ts": 1714868316901601, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316894412, "dur": 17, + "args": { + "External id": 8462, + "cbid": 41, "correlation": 8462 + } + }, + { + "ph": "s", "id": 8462, "pid": 318186, "tid": 318186, "ts": 1714868316894412, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316894430, "dur": 7191, + "args": { + "External id": 8463, + "cbid": 131, "correlation": 8463 + } + }, + { + "ph": "s", "id": 8463, "pid": 318186, "tid": 318186, "ts": 1714868316894430, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316901661, "dur": 15, + "args": { + "External id": 8472, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8472, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8472, "pid": 0, "tid": 7, "ts": 1714868316901661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316901650, "dur": 9, + "args": { + "External id": 8472, + "cbid": 211, "correlation": 8472 + } + }, + { + "ph": "s", "id": 8472, "pid": 318186, "tid": 318186, "ts": 1714868316901650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316901695, "dur": 44, + "args": { + "External id": 8485, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8485, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8485, "pid": 0, "tid": 7, "ts": 1714868316901695, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316901687, "dur": 7, + "args": { + "External id": 8485, + "cbid": 211, "correlation": 8485 + } + }, + { + "ph": "s", "id": 8485, "pid": 318186, "tid": 318186, "ts": 1714868316901687, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316901740, "dur": 45, + "args": { + "External id": 8499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8499, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8499, "pid": 0, "tid": 7, "ts": 1714868316901740, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316901721, "dur": 6, + "args": { + "External id": 8499, + "cbid": 211, "correlation": 8499 + } + }, + { + "ph": "s", "id": 8499, "pid": 318186, "tid": 318186, "ts": 1714868316901721, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316901817, "dur": 1, + "args": { + "External id": 8521, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8521, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8521, "pid": 0, "tid": 7, "ts": 1714868316901817, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316901807, "dur": 8, + "args": { + "External id": 8521, + "cbid": 211, "correlation": 8521 + } + }, + { + "ph": "s", "id": 8521, "pid": 318186, "tid": 318186, "ts": 1714868316901807, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316901941, "dur": 11, + "args": { + "External id": 8538, + "device": 0, "context": 1, + "stream": 7, "correlation": 8538, + "bytes": 110232, "memory bandwidth (GB/s)": 9.703521126760563 + } + }, + { + "ph": "f", "id": 8538, "pid": 0, "tid": 7, "ts": 1714868316901941, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316901923, "dur": 17, + "args": { + "External id": 8538, + "cbid": 41, "correlation": 8538 + } + }, + { + "ph": "s", "id": 8538, "pid": 318186, "tid": 318186, "ts": 1714868316901923, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316901941, "dur": 15, + "args": { + "External id": 8539, + "cbid": 131, "correlation": 8539 + } + }, + { + "ph": "s", "id": 8539, "pid": 318186, "tid": 318186, "ts": 1714868316901941, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316901985, "dur": 11, + "args": { + "External id": 8548, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8548, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8548, "pid": 0, "tid": 7, "ts": 1714868316901985, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316901976, "dur": 7, + "args": { + "External id": 8548, + "cbid": 211, "correlation": 8548 + } + }, + { + "ph": "s", "id": 8548, "pid": 318186, "tid": 318186, "ts": 1714868316901976, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316902015, "dur": 29, + "args": { + "External id": 8561, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8561, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8561, "pid": 0, "tid": 7, "ts": 1714868316902015, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902007, "dur": 6, + "args": { + "External id": 8561, + "cbid": 211, "correlation": 8561 + } + }, + { + "ph": "s", "id": 8561, "pid": 318186, "tid": 318186, "ts": 1714868316902007, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316902045, "dur": 34, + "args": { + "External id": 8575, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8575, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8575, "pid": 0, "tid": 7, "ts": 1714868316902045, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902035, "dur": 5, + "args": { + "External id": 8575, + "cbid": 211, "correlation": 8575 + } + }, + { + "ph": "s", "id": 8575, "pid": 318186, "tid": 318186, "ts": 1714868316902035, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316902112, "dur": 2, + "args": { + "External id": 8597, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8597, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8597, "pid": 0, "tid": 7, "ts": 1714868316902112, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902103, "dur": 7, + "args": { + "External id": 8597, + "cbid": 211, "correlation": 8597 + } + }, + { + "ph": "s", "id": 8597, "pid": 318186, "tid": 318186, "ts": 1714868316902103, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316902218, "dur": 4, + "args": { + "External id": 8614, + "device": 0, "context": 1, + "stream": 7, "correlation": 8614, + "bytes": 54928, "memory bandwidth (GB/s)": 12.003496503496503 + } + }, + { + "ph": "f", "id": 8614, "pid": 0, "tid": 7, "ts": 1714868316902218, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316902202, "dur": 12, + "args": { + "External id": 8614, + "cbid": 41, "correlation": 8614 + } + }, + { + "ph": "s", "id": 8614, "pid": 318186, "tid": 318186, "ts": 1714868316902202, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316902215, "dur": 9, + "args": { + "External id": 8615, + "cbid": 131, "correlation": 8615 + } + }, + { + "ph": "s", "id": 8615, "pid": 318186, "tid": 318186, "ts": 1714868316902215, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316902252, "dur": 6, + "args": { + "External id": 8624, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8624, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8624, "pid": 0, "tid": 7, "ts": 1714868316902252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902244, "dur": 6, + "args": { + "External id": 8624, + "cbid": 211, "correlation": 8624 + } + }, + { + "ph": "s", "id": 8624, "pid": 318186, "tid": 318186, "ts": 1714868316902244, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316902281, "dur": 11, + "args": { + "External id": 8637, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8637, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8637, "pid": 0, "tid": 7, "ts": 1714868316902281, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902273, "dur": 6, + "args": { + "External id": 8637, + "cbid": 211, "correlation": 8637 + } + }, + { + "ph": "s", "id": 8637, "pid": 318186, "tid": 318186, "ts": 1714868316902273, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316902310, "dur": 27, + "args": { + "External id": 8652, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8652, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8652, "pid": 0, "tid": 7, "ts": 1714868316902310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902302, "dur": 5, + "args": { + "External id": 8652, + "cbid": 211, "correlation": 8652 + } + }, + { + "ph": "s", "id": 8652, "pid": 318186, "tid": 318186, "ts": 1714868316902302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316902377, "dur": 2, + "args": { + "External id": 8674, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8674, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8674, "pid": 0, "tid": 7, "ts": 1714868316902377, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902368, "dur": 6, + "args": { + "External id": 8674, + "cbid": 211, "correlation": 8674 + } + }, + { + "ph": "s", "id": 8674, "pid": 318186, "tid": 318186, "ts": 1714868316902368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316902492, "dur": 14, + "args": { + "External id": 8691, + "device": 0, "context": 1, + "stream": 7, "correlation": 8691, + "bytes": 147912, "memory bandwidth (GB/s)": 10.481292517006803 + } + }, + { + "ph": "f", "id": 8691, "pid": 0, "tid": 7, "ts": 1714868316902492, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316902476, "dur": 14, + "args": { + "External id": 8691, + "cbid": 41, "correlation": 8691 + } + }, + { + "ph": "s", "id": 8691, "pid": 318186, "tid": 318186, "ts": 1714868316902476, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316902491, "dur": 18, + "args": { + "External id": 8692, + "cbid": 131, "correlation": 8692 + } + }, + { + "ph": "s", "id": 8692, "pid": 318186, "tid": 318186, "ts": 1714868316902491, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316902537, "dur": 15, + "args": { + "External id": 8701, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8701, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8701, "pid": 0, "tid": 7, "ts": 1714868316902537, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902529, "dur": 6, + "args": { + "External id": 8701, + "cbid": 211, "correlation": 8701 + } + }, + { + "ph": "s", "id": 8701, "pid": 318186, "tid": 318186, "ts": 1714868316902529, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316902567, "dur": 41, + "args": { + "External id": 8714, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8714, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8714, "pid": 0, "tid": 7, "ts": 1714868316902567, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902559, "dur": 6, + "args": { + "External id": 8714, + "cbid": 211, "correlation": 8714 + } + }, + { + "ph": "s", "id": 8714, "pid": 318186, "tid": 318186, "ts": 1714868316902559, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316902609, "dur": 43, + "args": { + "External id": 8728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8728, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8728, "pid": 0, "tid": 7, "ts": 1714868316902609, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902587, "dur": 5, + "args": { + "External id": 8728, + "cbid": 211, "correlation": 8728 + } + }, + { + "ph": "s", "id": 8728, "pid": 318186, "tid": 318186, "ts": 1714868316902587, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316902661, "dur": 2, + "args": { + "External id": 8750, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8750, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8750, "pid": 0, "tid": 7, "ts": 1714868316902661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902652, "dur": 7, + "args": { + "External id": 8750, + "cbid": 211, "correlation": 8750 + } + }, + { + "ph": "s", "id": 8750, "pid": 318186, "tid": 318186, "ts": 1714868316902652, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316902754, "dur": 0, + "args": { + "External id": 8767, + "device": 0, "context": 1, + "stream": 7, "correlation": 8767, + "bytes": 24, "memory bandwidth (GB/s)": 0.09375 + } + }, + { + "ph": "f", "id": 8767, "pid": 0, "tid": 7, "ts": 1714868316902754, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316902745, "dur": 6, + "args": { + "External id": 8767, + "cbid": 41, "correlation": 8767 + } + }, + { + "ph": "s", "id": 8767, "pid": 318186, "tid": 318186, "ts": 1714868316902745, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316902752, "dur": 4, + "args": { + "External id": 8768, + "cbid": 131, "correlation": 8768 + } + }, + { + "ph": "s", "id": 8768, "pid": 318186, "tid": 318186, "ts": 1714868316902752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316902783, "dur": 2, + "args": { + "External id": 8777, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8777, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8777, "pid": 0, "tid": 7, "ts": 1714868316902783, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902775, "dur": 6, + "args": { + "External id": 8777, + "cbid": 211, "correlation": 8777 + } + }, + { + "ph": "s", "id": 8777, "pid": 318186, "tid": 318186, "ts": 1714868316902775, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316902821, "dur": 1, + "args": { + "External id": 8790, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8790, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8790, "pid": 0, "tid": 7, "ts": 1714868316902821, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902813, "dur": 6, + "args": { + "External id": 8790, + "cbid": 211, "correlation": 8790 + } + }, + { + "ph": "s", "id": 8790, "pid": 318186, "tid": 318186, "ts": 1714868316902813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316902851, "dur": 4, + "args": { + "External id": 8805, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8805, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8805, "pid": 0, "tid": 7, "ts": 1714868316902851, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902843, "dur": 5, + "args": { + "External id": 8805, + "cbid": 211, "correlation": 8805 + } + }, + { + "ph": "s", "id": 8805, "pid": 318186, "tid": 318186, "ts": 1714868316902843, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316902917, "dur": 1, + "args": { + "External id": 8827, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8827, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8827, "pid": 0, "tid": 7, "ts": 1714868316902917, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316902909, "dur": 6, + "args": { + "External id": 8827, + "cbid": 211, "correlation": 8827 + } + }, + { + "ph": "s", "id": 8827, "pid": 318186, "tid": 318186, "ts": 1714868316902909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316903024, "dur": 4, + "args": { + "External id": 8844, + "device": 0, "context": 1, + "stream": 7, "correlation": 8844, + "bytes": 50104, "memory bandwidth (GB/s)": 11.952290076335878 + } + }, + { + "ph": "f", "id": 8844, "pid": 0, "tid": 7, "ts": 1714868316903024, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316903010, "dur": 10, + "args": { + "External id": 8844, + "cbid": 41, "correlation": 8844 + } + }, + { + "ph": "s", "id": 8844, "pid": 318186, "tid": 318186, "ts": 1714868316903010, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316903021, "dur": 9, + "args": { + "External id": 8845, + "cbid": 131, "correlation": 8845 + } + }, + { + "ph": "s", "id": 8845, "pid": 318186, "tid": 318186, "ts": 1714868316903021, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316903058, "dur": 5, + "args": { + "External id": 8854, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8854, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8854, "pid": 0, "tid": 7, "ts": 1714868316903058, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903049, "dur": 6, + "args": { + "External id": 8854, + "cbid": 211, "correlation": 8854 + } + }, + { + "ph": "s", "id": 8854, "pid": 318186, "tid": 318186, "ts": 1714868316903049, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316903087, "dur": 10, + "args": { + "External id": 8867, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8867, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8867, "pid": 0, "tid": 7, "ts": 1714868316903087, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903079, "dur": 5, + "args": { + "External id": 8867, + "cbid": 211, "correlation": 8867 + } + }, + { + "ph": "s", "id": 8867, "pid": 318186, "tid": 318186, "ts": 1714868316903079, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316903115, "dur": 25, + "args": { + "External id": 8882, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8882, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8882, "pid": 0, "tid": 7, "ts": 1714868316903115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903107, "dur": 5, + "args": { + "External id": 8882, + "cbid": 211, "correlation": 8882 + } + }, + { + "ph": "s", "id": 8882, "pid": 318186, "tid": 318186, "ts": 1714868316903107, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316903181, "dur": 2, + "args": { + "External id": 8904, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8904, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8904, "pid": 0, "tid": 7, "ts": 1714868316903181, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903172, "dur": 6, + "args": { + "External id": 8904, + "cbid": 211, "correlation": 8904 + } + }, + { + "ph": "s", "id": 8904, "pid": 318186, "tid": 318186, "ts": 1714868316903172, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316903273, "dur": 0, + "args": { + "External id": 8921, + "device": 0, "context": 1, + "stream": 7, "correlation": 8921, + "bytes": 9872, "memory bandwidth (GB/s)": 15.425 + } + }, + { + "ph": "f", "id": 8921, "pid": 0, "tid": 7, "ts": 1714868316903273, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316903264, "dur": 7, + "args": { + "External id": 8921, + "cbid": 41, "correlation": 8921 + } + }, + { + "ph": "s", "id": 8921, "pid": 318186, "tid": 318186, "ts": 1714868316903264, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316903272, "dur": 4, + "args": { + "External id": 8922, + "cbid": 131, "correlation": 8922 + } + }, + { + "ph": "s", "id": 8922, "pid": 318186, "tid": 318186, "ts": 1714868316903272, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316903303, "dur": 2, + "args": { + "External id": 8931, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8931, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 8931, "pid": 0, "tid": 7, "ts": 1714868316903303, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903294, "dur": 6, + "args": { + "External id": 8931, + "cbid": 211, "correlation": 8931 + } + }, + { + "ph": "s", "id": 8931, "pid": 318186, "tid": 318186, "ts": 1714868316903294, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316903331, "dur": 2, + "args": { + "External id": 8944, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8944, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 8944, "pid": 0, "tid": 7, "ts": 1714868316903331, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903323, "dur": 5, + "args": { + "External id": 8944, + "cbid": 211, "correlation": 8944 + } + }, + { + "ph": "s", "id": 8944, "pid": 318186, "tid": 318186, "ts": 1714868316903323, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316903359, "dur": 6, + "args": { + "External id": 8959, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8959, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8959, "pid": 0, "tid": 7, "ts": 1714868316903359, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903351, "dur": 5, + "args": { + "External id": 8959, + "cbid": 211, "correlation": 8959 + } + }, + { + "ph": "s", "id": 8959, "pid": 318186, "tid": 318186, "ts": 1714868316903351, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316903426, "dur": 1, + "args": { + "External id": 8981, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8981, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved 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318186, + "ts": 1714868316903507, "dur": 6, + "args": { + "External id": 8998, + "cbid": 41, "correlation": 8998 + } + }, + { + "ph": "s", "id": 8998, "pid": 318186, "tid": 318186, "ts": 1714868316903507, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316903514, "dur": 4, + "args": { + "External id": 8999, + "cbid": 131, "correlation": 8999 + } + }, + { + "ph": "s", "id": 8999, "pid": 318186, "tid": 318186, "ts": 1714868316903514, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316903545, "dur": 2, + "args": { + "External id": 9008, 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at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316903573, "dur": 2, + "args": { + "External id": 9021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9021, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9021, "pid": 0, "tid": 7, "ts": 1714868316903573, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903566, "dur": 6, + "args": { + "External id": 9021, + "cbid": 211, "correlation": 9021 + } + }, + { + "ph": "s", "id": 9021, "pid": 318186, "tid": 318186, "ts": 1714868316903566, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316903603, "dur": 4, + "args": { + "External id": 9036, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9036, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9036, "pid": 0, "tid": 7, "ts": 1714868316903603, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903595, "dur": 5, + "args": { + "External id": 9036, + "cbid": 211, "correlation": 9036 + } + }, + { + "ph": "s", "id": 9036, "pid": 318186, "tid": 318186, "ts": 1714868316903595, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316903667, "dur": 1, + "args": { + "External id": 9058, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9058, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9058, "pid": 0, "tid": 7, "ts": 1714868316903667, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316903659, "dur": 6, + "args": { + "External id": 9058, + "cbid": 211, "correlation": 9058 + } + }, + { + "ph": "s", "id": 9058, "pid": 318186, "tid": 318186, "ts": 1714868316903659, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316904470, "dur": 728, + "args": { + "External id": 9075, + "device": 0, "context": 1, + "stream": 7, "correlation": 9075, + "bytes": 6837440, "memory bandwidth (GB/s)": 9.380967342285176 + } + }, + { + "ph": "f", "id": 9075, "pid": 0, "tid": 7, "ts": 1714868316904470, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316904384, "dur": 716, + "args": { + "External id": 9075, + "cbid": 41, "correlation": 9075 + } + }, + { + "ph": "s", "id": 9075, "pid": 318186, "tid": 318186, "ts": 1714868316904384, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316905101, "dur": 101, + "args": { + "External id": 9076, + "cbid": 131, "correlation": 9076 + } + }, + { + "ph": "s", "id": 9076, "pid": 318186, "tid": 318186, "ts": 1714868316905101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316905237, "dur": 1703, + "args": { + "External id": 9085, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9085, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9085, "pid": 0, "tid": 7, "ts": 1714868316905237, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316905226, "dur": 8, + "args": { + "External id": 9085, + "cbid": 211, "correlation": 9085 + } + }, + { + "ph": "s", "id": 9085, "pid": 318186, "tid": 318186, "ts": 1714868316905226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316906941, "dur": 1999, + "args": { + "External id": 9098, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9098, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9098, "pid": 0, "tid": 7, "ts": 1714868316906941, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316905260, "dur": 6, + "args": { + "External id": 9098, + "cbid": 211, "correlation": 9098 + } + }, + { + "ph": "s", "id": 9098, "pid": 318186, "tid": 318186, "ts": 1714868316905260, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316908941, "dur": 1451, + "args": { + "External id": 9112, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9112, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9112, "pid": 0, "tid": 7, "ts": 1714868316908941, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316905289, "dur": 5, + "args": { + "External id": 9112, + "cbid": 211, "correlation": 9112 + } + }, + { + "ph": "s", "id": 9112, "pid": 318186, "tid": 318186, "ts": 1714868316905289, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"id": 9152, "pid": 318186, "tid": 318186, "ts": 1714868316905588, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316910565, "dur": 80, + "args": { + "External id": 9161, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9161, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9161, "pid": 0, "tid": 7, "ts": 1714868316910565, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316910544, "dur": 21, + "args": { + "External id": 9161, + "cbid": 211, "correlation": 9161 + } + }, + { + "ph": "s", "id": 9161, "pid": 318186, "tid": 318186, "ts": 1714868316910544, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316910646, "dur": 267, + "args": { + "External id": 9174, + "queued": 0, "device": 0, "context": 1, + "stream": 7, 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"stream": 7, "correlation": 9188, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9188, "pid": 0, "tid": 7, "ts": 1714868316910913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316910645, "dur": 6, + "args": { + "External id": 9188, + "cbid": 211, "correlation": 9188 + } + }, + { + "ph": "s", "id": 9188, "pid": 318186, "tid": 318186, "ts": 1714868316910645, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316911129, "dur": 2, + "args": { 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"bytes": 605880, "memory bandwidth (GB/s)": 11.61579754601227 + } + }, + { + "ph": "f", "id": 9227, "pid": 0, "tid": 7, "ts": 1714868316911137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316910946, "dur": 55, + "args": { + "External id": 9227, + "cbid": 41, "correlation": 9227 + } + }, + { + "ph": "s", "id": 9227, "pid": 318186, "tid": 318186, "ts": 1714868316910946, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316911002, "dur": 190, + "args": { + "External id": 9228, + "cbid": 131, "correlation": 9228 + } + }, + { + "ph": "s", "id": 9228, "pid": 318186, "tid": 318186, "ts": 1714868316911002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316911222, "dur": 54, + "args": { + "External id": 9237, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9237, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9237, "pid": 0, "tid": 7, "ts": 1714868316911222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911213, "dur": 7, + "args": { + "External id": 9237, + "cbid": 211, "correlation": 9237 + } + }, + { + "ph": "s", "id": 9237, "pid": 318186, "tid": 318186, "ts": 1714868316911213, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316911277, "dur": 177, + "args": { + "External id": 9250, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9250, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9250, "pid": 0, "tid": 7, "ts": 1714868316911277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911243, "dur": 6, + "args": { + "External id": 9250, + "cbid": 211, "correlation": 9250 + } + }, + { + "ph": "s", "id": 9250, "pid": 318186, "tid": 318186, "ts": 1714868316911243, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316911455, "dur": 140, + "args": { + "External id": 9264, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9264, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9264, "pid": 0, "tid": 7, "ts": 1714868316911455, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911272, "dur": 5, + "args": { + "External id": 9264, + "cbid": 211, "correlation": 9264 + } + }, + { + "ph": "s", "id": 9264, "pid": 318186, "tid": 318186, "ts": 1714868316911272, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316911595, "dur": 2, + "args": { + "External id": 9286, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9286, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9286, "pid": 0, "tid": 7, "ts": 1714868316911595, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911338, "dur": 7, + "args": { + "External id": 9286, + "cbid": 211, "correlation": 9286 + } + }, + { + "ph": "s", "id": 9286, "pid": 318186, "tid": 318186, "ts": 1714868316911338, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316911599, "dur": 0, + "args": { + "External id": 9303, + "device": 0, "context": 1, + "stream": 7, "correlation": 9303, + "bytes": 80, "memory bandwidth (GB/s)": 0.2777777777777778 + } + }, + { + "ph": "f", "id": 9303, "pid": 0, "tid": 7, "ts": 1714868316911599, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316911433, "dur": 9, + "args": { + "External id": 9303, + "cbid": 41, "correlation": 9303 + } + }, + { + "ph": "s", "id": 9303, "pid": 318186, "tid": 318186, "ts": 1714868316911433, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316911443, "dur": 158, + "args": { + "External id": 9304, + "cbid": 131, "correlation": 9304 + } + }, + { + "ph": "s", "id": 9304, "pid": 318186, "tid": 318186, "ts": 1714868316911443, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316911629, "dur": 2, + "args": { + "External id": 9313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9313, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9313, "pid": 0, "tid": 7, "ts": 1714868316911629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911620, "dur": 7, + "args": { + "External id": 9313, + "cbid": 211, "correlation": 9313 + } + }, + { + "ph": "s", "id": 9313, "pid": 318186, "tid": 318186, "ts": 1714868316911620, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316911658, "dur": 2, + "args": { + "External id": 9326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9326, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9326, "pid": 0, "tid": 7, "ts": 1714868316911658, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911650, "dur": 5, + "args": { + "External id": 9326, + "cbid": 211, "correlation": 9326 + } + }, + { + "ph": "s", "id": 9326, "pid": 318186, "tid": 318186, "ts": 1714868316911650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316911685, "dur": 5, + "args": { + "External id": 9341, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9341, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9341, "pid": 0, "tid": 7, "ts": 1714868316911685, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911678, "dur": 5, + "args": { + "External id": 9341, + "cbid": 211, "correlation": 9341 + } + }, + { + "ph": "s", "id": 9341, "pid": 318186, "tid": 318186, "ts": 1714868316911678, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316911751, "dur": 1, + "args": { + "External id": 9363, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9363, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9363, "pid": 0, "tid": 7, "ts": 1714868316911751, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911743, "dur": 6, + "args": { + "External id": 9363, + "cbid": 211, "correlation": 9363 + } + }, + { + "ph": "s", "id": 9363, "pid": 318186, "tid": 318186, "ts": 1714868316911743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316911847, "dur": 0, + "args": { + "External id": 9380, + "device": 0, "context": 1, + "stream": 7, "correlation": 9380, + "bytes": 17272, "memory bandwidth (GB/s)": 19.276785714285715 + } + }, + { + "ph": "f", "id": 9380, "pid": 0, "tid": 7, "ts": 1714868316911847, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316911835, "dur": 9, + "args": { + "External id": 9380, + "cbid": 41, "correlation": 9380 + } + }, + { + "ph": "s", "id": 9380, "pid": 318186, "tid": 318186, "ts": 1714868316911835, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316911845, "dur": 4, + "args": { + "External id": 9381, + "cbid": 131, "correlation": 9381 + } + }, + { + "ph": "s", "id": 9381, "pid": 318186, "tid": 318186, "ts": 1714868316911845, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316911880, "dur": 3, + "args": { + "External id": 9390, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9390, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9390, "pid": 0, "tid": 7, "ts": 1714868316911880, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911871, "dur": 6, + "args": { + "External id": 9390, + "cbid": 211, "correlation": 9390 + } + }, + { + "ph": "s", "id": 9390, "pid": 318186, "tid": 318186, "ts": 1714868316911871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316911908, "dur": 4, + "args": { + "External id": 9403, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9403, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9403, "pid": 0, "tid": 7, "ts": 1714868316911908, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911901, "dur": 5, + "args": { + "External id": 9403, + "cbid": 211, "correlation": 9403 + } + }, + { + "ph": "s", "id": 9403, "pid": 318186, "tid": 318186, "ts": 1714868316911901, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316911936, "dur": 8, + "args": { + "External id": 9418, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9418, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9418, "pid": 0, "tid": 7, "ts": 1714868316911936, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911929, "dur": 5, + "args": { + "External id": 9418, + "cbid": 211, "correlation": 9418 + } + }, + { + "ph": "s", "id": 9418, "pid": 318186, "tid": 318186, "ts": 1714868316911929, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316912000, "dur": 1, + "args": { + "External id": 9440, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9440, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9440, "pid": 0, "tid": 7, "ts": 1714868316912000, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316911992, "dur": 6, + "args": { + "External id": 9440, + "cbid": 211, "correlation": 9440 + } + }, + { + "ph": "s", "id": 9440, "pid": 318186, "tid": 318186, "ts": 1714868316911992, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316912105, "dur": 4, + "args": { + "External id": 9457, + "device": 0, "context": 1, + "stream": 7, "correlation": 9457, + "bytes": 60256, "memory bandwidth (GB/s)": 12.070512820512821 + } + }, + { + "ph": "f", "id": 9457, "pid": 0, "tid": 7, "ts": 1714868316912105, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316912089, "dur": 11, + "args": { + "External id": 9457, + "cbid": 41, "correlation": 9457 + } + }, + { + "ph": "s", "id": 9457, "pid": 318186, "tid": 318186, "ts": 1714868316912089, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316912102, "dur": 9, + "args": { + "External id": 9458, + "cbid": 131, "correlation": 9458 + } + }, + { + "ph": "s", "id": 9458, "pid": 318186, "tid": 318186, "ts": 1714868316912102, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316912139, "dur": 6, + "args": { + "External id": 9467, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9467, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9467, "pid": 0, "tid": 7, "ts": 1714868316912139, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912130, "dur": 6, + "args": { + "External id": 9467, + "cbid": 211, "correlation": 9467 + } + }, + { + "ph": "s", "id": 9467, "pid": 318186, "tid": 318186, "ts": 1714868316912130, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316912167, "dur": 15, + "args": { + "External id": 9480, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9480, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9480, "pid": 0, "tid": 7, "ts": 1714868316912167, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912159, "dur": 5, + "args": { + "External id": 9480, + "cbid": 211, "correlation": 9480 + } + }, + { + "ph": "s", "id": 9480, "pid": 318186, "tid": 318186, "ts": 1714868316912159, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316912195, "dur": 30, + "args": { + "External id": 9495, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9495, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9495, "pid": 0, "tid": 7, "ts": 1714868316912195, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912187, "dur": 5, + "args": { + "External id": 9495, + "cbid": 211, "correlation": 9495 + } + }, + { + "ph": "s", "id": 9495, "pid": 318186, "tid": 318186, "ts": 1714868316912187, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316912261, "dur": 2, + "args": { + "External id": 9517, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9517, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9517, "pid": 0, "tid": 7, "ts": 1714868316912261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912252, "dur": 6, + "args": { + "External id": 9517, + "cbid": 211, "correlation": 9517 + } + }, + { + "ph": "s", "id": 9517, "pid": 318186, "tid": 318186, "ts": 1714868316912252, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316912351, "dur": 0, + "args": { + "External id": 9534, + "device": 0, "context": 1, + "stream": 7, "correlation": 9534, + "bytes": 488, "memory bandwidth (GB/s)": 1.525 + } + }, + { + "ph": "f", "id": 9534, "pid": 0, "tid": 7, "ts": 1714868316912351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316912341, "dur": 6, + "args": { + "External id": 9534, + "cbid": 41, "correlation": 9534 + } + }, + { + "ph": "s", "id": 9534, "pid": 318186, "tid": 318186, "ts": 1714868316912341, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316912349, "dur": 4, + "args": { + "External id": 9535, + "cbid": 131, "correlation": 9535 + } + }, + { + "ph": "s", "id": 9535, "pid": 318186, "tid": 318186, "ts": 1714868316912349, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316912380, "dur": 2, + "args": { + "External id": 9544, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9544, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9544, "pid": 0, "tid": 7, "ts": 1714868316912380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912371, "dur": 6, + "args": { + "External id": 9544, + "cbid": 211, "correlation": 9544 + } + }, + { + "ph": "s", "id": 9544, "pid": 318186, "tid": 318186, "ts": 1714868316912371, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316912408, "dur": 2, + "args": { + "External id": 9557, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9557, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9557, "pid": 0, "tid": 7, "ts": 1714868316912408, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912400, "dur": 6, + "args": { + "External id": 9557, + "cbid": 211, "correlation": 9557 + } + }, + { + "ph": "s", "id": 9557, "pid": 318186, "tid": 318186, "ts": 1714868316912400, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316912436, "dur": 4, + "args": { + "External id": 9572, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9572, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9572, "pid": 0, "tid": 7, "ts": 1714868316912436, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912429, "dur": 5, + "args": { + "External id": 9572, + "cbid": 211, "correlation": 9572 + } + }, + { + "ph": "s", "id": 9572, "pid": 318186, "tid": 318186, "ts": 1714868316912429, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316912500, "dur": 1, + "args": { + "External id": 9594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9594, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9594, "pid": 0, "tid": 7, "ts": 1714868316912500, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912491, "dur": 6, + "args": { + "External id": 9594, + "cbid": 211, "correlation": 9594 + } + }, + { + "ph": "s", "id": 9594, "pid": 318186, "tid": 318186, "ts": 1714868316912491, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316912589, "dur": 0, + "args": { + "External id": 9611, + "device": 0, "context": 1, + "stream": 7, "correlation": 9611, + "bytes": 32, "memory bandwidth (GB/s)": 0.1111111111111111 + } + }, + { + "ph": "f", "id": 9611, "pid": 0, "tid": 7, "ts": 1714868316912589, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316912580, "dur": 6, + "args": { + "External id": 9611, + "cbid": 41, "correlation": 9611 + } + }, + { + "ph": "s", "id": 9611, "pid": 318186, "tid": 318186, "ts": 1714868316912580, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316912587, "dur": 4, + "args": { + "External id": 9612, + "cbid": 131, "correlation": 9612 + } + }, + { + "ph": "s", "id": 9612, "pid": 318186, "tid": 318186, "ts": 1714868316912587, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316912617, "dur": 1, + "args": { + "External id": 9621, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9621, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9621, "pid": 0, "tid": 7, "ts": 1714868316912617, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912609, "dur": 6, + "args": { + "External id": 9621, + "cbid": 211, "correlation": 9621 + } + }, + { + "ph": "s", "id": 9621, "pid": 318186, "tid": 318186, "ts": 1714868316912609, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316912645, "dur": 1, + "args": { + "External id": 9634, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9634, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9634, "pid": 0, "tid": 7, "ts": 1714868316912645, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912637, "dur": 5, + "args": { + "External id": 9634, + "cbid": 211, "correlation": 9634 + } + }, + { + "ph": "s", "id": 9634, "pid": 318186, "tid": 318186, "ts": 1714868316912637, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316912672, "dur": 3, + "args": { + "External id": 9649, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9649, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9649, "pid": 0, "tid": 7, "ts": 1714868316912672, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912665, "dur": 5, + "args": { + "External id": 9649, + "cbid": 211, "correlation": 9649 + } + }, + { + "ph": "s", "id": 9649, "pid": 318186, "tid": 318186, "ts": 1714868316912665, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316912736, "dur": 1, + "args": { + "External id": 9671, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9671, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9671, "pid": 0, "tid": 7, "ts": 1714868316912736, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912728, "dur": 6, + "args": { + "External id": 9671, + "cbid": 211, "correlation": 9671 + } + }, + { + "ph": "s", "id": 9671, "pid": 318186, "tid": 318186, "ts": 1714868316912728, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316912827, "dur": 0, + "args": { + "External id": 9688, + "device": 0, "context": 1, + "stream": 7, "correlation": 9688, + "bytes": 7344, "memory bandwidth (GB/s)": 13.5 + } + }, + { + "ph": "f", "id": 9688, "pid": 0, "tid": 7, "ts": 1714868316912827, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316912818, "dur": 7, + "args": { + "External id": 9688, + "cbid": 41, "correlation": 9688 + } + }, + { + "ph": "s", "id": 9688, "pid": 318186, "tid": 318186, "ts": 1714868316912818, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316912826, "dur": 4, + "args": { + "External id": 9689, + "cbid": 131, "correlation": 9689 + } + }, + { + "ph": "s", "id": 9689, "pid": 318186, "tid": 318186, "ts": 1714868316912826, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316912856, "dur": 2, + "args": { + "External id": 9698, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9698, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 9698, "pid": 0, "tid": 7, "ts": 1714868316912856, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912848, "dur": 6, + "args": { + "External id": 9698, + "cbid": 211, "correlation": 9698 + } + }, + { + "ph": "s", "id": 9698, "pid": 318186, "tid": 318186, "ts": 1714868316912848, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316912885, "dur": 2, + "args": { + "External id": 9711, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9711, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 9711, "pid": 0, "tid": 7, "ts": 1714868316912885, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912877, "dur": 6, + "args": { + "External id": 9711, + "cbid": 211, "correlation": 9711 + } + }, + { + "ph": "s", "id": 9711, "pid": 318186, "tid": 318186, "ts": 1714868316912877, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316912913, "dur": 5, + "args": { + "External id": 9726, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9726, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9726, "pid": 0, "tid": 7, "ts": 1714868316912913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316912905, "dur": 5, + "args": { + "External id": 9726, + "cbid": 211, "correlation": 9726 + } + }, + { + "ph": "s", "id": 9726, "pid": 318186, "tid": 318186, "ts": 1714868316912905, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316913068, "dur": 0, + "args": { + "External id": 9765, + "device": 0, "context": 1, + "stream": 7, "correlation": 9765, + "bytes": 112, "memory bandwidth (GB/s)": 0.3888888888888889 + } + }, + { + "ph": "f", "id": 9765, "pid": 0, "tid": 7, "ts": 1714868316913068, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316913058, "dur": 6, + "args": { + "External id": 9765, + "cbid": 41, "correlation": 9765 + } + }, + { + "ph": "s", "id": 9765, "pid": 318186, "tid": 318186, "ts": 1714868316913058, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316913066, "dur": 4, + "args": { + "External id": 9766, + "cbid": 131, "correlation": 9766 + } + }, + { + "ph": "s", "id": 9766, "pid": 318186, "tid": 318186, "ts": 1714868316913066, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316913097, "dur": 2, + "args": { + "External id": 9775, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9775, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9775, "pid": 0, "tid": 7, "ts": 1714868316913097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316913089, "dur": 6, + "args": { + "External id": 9775, + "cbid": 211, "correlation": 9775 + } + }, + { + "ph": "s", "id": 9775, "pid": 318186, "tid": 318186, "ts": 1714868316913089, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316913125, "dur": 2, + "args": { + "External id": 9788, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9788, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9788, "pid": 0, "tid": 7, "ts": 1714868316913125, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316913118, "dur": 5, + "args": { + "External id": 9788, + "cbid": 211, "correlation": 9788 + } + }, + { + "ph": "s", "id": 9788, "pid": 318186, "tid": 318186, "ts": 1714868316913118, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316913153, "dur": 4, + "args": { + "External id": 9803, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9803, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9803, "pid": 0, "tid": 7, "ts": 1714868316913153, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316913145, "dur": 5, + "args": { + "External id": 9803, + "cbid": 211, "correlation": 9803 + } + }, + { + "ph": "s", "id": 9803, "pid": 318186, "tid": 318186, "ts": 1714868316913145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316913216, "dur": 1, + "args": { + "External id": 9825, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9825, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9825, "pid": 0, "tid": 7, "ts": 1714868316913216, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316913208, "dur": 6, + "args": { + "External id": 9825, + "cbid": 211, "correlation": 9825 + } + }, + { + "ph": "s", "id": 9825, "pid": 318186, "tid": 318186, "ts": 1714868316913208, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316914594, "dur": 1065, + "args": { + "External id": 9842, + "device": 0, "context": 1, + "stream": 7, "correlation": 9842, + "bytes": 10462264, "memory bandwidth (GB/s)": 9.823519138571786 + } + }, + { + "ph": "f", "id": 9842, "pid": 0, "tid": 7, "ts": 1714868316914594, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316914495, "dur": 1055, + "args": { + "External id": 9842, + "cbid": 41, "correlation": 9842 + } + }, + { + "ph": "s", "id": 9842, "pid": 318186, "tid": 318186, "ts": 1714868316914495, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316915553, "dur": 110, + "args": { + "External id": 9843, + "cbid": 131, "correlation": 9843 + } + }, + { + "ph": "s", "id": 9843, "pid": 318186, "tid": 318186, "ts": 1714868316915553, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316915722, "dur": 2608, + "args": { + "External id": 9852, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9852, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9852, "pid": 0, "tid": 7, "ts": 1714868316915722, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316915704, "dur": 17, + "args": { + "External id": 9852, + "cbid": 211, "correlation": 9852 + } + }, + { + "ph": "s", "id": 9852, "pid": 318186, "tid": 318186, "ts": 1714868316915704, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316918332, "dur": 3068, + "args": { + "External id": 9865, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9865, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9865, "pid": 0, "tid": 7, "ts": 1714868316918332, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316915754, "dur": 7, + "args": { + "External id": 9865, + "cbid": 211, "correlation": 9865 + } + }, + { + "ph": "s", "id": 9865, "pid": 318186, "tid": 318186, "ts": 1714868316915754, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316921400, "dur": 2227, + "args": { + "External id": 9879, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9879, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9879, "pid": 0, "tid": 7, "ts": 1714868316921400, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316915794, "dur": 6, + "args": { + "External id": 9879, + "cbid": 211, "correlation": 9879 + } + }, + { + "ph": "s", "id": 9879, "pid": 318186, "tid": 318186, "ts": 1714868316915794, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316923628, "dur": 2, + "args": { + "External id": 9901, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9901, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9901, "pid": 0, "tid": 7, "ts": 1714868316923628, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316915903, "dur": 7, + "args": { + "External id": 9901, + "cbid": 211, "correlation": 9901 + } + }, + { + "ph": "s", "id": 9901, "pid": 318186, "tid": 318186, "ts": 1714868316915903, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316923635, "dur": 320, + "args": { + "External id": 9918, + "device": 0, "context": 1, + "stream": 7, "correlation": 9918, + "bytes": 3237936, "memory bandwidth (GB/s)": 10.103426433557269 + } + }, + { + "ph": "f", "id": 9918, "pid": 0, "tid": 7, "ts": 1714868316923635, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316916395, "dur": 7474, + "args": { + "External id": 9918, + "cbid": 41, "correlation": 9918 + } + }, + { + "ph": "s", "id": 9918, "pid": 318186, "tid": 318186, "ts": 1714868316916395, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316923873, "dur": 87, + "args": { + "External id": 9919, + "cbid": 131, "correlation": 9919 + } + }, + { + "ph": "s", "id": 9919, "pid": 318186, "tid": 318186, "ts": 1714868316923873, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316924040, "dur": 640, + "args": { + "External id": 9928, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9928, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9928, "pid": 0, "tid": 7, "ts": 1714868316924040, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316924022, "dur": 18, + "args": { + "External id": 9928, + "cbid": 211, "correlation": 9928 + } + }, + { + "ph": "s", "id": 9928, "pid": 318186, "tid": 318186, "ts": 1714868316924022, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316924681, "dur": 957, + "args": { + "External id": 9941, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9941, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9941, "pid": 0, "tid": 7, "ts": 1714868316924681, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316924082, "dur": 8, + "args": { + "External id": 9941, + "cbid": 211, "correlation": 9941 + } + }, + { + "ph": "s", "id": 9941, "pid": 318186, "tid": 318186, "ts": 1714868316924082, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316925641, "dur": 694, + "args": { + "External id": 9955, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9955, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9955, "pid": 0, "tid": 7, "ts": 1714868316925641, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316924125, "dur": 6, + "args": { + "External id": 9955, + "cbid": 211, "correlation": 9955 + } + }, + { + "ph": "s", "id": 9955, "pid": 318186, "tid": 318186, "ts": 1714868316924125, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316926335, "dur": 2, + "args": { + "External id": 9977, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9977, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9977, "pid": 0, "tid": 7, "ts": 1714868316926335, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316924242, "dur": 8, + "args": { + "External id": 9977, + "cbid": 211, "correlation": 9977 + } + }, + { + "ph": "s", "id": 9977, "pid": 318186, "tid": 318186, "ts": 1714868316924242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316926341, "dur": 947, + "args": { + "External id": 9994, + "device": 0, "context": 1, + "stream": 7, "correlation": 9994, + "bytes": 8844904, "memory bandwidth (GB/s)": 9.331652316479909 + } + }, + { + "ph": "f", "id": 9994, "pid": 0, "tid": 7, "ts": 1714868316926341, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316925321, "dur": 1871, + "args": { + "External id": 9994, + "cbid": 41, "correlation": 9994 + } + }, + { + "ph": "s", "id": 9994, "pid": 318186, "tid": 318186, "ts": 1714868316925321, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316927193, "dur": 99, + "args": { + "External id": 9995, + "cbid": 131, "correlation": 9995 + } + }, + { + "ph": "s", "id": 9995, "pid": 318186, "tid": 318186, "ts": 1714868316927193, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316927340, "dur": 2205, + "args": { + "External id": 10004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10004, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10004, "pid": 0, "tid": 7, "ts": 1714868316927340, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316927327, "dur": 12, + "args": { + "External id": 10004, + "cbid": 211, "correlation": 10004 + } + }, + { + "ph": "s", "id": 10004, "pid": 318186, "tid": 318186, "ts": 1714868316927327, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316929546, "dur": 2591, + "args": { + "External id": 10017, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10017, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10017, "pid": 0, "tid": 7, "ts": 1714868316929546, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316927367, "dur": 6, + "args": { + "External id": 10017, + "cbid": 211, "correlation": 10017 + } + }, + { + "ph": "s", "id": 10017, "pid": 318186, "tid": 318186, "ts": 1714868316927367, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316932139, "dur": 1890, + "args": { + "External id": 10031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10031, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10031, "pid": 0, "tid": 7, "ts": 1714868316932139, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316927402, "dur": 6, + "args": { + "External id": 10031, + "cbid": 211, "correlation": 10031 + } + }, + { + "ph": "s", "id": 10031, "pid": 318186, "tid": 318186, "ts": 1714868316927402, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316934030, "dur": 2, + "args": { + "External id": 10053, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10053, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10053, "pid": 0, "tid": 7, "ts": 1714868316934030, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316927497, "dur": 7, + "args": { + "External id": 10053, + "cbid": 211, "correlation": 10053 + } + }, + { + "ph": "s", "id": 10053, "pid": 318186, "tid": 318186, "ts": 1714868316927497, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316934038, "dur": 59, + "args": { + "External id": 10070, + "device": 0, "context": 1, + "stream": 7, "correlation": 10070, + "bytes": 701712, "memory bandwidth (GB/s)": 11.814924568965518 + } + }, + { + "ph": "f", "id": 10070, "pid": 0, "tid": 7, "ts": 1714868316934038, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316927666, "dur": 51, + "args": { + "External id": 10070, + "cbid": 41, "correlation": 10070 + } + }, + { + "ph": "s", "id": 10070, "pid": 318186, "tid": 318186, "ts": 1714868316927666, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316927718, "dur": 6386, + "args": { + "External id": 10071, + "cbid": 131, "correlation": 10071 + } + }, + { + "ph": "s", "id": 10071, "pid": 318186, "tid": 318186, "ts": 1714868316927718, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316934167, "dur": 63, + "args": { + "External id": 10080, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10080, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10080, "pid": 0, "tid": 7, "ts": 1714868316934167, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934150, "dur": 16, + "args": { + "External id": 10080, + "cbid": 211, "correlation": 10080 + } + }, + { + "ph": "s", "id": 10080, "pid": 318186, "tid": 318186, "ts": 1714868316934150, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316934231, "dur": 205, + "args": { + "External id": 10093, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10093, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10093, "pid": 0, "tid": 7, "ts": 1714868316934231, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934200, "dur": 6, + "args": { + "External id": 10093, + "cbid": 211, "correlation": 10093 + } + }, + { + "ph": "s", "id": 10093, "pid": 318186, "tid": 318186, "ts": 1714868316934200, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316934438, "dur": 160, + "args": { + "External id": 10107, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10107, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10107, "pid": 0, "tid": 7, "ts": 1714868316934438, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934237, "dur": 6, + "args": { + "External id": 10107, + "cbid": 211, "correlation": 10107 + } + }, + { + "ph": "s", "id": 10107, "pid": 318186, "tid": 318186, "ts": 1714868316934237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316934599, "dur": 2, + "args": { + "External id": 10129, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10129, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10129, "pid": 0, "tid": 7, "ts": 1714868316934599, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934336, "dur": 8, + "args": { + "External id": 10129, + "cbid": 211, "correlation": 10129 + } + }, + { + "ph": "s", "id": 10129, "pid": 318186, "tid": 318186, "ts": 1714868316934336, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316934602, "dur": 7, + "args": { + "External id": 10146, + "device": 0, "context": 1, + "stream": 7, "correlation": 10146, + "bytes": 72248, "memory bandwidth (GB/s)": 9.407291666666667 + } + }, + { + "ph": "f", "id": 10146, "pid": 0, "tid": 7, "ts": 1714868316934602, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316934468, "dur": 19, + "args": { + "External id": 10146, + "cbid": 41, "correlation": 10146 + } + }, + { + "ph": "s", "id": 10146, "pid": 318186, "tid": 318186, "ts": 1714868316934468, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316934488, "dur": 124, + "args": { + "External id": 10147, + "cbid": 131, "correlation": 10147 + } + }, + { + "ph": "s", "id": 10147, "pid": 318186, "tid": 318186, "ts": 1714868316934488, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316934642, "dur": 8, + "args": { + "External id": 10156, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10156, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10156, "pid": 0, "tid": 7, "ts": 1714868316934642, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934633, "dur": 6, + "args": { + "External id": 10156, + "cbid": 211, "correlation": 10156 + } + }, + { + "ph": "s", "id": 10156, "pid": 318186, "tid": 318186, "ts": 1714868316934633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316934670, "dur": 17, + "args": { + "External id": 10169, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10169, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10169, "pid": 0, "tid": 7, "ts": 1714868316934670, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934662, "dur": 5, + "args": { + "External id": 10169, + "cbid": 211, "correlation": 10169 + } + }, + { + "ph": "s", "id": 10169, "pid": 318186, "tid": 318186, "ts": 1714868316934662, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316934698, "dur": 22, + "args": { + "External id": 10183, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10183, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10183, "pid": 0, "tid": 7, "ts": 1714868316934698, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934690, "dur": 5, + "args": { + "External id": 10183, + "cbid": 211, "correlation": 10183 + } + }, + { + "ph": "s", "id": 10183, "pid": 318186, "tid": 318186, "ts": 1714868316934690, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316934766, "dur": 2, + "args": { + "External id": 10205, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10205, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10205, "pid": 0, "tid": 7, "ts": 1714868316934766, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934758, "dur": 6, + "args": { + "External id": 10205, + "cbid": 211, "correlation": 10205 + } + }, + { + "ph": "s", "id": 10205, "pid": 318186, "tid": 318186, "ts": 1714868316934758, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316934871, "dur": 0, + "args": { + "External id": 10222, + "device": 0, "context": 1, + "stream": 7, "correlation": 10222, + "bytes": 608, "memory bandwidth (GB/s)": 2.111111111111111 + } + }, + { + "ph": "f", "id": 10222, "pid": 0, "tid": 7, "ts": 1714868316934871, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316934860, "dur": 8, + "args": { + "External id": 10222, + "cbid": 41, "correlation": 10222 + } + }, + { + "ph": "s", "id": 10222, "pid": 318186, "tid": 318186, "ts": 1714868316934860, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316934869, "dur": 4, + "args": { + "External id": 10223, + "cbid": 131, "correlation": 10223 + } + }, + { + "ph": "s", "id": 10223, "pid": 318186, "tid": 318186, "ts": 1714868316934869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316934900, "dur": 2, + "args": { + "External id": 10232, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10232, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 10232, "pid": 0, "tid": 7, "ts": 1714868316934900, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934892, "dur": 7, + "args": { + "External id": 10232, + "cbid": 211, "correlation": 10232 + } + }, + { + "ph": "s", "id": 10232, "pid": 318186, "tid": 318186, "ts": 1714868316934892, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316934928, "dur": 2, + "args": { + "External id": 10245, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10245, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 10245, "pid": 0, "tid": 7, "ts": 1714868316934928, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934921, "dur": 5, + "args": { + "External id": 10245, + "cbid": 211, "correlation": 10245 + } + }, + { + "ph": "s", "id": 10245, "pid": 318186, "tid": 318186, "ts": 1714868316934921, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316934958, "dur": 4, + "args": { + "External id": 10260, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10260, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10260, "pid": 0, "tid": 7, "ts": 1714868316934958, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316934950, "dur": 5, + "args": { + "External id": 10260, + "cbid": 211, "correlation": 10260 + } + }, + { + "ph": "s", "id": 10260, "pid": 318186, "tid": 318186, "ts": 1714868316934950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316935023, "dur": 1, + "args": { + "External id": 10282, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10282, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10282, "pid": 0, "tid": 7, "ts": 1714868316935023, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935015, "dur": 6, + "args": { + "External id": 10282, + "cbid": 211, "correlation": 10282 + } + }, + { + "ph": "s", "id": 10282, "pid": 318186, "tid": 318186, "ts": 1714868316935015, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316935114, "dur": 0, + "args": { + "External id": 10299, + "device": 0, "context": 1, + "stream": 7, "correlation": 10299, + "bytes": 264, "memory bandwidth (GB/s)": 0.9166666666666666 + } + }, + { + "ph": "f", "id": 10299, "pid": 0, "tid": 7, "ts": 1714868316935114, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316935105, "dur": 6, + "args": { + "External id": 10299, + "cbid": 41, "correlation": 10299 + } + }, + { + "ph": "s", "id": 10299, "pid": 318186, "tid": 318186, "ts": 1714868316935105, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316935112, "dur": 4, + "args": { + "External id": 10300, + "cbid": 131, "correlation": 10300 + } + }, + { + "ph": "s", "id": 10300, "pid": 318186, "tid": 318186, "ts": 1714868316935112, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316935143, "dur": 2, + "args": { + "External id": 10309, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10309, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10309, "pid": 0, "tid": 7, "ts": 1714868316935143, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935134, "dur": 6, + "args": { + "External id": 10309, + "cbid": 211, "correlation": 10309 + } + }, + { + "ph": "s", "id": 10309, "pid": 318186, "tid": 318186, "ts": 1714868316935134, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316935171, "dur": 2, + "args": { + "External id": 10322, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10322, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10322, "pid": 0, "tid": 7, "ts": 1714868316935171, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935163, "dur": 6, + "args": { + "External id": 10322, + "cbid": 211, "correlation": 10322 + } + }, + { + "ph": "s", "id": 10322, "pid": 318186, "tid": 318186, "ts": 1714868316935163, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316935199, "dur": 4, + "args": { + "External id": 10337, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10337, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10337, "pid": 0, "tid": 7, "ts": 1714868316935199, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935191, "dur": 5, + "args": { + "External id": 10337, + "cbid": 211, "correlation": 10337 + } + }, + { + "ph": "s", "id": 10337, "pid": 318186, "tid": 318186, "ts": 1714868316935191, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316935263, "dur": 1, + "args": { + "External id": 10359, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10359, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10359, "pid": 0, "tid": 7, "ts": 1714868316935263, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935255, "dur": 6, + "args": { + "External id": 10359, + "cbid": 211, "correlation": 10359 + } + }, + { + "ph": "s", "id": 10359, "pid": 318186, "tid": 318186, "ts": 1714868316935255, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714868316935337, "dur": 2, + "args": { + "External id": 10370, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10370, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10370, "pid": 0, "tid": 7, "ts": 1714868316935337, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935328, "dur": 7, + "args": { + "External id": 10370, + "cbid": 211, "correlation": 10370 + } + }, + { + "ph": "s", "id": 10370, "pid": 318186, "tid": 318186, "ts": 1714868316935328, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714868316935412, "dur": 154, + "args": { + "External id": 10382, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10382, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10382, "pid": 0, "tid": 7, "ts": 1714868316935412, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935404, "dur": 7, + "args": { + "External id": 10382, + "cbid": 211, "correlation": 10382 + } + }, + { + "ph": "s", "id": 10382, "pid": 318186, "tid": 318186, "ts": 1714868316935404, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318186, + "ts": 1714868316935510, "dur": 2, + "args": { + "External id": 10396, + "cbid": 210, "correlation": 10396 + } + }, + { + "ph": "f", "id": 10396, "pid": 318186, "tid": 318186, "ts": 1714868316935510, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714868316935568, "dur": 409, + "args": { + "External id": 10397, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10397, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 10397, "pid": 0, "tid": 7, "ts": 1714868316935568, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935515, "dur": 7, + "args": { + "External id": 10397, + "cbid": 211, "correlation": 10397 + } + }, + { + "ph": "s", "id": 10397, "pid": 318186, "tid": 318186, "ts": 1714868316935515, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714868316935978, "dur": 5, + "args": { + "External id": 10399, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10399, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10399, "pid": 0, "tid": 7, "ts": 1714868316935978, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935524, "dur": 4, + "args": { + "External id": 10399, + "cbid": 211, "correlation": 10399 + } + }, + { + "ph": "s", "id": 10399, "pid": 318186, "tid": 318186, "ts": 1714868316935524, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316935984, "dur": 1, + "args": { + "External id": 10410, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10410, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10410, "pid": 0, "tid": 7, "ts": 1714868316935984, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935568, "dur": 6, + "args": { + "External id": 10410, + "cbid": 211, "correlation": 10410 + } + }, + { + "ph": "s", "id": 10410, "pid": 318186, "tid": 318186, "ts": 1714868316935568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316935986, "dur": 1, + "args": { + "External id": 10423, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10423, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10423, "pid": 0, "tid": 7, "ts": 1714868316935986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935629, "dur": 7, + "args": { + "External id": 10423, + "cbid": 211, "correlation": 10423 + } + }, + { + "ph": "s", "id": 10423, "pid": 318186, "tid": 318186, "ts": 1714868316935629, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714868316935988, "dur": 1, + "args": { + "External id": 10431, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10431, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10431, "pid": 0, "tid": 7, "ts": 1714868316935988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935650, "dur": 4, + "args": { + "External id": 10431, + "cbid": 211, "correlation": 10431 + } + }, + { + "ph": "s", "id": 10431, "pid": 318186, "tid": 318186, "ts": 1714868316935650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316935990, "dur": 1, + "args": { + "External id": 10441, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10441, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10441, "pid": 0, "tid": 7, "ts": 1714868316935990, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935689, "dur": 6, + "args": { + "External id": 10441, + "cbid": 211, "correlation": 10441 + } + }, + { + "ph": "s", "id": 10441, "pid": 318186, "tid": 318186, "ts": 1714868316935689, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316935992, "dur": 1, + "args": { + "External id": 10454, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10454, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10454, "pid": 0, "tid": 7, "ts": 1714868316935992, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935799, "dur": 7, + "args": { + "External id": 10454, + "cbid": 211, "correlation": 10454 + } + }, + { + "ph": "s", "id": 10454, "pid": 318186, "tid": 318186, "ts": 1714868316935799, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316935995, "dur": 3, + "args": { + "External id": 10466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10466, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10466, "pid": 0, "tid": 7, "ts": 1714868316935995, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316935827, "dur": 5, + "args": { + "External id": 10466, + "cbid": 211, "correlation": 10466 + } + }, + { + "ph": "s", "id": 10466, "pid": 318186, "tid": 318186, "ts": 1714868316935827, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316935999, "dur": 1, + "args": { + "External id": 10474, + "device": 0, "context": 1, + "stream": 7, "correlation": 10474, + "bytes": 4, "memory bandwidth (GB/s)": 0.0035714285714285713 + } + }, + { + "ph": "f", "id": 10474, "pid": 0, "tid": 7, "ts": 1714868316935999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316935846, "dur": 10, + "args": { + "External id": 10474, + "cbid": 41, "correlation": 10474 + } + }, + { + "ph": "s", "id": 10474, "pid": 318186, "tid": 318186, "ts": 1714868316935846, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316936225, "dur": 0, + "args": { + "External id": 10489, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10489, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10489, "pid": 0, "tid": 7, "ts": 1714868316936225, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316936215, "dur": 9, + "args": { + "External id": 10489, + "cbid": 211, "correlation": 10489 + } + }, + { + "ph": "s", "id": 10489, "pid": 318186, "tid": 318186, "ts": 1714868316936215, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316936366, "dur": 1, + "args": { + "External id": 10505, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10505, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10505, "pid": 0, "tid": 7, "ts": 1714868316936366, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936353, "dur": 12, + "args": { + "External id": 10505, + "cbid": 211, "correlation": 10505 + } + }, + { + "ph": "s", "id": 10505, "pid": 318186, "tid": 318252, "ts": 1714868316936353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316936391, "dur": 1, + "args": { + "External id": 10509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10509, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10509, "pid": 0, "tid": 7, "ts": 1714868316936391, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936383, "dur": 6, + "args": { + "External id": 10509, + "cbid": 211, "correlation": 10509 + } + }, + { + "ph": "s", "id": 10509, "pid": 318186, "tid": 318252, "ts": 1714868316936383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316936453, "dur": 1, + "args": { + "External id": 10529, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10529, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10529, "pid": 0, "tid": 7, "ts": 1714868316936453, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936445, "dur": 7, + "args": { + "External id": 10529, + "cbid": 211, "correlation": 10529 + } + }, + { + "ph": "s", "id": 10529, "pid": 318186, "tid": 318252, "ts": 1714868316936445, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714868316936522, "dur": 1, + "args": { + "External id": 10545, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10545, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10545, "pid": 0, "tid": 7, "ts": 1714868316936522, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936513, "dur": 7, + "args": { + "External id": 10545, + "cbid": 211, "correlation": 10545 + } + }, + { + "ph": "s", "id": 10545, "pid": 318186, "tid": 318252, "ts": 1714868316936513, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714868316936564, "dur": 1, + "args": { + "External id": 10557, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10557, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10557, "pid": 0, "tid": 7, "ts": 1714868316936564, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936556, "dur": 6, + "args": { + "External id": 10557, + "cbid": 211, "correlation": 10557 + } + }, + { + "ph": "s", "id": 10557, "pid": 318186, "tid": 318252, "ts": 1714868316936556, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316936600, "dur": 3, + "args": { + "External id": 10571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10571, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10571, "pid": 0, "tid": 7, "ts": 1714868316936600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936592, "dur": 6, + "args": { + "External id": 10571, + "cbid": 211, "correlation": 10571 + } + }, + { + "ph": "s", "id": 10571, "pid": 318186, "tid": 318252, "ts": 1714868316936592, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316936703, "dur": 1, + "args": { + "External id": 10597, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10597, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10597, "pid": 0, "tid": 7, "ts": 1714868316936703, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936694, "dur": 7, + "args": { + "External id": 10597, + "cbid": 211, "correlation": 10597 + } + }, + { + "ph": "s", "id": 10597, "pid": 318186, "tid": 318252, "ts": 1714868316936694, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868316936751, "dur": 1, + "args": { + "External id": 10613, + "cbid": 210, "correlation": 10613 + } + }, + { + "ph": "f", "id": 10613, "pid": 318186, "tid": 318252, "ts": 1714868316936751, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714868316936763, "dur": 270, + "args": { + "External id": 10614, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10614, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 10614, "pid": 0, "tid": 7, "ts": 1714868316936763, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936754, "dur": 7, + "args": { + "External id": 10614, + "cbid": 211, "correlation": 10614 + } + }, + { + "ph": "s", "id": 10614, "pid": 318186, "tid": 318252, "ts": 1714868316936754, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868316936786, "dur": 1, + "args": { + "External id": 10626, + "cbid": 210, "correlation": 10626 + } + }, + { + "ph": "f", "id": 10626, "pid": 318186, "tid": 318252, "ts": 1714868316936786, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714868316937035, "dur": 246, + "args": { + "External id": 10627, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10627, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10627, "pid": 0, "tid": 7, "ts": 1714868316937035, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936788, "dur": 6, + "args": { + "External id": 10627, + "cbid": 211, "correlation": 10627 + } + }, + { + "ph": "s", "id": 10627, "pid": 318186, "tid": 318252, "ts": 1714868316936788, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316937282, "dur": 7, + "args": { + "External id": 10640, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10640, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10640, "pid": 0, "tid": 7, "ts": 1714868316937282, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936819, "dur": 7, + "args": { + "External id": 10640, + "cbid": 211, "correlation": 10640 + } + }, + { + "ph": "s", "id": 10640, "pid": 318186, "tid": 318252, "ts": 1714868316936819, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714868316937290, "dur": 165, + "args": { + "External id": 10672, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10672, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10672, "pid": 0, "tid": 7, "ts": 1714868316937290, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936942, "dur": 7, + "args": { + "External id": 10672, + "cbid": 211, "correlation": 10672 + } + }, + { + "ph": "s", "id": 10672, "pid": 318186, "tid": 318252, "ts": 1714868316936942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714868316937456, "dur": 149, + "args": { + "External id": 10684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10684, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 10684, "pid": 0, "tid": 7, "ts": 1714868316937456, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316936972, "dur": 5, + "args": { + "External id": 10684, + "cbid": 211, "correlation": 10684 + } + }, + { + "ph": "s", "id": 10684, "pid": 318186, "tid": 318252, "ts": 1714868316936972, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316937605, "dur": 1, + "args": { + "External id": 10695, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10695, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10695, "pid": 0, "tid": 7, "ts": 1714868316937605, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937026, "dur": 7, + "args": { + "External id": 10695, + "cbid": 211, "correlation": 10695 + } + }, + { + "ph": "s", "id": 10695, "pid": 318186, "tid": 318252, "ts": 1714868316937026, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316937608, "dur": 1, + "args": { + "External id": 10723, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10723, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10723, "pid": 0, "tid": 7, "ts": 1714868316937608, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937301, "dur": 7, + "args": { + "External id": 10723, + "cbid": 211, "correlation": 10723 + } + }, + { + "ph": "s", "id": 10723, "pid": 318186, "tid": 318252, "ts": 1714868316937301, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316937610, "dur": 0, + "args": { + "External id": 10739, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10739, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10739, "pid": 0, "tid": 7, "ts": 1714868316937610, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937335, "dur": 5, + "args": { + "External id": 10739, + "cbid": 211, "correlation": 10739 + } + }, + { + "ph": "s", "id": 10739, "pid": 318186, "tid": 318252, "ts": 1714868316937335, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316937611, "dur": 3, + "args": { + "External id": 10746, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10746, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10746, "pid": 0, "tid": 7, "ts": 1714868316937611, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937346, "dur": 4, + "args": { + "External id": 10746, + "cbid": 211, "correlation": 10746 + } + }, + { + "ph": "s", "id": 10746, "pid": 318186, "tid": 318252, "ts": 1714868316937346, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316937615, "dur": 1, + "args": { + "External id": 10768, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10768, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10768, "pid": 0, "tid": 7, "ts": 1714868316937615, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937410, "dur": 6, + "args": { + "External id": 10768, + "cbid": 211, "correlation": 10768 + } + }, + { + "ph": "s", "id": 10768, "pid": 318186, "tid": 318252, "ts": 1714868316937410, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316937617, "dur": 0, + "args": { + "External id": 10784, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10784, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10784, "pid": 0, "tid": 7, "ts": 1714868316937617, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937438, "dur": 4, + "args": { + "External id": 10784, + "cbid": 211, "correlation": 10784 + } + }, + { + "ph": "s", "id": 10784, "pid": 318186, "tid": 318252, "ts": 1714868316937438, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316937618, "dur": 3, + "args": { + "External id": 10791, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10791, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10791, "pid": 0, "tid": 7, "ts": 1714868316937618, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937448, "dur": 4, + "args": { + "External id": 10791, + "cbid": 211, "correlation": 10791 + } + }, + { + "ph": "s", "id": 10791, "pid": 318186, "tid": 318252, "ts": 1714868316937448, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316937622, "dur": 1, + "args": { + "External id": 10813, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10813, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10813, "pid": 0, "tid": 7, "ts": 1714868316937622, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937515, "dur": 6, + "args": { + "External id": 10813, + "cbid": 211, "correlation": 10813 + } + }, + { + "ph": "s", "id": 10813, "pid": 318186, "tid": 318252, "ts": 1714868316937515, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316937624, "dur": 1, + "args": { + "External id": 10829, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10829, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10829, "pid": 0, "tid": 7, "ts": 1714868316937624, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937543, "dur": 5, + "args": { + "External id": 10829, + "cbid": 211, "correlation": 10829 + } + }, + { + "ph": "s", "id": 10829, "pid": 318186, "tid": 318252, "ts": 1714868316937543, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316937626, "dur": 2, + "args": { + "External id": 10836, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10836, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10836, "pid": 0, "tid": 7, "ts": 1714868316937626, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937553, "dur": 3, + "args": { + "External id": 10836, + "cbid": 211, "correlation": 10836 + } + }, + { + "ph": "s", "id": 10836, "pid": 318186, "tid": 318252, "ts": 1714868316937553, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316937629, "dur": 1, + "args": { + "External id": 10858, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10858, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10858, "pid": 0, "tid": 7, "ts": 1714868316937629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937611, "dur": 6, + "args": { + "External id": 10858, + "cbid": 211, "correlation": 10858 + } + }, + { + "ph": "s", "id": 10858, "pid": 318186, "tid": 318252, "ts": 1714868316937611, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316937654, "dur": 16, + "args": { + "External id": 10874, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10874, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10874, "pid": 0, "tid": 7, "ts": 1714868316937654, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937646, "dur": 5, + "args": { + "External id": 10874, + "cbid": 211, "correlation": 10874 + } + }, + { + "ph": "s", "id": 10874, "pid": 318186, "tid": 318252, "ts": 1714868316937646, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316937670, "dur": 4, + "args": { + "External id": 10881, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10881, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10881, "pid": 0, "tid": 7, "ts": 1714868316937670, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937657, "dur": 4, + "args": { + "External id": 10881, + "cbid": 211, "correlation": 10881 + } + }, + { + "ph": "s", "id": 10881, "pid": 318186, "tid": 318252, "ts": 1714868316937657, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316937724, "dur": 2, + "args": { + "External id": 10903, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10903, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10903, "pid": 0, "tid": 7, "ts": 1714868316937724, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937716, "dur": 6, + "args": { + "External id": 10903, + "cbid": 211, "correlation": 10903 + } + }, + { + "ph": "s", "id": 10903, "pid": 318186, "tid": 318252, "ts": 1714868316937716, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316937750, "dur": 230, + "args": { + "External id": 10919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10919, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10919, "pid": 0, "tid": 7, "ts": 1714868316937750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937743, "dur": 4, + "args": { + "External id": 10919, + "cbid": 211, "correlation": 10919 + } + }, + { + "ph": "s", "id": 10919, "pid": 318186, "tid": 318252, "ts": 1714868316937743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316937981, "dur": 4, + "args": { + "External id": 10926, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10926, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10926, "pid": 0, "tid": 7, "ts": 1714868316937981, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937753, "dur": 4, + "args": { + "External id": 10926, + "cbid": 211, "correlation": 10926 + } + }, + { + "ph": "s", "id": 10926, "pid": 318186, "tid": 318252, "ts": 1714868316937753, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316937985, "dur": 2, + "args": { + "External id": 10948, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10948, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10948, "pid": 0, "tid": 7, "ts": 1714868316937985, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937811, "dur": 6, + "args": { + "External id": 10948, + "cbid": 211, "correlation": 10948 + } + }, + { + "ph": "s", "id": 10948, "pid": 318186, "tid": 318252, "ts": 1714868316937811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316937988, "dur": 84, + "args": { + "External id": 10964, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10964, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10964, "pid": 0, "tid": 7, "ts": 1714868316937988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937846, "dur": 5, + "args": { + "External id": 10964, + "cbid": 211, "correlation": 10964 + } + }, + { + "ph": "s", "id": 10964, "pid": 318186, "tid": 318252, "ts": 1714868316937846, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938073, "dur": 3, + "args": { + "External id": 10971, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10971, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10971, "pid": 0, "tid": 7, "ts": 1714868316938073, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937857, "dur": 3, + "args": { + "External id": 10971, + "cbid": 211, "correlation": 10971 + } + }, + { + "ph": "s", "id": 10971, "pid": 318186, "tid": 318252, "ts": 1714868316937857, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938077, "dur": 2, + "args": { + "External id": 10993, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10993, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10993, "pid": 0, "tid": 7, "ts": 1714868316938077, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937916, "dur": 6, + "args": { + "External id": 10993, + "cbid": 211, "correlation": 10993 + } + }, + { + "ph": "s", "id": 10993, "pid": 318186, "tid": 318252, "ts": 1714868316937916, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938080, "dur": 269, + "args": { + "External id": 11009, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11009, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11009, "pid": 0, "tid": 7, "ts": 1714868316938080, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937943, "dur": 4, + "args": { + "External id": 11009, + "cbid": 211, "correlation": 11009 + } + }, + { + "ph": "s", "id": 11009, "pid": 318186, "tid": 318252, "ts": 1714868316937943, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938350, "dur": 4, + "args": { + "External id": 11016, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11016, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11016, "pid": 0, "tid": 7, "ts": 1714868316938350, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316937952, "dur": 3, + "args": { + "External id": 11016, + "cbid": 211, "correlation": 11016 + } + }, + { + "ph": "s", "id": 11016, "pid": 318186, "tid": 318252, "ts": 1714868316937952, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938355, "dur": 2, + "args": { + "External id": 11038, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11038, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11038, "pid": 0, "tid": 7, "ts": 1714868316938355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938020, "dur": 6, + "args": { + "External id": 11038, + "cbid": 211, "correlation": 11038 + } + }, + { + "ph": "s", "id": 11038, "pid": 318186, "tid": 318252, "ts": 1714868316938020, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938357, "dur": 0, + "args": { + "External id": 11054, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11054, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11054, "pid": 0, "tid": 7, "ts": 1714868316938357, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938047, "dur": 4, + "args": { + "External id": 11054, + "cbid": 211, "correlation": 11054 + } + }, + { + "ph": "s", "id": 11054, "pid": 318186, "tid": 318252, "ts": 1714868316938047, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938358, "dur": 3, + "args": { + "External id": 11061, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11061, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11061, "pid": 0, "tid": 7, "ts": 1714868316938358, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938057, "dur": 3, + "args": { + "External id": 11061, + "cbid": 211, "correlation": 11061 + } + }, + { + "ph": "s", "id": 11061, "pid": 318186, "tid": 318252, "ts": 1714868316938057, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938363, "dur": 1, + "args": { + "External id": 11083, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11083, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11083, "pid": 0, "tid": 7, "ts": 1714868316938363, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938157, "dur": 6, + "args": { + "External id": 11083, + "cbid": 211, "correlation": 11083 + } + }, + { + "ph": "s", "id": 11083, "pid": 318186, "tid": 318252, "ts": 1714868316938157, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938365, "dur": 0, + "args": { + "External id": 11099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11099, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 11099, "pid": 0, "tid": 7, "ts": 1714868316938365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938184, "dur": 4, + "args": { + "External id": 11099, + "cbid": 211, "correlation": 11099 + } + }, + { + "ph": "s", "id": 11099, "pid": 318186, "tid": 318252, "ts": 1714868316938184, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938366, "dur": 3, + "args": { + "External id": 11106, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11106, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11106, "pid": 0, "tid": 7, "ts": 1714868316938366, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938194, "dur": 3, + "args": { + "External id": 11106, + "cbid": 211, "correlation": 11106 + } + }, + { + "ph": "s", "id": 11106, "pid": 318186, "tid": 318252, "ts": 1714868316938194, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938371, "dur": 1, + "args": { + "External id": 11128, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11128, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11128, "pid": 0, "tid": 7, "ts": 1714868316938371, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938261, "dur": 6, + "args": { + "External id": 11128, + "cbid": 211, "correlation": 11128 + } + }, + { + "ph": "s", "id": 11128, "pid": 318186, "tid": 318252, "ts": 1714868316938261, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938373, "dur": 0, + "args": { + "External id": 11144, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11144, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11144, "pid": 0, "tid": 7, "ts": 1714868316938373, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938288, "dur": 4, + "args": { + "External id": 11144, + "cbid": 211, "correlation": 11144 + } + }, + { + "ph": "s", "id": 11144, "pid": 318186, "tid": 318252, "ts": 1714868316938288, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938374, "dur": 3, + "args": { + "External id": 11151, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11151, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11151, "pid": 0, "tid": 7, "ts": 1714868316938374, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938298, "dur": 3, + "args": { + "External id": 11151, + "cbid": 211, "correlation": 11151 + } + }, + { + "ph": "s", "id": 11151, "pid": 318186, "tid": 318252, "ts": 1714868316938298, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938378, "dur": 1, + "args": { + "External id": 11173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11173, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11173, "pid": 0, "tid": 7, "ts": 1714868316938378, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938356, "dur": 6, + "args": { + "External id": 11173, + "cbid": 211, "correlation": 11173 + } + }, + { + "ph": "s", "id": 11173, "pid": 318186, "tid": 318252, "ts": 1714868316938356, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938390, "dur": 0, + "args": { + "External id": 11189, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11189, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11189, "pid": 0, "tid": 7, "ts": 1714868316938390, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938383, "dur": 5, + "args": { + "External id": 11189, + "cbid": 211, "correlation": 11189 + } + }, + { + "ph": "s", "id": 11189, "pid": 318186, "tid": 318252, "ts": 1714868316938383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938406, "dur": 3, + "args": { + "External id": 11196, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11196, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11196, "pid": 0, "tid": 7, "ts": 1714868316938406, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938393, "dur": 10, + "args": { + "External id": 11196, + "cbid": 211, "correlation": 11196 + } + }, + { + "ph": "s", "id": 11196, "pid": 318186, "tid": 318252, "ts": 1714868316938393, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938477, "dur": 1, + "args": { + "External id": 11218, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11218, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11218, "pid": 0, "tid": 7, "ts": 1714868316938477, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938469, "dur": 6, + "args": { + "External id": 11218, + "cbid": 211, "correlation": 11218 + } + }, + { + "ph": "s", "id": 11218, "pid": 318186, "tid": 318252, "ts": 1714868316938469, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938504, "dur": 1, + "args": { + "External id": 11234, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11234, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 11234, "pid": 0, "tid": 7, "ts": 1714868316938504, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938497, "dur": 4, + "args": { + "External id": 11234, + "cbid": 211, "correlation": 11234 + } + }, + { + "ph": "s", "id": 11234, "pid": 318186, "tid": 318252, "ts": 1714868316938497, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938513, "dur": 2, + "args": { + "External id": 11241, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11241, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11241, "pid": 0, "tid": 7, "ts": 1714868316938513, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938506, "dur": 4, + "args": { + "External id": 11241, + "cbid": 211, "correlation": 11241 + } + }, + { + "ph": "s", "id": 11241, "pid": 318186, "tid": 318252, "ts": 1714868316938506, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938574, "dur": 1, + "args": { + "External id": 11263, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11263, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11263, "pid": 0, "tid": 7, "ts": 1714868316938574, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938565, "dur": 7, + "args": { + "External id": 11263, + "cbid": 211, "correlation": 11263 + } + }, + { + "ph": "s", "id": 11263, "pid": 318186, "tid": 318252, "ts": 1714868316938565, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938621, "dur": 0, + "args": { + "External id": 11279, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11279, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 11279, "pid": 0, "tid": 7, "ts": 1714868316938621, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938613, "dur": 6, + "args": { + "External id": 11279, + "cbid": 211, "correlation": 11279 + } + }, + { + "ph": "s", "id": 11279, "pid": 318186, "tid": 318252, "ts": 1714868316938613, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938634, "dur": 3, + "args": { + "External id": 11286, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11286, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11286, "pid": 0, "tid": 7, "ts": 1714868316938634, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938627, "dur": 4, + "args": { + "External id": 11286, + "cbid": 211, "correlation": 11286 + } + }, + { + "ph": "s", "id": 11286, "pid": 318186, "tid": 318252, "ts": 1714868316938627, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938748, "dur": 1, + "args": { + "External id": 11308, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11308, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11308, "pid": 0, "tid": 7, "ts": 1714868316938748, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938740, "dur": 7, + "args": { + "External id": 11308, + "cbid": 211, "correlation": 11308 + } + }, + { + "ph": "s", "id": 11308, "pid": 318186, "tid": 318252, "ts": 1714868316938740, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938787, "dur": 0, + "args": { + "External id": 11324, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11324, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11324, "pid": 0, "tid": 7, "ts": 1714868316938787, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938780, "dur": 13, + "args": { + "External id": 11324, + "cbid": 211, "correlation": 11324 + } + }, + { + "ph": "s", "id": 11324, "pid": 318186, "tid": 318252, "ts": 1714868316938780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938807, "dur": 3, + "args": { + "External id": 11331, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11331, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11331, "pid": 0, "tid": 7, "ts": 1714868316938807, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938801, "dur": 4, + "args": { + "External id": 11331, + "cbid": 211, "correlation": 11331 + } + }, + { + "ph": "s", "id": 11331, "pid": 318186, "tid": 318252, "ts": 1714868316938801, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938863, "dur": 1, + "args": { + "External id": 11353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11353, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11353, "pid": 0, "tid": 7, "ts": 1714868316938863, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938856, "dur": 5, + "args": { + "External id": 11353, + "cbid": 211, "correlation": 11353 + } + }, + { + "ph": "s", "id": 11353, "pid": 318186, "tid": 318252, "ts": 1714868316938856, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938901, "dur": 16, + "args": { + "External id": 11369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11369, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11369, "pid": 0, "tid": 7, "ts": 1714868316938901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938893, "dur": 5, + "args": { + "External id": 11369, + "cbid": 211, "correlation": 11369 + } + }, + { + "ph": "s", "id": 11369, "pid": 318186, "tid": 318252, "ts": 1714868316938893, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316938918, "dur": 3, + "args": { + "External id": 11376, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11376, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11376, "pid": 0, "tid": 7, "ts": 1714868316938918, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938903, "dur": 3, + "args": { + "External id": 11376, + "cbid": 211, "correlation": 11376 + } + }, + { + "ph": "s", "id": 11376, "pid": 318186, "tid": 318252, "ts": 1714868316938903, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316938961, "dur": 2, + "args": { + "External id": 11398, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11398, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11398, "pid": 0, "tid": 7, "ts": 1714868316938961, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938953, "dur": 5, + "args": { + "External id": 11398, + "cbid": 211, "correlation": 11398 + } + }, + { + "ph": "s", "id": 11398, "pid": 318186, "tid": 318252, "ts": 1714868316938953, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316938982, "dur": 23, + "args": { + "External id": 11414, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11414, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11414, "pid": 0, "tid": 7, "ts": 1714868316938982, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938976, "dur": 4, + "args": { + "External id": 11414, + "cbid": 211, "correlation": 11414 + } + }, + { + "ph": "s", "id": 11414, "pid": 318186, "tid": 318252, "ts": 1714868316938976, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939006, "dur": 3, + "args": { + "External id": 11421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11421, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11421, "pid": 0, "tid": 7, "ts": 1714868316939006, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316938984, "dur": 3, + "args": { + "External id": 11421, + "cbid": 211, "correlation": 11421 + } + }, + { + "ph": "s", "id": 11421, "pid": 318186, "tid": 318252, "ts": 1714868316938984, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939048, "dur": 2, + "args": { + "External id": 11443, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11443, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11443, "pid": 0, "tid": 7, "ts": 1714868316939048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939040, "dur": 5, + "args": { + "External id": 11443, + "cbid": 211, "correlation": 11443 + } + }, + { + "ph": "s", "id": 11443, "pid": 318186, "tid": 318252, "ts": 1714868316939040, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939075, "dur": 177, + "args": { + "External id": 11459, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11459, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11459, "pid": 0, "tid": 7, "ts": 1714868316939075, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939069, "dur": 4, + "args": { + "External id": 11459, + "cbid": 211, "correlation": 11459 + } + }, + { + "ph": "s", "id": 11459, "pid": 318186, "tid": 318252, "ts": 1714868316939069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939254, "dur": 3, + "args": { + "External id": 11466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11466, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11466, "pid": 0, "tid": 7, "ts": 1714868316939254, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939077, "dur": 3, + "args": { + "External id": 11466, + "cbid": 211, "correlation": 11466 + } + }, + { + "ph": "s", "id": 11466, "pid": 318186, "tid": 318252, "ts": 1714868316939077, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939258, "dur": 2, + "args": { + "External id": 11488, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11488, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11488, "pid": 0, "tid": 7, "ts": 1714868316939258, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939126, "dur": 5, + "args": { + "External id": 11488, + "cbid": 211, "correlation": 11488 + } + }, + { + "ph": "s", "id": 11488, "pid": 318186, "tid": 318252, "ts": 1714868316939126, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939261, "dur": 0, + "args": { + "External id": 11504, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11504, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11504, "pid": 0, "tid": 7, "ts": 1714868316939261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939148, "dur": 4, + "args": { + "External id": 11504, + "cbid": 211, "correlation": 11504 + } + }, + { + "ph": "s", "id": 11504, "pid": 318186, "tid": 318252, "ts": 1714868316939148, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939262, "dur": 3, + "args": { + "External id": 11511, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11511, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11511, "pid": 0, "tid": 7, "ts": 1714868316939262, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939156, "dur": 2, + "args": { + "External id": 11511, + "cbid": 211, "correlation": 11511 + } + }, + { + "ph": "s", "id": 11511, "pid": 318186, "tid": 318252, "ts": 1714868316939156, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939266, "dur": 1, + "args": { + "External id": 11533, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11533, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11533, "pid": 0, "tid": 7, "ts": 1714868316939266, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939203, "dur": 6, + "args": { + "External id": 11533, + "cbid": 211, "correlation": 11533 + } + }, + { + "ph": "s", "id": 11533, "pid": 318186, "tid": 318252, "ts": 1714868316939203, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939269, "dur": 0, + "args": { + "External id": 11549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11549, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 11549, "pid": 0, "tid": 7, "ts": 1714868316939269, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939233, "dur": 4, + "args": { + "External id": 11549, + "cbid": 211, "correlation": 11549 + } + }, + { + "ph": "s", "id": 11549, "pid": 318186, "tid": 318252, "ts": 1714868316939233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939271, "dur": 2, + "args": { + "External id": 11556, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11556, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11556, "pid": 0, "tid": 7, "ts": 1714868316939271, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939242, "dur": 2, + "args": { + "External id": 11556, + "cbid": 211, "correlation": 11556 + } + }, + { + "ph": "s", "id": 11556, "pid": 318186, "tid": 318252, "ts": 1714868316939242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939298, "dur": 1, + "args": { + "External id": 11578, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11578, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11578, "pid": 0, "tid": 7, "ts": 1714868316939298, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939291, "dur": 5, + "args": { + "External id": 11578, + "cbid": 211, "correlation": 11578 + } + }, + { + "ph": "s", "id": 11578, "pid": 318186, "tid": 318252, "ts": 1714868316939291, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939319, "dur": 1, + "args": { + "External id": 11594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11594, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 11594, "pid": 0, "tid": 7, "ts": 1714868316939319, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939313, "dur": 4, + "args": { + "External id": 11594, + "cbid": 211, "correlation": 11594 + } + }, + { + "ph": "s", "id": 11594, "pid": 318186, "tid": 318252, "ts": 1714868316939313, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939326, "dur": 2, + "args": { + "External id": 11601, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11601, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11601, "pid": 0, "tid": 7, "ts": 1714868316939326, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939321, "dur": 2, + "args": { + "External id": 11601, + "cbid": 211, "correlation": 11601 + } + }, + { + "ph": "s", "id": 11601, "pid": 318186, "tid": 318252, "ts": 1714868316939321, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939382, "dur": 1, + "args": { + "External id": 11623, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11623, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11623, "pid": 0, "tid": 7, "ts": 1714868316939382, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939374, "dur": 5, + "args": { + "External id": 11623, + "cbid": 211, "correlation": 11623 + } + }, + { + "ph": "s", "id": 11623, "pid": 318186, "tid": 318252, "ts": 1714868316939374, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939403, "dur": 0, + "args": { + "External id": 11639, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11639, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11639, "pid": 0, "tid": 7, "ts": 1714868316939403, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939396, "dur": 4, + "args": { + "External id": 11639, + "cbid": 211, "correlation": 11639 + } + }, + { + "ph": "s", "id": 11639, "pid": 318186, "tid": 318252, "ts": 1714868316939396, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939410, "dur": 4, + "args": { + "External id": 11646, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11646, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11646, "pid": 0, "tid": 7, "ts": 1714868316939410, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939405, "dur": 3, + "args": { + "External id": 11646, + "cbid": 211, "correlation": 11646 + } + }, + { + "ph": "s", "id": 11646, "pid": 318186, "tid": 318252, "ts": 1714868316939405, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939460, "dur": 1, + "args": { + "External id": 11668, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11668, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11668, "pid": 0, "tid": 7, "ts": 1714868316939460, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939453, "dur": 5, + "args": { + "External id": 11668, + "cbid": 211, "correlation": 11668 + } + }, + { + "ph": "s", "id": 11668, "pid": 318186, "tid": 318252, "ts": 1714868316939453, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939482, "dur": 3, + "args": { + "External id": 11684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11684, "pid": 0, "tid": 7, "ts": 1714868316939482, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939475, "dur": 3, + "args": { + "External id": 11684, + "cbid": 211, "correlation": 11684 + } + }, + { + "ph": "s", "id": 11684, "pid": 318186, "tid": 318252, "ts": 1714868316939475, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939488, "dur": 2, + "args": { + "External id": 11691, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11691, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11691, "pid": 0, "tid": 7, "ts": 1714868316939488, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939483, "dur": 3, + "args": { + "External id": 11691, + "cbid": 211, "correlation": 11691 + } + }, + { + "ph": "s", "id": 11691, "pid": 318186, "tid": 318252, "ts": 1714868316939483, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939545, "dur": 1, + "args": { + "External id": 11713, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11713, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11713, "pid": 0, "tid": 7, "ts": 1714868316939545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939538, "dur": 5, + "args": { + "External id": 11713, + "cbid": 211, "correlation": 11713 + } + }, + { + "ph": "s", "id": 11713, "pid": 318186, "tid": 318252, "ts": 1714868316939538, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939567, "dur": 1, + "args": { + "External id": 11729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11729, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 11729, "pid": 0, "tid": 7, "ts": 1714868316939567, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939561, "dur": 4, + "args": { + "External id": 11729, + "cbid": 211, "correlation": 11729 + } + }, + { + "ph": "s", "id": 11729, "pid": 318186, "tid": 318252, "ts": 1714868316939561, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939574, "dur": 3, + "args": { + "External id": 11736, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11736, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11736, "pid": 0, "tid": 7, "ts": 1714868316939574, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939569, "dur": 2, + "args": { + "External id": 11736, + "cbid": 211, "correlation": 11736 + } + }, + { + "ph": "s", "id": 11736, "pid": 318186, "tid": 318252, "ts": 1714868316939569, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939623, "dur": 1, + "args": { + "External id": 11758, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11758, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11758, "pid": 0, "tid": 7, "ts": 1714868316939623, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939616, "dur": 5, + "args": { + "External id": 11758, + "cbid": 211, "correlation": 11758 + } + }, + { + "ph": "s", "id": 11758, "pid": 318186, "tid": 318252, "ts": 1714868316939616, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939652, "dur": 2, + "args": { + "External id": 11774, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11774, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11774, "pid": 0, "tid": 7, "ts": 1714868316939652, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939645, "dur": 4, + "args": { + "External id": 11774, + "cbid": 211, "correlation": 11774 + } + }, + { + "ph": "s", "id": 11774, "pid": 318186, "tid": 318252, "ts": 1714868316939645, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939658, "dur": 2, + "args": { + "External id": 11781, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11781, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11781, "pid": 0, "tid": 7, "ts": 1714868316939658, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939653, "dur": 2, + "args": { + "External id": 11781, + "cbid": 211, "correlation": 11781 + } + }, + { + "ph": "s", "id": 11781, "pid": 318186, "tid": 318252, "ts": 1714868316939653, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939709, "dur": 1, + "args": { + "External id": 11803, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11803, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11803, "pid": 0, "tid": 7, "ts": 1714868316939709, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939701, "dur": 5, + "args": { + "External id": 11803, + "cbid": 211, "correlation": 11803 + } + }, + { + "ph": "s", "id": 11803, "pid": 318186, "tid": 318252, "ts": 1714868316939701, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939730, "dur": 4, + "args": { + "External id": 11819, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11819, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11819, "pid": 0, "tid": 7, "ts": 1714868316939730, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939723, "dur": 4, + "args": { + "External id": 11819, + "cbid": 211, "correlation": 11819 + } + }, + { + "ph": "s", "id": 11819, "pid": 318186, "tid": 318252, "ts": 1714868316939723, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316939738, "dur": 2, + "args": { + "External id": 11826, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11826, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11826, "pid": 0, "tid": 7, "ts": 1714868316939738, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939731, "dur": 3, + "args": { + "External id": 11826, + "cbid": 211, "correlation": 11826 + } + }, + { + "ph": "s", "id": 11826, "pid": 318186, "tid": 318252, "ts": 1714868316939731, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316939786, "dur": 1, + "args": { + "External id": 11848, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11848, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11848, "pid": 0, "tid": 7, "ts": 1714868316939786, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939779, "dur": 5, + "args": { + "External id": 11848, + "cbid": 211, "correlation": 11848 + } + }, + { + "ph": "s", "id": 11848, "pid": 318186, "tid": 318252, "ts": 1714868316939779, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316939814, "dur": 255, + "args": { + "External id": 11864, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11864, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11864, "pid": 0, "tid": 7, "ts": 1714868316939814, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939807, "dur": 4, + "args": { + "External id": 11864, + "cbid": 211, "correlation": 11864 + } + }, + { + "ph": "s", "id": 11864, "pid": 318186, "tid": 318252, "ts": 1714868316939807, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868316940070, "dur": 3, + "args": { + "External id": 11871, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11871, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11871, "pid": 0, "tid": 7, "ts": 1714868316940070, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939816, "dur": 3, + "args": { + "External id": 11871, + "cbid": 211, "correlation": 11871 + } + }, + { + "ph": "s", "id": 11871, "pid": 318186, "tid": 318252, "ts": 1714868316939816, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868316939876, "dur": 1, + "args": { + "External id": 11891, + "cbid": 210, "correlation": 11891 + } + }, + { + "ph": "f", "id": 11891, "pid": 318186, "tid": 318252, "ts": 1714868316939876, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714868316940075, "dur": 3, + "args": { + "External id": 11892, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11892, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11892, "pid": 0, "tid": 7, "ts": 1714868316940075, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939878, "dur": 6, + "args": { + "External id": 11892, + "cbid": 211, "correlation": 11892 + } + }, + { + "ph": "s", "id": 11892, "pid": 318186, "tid": 318252, "ts": 1714868316939878, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868316939906, "dur": 0, + "args": { + "External id": 11904, + "cbid": 210, "correlation": 11904 + } + }, + { + "ph": "f", "id": 11904, "pid": 318186, "tid": 318252, "ts": 1714868316939906, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714868316940079, "dur": 4, + "args": { + "External id": 11905, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11905, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11905, "pid": 0, "tid": 7, "ts": 1714868316940079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939908, "dur": 5, + "args": { + "External id": 11905, + "cbid": 211, "correlation": 11905 + } + }, + { + "ph": "s", "id": 11905, "pid": 318186, "tid": 318252, "ts": 1714868316939908, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316940084, "dur": 6, + "args": { + "External id": 11918, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11918, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11918, "pid": 0, "tid": 7, "ts": 1714868316940084, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316939933, "dur": 5, + "args": { + "External id": 11918, + "cbid": 211, "correlation": 11918 + } + }, + { + "ph": "s", "id": 11918, "pid": 318186, "tid": 318252, "ts": 1714868316939933, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316940091, "dur": 1, + "args": { + "External id": 11944, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11944, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11944, "pid": 0, "tid": 7, "ts": 1714868316940091, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316940014, "dur": 6, + "args": { + "External id": 11944, + "cbid": 211, "correlation": 11944 + } + }, + { + "ph": "s", "id": 11944, "pid": 318186, "tid": 318252, "ts": 1714868316940014, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714868316940093, "dur": 4, + "args": { + "External id": 11960, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11960, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11960, "pid": 0, "tid": 7, "ts": 1714868316940093, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316940055, "dur": 5, + "args": { + "External id": 11960, + "cbid": 211, "correlation": 11960 + } + }, + { + "ph": "s", "id": 11960, "pid": 318186, "tid": 318252, "ts": 1714868316940055, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316940097, "dur": 5, + "args": { + "External id": 11973, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11973, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11973, "pid": 0, "tid": 7, "ts": 1714868316940097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868316940080, "dur": 11, + "args": { + "External id": 11973, + "cbid": 211, "correlation": 11973 + } + }, + { + "ph": "s", "id": 11973, "pid": 318186, "tid": 318252, "ts": 1714868316940080, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 318186, "tid": 318186, + "ts": 1714868316940295, "dur": 1, + "args": { + "External id": 11994, + "cbid": 317, "correlation": 11994 + } + }, + { + "ph": "f", "id": 11994, "pid": 318186, "tid": 318186, "ts": 1714868316940295, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714868316940646, "dur": 839, + "args": { + "External id": 11997, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11997, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11997, "pid": 0, "tid": 7, "ts": 1714868316940646, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316940634, "dur": 11, + "args": { + "External id": 11997, + "cbid": 211, "correlation": 11997 + } + }, + { + "ph": "s", "id": 11997, "pid": 318186, "tid": 318186, "ts": 1714868316940634, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714868316941486, "dur": 829, + "args": { + "External id": 12000, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12000, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12000, "pid": 0, "tid": 7, "ts": 1714868316941486, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316940648, "dur": 4, + "args": { + "External id": 12000, + "cbid": 211, "correlation": 12000 + } + }, + { + "ph": "s", "id": 12000, "pid": 318186, "tid": 318186, "ts": 1714868316940648, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714868316942315, "dur": 851, + "args": { + "External id": 12003, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12003, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12003, "pid": 0, "tid": 7, "ts": 1714868316942315, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316940654, "dur": 3, + "args": { + "External id": 12003, + "cbid": 211, "correlation": 12003 + } + }, + { + "ph": "s", "id": 12003, "pid": 318186, "tid": 318186, "ts": 1714868316940654, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714868316943168, "dur": 852, + "args": { + "External id": 12006, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12006, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + 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7, "correlation": 12009, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12009, "pid": 0, "tid": 7, "ts": 1714868316944021, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316940663, "dur": 2, + "args": { + "External id": 12009, + "cbid": 211, "correlation": 12009 + } + }, + { + "ph": "s", "id": 12009, "pid": 318186, "tid": 318186, "ts": 1714868316940663, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714868316944328, "dur": 593, + "args": { + "External id": 12015, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12015, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12015, "pid": 0, "tid": 7, "ts": 1714868316944328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316940709, "dur": 5, + "args": { + "External id": 12015, + "cbid": 211, "correlation": 12015 + } + }, + { + "ph": "s", "id": 12015, "pid": 318186, "tid": 318186, "ts": 1714868316940709, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous 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"memory bandwidth (GB/s)": 0.002232142857142857 + } + }, + { + "ph": "f", "id": 12361, "pid": 0, "tid": 7, "ts": 1714868316963204, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316941517, "dur": 21697, + "args": { + "External id": 12361, + "cbid": 41, "correlation": 12361 + } + }, + { + "ph": "s", "id": 12361, "pid": 318186, "tid": 318186, "ts": 1714868316941517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316963217, "dur": 5, + "args": { + "External id": 12362, + "cbid": 131, "correlation": 12362 + } + }, + { + "ph": "s", "id": 12362, "pid": 318186, "tid": 318186, "ts": 1714868316963217, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316963297, "dur": 1, + "args": { + "External id": 12371, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12371, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12371, "pid": 0, "tid": 7, "ts": 1714868316963297, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316963278, "dur": 18, + "args": { + "External id": 12371, + "cbid": 211, "correlation": 12371 + } + }, + { + "ph": "s", "id": 12371, "pid": 318186, "tid": 318186, "ts": 1714868316963278, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316963354, "dur": 1, + "args": { + "External id": 12381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12381, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12381, "pid": 0, "tid": 7, "ts": 1714868316963354, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316963345, "dur": 6, + "args": { + "External id": 12381, + "cbid": 211, "correlation": 12381 + } + }, + { + "ph": "s", "id": 12381, "pid": 318186, "tid": 318186, "ts": 1714868316963345, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316963387, "dur": 1, + "args": { + "External id": 12391, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12391, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12391, "pid": 0, "tid": 7, "ts": 1714868316963387, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316963379, "dur": 6, + "args": { + "External id": 12391, + "cbid": 211, "correlation": 12391 + } + }, + { + "ph": "s", "id": 12391, "pid": 318186, "tid": 318186, "ts": 1714868316963379, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316963450, "dur": 1, + "args": { + "External id": 12409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12409, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12409, "pid": 0, "tid": 7, "ts": 1714868316963450, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316963442, "dur": 6, + "args": { + "External id": 12409, + "cbid": 211, "correlation": 12409 + } + }, + { + "ph": "s", "id": 12409, "pid": 318186, "tid": 318186, "ts": 1714868316963442, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316963467, "dur": 3, + "args": { + "External id": 12419, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12419, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12419, "pid": 0, "tid": 7, "ts": 1714868316963467, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316963460, "dur": 5, + "args": { + "External id": 12419, + "cbid": 211, "correlation": 12419 + } + }, + { + "ph": "s", "id": 12419, "pid": 318186, "tid": 318186, "ts": 1714868316963460, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714868316963496, "dur": 1, + "args": { + "External id": 12425, + "device": 0, "context": 1, + "stream": 7, "correlation": 12425, + "bytes": 8, "memory bandwidth (GB/s)": 0.0043859649122807015 + } + }, + { + "ph": "f", "id": 12425, "pid": 0, "tid": 7, "ts": 1714868316963496, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316963480, "dur": 20, + "args": { + "External id": 12425, + "cbid": 41, "correlation": 12425 + } + }, + { + "ph": "s", "id": 12425, "pid": 318186, "tid": 318186, "ts": 1714868316963480, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316963502, "dur": 1, + "args": { + "External id": 12426, + "cbid": 131, "correlation": 12426 + } + }, + { + "ph": "s", "id": 12426, "pid": 318186, "tid": 318186, "ts": 1714868316963502, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316964828, "dur": 0, + "args": { + "External id": 12439, + "device": 0, "context": 1, + "stream": 7, "correlation": 12439, + "bytes": 256, "memory bandwidth (GB/s)": 0.8888888888888888 + } + }, + { + "ph": "f", "id": 12439, "pid": 0, "tid": 7, "ts": 1714868316964828, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316964813, "dur": 12, + "args": { + "External id": 12439, + "cbid": 41, "correlation": 12439 + } + }, + { + "ph": "s", "id": 12439, "pid": 318186, "tid": 318186, "ts": 1714868316964813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316964826, "dur": 4, + "args": { + "External id": 12440, + "cbid": 131, "correlation": 12440 + } + }, + { + "ph": "s", "id": 12440, "pid": 318186, "tid": 318186, "ts": 1714868316964826, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316964861, "dur": 0, + "args": { + "External id": 12453, + "device": 0, "context": 1, + "stream": 7, "correlation": 12453, + "bytes": 3328, "memory bandwidth (GB/s)": 8.666666666666666 + } + }, + { + "ph": "f", "id": 12453, "pid": 0, "tid": 7, "ts": 1714868316964861, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316964852, "dur": 5, + "args": { + "External id": 12453, + "cbid": 41, "correlation": 12453 + } + }, + { + "ph": "s", "id": 12453, "pid": 318186, "tid": 318186, "ts": 1714868316964852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316964858, "dur": 4, + "args": { + "External id": 12454, + "cbid": 131, "correlation": 12454 + } + }, + { + "ph": "s", "id": 12454, "pid": 318186, "tid": 318186, "ts": 1714868316964858, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316964890, "dur": 0, + "args": { + "External id": 12467, + "device": 0, "context": 1, + "stream": 7, "correlation": 12467, + "bytes": 13312, "memory bandwidth (GB/s)": 17.333333333333332 + } + }, + { + "ph": "f", "id": 12467, "pid": 0, "tid": 7, "ts": 1714868316964890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316964882, "dur": 6, + "args": { + "External id": 12467, + "cbid": 41, "correlation": 12467 + } + }, + { + "ph": "s", "id": 12467, "pid": 318186, "tid": 318186, "ts": 1714868316964882, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316964888, "dur": 4, + "args": { + "External id": 12468, + "cbid": 131, "correlation": 12468 + } + }, + { + "ph": "s", "id": 12468, "pid": 318186, "tid": 318186, "ts": 1714868316964888, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714868316965014, "dur": 3, + "args": { + "External id": 12481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12481, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12481, "pid": 0, "tid": 7, "ts": 1714868316965014, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316965002, "dur": 10, + "args": { + "External id": 12481, + "cbid": 211, "correlation": 12481 + } + }, + { + "ph": "s", "id": 12481, "pid": 318186, "tid": 318186, "ts": 1714868316965002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868316965060, "dur": 1, + "args": { + "External id": 12492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12492, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12492, "pid": 0, "tid": 7, "ts": 1714868316965060, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316965051, "dur": 7, + "args": { + "External id": 12492, + "cbid": 211, "correlation": 12492 + } + }, + { + "ph": "s", "id": 12492, "pid": 318186, "tid": 318186, "ts": 1714868316965051, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318186, + "ts": 1714868316965106, "dur": 1, + "args": { + "External id": 12508, + "cbid": 210, "correlation": 12508 + } + }, + { + "ph": "f", "id": 12508, "pid": 318186, "tid": 318186, "ts": 1714868316965106, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714868316965118, "dur": 3, + "args": { + "External id": 12509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12509, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12509, "pid": 0, "tid": 7, "ts": 1714868316965118, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316965110, "dur": 6, + "args": { + "External id": 12509, + "cbid": 211, "correlation": 12509 + } + }, + { + "ph": "s", "id": 12509, "pid": 318186, "tid": 318186, "ts": 1714868316965110, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316966306, "dur": 1036, + "args": { + "External id": 12526, + "device": 0, "context": 1, + "stream": 7, "correlation": 12526, + "bytes": 9879256, "memory bandwidth (GB/s)": 9.529200808306848 + } + }, + { + "ph": "f", "id": 12526, "pid": 0, "tid": 7, "ts": 1714868316966306, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316966185, "dur": 1063, + "args": { + "External id": 12526, + "cbid": 41, "correlation": 12526 + } + }, + { + "ph": "s", "id": 12526, "pid": 318186, "tid": 318186, "ts": 1714868316966185, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316967250, "dur": 96, + "args": { + "External id": 12527, + "cbid": 131, "correlation": 12527 + } + }, + { + "ph": "s", "id": 12527, "pid": 318186, "tid": 318186, "ts": 1714868316967250, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316967391, "dur": 2462, + "args": { + "External id": 12536, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12536, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12536, "pid": 0, "tid": 7, "ts": 1714868316967391, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316967379, "dur": 11, + "args": { + "External id": 12536, + "cbid": 211, "correlation": 12536 + } + }, + { + "ph": "s", "id": 12536, "pid": 318186, "tid": 318186, "ts": 1714868316967379, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316969855, "dur": 2899, + "args": { + "External id": 12549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12549, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12549, "pid": 0, "tid": 7, "ts": 1714868316969855, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316967419, "dur": 7, + "args": { + "External id": 12549, + "cbid": 211, "correlation": 12549 + } + }, + { + "ph": "s", "id": 12549, "pid": 318186, "tid": 318186, "ts": 1714868316967419, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316972755, "dur": 2110, + "args": { + "External id": 12563, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12563, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12563, "pid": 0, "tid": 7, "ts": 1714868316972755, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316967457, "dur": 7, + "args": { + "External id": 12563, + "cbid": 211, "correlation": 12563 + } + }, + { + "ph": "s", "id": 12563, "pid": 318186, "tid": 318186, "ts": 1714868316967457, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316974866, "dur": 2, + "args": { + "External id": 12585, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12585, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12585, "pid": 0, "tid": 7, "ts": 1714868316974866, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316967555, "dur": 8, + "args": { + "External id": 12585, + "cbid": 211, "correlation": 12585 + } + }, + { + "ph": "s", "id": 12585, "pid": 318186, "tid": 318186, "ts": 1714868316967555, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316974877, "dur": 15, + "args": { + "External id": 12602, + "device": 0, "context": 1, + "stream": 7, "correlation": 12602, + "bytes": 157456, "memory bandwidth (GB/s)": 10.251041666666667 + } + }, + { + "ph": "f", "id": 12602, "pid": 0, "tid": 7, "ts": 1714868316974877, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316967677, "dur": 18, + "args": { + "External id": 12602, + "cbid": 41, "correlation": 12602 + } + }, + { + "ph": "s", "id": 12602, "pid": 318186, "tid": 318186, "ts": 1714868316967677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316967696, "dur": 7200, + "args": { + "External id": 12603, + "cbid": 131, "correlation": 12603 + } + }, + { + "ph": "s", "id": 12603, "pid": 318186, "tid": 318186, "ts": 1714868316967696, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316974935, "dur": 15, + "args": { + "External id": 12612, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12612, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12612, "pid": 0, "tid": 7, "ts": 1714868316974935, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316974925, "dur": 8, + "args": { + "External id": 12612, + "cbid": 211, "correlation": 12612 + } + }, + { + "ph": "s", "id": 12612, "pid": 318186, "tid": 318186, "ts": 1714868316974925, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316974968, "dur": 44, + "args": { + "External id": 12625, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12625, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12625, "pid": 0, "tid": 7, "ts": 1714868316974968, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316974960, "dur": 6, + "args": { + "External id": 12625, + "cbid": 211, "correlation": 12625 + } + }, + { + "ph": "s", "id": 12625, "pid": 318186, "tid": 318186, "ts": 1714868316974960, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316975013, "dur": 45, + "args": { + "External id": 12639, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12639, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12639, "pid": 0, "tid": 7, "ts": 1714868316975013, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316974991, "dur": 6, + "args": { + "External id": 12639, + "cbid": 211, "correlation": 12639 + } + }, + { + "ph": "s", "id": 12639, "pid": 318186, "tid": 318186, "ts": 1714868316974991, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316975079, "dur": 2, + "args": { + "External id": 12661, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12661, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12661, "pid": 0, "tid": 7, "ts": 1714868316975079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975069, "dur": 7, + "args": { + "External id": 12661, + "cbid": 211, "correlation": 12661 + } + }, + { + "ph": "s", "id": 12661, "pid": 318186, "tid": 318186, "ts": 1714868316975069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316975202, "dur": 11, + "args": { + "External id": 12678, + "device": 0, "context": 1, + "stream": 7, "correlation": 12678, + "bytes": 110232, "memory bandwidth (GB/s)": 9.73093220338983 + } + }, + { + "ph": "f", "id": 12678, "pid": 0, "tid": 7, "ts": 1714868316975202, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316975184, "dur": 16, + "args": { + "External id": 12678, + "cbid": 41, "correlation": 12678 + } + }, + { + "ph": "s", "id": 12678, "pid": 318186, "tid": 318186, "ts": 1714868316975184, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316975201, "dur": 15, + "args": { + "External id": 12679, + "cbid": 131, "correlation": 12679 + } + }, + { + "ph": "s", "id": 12679, "pid": 318186, "tid": 318186, "ts": 1714868316975201, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316975245, "dur": 11, + "args": { + "External id": 12688, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12688, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12688, "pid": 0, "tid": 7, "ts": 1714868316975245, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975237, "dur": 7, + "args": { + "External id": 12688, + "cbid": 211, "correlation": 12688 + } + }, + { + "ph": "s", "id": 12688, "pid": 318186, "tid": 318186, "ts": 1714868316975237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316975275, "dur": 28, + "args": { + "External id": 12701, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12701, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12701, "pid": 0, "tid": 7, "ts": 1714868316975275, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975267, "dur": 5, + "args": { + "External id": 12701, + "cbid": 211, "correlation": 12701 + } + }, + { + "ph": "s", "id": 12701, "pid": 318186, "tid": 318186, "ts": 1714868316975267, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316975305, "dur": 33, + "args": { + "External id": 12715, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12715, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12715, "pid": 0, "tid": 7, "ts": 1714868316975305, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975295, "dur": 5, + "args": { + "External id": 12715, + "cbid": 211, "correlation": 12715 + } + }, + { + "ph": "s", "id": 12715, "pid": 318186, "tid": 318186, "ts": 1714868316975295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316975370, "dur": 2, + "args": { + "External id": 12737, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12737, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12737, "pid": 0, "tid": 7, "ts": 1714868316975370, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975361, "dur": 6, + "args": { + "External id": 12737, + "cbid": 211, "correlation": 12737 + } + }, + { + "ph": "s", "id": 12737, "pid": 318186, "tid": 318186, "ts": 1714868316975361, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316975476, "dur": 4, + "args": { + "External id": 12754, + "device": 0, "context": 1, + "stream": 7, "correlation": 12754, + "bytes": 54928, "memory bandwidth (GB/s)": 12.090688972044905 + } + }, + { + "ph": "f", "id": 12754, "pid": 0, "tid": 7, "ts": 1714868316975476, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316975460, "dur": 11, + "args": { + "External id": 12754, + "cbid": 41, "correlation": 12754 + } + }, + { + "ph": "s", "id": 12754, "pid": 318186, "tid": 318186, "ts": 1714868316975460, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316975473, "dur": 9, + "args": { + "External id": 12755, + "cbid": 131, "correlation": 12755 + } + }, + { + "ph": "s", "id": 12755, "pid": 318186, "tid": 318186, "ts": 1714868316975473, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316975510, "dur": 6, + "args": { + "External id": 12764, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12764, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12764, "pid": 0, "tid": 7, "ts": 1714868316975510, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975501, "dur": 7, + "args": { + "External id": 12764, + "cbid": 211, "correlation": 12764 + } + }, + { + "ph": "s", "id": 12764, "pid": 318186, "tid": 318186, "ts": 1714868316975501, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316975539, "dur": 12, + "args": { + "External id": 12777, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12777, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12777, "pid": 0, "tid": 7, "ts": 1714868316975539, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975531, "dur": 5, + "args": { + "External id": 12777, + "cbid": 211, "correlation": 12777 + } + }, + { + "ph": "s", "id": 12777, "pid": 318186, "tid": 318186, "ts": 1714868316975531, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316975568, "dur": 28, + "args": { + "External id": 12792, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12792, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 12792, "pid": 0, "tid": 7, "ts": 1714868316975568, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975560, "dur": 5, + "args": { + "External id": 12792, + "cbid": 211, "correlation": 12792 + } + }, + { + "ph": "s", "id": 12792, "pid": 318186, "tid": 318186, "ts": 1714868316975560, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316975634, "dur": 1, + "args": { + "External id": 12814, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12814, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12814, "pid": 0, "tid": 7, "ts": 1714868316975634, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975625, "dur": 7, + "args": { + "External id": 12814, + "cbid": 211, "correlation": 12814 + } + }, + { + "ph": "s", "id": 12814, "pid": 318186, "tid": 318186, "ts": 1714868316975625, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316975750, "dur": 14, + "args": { + "External id": 12831, + "device": 0, "context": 1, + "stream": 7, "correlation": 12831, + "bytes": 147912, "memory bandwidth (GB/s)": 10.20364238410596 + } + }, + { + "ph": "f", "id": 12831, "pid": 0, "tid": 7, "ts": 1714868316975750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316975733, "dur": 15, + "args": { + "External id": 12831, + "cbid": 41, "correlation": 12831 + } + }, + { + "ph": "s", "id": 12831, "pid": 318186, "tid": 318186, "ts": 1714868316975733, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316975749, "dur": 18, + "args": { + "External id": 12832, + "cbid": 131, "correlation": 12832 + } + }, + { + "ph": "s", "id": 12832, "pid": 318186, "tid": 318186, "ts": 1714868316975749, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316975796, "dur": 15, + "args": { + "External id": 12841, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12841, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12841, "pid": 0, "tid": 7, "ts": 1714868316975796, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975787, "dur": 7, + "args": { + "External id": 12841, + "cbid": 211, "correlation": 12841 + } + }, + { + "ph": "s", "id": 12841, "pid": 318186, "tid": 318186, "ts": 1714868316975787, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316975825, "dur": 41, + "args": { + "External id": 12854, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12854, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12854, "pid": 0, "tid": 7, "ts": 1714868316975825, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975817, "dur": 6, + "args": { + "External id": 12854, + "cbid": 211, "correlation": 12854 + } + }, + { + "ph": "s", "id": 12854, "pid": 318186, "tid": 318186, "ts": 1714868316975817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316975867, "dur": 43, + "args": { + "External id": 12868, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12868, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12868, "pid": 0, "tid": 7, "ts": 1714868316975867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975845, "dur": 6, + "args": { + "External id": 12868, + "cbid": 211, "correlation": 12868 + } + }, + { + "ph": "s", "id": 12868, "pid": 318186, "tid": 318186, "ts": 1714868316975845, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316975921, "dur": 2, + "args": { + "External id": 12890, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12890, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12890, "pid": 0, "tid": 7, "ts": 1714868316975921, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316975912, "dur": 6, + "args": { + "External id": 12890, + "cbid": 211, "correlation": 12890 + } + }, + { + "ph": "s", "id": 12890, "pid": 318186, "tid": 318186, "ts": 1714868316975912, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316976015, "dur": 0, + "args": { + "External id": 12907, + "device": 0, "context": 1, + "stream": 7, "correlation": 12907, + "bytes": 24, "memory bandwidth (GB/s)": 0.09375 + } + }, + { + "ph": "f", "id": 12907, "pid": 0, "tid": 7, "ts": 1714868316976015, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316976005, "dur": 6, + "args": { + "External id": 12907, + "cbid": 41, "correlation": 12907 + } + }, + { + "ph": "s", "id": 12907, "pid": 318186, "tid": 318186, "ts": 1714868316976005, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316976013, "dur": 4, + "args": { + "External id": 12908, + "cbid": 131, "correlation": 12908 + } + }, + { + "ph": "s", "id": 12908, "pid": 318186, "tid": 318186, "ts": 1714868316976013, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316976044, "dur": 2, + "args": { + "External id": 12917, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12917, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12917, "pid": 0, "tid": 7, "ts": 1714868316976044, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976036, "dur": 7, + "args": { + "External id": 12917, + "cbid": 211, "correlation": 12917 + } + }, + { + "ph": "s", "id": 12917, "pid": 318186, "tid": 318186, "ts": 1714868316976036, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316976073, "dur": 1, + "args": { + "External id": 12930, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12930, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12930, "pid": 0, "tid": 7, "ts": 1714868316976073, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976066, "dur": 5, + "args": { + "External id": 12930, + "cbid": 211, "correlation": 12930 + } + }, + { + "ph": "s", "id": 12930, "pid": 318186, "tid": 318186, "ts": 1714868316976066, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316976101, "dur": 4, + "args": { + "External id": 12945, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12945, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12945, "pid": 0, "tid": 7, "ts": 1714868316976101, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976094, "dur": 5, + "args": { + "External id": 12945, + "cbid": 211, "correlation": 12945 + } + }, + { + "ph": "s", "id": 12945, "pid": 318186, "tid": 318186, "ts": 1714868316976094, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316976167, "dur": 1, + "args": { + "External id": 12967, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12967, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12967, "pid": 0, "tid": 7, "ts": 1714868316976167, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976159, "dur": 6, + "args": { + "External id": 12967, + "cbid": 211, "correlation": 12967 + } + }, + { + "ph": "s", "id": 12967, "pid": 318186, "tid": 318186, "ts": 1714868316976159, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316976271, "dur": 4, + "args": { + "External id": 12984, + "device": 0, "context": 1, + "stream": 7, "correlation": 12984, + "bytes": 50104, "memory bandwidth (GB/s)": 11.949439542093966 + } + }, + { + "ph": "f", "id": 12984, "pid": 0, "tid": 7, "ts": 1714868316976271, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316976255, "dur": 11, + "args": { + "External id": 12984, + "cbid": 41, "correlation": 12984 + } + }, + { + "ph": "s", "id": 12984, "pid": 318186, "tid": 318186, "ts": 1714868316976255, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316976268, "dur": 8, + "args": { + "External id": 12985, + "cbid": 131, "correlation": 12985 + } + }, + { + "ph": "s", "id": 12985, "pid": 318186, "tid": 318186, "ts": 1714868316976268, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316976304, "dur": 5, + "args": { + "External id": 12994, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12994, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12994, "pid": 0, "tid": 7, "ts": 1714868316976304, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976295, "dur": 7, + "args": { + "External id": 12994, + "cbid": 211, "correlation": 12994 + } + }, + { + "ph": "s", "id": 12994, "pid": 318186, "tid": 318186, "ts": 1714868316976295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316976333, "dur": 10, + "args": { + "External id": 13007, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13007, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13007, "pid": 0, "tid": 7, "ts": 1714868316976333, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976325, "dur": 5, + "args": { + "External id": 13007, + "cbid": 211, "correlation": 13007 + } + }, + { + "ph": "s", "id": 13007, "pid": 318186, "tid": 318186, "ts": 1714868316976325, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316976361, "dur": 24, + "args": { + "External id": 13022, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13022, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13022, "pid": 0, "tid": 7, "ts": 1714868316976361, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976353, "dur": 5, + "args": { + "External id": 13022, + "cbid": 211, "correlation": 13022 + } + }, + { + "ph": "s", "id": 13022, "pid": 318186, "tid": 318186, "ts": 1714868316976353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316976426, "dur": 2, + "args": { + "External id": 13044, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13044, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13044, "pid": 0, "tid": 7, "ts": 1714868316976426, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976417, "dur": 6, + "args": { + "External id": 13044, + "cbid": 211, "correlation": 13044 + } + }, + { + "ph": "s", "id": 13044, "pid": 318186, "tid": 318186, "ts": 1714868316976417, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316976519, "dur": 0, + "args": { + "External id": 13061, + "device": 0, "context": 1, + "stream": 7, "correlation": 13061, + "bytes": 9872, "memory bandwidth (GB/s)": 15.425 + } + }, + { + "ph": "f", "id": 13061, "pid": 0, "tid": 7, "ts": 1714868316976519, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316976508, "dur": 8, + "args": { + "External id": 13061, + "cbid": 41, "correlation": 13061 + } + }, + { + "ph": "s", "id": 13061, "pid": 318186, "tid": 318186, "ts": 1714868316976508, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316976517, "dur": 4, + "args": { + "External id": 13062, + "cbid": 131, "correlation": 13062 + } + }, + { + "ph": "s", "id": 13062, "pid": 318186, "tid": 318186, "ts": 1714868316976517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316976548, "dur": 2, + "args": { + "External id": 13071, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13071, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 13071, "pid": 0, "tid": 7, "ts": 1714868316976548, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976540, "dur": 6, + "args": { + "External id": 13071, + "cbid": 211, "correlation": 13071 + } + }, + { + "ph": "s", "id": 13071, "pid": 318186, "tid": 318186, "ts": 1714868316976540, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316976576, "dur": 2, + "args": { + "External id": 13084, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13084, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 13084, "pid": 0, "tid": 7, "ts": 1714868316976576, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976569, "dur": 5, + "args": { + "External id": 13084, + "cbid": 211, "correlation": 13084 + } + }, + { + "ph": "s", "id": 13084, "pid": 318186, "tid": 318186, "ts": 1714868316976569, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316976604, "dur": 6, + "args": { + "External id": 13099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13099, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13099, "pid": 0, "tid": 7, "ts": 1714868316976604, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976597, "dur": 5, + "args": { + "External id": 13099, + "cbid": 211, "correlation": 13099 + } + }, + { + "ph": "s", "id": 13099, "pid": 318186, "tid": 318186, "ts": 1714868316976597, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316976669, "dur": 1, + "args": { + "External id": 13121, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13121, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13121, "pid": 0, "tid": 7, "ts": 1714868316976669, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976661, "dur": 6, + "args": { + "External id": 13121, + "cbid": 211, "correlation": 13121 + } + }, + { + "ph": "s", "id": 13121, "pid": 318186, "tid": 318186, "ts": 1714868316976661, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316976762, "dur": 0, + "args": { + "External id": 13138, + "device": 0, "context": 1, + "stream": 7, "correlation": 13138, + "bytes": 392, "memory bandwidth (GB/s)": 1.3611111111111112 + } + }, + { + "ph": "f", "id": 13138, "pid": 0, "tid": 7, "ts": 1714868316976762, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316976752, "dur": 6, + "args": { + "External id": 13138, + "cbid": 41, "correlation": 13138 + } + }, + { + "ph": "s", "id": 13138, "pid": 318186, "tid": 318186, "ts": 1714868316976752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316976759, "dur": 4, + "args": { + "External id": 13139, + "cbid": 131, "correlation": 13139 + } + }, + { + "ph": "s", "id": 13139, "pid": 318186, "tid": 318186, "ts": 1714868316976759, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316976791, "dur": 2, + "args": { + "External id": 13148, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13148, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13148, "pid": 0, "tid": 7, "ts": 1714868316976791, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976782, "dur": 6, + "args": { + "External id": 13148, + "cbid": 211, "correlation": 13148 + } + }, + { + "ph": "s", "id": 13148, "pid": 318186, "tid": 318186, "ts": 1714868316976782, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316976819, "dur": 2, + "args": { + "External id": 13161, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13161, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13161, "pid": 0, "tid": 7, "ts": 1714868316976819, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976812, "dur": 6, + "args": { + "External id": 13161, + "cbid": 211, "correlation": 13161 + } + }, + { + "ph": "s", "id": 13161, "pid": 318186, "tid": 318186, "ts": 1714868316976812, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316976847, "dur": 4, + "args": { + "External id": 13176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13176, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13176, "pid": 0, "tid": 7, "ts": 1714868316976847, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976840, "dur": 5, + "args": { + "External id": 13176, + "cbid": 211, "correlation": 13176 + } + }, + { + "ph": "s", "id": 13176, "pid": 318186, "tid": 318186, "ts": 1714868316976840, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316976911, "dur": 1, + "args": { + "External id": 13198, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13198, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13198, "pid": 0, "tid": 7, "ts": 1714868316976911, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316976903, "dur": 6, + "args": { + "External id": 13198, + "cbid": 211, "correlation": 13198 + } + }, + { + "ph": "s", "id": 13198, "pid": 318186, "tid": 318186, "ts": 1714868316976903, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316977742, "dur": 705, + "args": { + "External id": 13215, + "device": 0, "context": 1, + "stream": 7, "correlation": 13215, + "bytes": 6837440, "memory bandwidth (GB/s)": 9.696419632107165 + } + }, + { + "ph": "f", "id": 13215, "pid": 0, "tid": 7, "ts": 1714868316977742, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316977653, "dur": 698, + "args": { + "External id": 13215, + "cbid": 41, "correlation": 13215 + } + }, + { + "ph": "s", "id": 13215, "pid": 318186, "tid": 318186, "ts": 1714868316977653, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316978353, "dur": 97, + "args": { + "External id": 13216, + "cbid": 131, "correlation": 13216 + } + }, + { + "ph": "s", "id": 13216, "pid": 318186, "tid": 318186, "ts": 1714868316978353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316978484, "dur": 1706, + "args": { + "External id": 13225, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13225, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13225, "pid": 0, "tid": 7, "ts": 1714868316978484, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316978474, "dur": 8, + "args": { + "External id": 13225, + "cbid": 211, "correlation": 13225 + } + }, + { + "ph": "s", "id": 13225, "pid": 318186, "tid": 318186, "ts": 1714868316978474, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316980191, "dur": 2002, + "args": { + "External id": 13238, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13238, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13238, "pid": 0, "tid": 7, "ts": 1714868316980191, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316978507, "dur": 6, + "args": { + "External id": 13238, + "cbid": 211, "correlation": 13238 + } + }, + { + "ph": "s", "id": 13238, "pid": 318186, "tid": 318186, "ts": 1714868316978507, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316982193, "dur": 1453, + "args": { + "External id": 13252, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13252, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13252, "pid": 0, "tid": 7, "ts": 1714868316982193, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316978537, "dur": 6, + "args": { + "External id": 13252, + "cbid": 211, "correlation": 13252 + } + }, + { + "ph": "s", "id": 13252, "pid": 318186, "tid": 318186, "ts": 1714868316978537, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316983647, "dur": 2, + "args": { + "External id": 13274, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13274, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13274, "pid": 0, "tid": 7, "ts": 1714868316983647, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316978607, "dur": 7, + "args": { + "External id": 13274, + "cbid": 211, "correlation": 13274 + } + }, + { + "ph": "s", "id": 13274, "pid": 318186, "tid": 318186, "ts": 1714868316978607, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316983651, "dur": 76, + "args": { + "External id": 13291, + "device": 0, "context": 1, + "stream": 7, "correlation": 13291, + "bytes": 912208, "memory bandwidth (GB/s)": 11.902505219206681 + } + }, + { + "ph": "f", "id": 13291, "pid": 0, "tid": 7, "ts": 1714868316983651, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316978777, "dur": 70, + "args": { + "External id": 13291, + "cbid": 41, "correlation": 13291 + } + }, + { + "ph": "s", "id": 13291, "pid": 318186, "tid": 318186, "ts": 1714868316978777, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316978849, "dur": 4882, + "args": { + "External id": 13292, + "cbid": 131, "correlation": 13292 + } + }, + { + "ph": "s", "id": 13292, "pid": 318186, "tid": 318186, "ts": 1714868316978849, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316983768, "dur": 80, + "args": { + "External id": 13301, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13301, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13301, "pid": 0, "tid": 7, "ts": 1714868316983768, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316983758, "dur": 8, + "args": { + "External id": 13301, + "cbid": 211, "correlation": 13301 + } + }, + { + "ph": "s", "id": 13301, "pid": 318186, "tid": 318186, "ts": 1714868316983758, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316983849, "dur": 266, + "args": { + "External id": 13314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13314, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13314, "pid": 0, "tid": 7, "ts": 1714868316983849, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316983791, "dur": 6, + "args": { + "External id": 13314, + "cbid": 211, "correlation": 13314 + } + }, + { + "ph": "s", "id": 13314, "pid": 318186, "tid": 318186, "ts": 1714868316983791, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316984116, "dur": 204, + "args": { + "External id": 13328, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13328, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13328, "pid": 0, "tid": 7, "ts": 1714868316984116, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316983821, "dur": 5, + "args": { + "External id": 13328, + "cbid": 211, "correlation": 13328 + } + }, + { + "ph": "s", "id": 13328, "pid": 318186, "tid": 318186, "ts": 1714868316983821, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316984321, "dur": 2, + "args": { + "External id": 13350, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13350, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13350, "pid": 0, "tid": 7, "ts": 1714868316984321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316983895, "dur": 7, + "args": { + "External id": 13350, + "cbid": 211, "correlation": 13350 + } + }, + { + "ph": "s", "id": 13350, "pid": 318186, "tid": 318186, "ts": 1714868316983895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316984325, "dur": 51, + "args": { + "External id": 13367, + "device": 0, "context": 1, + "stream": 7, "correlation": 13367, + "bytes": 605880, "memory bandwidth (GB/s)": 11.6875 + } + }, + { + "ph": "f", "id": 13367, "pid": 0, "tid": 7, "ts": 1714868316984325, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316984039, "dur": 40, + "args": { + "External id": 13367, + "cbid": 41, "correlation": 13367 + } + }, + { + "ph": "s", "id": 13367, "pid": 318186, "tid": 318186, "ts": 1714868316984039, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316984081, "dur": 298, + "args": { + "External id": 13368, + "cbid": 131, "correlation": 13368 + } + }, + { + "ph": "s", "id": 13368, "pid": 318186, "tid": 318186, "ts": 1714868316984081, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316984409, "dur": 54, + "args": { + "External id": 13377, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13377, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13377, "pid": 0, "tid": 7, "ts": 1714868316984409, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984400, "dur": 7, + "args": { + "External id": 13377, + "cbid": 211, "correlation": 13377 + } + }, + { + "ph": "s", "id": 13377, "pid": 318186, "tid": 318186, "ts": 1714868316984400, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316984464, "dur": 178, + "args": { + "External id": 13390, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13390, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13390, "pid": 0, "tid": 7, "ts": 1714868316984464, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984430, "dur": 6, + "args": { + "External id": 13390, + "cbid": 211, "correlation": 13390 + } + }, + { + "ph": "s", "id": 13390, "pid": 318186, "tid": 318186, "ts": 1714868316984430, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316984642, "dur": 140, + "args": { + "External id": 13404, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13404, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13404, "pid": 0, "tid": 7, "ts": 1714868316984642, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984458, "dur": 5, + "args": { + "External id": 13404, + "cbid": 211, "correlation": 13404 + } + }, + { + "ph": "s", "id": 13404, "pid": 318186, "tid": 318186, "ts": 1714868316984458, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316984783, "dur": 2, + "args": { + "External id": 13426, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13426, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13426, "pid": 0, "tid": 7, "ts": 1714868316984783, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984523, "dur": 6, + "args": { + "External id": 13426, + "cbid": 211, "correlation": 13426 + } + }, + { + "ph": "s", "id": 13426, "pid": 318186, "tid": 318186, "ts": 1714868316984523, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316984787, "dur": 0, + "args": { + "External id": 13443, + "device": 0, "context": 1, + "stream": 7, "correlation": 13443, + "bytes": 80, "memory bandwidth (GB/s)": 0.2777777777777778 + } + }, + { + "ph": "f", "id": 13443, "pid": 0, "tid": 7, "ts": 1714868316984787, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316984614, "dur": 7, + "args": { + "External id": 13443, + "cbid": 41, "correlation": 13443 + } + }, + { + "ph": "s", "id": 13443, "pid": 318186, "tid": 318186, "ts": 1714868316984614, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316984622, "dur": 167, + "args": { + "External id": 13444, + "cbid": 131, "correlation": 13444 + } + }, + { + "ph": "s", "id": 13444, "pid": 318186, "tid": 318186, "ts": 1714868316984622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316984816, "dur": 2, + "args": { + "External id": 13453, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13453, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13453, "pid": 0, "tid": 7, "ts": 1714868316984816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984807, "dur": 7, + "args": { + "External id": 13453, + "cbid": 211, "correlation": 13453 + } + }, + { + "ph": "s", "id": 13453, "pid": 318186, "tid": 318186, "ts": 1714868316984807, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316984846, "dur": 2, + "args": { + "External id": 13466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13466, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13466, "pid": 0, "tid": 7, "ts": 1714868316984846, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984838, "dur": 5, + "args": { + "External id": 13466, + "cbid": 211, "correlation": 13466 + } + }, + { + "ph": "s", "id": 13466, "pid": 318186, "tid": 318186, "ts": 1714868316984838, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316984874, "dur": 5, + "args": { + "External id": 13481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13481, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 13481, "pid": 0, "tid": 7, "ts": 1714868316984874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984866, "dur": 5, + "args": { + "External id": 13481, + "cbid": 211, "correlation": 13481 + } + }, + { + "ph": "s", "id": 13481, "pid": 318186, "tid": 318186, "ts": 1714868316984866, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316984938, "dur": 1, + "args": { + "External id": 13503, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13503, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13503, "pid": 0, "tid": 7, "ts": 1714868316984938, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316984930, "dur": 6, + "args": { + "External id": 13503, + "cbid": 211, "correlation": 13503 + } + }, + { + "ph": "s", "id": 13503, "pid": 318186, "tid": 318186, "ts": 1714868316984930, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316985033, "dur": 0, + "args": { + "External id": 13520, + "device": 0, 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at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316985063, "dur": 3, + "args": { + "External id": 13530, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13530, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13530, "pid": 0, "tid": 7, "ts": 1714868316985063, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985054, "dur": 6, + "args": { + "External id": 13530, + "cbid": 211, "correlation": 13530 + } + }, + { + "ph": "s", "id": 13530, "pid": 318186, "tid": 318186, "ts": 1714868316985054, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316985091, "dur": 4, + "args": { + "External id": 13543, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13543, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13543, "pid": 0, "tid": 7, "ts": 1714868316985091, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985084, "dur": 5, + "args": { + "External id": 13543, + "cbid": 211, "correlation": 13543 + } + }, + { + "ph": "s", "id": 13543, "pid": 318186, "tid": 318186, "ts": 1714868316985084, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316985119, "dur": 8, + "args": { + "External id": 13558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13558, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13558, "pid": 0, "tid": 7, "ts": 1714868316985119, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985111, "dur": 5, + "args": { + "External id": 13558, + "cbid": 211, "correlation": 13558 + } + }, + { + "ph": "s", "id": 13558, "pid": 318186, "tid": 318186, "ts": 1714868316985111, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316985183, "dur": 1, + "args": { + "External id": 13580, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13580, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13580, "pid": 0, "tid": 7, "ts": 1714868316985183, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985175, "dur": 6, + "args": { + "External id": 13580, + "cbid": 211, "correlation": 13580 + } + }, + { + "ph": "s", "id": 13580, "pid": 318186, "tid": 318186, "ts": 1714868316985175, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316985289, "dur": 4, + "args": { + "External id": 13597, + "device": 0, "context": 1, + "stream": 7, "correlation": 13597, + "bytes": 60256, "memory bandwidth (GB/s)": 12.148387096774194 + } + }, + { + "ph": "f", "id": 13597, "pid": 0, "tid": 7, "ts": 1714868316985289, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316985276, "dur": 9, + "args": { + "External id": 13597, + "cbid": 41, "correlation": 13597 + } + }, + { + "ph": "s", "id": 13597, "pid": 318186, "tid": 318186, "ts": 1714868316985276, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316985286, "dur": 9, + "args": { + "External id": 13598, + "cbid": 131, "correlation": 13598 + } + }, + { + "ph": "s", "id": 13598, "pid": 318186, "tid": 318186, "ts": 1714868316985286, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316985323, "dur": 6, + "args": { + "External id": 13607, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13607, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13607, "pid": 0, "tid": 7, "ts": 1714868316985323, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985315, "dur": 6, + "args": { + "External id": 13607, + "cbid": 211, "correlation": 13607 + } + }, + { + "ph": "s", "id": 13607, "pid": 318186, "tid": 318186, "ts": 1714868316985315, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316985352, "dur": 15, + "args": { + "External id": 13620, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13620, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13620, "pid": 0, "tid": 7, "ts": 1714868316985352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985345, "dur": 5, + "args": { + "External id": 13620, + "cbid": 211, "correlation": 13620 + } + }, + { + "ph": "s", "id": 13620, "pid": 318186, "tid": 318186, "ts": 1714868316985345, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316985380, "dur": 30, + "args": { + "External id": 13635, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13635, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13635, "pid": 0, "tid": 7, "ts": 1714868316985380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985372, "dur": 5, + "args": { + "External id": 13635, + "cbid": 211, "correlation": 13635 + } + }, + { + "ph": "s", "id": 13635, "pid": 318186, "tid": 318186, "ts": 1714868316985372, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316985446, "dur": 2, + "args": { + "External id": 13657, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13657, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13657, "pid": 0, "tid": 7, "ts": 1714868316985446, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985437, "dur": 6, + "args": { + "External id": 13657, + "cbid": 211, "correlation": 13657 + } + }, + { + "ph": "s", "id": 13657, "pid": 318186, "tid": 318186, "ts": 1714868316985437, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316985536, "dur": 0, + "args": { + "External id": 13674, + "device": 0, "context": 1, + "stream": 7, "correlation": 13674, + "bytes": 488, "memory bandwidth (GB/s)": 1.6944444444444444 + } + }, + { + "ph": "f", "id": 13674, "pid": 0, "tid": 7, "ts": 1714868316985536, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316985526, "dur": 7, + "args": { + "External id": 13674, + "cbid": 41, "correlation": 13674 + } + }, + { + "ph": "s", "id": 13674, "pid": 318186, "tid": 318186, "ts": 1714868316985526, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316985534, "dur": 4, + "args": { + "External id": 13675, + "cbid": 131, "correlation": 13675 + } + }, + { + "ph": "s", "id": 13675, "pid": 318186, "tid": 318186, "ts": 1714868316985534, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316985565, "dur": 2, + "args": { + "External id": 13684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13684, "pid": 0, "tid": 7, "ts": 1714868316985565, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985557, "dur": 6, + "args": { + "External id": 13684, + "cbid": 211, "correlation": 13684 + } + }, + { + "ph": "s", "id": 13684, "pid": 318186, "tid": 318186, "ts": 1714868316985557, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316985593, "dur": 2, + "args": { + "External id": 13697, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13697, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13697, "pid": 0, "tid": 7, "ts": 1714868316985593, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985585, "dur": 5, + "args": { + "External id": 13697, + "cbid": 211, "correlation": 13697 + } + }, + { + "ph": "s", "id": 13697, "pid": 318186, "tid": 318186, "ts": 1714868316985585, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316985621, "dur": 4, + "args": { + "External id": 13712, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13712, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13712, "pid": 0, "tid": 7, "ts": 1714868316985621, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985613, "dur": 5, + "args": { + "External id": 13712, + "cbid": 211, "correlation": 13712 + } + }, + { + "ph": "s", "id": 13712, "pid": 318186, "tid": 318186, "ts": 1714868316985613, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316985685, "dur": 1, + "args": { + "External id": 13734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13734, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13734, "pid": 0, "tid": 7, "ts": 1714868316985685, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985677, "dur": 6, + "args": { + "External id": 13734, + "cbid": 211, "correlation": 13734 + } + }, + { + "ph": "s", "id": 13734, "pid": 318186, "tid": 318186, "ts": 1714868316985677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316985774, "dur": 0, + "args": { + "External id": 13751, + "device": 0, "context": 1, + "stream": 7, "correlation": 13751, + "bytes": 32, "memory bandwidth (GB/s)": 0.1111111111111111 + } + }, + { + "ph": "f", "id": 13751, "pid": 0, "tid": 7, "ts": 1714868316985774, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316985765, "dur": 6, + "args": { + "External id": 13751, + "cbid": 41, "correlation": 13751 + } + }, + { + "ph": "s", "id": 13751, "pid": 318186, "tid": 318186, "ts": 1714868316985765, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316985772, "dur": 4, + "args": { + "External id": 13752, + "cbid": 131, "correlation": 13752 + } + }, + { + "ph": "s", "id": 13752, "pid": 318186, "tid": 318186, "ts": 1714868316985772, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316985803, "dur": 1, + "args": { + "External id": 13761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13761, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13761, "pid": 0, "tid": 7, "ts": 1714868316985803, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985794, "dur": 6, + "args": { + "External id": 13761, + "cbid": 211, "correlation": 13761 + } + }, + { + "ph": "s", "id": 13761, "pid": 318186, "tid": 318186, "ts": 1714868316985794, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316985830, "dur": 1, + "args": { + "External id": 13774, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13774, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13774, "pid": 0, "tid": 7, "ts": 1714868316985830, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985823, "dur": 5, + "args": { + "External id": 13774, + "cbid": 211, "correlation": 13774 + } + }, + { + "ph": "s", "id": 13774, "pid": 318186, "tid": 318186, "ts": 1714868316985823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316985858, "dur": 3, + "args": { + "External id": 13789, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13789, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13789, "pid": 0, "tid": 7, "ts": 1714868316985858, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985850, "dur": 5, + "args": { + "External id": 13789, + "cbid": 211, "correlation": 13789 + } + }, + { + "ph": "s", "id": 13789, "pid": 318186, "tid": 318186, "ts": 1714868316985850, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316985921, "dur": 1, + "args": { + "External id": 13811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13811, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13811, "pid": 0, "tid": 7, "ts": 1714868316985921, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316985913, "dur": 6, + "args": { + "External id": 13811, + "cbid": 211, "correlation": 13811 + } + }, + { + "ph": "s", "id": 13811, "pid": 318186, "tid": 318186, "ts": 1714868316985913, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316986012, "dur": 0, + "args": { + "External id": 13828, + "device": 0, "context": 1, + "stream": 7, "correlation": 13828, + "bytes": 7344, "memory bandwidth (GB/s)": 13.5 + } + }, + { + "ph": "f", "id": 13828, "pid": 0, "tid": 7, "ts": 1714868316986012, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316986003, "dur": 6, + "args": { + "External id": 13828, + "cbid": 41, "correlation": 13828 + } + }, + { + "ph": "s", "id": 13828, "pid": 318186, "tid": 318186, "ts": 1714868316986003, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316986010, "dur": 4, + "args": { + "External id": 13829, + "cbid": 131, "correlation": 13829 + } + }, + { + "ph": "s", "id": 13829, "pid": 318186, "tid": 318186, "ts": 1714868316986010, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316986043, "dur": 2, + "args": { + "External id": 13838, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13838, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 13838, "pid": 0, "tid": 7, "ts": 1714868316986043, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986033, "dur": 10, + "args": { + "External id": 13838, + "cbid": 211, "correlation": 13838 + } + }, + { + "ph": "s", "id": 13838, "pid": 318186, "tid": 318186, "ts": 1714868316986033, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316986092, "dur": 2, + "args": { + "External id": 13851, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13851, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 13851, "pid": 0, "tid": 7, "ts": 1714868316986092, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986082, "dur": 8, + "args": { + "External id": 13851, + "cbid": 211, "correlation": 13851 + } + }, + { + "ph": "s", "id": 13851, "pid": 318186, "tid": 318186, "ts": 1714868316986082, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316986123, "dur": 5, + "args": { + "External id": 13866, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13866, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13866, "pid": 0, "tid": 7, "ts": 1714868316986123, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986116, "dur": 6, + "args": { + "External id": 13866, + "cbid": 211, "correlation": 13866 + } + }, + { + "ph": "s", "id": 13866, "pid": 318186, "tid": 318186, "ts": 1714868316986116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316986196, "dur": 1, + "args": { + "External id": 13888, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13888, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13888, "pid": 0, "tid": 7, "ts": 1714868316986196, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986187, "dur": 7, + "args": { + "External id": 13888, + "cbid": 211, "correlation": 13888 + } + }, + { + "ph": "s", "id": 13888, "pid": 318186, "tid": 318186, "ts": 1714868316986187, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316986291, "dur": 0, + "args": { + "External id": 13905, + "device": 0, "context": 1, + "stream": 7, "correlation": 13905, + "bytes": 112, "memory bandwidth (GB/s)": 0.3888888888888889 + } + }, + { + "ph": "f", "id": 13905, "pid": 0, "tid": 7, "ts": 1714868316986291, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316986281, "dur": 7, + "args": { + "External id": 13905, + "cbid": 41, "correlation": 13905 + } + }, + { + "ph": "s", "id": 13905, "pid": 318186, "tid": 318186, "ts": 1714868316986281, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316986289, "dur": 4, + "args": { + "External id": 13906, + "cbid": 131, "correlation": 13906 + } + }, + { + "ph": "s", "id": 13906, "pid": 318186, "tid": 318186, "ts": 1714868316986289, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316986322, "dur": 2, + "args": { + "External id": 13915, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13915, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13915, "pid": 0, "tid": 7, "ts": 1714868316986322, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986313, "dur": 7, + "args": { + "External id": 13915, + "cbid": 211, "correlation": 13915 + } + }, + { + "ph": "s", "id": 13915, "pid": 318186, "tid": 318186, "ts": 1714868316986313, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316986352, "dur": 2, + "args": { + "External id": 13928, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13928, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13928, "pid": 0, "tid": 7, "ts": 1714868316986352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986344, "dur": 6, + "args": { + "External id": 13928, + "cbid": 211, "correlation": 13928 + } + }, + { + "ph": "s", "id": 13928, "pid": 318186, "tid": 318186, "ts": 1714868316986344, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316986381, "dur": 4, + "args": { + "External id": 13943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13943, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 13943, "pid": 0, "tid": 7, "ts": 1714868316986381, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986373, "dur": 5, + "args": { + "External id": 13943, + "cbid": 211, "correlation": 13943 + } + }, + { + "ph": "s", "id": 13943, "pid": 318186, "tid": 318186, "ts": 1714868316986373, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316986449, "dur": 1, + "args": { + "External id": 13965, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13965, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13965, "pid": 0, "tid": 7, "ts": 1714868316986449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316986440, "dur": 7, + "args": { + "External id": 13965, + "cbid": 211, "correlation": 13965 + } + }, + { + "ph": "s", "id": 13965, "pid": 318186, "tid": 318186, "ts": 1714868316986440, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316987660, "dur": 1098, + "args": { + "External id": 13982, + "device": 0, "context": 1, + "stream": 7, "correlation": 13982, + "bytes": 10462264, "memory bandwidth (GB/s)": 9.523070243386494 + } + }, + { + "ph": "f", "id": 13982, "pid": 0, "tid": 7, "ts": 1714868316987660, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316987566, "dur": 1086, + "args": { + "External id": 13982, + "cbid": 41, "correlation": 13982 + } + }, + { + "ph": "s", "id": 13982, "pid": 318186, "tid": 318186, "ts": 1714868316987566, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316988654, "dur": 108, + "args": { + "External id": 13983, + "cbid": 131, "correlation": 13983 + } + }, + { + "ph": "s", "id": 13983, "pid": 318186, "tid": 318186, "ts": 1714868316988654, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316988800, "dur": 2608, + "args": { + "External id": 13992, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13992, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13992, "pid": 0, "tid": 7, "ts": 1714868316988800, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316988789, "dur": 9, + "args": { + "External id": 13992, + "cbid": 211, "correlation": 13992 + } + }, + { + "ph": "s", "id": 13992, "pid": 318186, "tid": 318186, "ts": 1714868316988789, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316991409, "dur": 3067, + "args": { + "External id": 14005, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14005, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14005, "pid": 0, "tid": 7, "ts": 1714868316991409, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316988823, "dur": 6, + "args": { + "External id": 14005, + "cbid": 211, "correlation": 14005 + } + }, + { + "ph": "s", "id": 14005, "pid": 318186, "tid": 318186, "ts": 1714868316988823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316994477, "dur": 2471, + "args": { + "External id": 14019, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14019, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14019, "pid": 0, "tid": 7, "ts": 1714868316994477, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316988854, "dur": 6, + "args": { + "External id": 14019, + "cbid": 211, "correlation": 14019 + } + }, + { + "ph": "s", "id": 14019, "pid": 318186, "tid": 318186, "ts": 1714868316988854, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316996950, "dur": 2, + "args": { + "External id": 14041, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14041, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14041, "pid": 0, "tid": 7, "ts": 1714868316996950, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316988927, "dur": 6, + "args": { + "External id": 14041, + "cbid": 211, "correlation": 14041 + } + }, + { + "ph": "s", "id": 14041, "pid": 318186, "tid": 318186, "ts": 1714868316988927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316996954, "dur": 310, + "args": { + "External id": 14058, + "device": 0, "context": 1, + "stream": 7, "correlation": 14058, + "bytes": 3237936, "memory bandwidth (GB/s)": 10.412173286684503 + } + }, + { + "ph": "f", "id": 14058, "pid": 0, "tid": 7, "ts": 1714868316996954, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316989316, "dur": 7864, + "args": { + "External id": 14058, + "cbid": 41, "correlation": 14058 + } + }, + { + "ph": "s", "id": 14058, "pid": 318186, "tid": 318186, "ts": 1714868316989316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868316997183, "dur": 86, + "args": { + "External id": 14059, + "cbid": 131, "correlation": 14059 + } + }, + { + "ph": "s", "id": 14059, "pid": 318186, "tid": 318186, "ts": 1714868316997183, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868316997335, "dur": 639, + "args": { + "External id": 14068, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14068, + "registers per thread": 16, + "shared 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const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868316997975, "dur": 958, + "args": { + "External id": 14081, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14081, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14081, "pid": 0, "tid": 7, "ts": 1714868316997975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316997370, "dur": 7, + "args": { + "External id": 14081, + "cbid": 211, "correlation": 14081 + } + }, + { + "ph": "s", "id": 14081, "pid": 318186, "tid": 318186, "ts": 1714868316997370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868316998934, "dur": 694, + "args": { + "External id": 14095, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14095, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14095, "pid": 0, "tid": 7, "ts": 1714868316998934, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316997407, "dur": 6, + "args": { + "External id": 14095, + "cbid": 211, "correlation": 14095 + } + }, + { + "ph": "s", "id": 14095, "pid": 318186, "tid": 318186, "ts": 1714868316997407, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868316999629, "dur": 2, + "args": { + "External id": 14117, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14117, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14117, "pid": 0, "tid": 7, "ts": 1714868316999629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868316997511, "dur": 8, + "args": { + "External id": 14117, + "cbid": 211, "correlation": 14117 + } + }, + { + "ph": "s", "id": 14117, "pid": 318186, "tid": 318186, "ts": 1714868316997511, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868316999639, "dur": 911, + "args": { + "External id": 14134, + "device": 0, "context": 1, + "stream": 7, "correlation": 14134, + "bytes": 8844904, "memory bandwidth (GB/s)": 9.708589862783041 + } + }, + { + "ph": "f", "id": 14134, "pid": 0, "tid": 7, "ts": 1714868316999639, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868316998488, "dur": 1967, + "args": { + "External id": 14134, + "cbid": 41, "correlation": 14134 + } + }, + { + "ph": "s", "id": 14134, "pid": 318186, "tid": 318186, "ts": 1714868316998488, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868317000456, "dur": 97, + "args": { + "External id": 14135, + "cbid": 131, "correlation": 14135 + } + }, + { + "ph": "s", "id": 14135, "pid": 318186, "tid": 318186, "ts": 1714868317000456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317000596, "dur": 2204, + "args": { + "External id": 14144, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14144, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14144, "pid": 0, "tid": 7, "ts": 1714868317000596, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317000585, "dur": 9, + "args": { + "External id": 14144, + "cbid": 211, "correlation": 14144 + } + }, + { + "ph": "s", "id": 14144, "pid": 318186, "tid": 318186, "ts": 1714868317000585, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868317002802, "dur": 2588, + "args": { + "External id": 14157, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14157, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14157, "pid": 0, "tid": 7, "ts": 1714868317002802, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317000622, "dur": 6, + "args": { + "External id": 14157, + "cbid": 211, "correlation": 14157 + } + }, + { + "ph": "s", "id": 14157, "pid": 318186, "tid": 318186, "ts": 1714868317000622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317005392, "dur": 1890, + "args": { + "External id": 14171, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14171, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14171, "pid": 0, "tid": 7, "ts": 1714868317005392, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317000654, "dur": 5, + "args": { + "External id": 14171, + "cbid": 211, "correlation": 14171 + } + }, + { + "ph": "s", "id": 14171, "pid": 318186, "tid": 318186, "ts": 1714868317000654, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868317007282, "dur": 2, + "args": { + "External id": 14193, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14193, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14193, "pid": 0, "tid": 7, "ts": 1714868317007282, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317000740, "dur": 8, + "args": { + "External id": 14193, + "cbid": 211, "correlation": 14193 + } + }, + { + "ph": "s", "id": 14193, "pid": 318186, "tid": 318186, "ts": 1714868317000740, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868317007290, "dur": 59, + "args": { + "External id": 14210, + "device": 0, "context": 1, + "stream": 7, "correlation": 14210, + "bytes": 701712, "memory bandwidth (GB/s)": 11.720203099946552 + } + }, + { + "ph": "f", "id": 14210, "pid": 0, "tid": 7, "ts": 1714868317007290, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868317000902, "dur": 51, + "args": { + "External id": 14210, + "cbid": 41, "correlation": 14210 + } + }, + { + "ph": "s", "id": 14210, "pid": 318186, "tid": 318186, "ts": 1714868317000902, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868317000954, "dur": 6401, + "args": { + "External id": 14211, + "cbid": 131, "correlation": 14211 + } + }, + { + "ph": "s", "id": 14211, "pid": 318186, "tid": 318186, "ts": 1714868317000954, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317007405, "dur": 63, + "args": { + "External id": 14220, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14220, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14220, "pid": 0, "tid": 7, "ts": 1714868317007405, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007391, "dur": 12, + "args": { + "External id": 14220, + "cbid": 211, "correlation": 14220 + } + }, + { + "ph": "s", "id": 14220, "pid": 318186, "tid": 318186, "ts": 1714868317007391, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868317007469, "dur": 205, + "args": { + "External id": 14233, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14233, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14233, "pid": 0, "tid": 7, "ts": 1714868317007469, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007433, "dur": 6, + "args": { + "External id": 14233, + "cbid": 211, "correlation": 14233 + } + }, + { + "ph": "s", "id": 14233, "pid": 318186, "tid": 318186, "ts": 1714868317007433, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317007675, "dur": 159, + "args": { + "External id": 14247, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14247, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14247, "pid": 0, "tid": 7, "ts": 1714868317007675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007466, "dur": 6, + "args": { + "External id": 14247, + "cbid": 211, "correlation": 14247 + } + }, + { + "ph": "s", "id": 14247, "pid": 318186, "tid": 318186, "ts": 1714868317007466, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868317007835, "dur": 2, + "args": { + "External id": 14269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14269, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14269, "pid": 0, "tid": 7, "ts": 1714868317007835, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007556, "dur": 7, + "args": { + "External id": 14269, + "cbid": 211, "correlation": 14269 + } + }, + { + "ph": "s", "id": 14269, "pid": 318186, "tid": 318186, "ts": 1714868317007556, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868317007840, "dur": 8, + "args": { + "External id": 14286, + "device": 0, "context": 1, + "stream": 7, "correlation": 14286, + "bytes": 72248, "memory bandwidth (GB/s)": 8.85392156862745 + } + }, + { + "ph": "f", "id": 14286, "pid": 0, "tid": 7, "ts": 1714868317007840, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868317007672, "dur": 18, + "args": { + "External id": 14286, + "cbid": 41, "correlation": 14286 + } + }, + { + "ph": "s", "id": 14286, "pid": 318186, "tid": 318186, "ts": 1714868317007672, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868317007691, "dur": 160, + "args": { + "External id": 14287, + "cbid": 131, "correlation": 14287 + } + }, + { + "ph": "s", "id": 14287, "pid": 318186, "tid": 318186, "ts": 1714868317007691, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317007880, "dur": 8, + "args": { + "External id": 14296, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14296, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14296, "pid": 0, "tid": 7, "ts": 1714868317007880, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007871, "dur": 6, + "args": { + "External id": 14296, + "cbid": 211, "correlation": 14296 + } + }, + { + "ph": "s", "id": 14296, "pid": 318186, "tid": 318186, "ts": 1714868317007871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868317007908, "dur": 17, + "args": { + "External id": 14309, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14309, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14309, "pid": 0, "tid": 7, "ts": 1714868317007908, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007901, "dur": 5, + "args": { + "External id": 14309, + "cbid": 211, "correlation": 14309 + } + }, + { + "ph": "s", "id": 14309, "pid": 318186, "tid": 318186, "ts": 1714868317007901, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317007936, "dur": 22, + "args": { + "External id": 14323, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14323, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14323, "pid": 0, "tid": 7, "ts": 1714868317007936, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007928, "dur": 5, + "args": { + "External id": 14323, + "cbid": 211, "correlation": 14323 + } + }, + { + "ph": "s", "id": 14323, "pid": 318186, "tid": 318186, "ts": 1714868317007928, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868317008001, "dur": 2, + "args": { + "External id": 14345, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14345, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14345, "pid": 0, "tid": 7, "ts": 1714868317008001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317007992, "dur": 7, + "args": { + "External id": 14345, + "cbid": 211, "correlation": 14345 + } + }, + { + "ph": "s", "id": 14345, "pid": 318186, "tid": 318186, "ts": 1714868317007992, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868317008093, "dur": 0, + "args": { + "External id": 14362, + "device": 0, "context": 1, + "stream": 7, "correlation": 14362, + "bytes": 608, "memory bandwidth (GB/s)": 2.111111111111111 + } + }, + { + "ph": "f", "id": 14362, "pid": 0, "tid": 7, "ts": 1714868317008093, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868317008083, "dur": 7, + "args": { + "External id": 14362, + "cbid": 41, "correlation": 14362 + } + }, + { + "ph": "s", "id": 14362, "pid": 318186, "tid": 318186, "ts": 1714868317008083, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868317008090, "dur": 4, + "args": { + "External id": 14363, + "cbid": 131, "correlation": 14363 + } + }, + { + "ph": "s", "id": 14363, "pid": 318186, "tid": 318186, "ts": 1714868317008090, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317008124, "dur": 2, + "args": { + "External id": 14372, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14372, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 14372, "pid": 0, "tid": 7, "ts": 1714868317008124, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008116, "dur": 7, + "args": { + "External id": 14372, + "cbid": 211, "correlation": 14372 + } + }, + { + "ph": "s", "id": 14372, "pid": 318186, "tid": 318186, "ts": 1714868317008116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868317008153, "dur": 2, + "args": { + "External id": 14385, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14385, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 14385, "pid": 0, "tid": 7, "ts": 1714868317008153, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008145, "dur": 5, + "args": { + "External id": 14385, + "cbid": 211, "correlation": 14385 + } + }, + { + "ph": "s", "id": 14385, "pid": 318186, "tid": 318186, "ts": 1714868317008145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317008181, "dur": 4, + "args": { + "External id": 14400, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14400, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14400, "pid": 0, "tid": 7, "ts": 1714868317008181, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008173, "dur": 5, + "args": { + "External id": 14400, + "cbid": 211, "correlation": 14400 + } + }, + { + "ph": "s", "id": 14400, "pid": 318186, "tid": 318186, "ts": 1714868317008173, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868317008245, "dur": 1, + "args": { + "External id": 14422, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14422, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14422, "pid": 0, "tid": 7, "ts": 1714868317008245, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008237, "dur": 6, + "args": { + "External id": 14422, + "cbid": 211, "correlation": 14422 + } + }, + { + "ph": "s", "id": 14422, "pid": 318186, "tid": 318186, "ts": 1714868317008237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714868317008335, "dur": 0, + "args": { + "External id": 14439, + "device": 0, "context": 1, + "stream": 7, "correlation": 14439, + "bytes": 264, "memory bandwidth (GB/s)": 0.9166666666666666 + } + }, + { + "ph": "f", "id": 14439, "pid": 0, "tid": 7, "ts": 1714868317008335, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868317008326, "dur": 6, + "args": { + "External id": 14439, + "cbid": 41, "correlation": 14439 + } + }, + { + "ph": "s", "id": 14439, "pid": 318186, "tid": 318186, "ts": 1714868317008326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868317008333, "dur": 4, + "args": { + "External id": 14440, + "cbid": 131, "correlation": 14440 + } + }, + { + "ph": "s", "id": 14440, "pid": 318186, "tid": 318186, "ts": 1714868317008333, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317008365, "dur": 2, + "args": { + "External id": 14449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14449, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14449, "pid": 0, "tid": 7, "ts": 1714868317008365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008356, "dur": 6, + "args": { + "External id": 14449, + "cbid": 211, "correlation": 14449 + } + }, + { + "ph": "s", "id": 14449, "pid": 318186, "tid": 318186, "ts": 1714868317008356, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868317008393, "dur": 2, + "args": { + "External id": 14462, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14462, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14462, "pid": 0, "tid": 7, "ts": 1714868317008393, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008385, "dur": 5, + "args": { + "External id": 14462, + "cbid": 211, "correlation": 14462 + } + }, + { + "ph": "s", "id": 14462, "pid": 318186, "tid": 318186, "ts": 1714868317008385, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317008420, "dur": 4, + "args": { + "External id": 14477, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14477, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14477, "pid": 0, "tid": 7, "ts": 1714868317008420, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008413, "dur": 5, + "args": { + "External id": 14477, + "cbid": 211, "correlation": 14477 + } + }, + { + "ph": "s", "id": 14477, "pid": 318186, "tid": 318186, "ts": 1714868317008413, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714868317008485, "dur": 1, + "args": { + "External id": 14499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14499, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14499, "pid": 0, "tid": 7, "ts": 1714868317008485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008477, "dur": 6, + "args": { + "External id": 14499, + "cbid": 211, "correlation": 14499 + } + }, + { + "ph": "s", "id": 14499, "pid": 318186, "tid": 318186, "ts": 1714868317008477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714868317008558, "dur": 2, + "args": { + "External id": 14510, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14510, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 14510, "pid": 0, "tid": 7, "ts": 1714868317008558, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008549, "dur": 7, + "args": { + "External id": 14510, + "cbid": 211, "correlation": 14510 + } + }, + { + "ph": "s", "id": 14510, "pid": 318186, "tid": 318186, "ts": 1714868317008549, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714868317008634, "dur": 154, + "args": { + "External id": 14522, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14522, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14522, "pid": 0, "tid": 7, "ts": 1714868317008634, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008626, "dur": 7, + "args": { + "External id": 14522, + "cbid": 211, "correlation": 14522 + } + }, + { + "ph": "s", "id": 14522, "pid": 318186, "tid": 318186, "ts": 1714868317008626, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318186, + "ts": 1714868317008732, "dur": 2, + "args": { + "External id": 14536, + "cbid": 210, "correlation": 14536 + } + }, + { + "ph": "f", "id": 14536, "pid": 318186, "tid": 318186, "ts": 1714868317008732, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714868317008789, "dur": 406, + "args": { + "External id": 14537, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14537, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 14537, "pid": 0, "tid": 7, "ts": 1714868317008789, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008736, "dur": 7, + "args": { + "External id": 14537, + "cbid": 211, "correlation": 14537 + } + }, + { + "ph": "s", "id": 14537, "pid": 318186, "tid": 318186, "ts": 1714868317008736, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714868317009196, "dur": 5, + "args": { + "External id": 14539, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14539, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14539, "pid": 0, "tid": 7, "ts": 1714868317009196, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008746, "dur": 4, + "args": { + "External id": 14539, + "cbid": 211, "correlation": 14539 + } + }, + { + "ph": "s", "id": 14539, "pid": 318186, "tid": 318186, "ts": 1714868317008746, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317009202, "dur": 1, + "args": { + "External id": 14550, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14550, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14550, "pid": 0, "tid": 7, "ts": 1714868317009202, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008789, "dur": 6, + "args": { + "External id": 14550, + "cbid": 211, "correlation": 14550 + } + }, + { + "ph": "s", "id": 14550, "pid": 318186, "tid": 318186, "ts": 1714868317008789, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317009203, "dur": 1, + "args": { + "External id": 14563, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14563, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14563, "pid": 0, "tid": 7, "ts": 1714868317009203, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008850, "dur": 7, + "args": { + "External id": 14563, + "cbid": 211, "correlation": 14563 + } + }, + { + "ph": "s", "id": 14563, "pid": 318186, "tid": 318186, "ts": 1714868317008850, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714868317009205, "dur": 1, + "args": { + "External id": 14571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14571, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14571, "pid": 0, "tid": 7, "ts": 1714868317009205, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008871, "dur": 5, + "args": { + "External id": 14571, + "cbid": 211, "correlation": 14571 + } + }, + { + "ph": "s", "id": 14571, "pid": 318186, "tid": 318186, "ts": 1714868317008871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317009208, "dur": 1, + "args": { + "External id": 14581, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14581, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14581, "pid": 0, "tid": 7, "ts": 1714868317009208, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317008911, "dur": 6, + "args": { + "External id": 14581, + "cbid": 211, "correlation": 14581 + } + }, + { + "ph": "s", "id": 14581, "pid": 318186, "tid": 318186, "ts": 1714868317008911, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317009209, "dur": 1, + "args": { + "External id": 14594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14594, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14594, "pid": 0, "tid": 7, "ts": 1714868317009209, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317009022, "dur": 7, + "args": { + "External id": 14594, + "cbid": 211, "correlation": 14594 + } + }, + { + "ph": "s", "id": 14594, "pid": 318186, "tid": 318186, "ts": 1714868317009022, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317009212, "dur": 3, + "args": { + "External id": 14606, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14606, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14606, "pid": 0, "tid": 7, "ts": 1714868317009212, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317009050, "dur": 6, + "args": { + "External id": 14606, + "cbid": 211, "correlation": 14606 + } + }, + { + "ph": "s", "id": 14606, "pid": 318186, "tid": 318186, "ts": 1714868317009050, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714868317009216, "dur": 1, + "args": { + "External id": 14614, + "device": 0, "context": 1, + "stream": 7, "correlation": 14614, + "bytes": 4, "memory bandwidth (GB/s)": 0.0036798528058877645 + } + }, + { + "ph": "f", "id": 14614, "pid": 0, "tid": 7, "ts": 1714868317009216, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868317009070, "dur": 11, + "args": { + "External id": 14614, + "cbid": 41, "correlation": 14614 + } + }, + { + "ph": "s", "id": 14614, "pid": 318186, "tid": 318186, "ts": 1714868317009070, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317009445, "dur": 0, + "args": { + "External id": 14629, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14629, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14629, "pid": 0, "tid": 7, "ts": 1714868317009445, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317009435, "dur": 8, + "args": { + "External id": 14629, + "cbid": 211, "correlation": 14629 + } + }, + { + "ph": "s", "id": 14629, "pid": 318186, "tid": 318186, "ts": 1714868317009435, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317009577, "dur": 1, + "args": { + "External id": 14645, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14645, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14645, "pid": 0, "tid": 7, "ts": 1714868317009577, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009565, "dur": 12, + "args": { + "External id": 14645, + "cbid": 211, "correlation": 14645 + } + }, + { + "ph": "s", "id": 14645, "pid": 318186, "tid": 318252, "ts": 1714868317009565, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317009606, "dur": 1, + "args": { + "External id": 14649, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14649, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14649, "pid": 0, "tid": 7, "ts": 1714868317009606, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009598, "dur": 6, + "args": { + "External id": 14649, + "cbid": 211, "correlation": 14649 + } + }, + { + "ph": "s", "id": 14649, "pid": 318186, "tid": 318252, "ts": 1714868317009598, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317009690, "dur": 1, + "args": { + "External id": 14669, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14669, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14669, "pid": 0, "tid": 7, "ts": 1714868317009690, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009681, "dur": 7, + "args": { + "External id": 14669, + "cbid": 211, "correlation": 14669 + } + }, + { + "ph": "s", "id": 14669, "pid": 318186, "tid": 318252, "ts": 1714868317009681, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714868317009747, "dur": 1, + "args": { + "External id": 14685, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14685, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14685, "pid": 0, "tid": 7, "ts": 1714868317009747, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009738, "dur": 7, + "args": { + "External id": 14685, + "cbid": 211, "correlation": 14685 + } + }, + { + "ph": "s", "id": 14685, "pid": 318186, "tid": 318252, "ts": 1714868317009738, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714868317009780, "dur": 1, + "args": { + "External id": 14697, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14697, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14697, "pid": 0, "tid": 7, "ts": 1714868317009780, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009772, "dur": 6, + "args": { + "External id": 14697, + "cbid": 211, "correlation": 14697 + } + }, + { + "ph": "s", "id": 14697, "pid": 318186, "tid": 318252, "ts": 1714868317009772, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317009816, "dur": 3, + "args": { + "External id": 14711, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14711, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14711, "pid": 0, "tid": 7, "ts": 1714868317009816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009807, "dur": 6, + "args": { + "External id": 14711, + "cbid": 211, "correlation": 14711 + } + }, + { + "ph": "s", "id": 14711, "pid": 318186, "tid": 318252, "ts": 1714868317009807, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317009923, "dur": 1, + "args": { + "External id": 14737, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14737, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14737, "pid": 0, "tid": 7, "ts": 1714868317009923, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009914, "dur": 7, + "args": { + "External id": 14737, + "cbid": 211, "correlation": 14737 + } + }, + { + "ph": "s", "id": 14737, "pid": 318186, "tid": 318252, "ts": 1714868317009914, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868317009966, "dur": 1, + "args": { + "External id": 14753, + "cbid": 210, "correlation": 14753 + } + }, + { + "ph": "f", "id": 14753, "pid": 318186, "tid": 318252, "ts": 1714868317009966, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714868317009977, "dur": 270, + "args": { + "External id": 14754, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14754, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 14754, "pid": 0, "tid": 7, "ts": 1714868317009977, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317009969, "dur": 6, + "args": { + "External id": 14754, + "cbid": 211, "correlation": 14754 + } + }, + { + "ph": "s", "id": 14754, "pid": 318186, "tid": 318252, "ts": 1714868317009969, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868317009999, "dur": 0, + "args": { + "External id": 14766, + "cbid": 210, "correlation": 14766 + } + }, + { + "ph": "f", "id": 14766, "pid": 318186, "tid": 318252, "ts": 1714868317009999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714868317010248, "dur": 248, + "args": { + "External id": 14767, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14767, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14767, "pid": 0, "tid": 7, "ts": 1714868317010248, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010001, "dur": 6, + "args": { + "External id": 14767, + "cbid": 211, "correlation": 14767 + } + }, + { + "ph": "s", "id": 14767, "pid": 318186, "tid": 318252, "ts": 1714868317010001, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317010497, "dur": 7, + "args": { + "External id": 14780, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14780, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14780, "pid": 0, "tid": 7, "ts": 1714868317010497, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010032, "dur": 6, + "args": { + "External id": 14780, + "cbid": 211, "correlation": 14780 + } + }, + { + "ph": "s", "id": 14780, "pid": 318186, "tid": 318252, "ts": 1714868317010032, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714868317010505, "dur": 165, + "args": { + "External id": 14812, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14812, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14812, "pid": 0, "tid": 7, "ts": 1714868317010505, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010162, "dur": 7, + "args": { + "External id": 14812, + "cbid": 211, "correlation": 14812 + } + }, + { + "ph": "s", "id": 14812, "pid": 318186, "tid": 318252, "ts": 1714868317010162, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714868317010671, "dur": 149, + "args": { + "External id": 14824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14824, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 14824, "pid": 0, "tid": 7, "ts": 1714868317010671, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010193, "dur": 5, + "args": { + "External id": 14824, + "cbid": 211, "correlation": 14824 + } + }, + { + "ph": "s", "id": 14824, "pid": 318186, "tid": 318252, "ts": 1714868317010193, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317010821, "dur": 1, + "args": { + "External id": 14835, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14835, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 14835, "pid": 0, "tid": 7, "ts": 1714868317010821, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010244, "dur": 7, + "args": { + "External id": 14835, + "cbid": 211, "correlation": 14835 + } + }, + { + "ph": "s", "id": 14835, "pid": 318186, "tid": 318252, "ts": 1714868317010244, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317010823, "dur": 1, + "args": { + "External id": 14863, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14863, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14863, "pid": 0, "tid": 7, "ts": 1714868317010823, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010544, "dur": 7, + "args": { + "External id": 14863, + "cbid": 211, "correlation": 14863 + } + }, + { + "ph": "s", "id": 14863, "pid": 318186, "tid": 318252, "ts": 1714868317010544, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317010825, "dur": 0, + "args": { + "External id": 14879, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14879, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 14879, "pid": 0, "tid": 7, "ts": 1714868317010825, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010577, "dur": 5, + "args": { + "External id": 14879, + "cbid": 211, "correlation": 14879 + } + }, + { + "ph": "s", "id": 14879, "pid": 318186, "tid": 318252, "ts": 1714868317010577, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317010826, "dur": 3, + "args": { + "External id": 14886, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14886, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14886, "pid": 0, "tid": 7, "ts": 1714868317010826, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010588, "dur": 5, + "args": { + "External id": 14886, + "cbid": 211, "correlation": 14886 + } + }, + { + "ph": "s", "id": 14886, "pid": 318186, "tid": 318252, "ts": 1714868317010588, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317010830, "dur": 1, + "args": { + "External id": 14908, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14908, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14908, "pid": 0, "tid": 7, "ts": 1714868317010830, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010651, "dur": 6, + "args": { + "External id": 14908, + "cbid": 211, "correlation": 14908 + } + }, + { + "ph": "s", "id": 14908, "pid": 318186, "tid": 318252, "ts": 1714868317010651, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317010832, "dur": 0, + "args": { + "External id": 14924, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14924, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 14924, "pid": 0, "tid": 7, "ts": 1714868317010832, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010688, "dur": 5, + "args": { + "External id": 14924, + "cbid": 211, "correlation": 14924 + } + }, + { + "ph": "s", "id": 14924, "pid": 318186, "tid": 318252, "ts": 1714868317010688, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317010834, "dur": 3, + "args": { + "External id": 14931, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14931, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14931, "pid": 0, "tid": 7, "ts": 1714868317010834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010699, "dur": 4, + "args": { + "External id": 14931, + "cbid": 211, "correlation": 14931 + } + }, + { + "ph": "s", "id": 14931, "pid": 318186, "tid": 318252, "ts": 1714868317010699, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317010838, "dur": 1, + "args": { + "External id": 14953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14953, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14953, "pid": 0, "tid": 7, "ts": 1714868317010838, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010766, "dur": 6, + "args": { + "External id": 14953, + "cbid": 211, "correlation": 14953 + } + }, + { + "ph": "s", "id": 14953, "pid": 318186, "tid": 318252, "ts": 1714868317010766, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317010839, "dur": 1, + "args": { + "External id": 14969, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14969, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14969, "pid": 0, "tid": 7, "ts": 1714868317010839, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010804, "dur": 8, + "args": { + "External id": 14969, + "cbid": 211, "correlation": 14969 + } + }, + { + "ph": "s", "id": 14969, "pid": 318186, "tid": 318252, "ts": 1714868317010804, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317010841, "dur": 2, + "args": { + "External id": 14976, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14976, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14976, "pid": 0, "tid": 7, "ts": 1714868317010841, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010817, "dur": 4, + "args": { + "External id": 14976, + "cbid": 211, "correlation": 14976 + } + }, + { + "ph": "s", "id": 14976, "pid": 318186, "tid": 318252, "ts": 1714868317010817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317010894, "dur": 1, + "args": { + "External id": 14998, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14998, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14998, "pid": 0, "tid": 7, "ts": 1714868317010894, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010886, "dur": 6, + "args": { + "External id": 14998, + "cbid": 211, "correlation": 14998 + } + }, + { + "ph": "s", "id": 14998, "pid": 318186, "tid": 318252, "ts": 1714868317010886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317010921, "dur": 16, + "args": { + "External id": 15014, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15014, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15014, "pid": 0, "tid": 7, "ts": 1714868317010921, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010914, "dur": 5, + "args": { + "External id": 15014, + "cbid": 211, "correlation": 15014 + } + }, + { + "ph": "s", "id": 15014, "pid": 318186, "tid": 318252, "ts": 1714868317010914, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317010937, "dur": 4, + "args": { + "External id": 15021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15021, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15021, "pid": 0, "tid": 7, "ts": 1714868317010937, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010923, "dur": 3, + "args": { + "External id": 15021, + "cbid": 211, "correlation": 15021 + } + }, + { + "ph": "s", "id": 15021, "pid": 318186, "tid": 318252, "ts": 1714868317010923, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317010991, "dur": 2, + "args": { + "External id": 15043, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15043, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15043, "pid": 0, "tid": 7, "ts": 1714868317010991, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317010983, "dur": 6, + "args": { + "External id": 15043, + "cbid": 211, "correlation": 15043 + } + }, + { + "ph": "s", "id": 15043, "pid": 318186, "tid": 318252, "ts": 1714868317010983, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011024, "dur": 229, + "args": { + "External id": 15059, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15059, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15059, "pid": 0, "tid": 7, "ts": 1714868317011024, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011017, "dur": 5, + "args": { + "External id": 15059, + "cbid": 211, "correlation": 15059 + } + }, + { + "ph": "s", "id": 15059, "pid": 318186, "tid": 318252, "ts": 1714868317011017, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011254, "dur": 4, + "args": { + "External id": 15066, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15066, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15066, "pid": 0, "tid": 7, "ts": 1714868317011254, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011027, "dur": 4, + "args": { + "External id": 15066, + "cbid": 211, "correlation": 15066 + } + }, + { + "ph": "s", "id": 15066, "pid": 318186, "tid": 318252, "ts": 1714868317011027, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011259, "dur": 2, + "args": { + "External id": 15088, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15088, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15088, "pid": 0, "tid": 7, "ts": 1714868317011259, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011087, "dur": 6, + "args": { + "External id": 15088, + "cbid": 211, "correlation": 15088 + } + }, + { + "ph": "s", "id": 15088, "pid": 318186, "tid": 318252, "ts": 1714868317011087, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011261, "dur": 84, + "args": { + "External id": 15104, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15104, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15104, "pid": 0, "tid": 7, "ts": 1714868317011261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011114, "dur": 4, + "args": { + "External id": 15104, + "cbid": 211, "correlation": 15104 + } + }, + { + "ph": "s", "id": 15104, "pid": 318186, "tid": 318252, "ts": 1714868317011114, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011346, "dur": 4, + "args": { + "External id": 15111, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15111, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15111, "pid": 0, "tid": 7, "ts": 1714868317011346, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011123, "dur": 3, + "args": { + "External id": 15111, + "cbid": 211, "correlation": 15111 + } + }, + { + "ph": "s", "id": 15111, "pid": 318186, "tid": 318252, "ts": 1714868317011123, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011351, "dur": 1, + "args": { + "External id": 15133, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15133, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15133, "pid": 0, "tid": 7, "ts": 1714868317011351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011181, "dur": 6, + "args": { + "External id": 15133, + "cbid": 211, "correlation": 15133 + } + }, + { + "ph": "s", "id": 15133, "pid": 318186, "tid": 318252, "ts": 1714868317011181, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011353, "dur": 271, + "args": { + "External id": 15149, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15149, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15149, "pid": 0, "tid": 7, "ts": 1714868317011353, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011215, "dur": 5, + "args": { + "External id": 15149, + "cbid": 211, "correlation": 15149 + } + }, + { + "ph": "s", "id": 15149, "pid": 318186, "tid": 318252, "ts": 1714868317011215, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011625, "dur": 3, + "args": { + "External id": 15156, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15156, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15156, "pid": 0, "tid": 7, "ts": 1714868317011625, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011226, "dur": 3, + "args": { + "External id": 15156, + "cbid": 211, "correlation": 15156 + } + }, + { + "ph": "s", "id": 15156, "pid": 318186, "tid": 318252, "ts": 1714868317011226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011629, "dur": 2, + "args": { + "External id": 15178, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15178, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15178, "pid": 0, "tid": 7, "ts": 1714868317011629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011285, "dur": 6, + "args": { + "External id": 15178, + "cbid": 211, "correlation": 15178 + } + }, + { + "ph": "s", "id": 15178, "pid": 318186, "tid": 318252, "ts": 1714868317011285, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011632, "dur": 0, + "args": { + "External id": 15194, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15194, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15194, "pid": 0, "tid": 7, "ts": 1714868317011632, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011322, "dur": 5, + "args": { + "External id": 15194, + "cbid": 211, "correlation": 15194 + } + }, + { + "ph": "s", "id": 15194, "pid": 318186, "tid": 318252, "ts": 1714868317011322, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011633, "dur": 3, + "args": { + "External id": 15201, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15201, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15201, "pid": 0, "tid": 7, "ts": 1714868317011633, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011333, "dur": 3, + "args": { + "External id": 15201, + "cbid": 211, "correlation": 15201 + } + }, + { + "ph": "s", "id": 15201, "pid": 318186, "tid": 318252, "ts": 1714868317011333, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011637, "dur": 1, + "args": { + "External id": 15223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15223, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15223, "pid": 0, "tid": 7, "ts": 1714868317011637, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011399, "dur": 6, + "args": { + "External id": 15223, + "cbid": 211, "correlation": 15223 + } + }, + { + "ph": "s", "id": 15223, "pid": 318186, "tid": 318252, "ts": 1714868317011399, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011640, "dur": 0, + "args": { + "External id": 15239, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15239, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 15239, "pid": 0, "tid": 7, "ts": 1714868317011640, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011426, "dur": 4, + "args": { + "External id": 15239, + "cbid": 211, "correlation": 15239 + } + }, + { + "ph": "s", "id": 15239, "pid": 318186, "tid": 318252, "ts": 1714868317011426, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011641, "dur": 3, + "args": { + "External id": 15246, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15246, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15246, "pid": 0, "tid": 7, "ts": 1714868317011641, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011436, "dur": 3, + "args": { + "External id": 15246, + "cbid": 211, "correlation": 15246 + } + }, + { + "ph": "s", "id": 15246, "pid": 318186, "tid": 318252, "ts": 1714868317011436, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011645, "dur": 1, + "args": { + "External id": 15268, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15268, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15268, "pid": 0, "tid": 7, "ts": 1714868317011645, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011494, "dur": 6, + "args": { + "External id": 15268, + "cbid": 211, "correlation": 15268 + } + }, + { + "ph": "s", "id": 15268, "pid": 318186, "tid": 318252, "ts": 1714868317011494, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011647, "dur": 0, + "args": { + "External id": 15284, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15284, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15284, "pid": 0, "tid": 7, "ts": 1714868317011647, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011520, "dur": 4, + "args": { + "External id": 15284, + "cbid": 211, "correlation": 15284 + } + }, + { + "ph": "s", "id": 15284, "pid": 318186, "tid": 318252, "ts": 1714868317011520, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011649, "dur": 3, + "args": { + "External id": 15291, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15291, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15291, "pid": 0, "tid": 7, "ts": 1714868317011649, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011530, "dur": 3, + "args": { + "External id": 15291, + "cbid": 211, "correlation": 15291 + } + }, + { + "ph": "s", "id": 15291, "pid": 318186, "tid": 318252, "ts": 1714868317011530, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011653, "dur": 1, + "args": { + "External id": 15313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15313, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15313, "pid": 0, "tid": 7, "ts": 1714868317011653, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011600, "dur": 6, + "args": { + "External id": 15313, + "cbid": 211, "correlation": 15313 + } + }, + { + "ph": "s", "id": 15313, "pid": 318186, "tid": 318252, "ts": 1714868317011600, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011655, "dur": 0, + "args": { + "External id": 15329, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15329, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 15329, "pid": 0, "tid": 7, "ts": 1714868317011655, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011627, "dur": 4, + "args": { + "External id": 15329, + "cbid": 211, "correlation": 15329 + } + }, + { + "ph": "s", "id": 15329, "pid": 318186, "tid": 318252, "ts": 1714868317011627, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011656, "dur": 3, + "args": { + "External id": 15336, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15336, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15336, "pid": 0, "tid": 7, "ts": 1714868317011656, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011637, "dur": 3, + "args": { + "External id": 15336, + "cbid": 211, "correlation": 15336 + } + }, + { + "ph": "s", "id": 15336, "pid": 318186, "tid": 318252, "ts": 1714868317011637, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011704, "dur": 1, + "args": { + "External id": 15358, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15358, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15358, "pid": 0, "tid": 7, "ts": 1714868317011704, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011696, "dur": 6, + "args": { + "External id": 15358, + "cbid": 211, "correlation": 15358 + } + }, + { + "ph": "s", "id": 15358, "pid": 318186, "tid": 318252, "ts": 1714868317011696, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011730, "dur": 1, + "args": { + "External id": 15374, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15374, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 15374, "pid": 0, "tid": 7, "ts": 1714868317011730, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011723, "dur": 4, + "args": { + "External id": 15374, + "cbid": 211, "correlation": 15374 + } + }, + { + "ph": "s", "id": 15374, "pid": 318186, "tid": 318252, "ts": 1714868317011723, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011738, "dur": 2, + "args": { + "External id": 15381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15381, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15381, "pid": 0, "tid": 7, "ts": 1714868317011738, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011732, "dur": 3, + "args": { + "External id": 15381, + "cbid": 211, "correlation": 15381 + } + }, + { + "ph": "s", "id": 15381, "pid": 318186, "tid": 318252, "ts": 1714868317011732, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011807, "dur": 1, + "args": { + "External id": 15403, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15403, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15403, "pid": 0, "tid": 7, "ts": 1714868317011807, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011799, "dur": 6, + "args": { + "External id": 15403, + "cbid": 211, "correlation": 15403 + } + }, + { + "ph": "s", "id": 15403, "pid": 318186, "tid": 318252, "ts": 1714868317011799, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011835, "dur": 0, + "args": { + "External id": 15419, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15419, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 15419, "pid": 0, "tid": 7, "ts": 1714868317011835, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011828, "dur": 4, + "args": { + "External id": 15419, + "cbid": 211, "correlation": 15419 + } + }, + { + "ph": "s", "id": 15419, "pid": 318186, "tid": 318252, "ts": 1714868317011828, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011842, "dur": 3, + "args": { + "External id": 15426, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15426, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15426, "pid": 0, "tid": 7, "ts": 1714868317011842, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011837, "dur": 2, + "args": { + "External id": 15426, + "cbid": 211, "correlation": 15426 + } + }, + { + "ph": "s", "id": 15426, "pid": 318186, "tid": 318252, "ts": 1714868317011837, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011894, "dur": 1, + "args": { + "External id": 15448, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15448, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15448, "pid": 0, "tid": 7, "ts": 1714868317011894, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011886, "dur": 5, + "args": { + "External id": 15448, + "cbid": 211, "correlation": 15448 + } + }, + { + "ph": "s", "id": 15448, "pid": 318186, "tid": 318252, "ts": 1714868317011886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317011914, "dur": 0, + "args": { + "External id": 15464, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15464, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15464, "pid": 0, "tid": 7, "ts": 1714868317011914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011908, "dur": 3, + "args": { + "External id": 15464, + "cbid": 211, "correlation": 15464 + } + }, + { + "ph": "s", "id": 15464, "pid": 318186, "tid": 318252, "ts": 1714868317011908, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317011921, "dur": 3, + "args": { + "External id": 15471, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15471, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15471, "pid": 0, "tid": 7, "ts": 1714868317011921, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011916, "dur": 2, + "args": { + "External id": 15471, + "cbid": 211, "correlation": 15471 + } + }, + { + "ph": "s", "id": 15471, "pid": 318186, "tid": 318252, "ts": 1714868317011916, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317011979, "dur": 1, + "args": { + "External id": 15493, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15493, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15493, "pid": 0, "tid": 7, "ts": 1714868317011979, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011972, "dur": 5, + "args": { + "External id": 15493, + "cbid": 211, "correlation": 15493 + } + }, + { + "ph": "s", "id": 15493, "pid": 318186, "tid": 318252, "ts": 1714868317011972, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012001, "dur": 16, + "args": { + "External id": 15509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15509, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15509, "pid": 0, "tid": 7, "ts": 1714868317012001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317011994, "dur": 4, + "args": { + "External id": 15509, + "cbid": 211, "correlation": 15509 + } + }, + { + "ph": "s", "id": 15509, "pid": 318186, "tid": 318252, "ts": 1714868317011994, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012018, "dur": 3, + "args": { + "External id": 15516, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15516, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15516, "pid": 0, "tid": 7, "ts": 1714868317012018, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012002, "dur": 3, + "args": { + "External id": 15516, + "cbid": 211, "correlation": 15516 + } + }, + { + "ph": "s", "id": 15516, "pid": 318186, "tid": 318252, "ts": 1714868317012002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012057, "dur": 1, + "args": { + "External id": 15538, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15538, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15538, "pid": 0, "tid": 7, "ts": 1714868317012057, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012050, "dur": 5, + "args": { + "External id": 15538, + "cbid": 211, "correlation": 15538 + } + }, + { + "ph": "s", "id": 15538, "pid": 318186, "tid": 318252, "ts": 1714868317012050, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012085, "dur": 24, + "args": { + "External id": 15554, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15554, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15554, "pid": 0, "tid": 7, "ts": 1714868317012085, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012078, "dur": 5, + "args": { + "External id": 15554, + "cbid": 211, "correlation": 15554 + } + }, + { + "ph": "s", "id": 15554, "pid": 318186, "tid": 318252, "ts": 1714868317012078, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012110, "dur": 4, + "args": { + "External id": 15561, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15561, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15561, "pid": 0, "tid": 7, "ts": 1714868317012110, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012087, "dur": 3, + "args": { + "External id": 15561, + "cbid": 211, "correlation": 15561 + } + }, + { + "ph": "s", "id": 15561, "pid": 318186, "tid": 318252, "ts": 1714868317012087, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012143, "dur": 1, + "args": { + "External id": 15583, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15583, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15583, "pid": 0, "tid": 7, "ts": 1714868317012143, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012135, "dur": 5, + "args": { + "External id": 15583, + "cbid": 211, "correlation": 15583 + } + }, + { + "ph": "s", "id": 15583, "pid": 318186, "tid": 318252, "ts": 1714868317012135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012164, "dur": 178, + "args": { + "External id": 15599, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15599, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15599, "pid": 0, "tid": 7, "ts": 1714868317012164, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012157, "dur": 4, + "args": { + "External id": 15599, + "cbid": 211, "correlation": 15599 + } + }, + { + "ph": "s", "id": 15599, "pid": 318186, "tid": 318252, "ts": 1714868317012157, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012343, "dur": 4, + "args": { + "External id": 15606, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15606, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15606, "pid": 0, "tid": 7, "ts": 1714868317012343, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012165, "dur": 3, + "args": { + "External id": 15606, + "cbid": 211, "correlation": 15606 + } + }, + { + "ph": "s", "id": 15606, "pid": 318186, "tid": 318252, "ts": 1714868317012165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012347, "dur": 1, + "args": { + "External id": 15628, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15628, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15628, "pid": 0, "tid": 7, "ts": 1714868317012347, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012221, "dur": 5, + "args": { + "External id": 15628, + "cbid": 211, "correlation": 15628 + } + }, + { + "ph": "s", "id": 15628, "pid": 318186, "tid": 318252, "ts": 1714868317012221, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012350, "dur": 0, + "args": { + "External id": 15644, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15644, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 15644, "pid": 0, "tid": 7, "ts": 1714868317012350, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012249, "dur": 4, + "args": { + "External id": 15644, + "cbid": 211, "correlation": 15644 + } + }, + { + "ph": "s", "id": 15644, "pid": 318186, "tid": 318252, "ts": 1714868317012249, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012351, "dur": 3, + "args": { + "External id": 15651, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15651, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15651, "pid": 0, "tid": 7, "ts": 1714868317012351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012258, "dur": 2, + "args": { + "External id": 15651, + "cbid": 211, "correlation": 15651 + } + }, + { + "ph": "s", "id": 15651, "pid": 318186, "tid": 318252, "ts": 1714868317012258, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012355, "dur": 1, + "args": { + "External id": 15673, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15673, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15673, "pid": 0, "tid": 7, "ts": 1714868317012355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012306, "dur": 5, + "args": { + "External id": 15673, + "cbid": 211, "correlation": 15673 + } + }, + { + "ph": "s", "id": 15673, "pid": 318186, "tid": 318252, "ts": 1714868317012306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012357, "dur": 0, + "args": { + "External id": 15689, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15689, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 15689, "pid": 0, "tid": 7, "ts": 1714868317012357, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012328, "dur": 4, + "args": { + "External id": 15689, + "cbid": 211, "correlation": 15689 + } + }, + { + "ph": "s", "id": 15689, "pid": 318186, "tid": 318252, "ts": 1714868317012328, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012360, "dur": 2, + "args": { + "External id": 15696, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15696, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15696, "pid": 0, "tid": 7, "ts": 1714868317012360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012336, "dur": 2, + "args": { + "External id": 15696, + "cbid": 211, "correlation": 15696 + } + }, + { + "ph": "s", "id": 15696, "pid": 318186, "tid": 318252, "ts": 1714868317012336, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012390, "dur": 1, + "args": { + "External id": 15718, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15718, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15718, "pid": 0, "tid": 7, "ts": 1714868317012390, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012383, "dur": 5, + "args": { + "External id": 15718, + "cbid": 211, "correlation": 15718 + } + }, + { + "ph": "s", "id": 15718, "pid": 318186, "tid": 318252, "ts": 1714868317012383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012419, "dur": 1, + "args": { + "External id": 15734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15734, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 15734, "pid": 0, "tid": 7, "ts": 1714868317012419, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012412, "dur": 4, + "args": { + "External id": 15734, + "cbid": 211, "correlation": 15734 + } + }, + { + "ph": "s", "id": 15734, "pid": 318186, "tid": 318252, "ts": 1714868317012412, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012426, "dur": 2, + "args": { + "External id": 15741, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15741, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15741, "pid": 0, "tid": 7, "ts": 1714868317012426, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012421, "dur": 2, + "args": { + "External id": 15741, + "cbid": 211, "correlation": 15741 + } + }, + { + "ph": "s", "id": 15741, "pid": 318186, "tid": 318252, "ts": 1714868317012421, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012476, "dur": 1, + "args": { + "External id": 15763, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15763, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15763, "pid": 0, "tid": 7, "ts": 1714868317012476, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012468, "dur": 5, + "args": { + "External id": 15763, + "cbid": 211, "correlation": 15763 + } + }, + { + "ph": "s", "id": 15763, "pid": 318186, "tid": 318252, "ts": 1714868317012468, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012496, "dur": 0, + "args": { + "External id": 15779, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15779, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15779, "pid": 0, "tid": 7, "ts": 1714868317012496, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012490, "dur": 3, + "args": { + "External id": 15779, + "cbid": 211, "correlation": 15779 + } + }, + { + "ph": "s", "id": 15779, "pid": 318186, "tid": 318252, "ts": 1714868317012490, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012503, "dur": 4, + "args": { + "External id": 15786, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15786, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15786, "pid": 0, "tid": 7, "ts": 1714868317012503, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012498, "dur": 2, + "args": { + "External id": 15786, + "cbid": 211, "correlation": 15786 + } + }, + { + "ph": "s", "id": 15786, "pid": 318186, "tid": 318252, "ts": 1714868317012498, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012559, "dur": 1, + "args": { + "External id": 15808, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15808, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15808, "pid": 0, "tid": 7, "ts": 1714868317012559, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012552, "dur": 5, + "args": { + "External id": 15808, + "cbid": 211, "correlation": 15808 + } + }, + { + "ph": "s", "id": 15808, "pid": 318186, "tid": 318252, "ts": 1714868317012552, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012580, "dur": 4, + "args": { + "External id": 15824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15824, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15824, "pid": 0, "tid": 7, "ts": 1714868317012580, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012574, "dur": 4, + "args": { + "External id": 15824, + "cbid": 211, "correlation": 15824 + } + }, + { + "ph": "s", "id": 15824, "pid": 318186, "tid": 318252, "ts": 1714868317012574, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012587, "dur": 2, + "args": { + "External id": 15831, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15831, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15831, "pid": 0, "tid": 7, "ts": 1714868317012587, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012582, "dur": 2, + "args": { + "External id": 15831, + "cbid": 211, "correlation": 15831 + } + }, + { + "ph": "s", "id": 15831, "pid": 318186, "tid": 318252, "ts": 1714868317012582, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012638, "dur": 1, + "args": { + "External id": 15853, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15853, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15853, "pid": 0, "tid": 7, "ts": 1714868317012638, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012630, "dur": 5, + "args": { + "External id": 15853, + "cbid": 211, "correlation": 15853 + } + }, + { + "ph": "s", "id": 15853, "pid": 318186, "tid": 318252, "ts": 1714868317012630, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012659, "dur": 1, + "args": { + "External id": 15869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15869, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 15869, "pid": 0, "tid": 7, "ts": 1714868317012659, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012652, "dur": 3, + "args": { + "External id": 15869, + "cbid": 211, "correlation": 15869 + } + }, + { + "ph": "s", "id": 15869, "pid": 318186, "tid": 318252, "ts": 1714868317012652, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012665, "dur": 3, + "args": { + "External id": 15876, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15876, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15876, "pid": 0, "tid": 7, "ts": 1714868317012665, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012660, "dur": 2, + "args": { + "External id": 15876, + "cbid": 211, "correlation": 15876 + } + }, + { + "ph": "s", "id": 15876, "pid": 318186, "tid": 318252, "ts": 1714868317012660, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012722, "dur": 1, + "args": { + "External id": 15898, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15898, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15898, "pid": 0, "tid": 7, "ts": 1714868317012722, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012715, "dur": 5, + "args": { + "External id": 15898, + "cbid": 211, "correlation": 15898 + } + }, + { + "ph": "s", "id": 15898, "pid": 318186, "tid": 318252, "ts": 1714868317012715, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012743, "dur": 3, + "args": { + "External id": 15914, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15914, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15914, "pid": 0, "tid": 7, "ts": 1714868317012743, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012737, "dur": 4, + "args": { + "External id": 15914, + "cbid": 211, "correlation": 15914 + } + }, + { + "ph": "s", "id": 15914, "pid": 318186, "tid": 318252, "ts": 1714868317012737, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012750, "dur": 2, + "args": { + "External id": 15921, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15921, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15921, "pid": 0, "tid": 7, "ts": 1714868317012750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012745, "dur": 2, + "args": { + "External id": 15921, + "cbid": 211, "correlation": 15921 + } + }, + { + "ph": "s", "id": 15921, "pid": 318186, "tid": 318252, "ts": 1714868317012745, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012800, "dur": 1, + "args": { + "External id": 15943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15943, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15943, "pid": 0, "tid": 7, "ts": 1714868317012800, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012793, "dur": 5, + "args": { + "External id": 15943, + "cbid": 211, "correlation": 15943 + } + }, + { + "ph": "s", "id": 15943, "pid": 318186, "tid": 318252, "ts": 1714868317012793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012828, "dur": 4, + "args": { + "External id": 15959, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15959, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15959, "pid": 0, "tid": 7, "ts": 1714868317012828, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012821, "dur": 4, + "args": { + "External id": 15959, + "cbid": 211, "correlation": 15959 + } + }, + { + "ph": "s", "id": 15959, "pid": 318186, "tid": 318252, "ts": 1714868317012821, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317012837, "dur": 2, + "args": { + "External id": 15966, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15966, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15966, "pid": 0, "tid": 7, "ts": 1714868317012837, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012830, "dur": 3, + "args": { + "External id": 15966, + "cbid": 211, "correlation": 15966 + } + }, + { + "ph": "s", "id": 15966, "pid": 318186, "tid": 318252, "ts": 1714868317012830, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714868317012886, "dur": 1, + "args": { + "External id": 15988, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15988, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15988, "pid": 0, "tid": 7, "ts": 1714868317012886, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012879, "dur": 5, + "args": { + "External id": 15988, + "cbid": 211, "correlation": 15988 + } + }, + { + "ph": "s", "id": 15988, "pid": 318186, "tid": 318252, "ts": 1714868317012879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317012942, "dur": 256, + "args": { + "External id": 16004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16004, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16004, "pid": 0, "tid": 7, "ts": 1714868317012942, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012936, "dur": 4, + "args": { + "External id": 16004, + "cbid": 211, "correlation": 16004 + } + }, + { + "ph": "s", "id": 16004, "pid": 318186, "tid": 318252, "ts": 1714868317012936, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714868317013199, "dur": 4, + "args": { + "External id": 16011, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16011, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 16011, "pid": 0, "tid": 7, "ts": 1714868317013199, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317012945, "dur": 3, + "args": { + "External id": 16011, + "cbid": 211, "correlation": 16011 + } + }, + { + "ph": "s", "id": 16011, "pid": 318186, "tid": 318252, "ts": 1714868317012945, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868317012999, "dur": 1, + "args": { + "External id": 16031, + "cbid": 210, "correlation": 16031 + } + }, + { + "ph": "f", "id": 16031, "pid": 318186, "tid": 318252, "ts": 1714868317012999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714868317013204, "dur": 3, + "args": { + "External id": 16032, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16032, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 16032, "pid": 0, "tid": 7, "ts": 1714868317013204, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317013002, "dur": 6, + "args": { + "External id": 16032, + "cbid": 211, "correlation": 16032 + } + }, + { + "ph": "s", "id": 16032, "pid": 318186, "tid": 318252, "ts": 1714868317013002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 318186, "tid": 318252, + "ts": 1714868317013034, "dur": 0, + "args": { + "External id": 16044, + "cbid": 210, "correlation": 16044 + } + }, + { + "ph": "f", "id": 16044, "pid": 318186, "tid": 318252, "ts": 1714868317013034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714868317013208, "dur": 4, + "args": { + "External id": 16045, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16045, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16045, "pid": 0, "tid": 7, "ts": 1714868317013208, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318252, + "ts": 1714868317013036, "dur": 5, + "args": { + "External id": 16045, + "cbid": 211, "correlation": 16045 + } + }, + { + "ph": "s", "id": 16045, "pid": 318186, "tid": 318252, "ts": 1714868317013036, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, 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16167, "pid": 0, "tid": 7, "ts": 1714868317019821, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317013848, "dur": 2, + "args": { + "External id": 16167, + "cbid": 211, "correlation": 16167 + } + }, + { + "ph": "s", "id": 16167, "pid": 318186, "tid": 318186, "ts": 1714868317013848, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<3>, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714868317020034, "dur": 840, + "args": { + "External id": 16173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16173, + "registers per thread": 30, + "shared memory": 0, 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1714868317014454, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714868317029510, "dur": 575, + "args": { + "External id": 16468, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16468, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16468, "pid": 0, "tid": 7, "ts": 1714868317029510, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014461, "dur": 2, + "args": { + "External id": 16468, + "cbid": 211, "correlation": 16468 + } + }, + { + "ph": "s", "id": 16468, "pid": 318186, "tid": 318186, "ts": 1714868317014461, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714868317030086, "dur": 601, + "args": { + "External id": 16471, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16471, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16471, "pid": 0, "tid": 7, "ts": 1714868317030086, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014465, "dur": 2, + "args": { + "External id": 16471, + "cbid": 211, "correlation": 16471 + } + }, + { + "ph": "s", "id": 16471, "pid": 318186, "tid": 318186, "ts": 1714868317014465, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714868317030689, "dur": 602, + "args": { + "External id": 16474, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16474, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16474, "pid": 0, "tid": 7, "ts": 1714868317030689, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014469, "dur": 2, + "args": { + "External id": 16474, + "cbid": 211, "correlation": 16474 + } + }, + { + "ph": "s", "id": 16474, "pid": 318186, "tid": 318186, "ts": 1714868317014469, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714868317031292, "dur": 214, + "args": { + "External id": 16477, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16477, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16477, "pid": 0, "tid": 7, "ts": 1714868317031292, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014473, "dur": 2, + "args": { + "External id": 16477, + "cbid": 211, "correlation": 16477 + } + }, + { + "ph": "s", "id": 16477, "pid": 318186, "tid": 318186, "ts": 1714868317014473, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868317031507, "dur": 1098, + "args": { + "External id": 16483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16483, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16483, "pid": 0, "tid": 7, "ts": 1714868317031507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014528, "dur": 5, + "args": { + "External id": 16483, + "cbid": 211, "correlation": 16483 + } + }, + { + "ph": "s", "id": 16483, "pid": 318186, "tid": 318186, "ts": 1714868317014528, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868317032605, "dur": 1080, + "args": { + "External id": 16486, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16486, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16486, "pid": 0, "tid": 7, "ts": 1714868317032605, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014536, "dur": 2, + "args": { + "External id": 16486, + "cbid": 211, "correlation": 16486 + } + }, + { + "ph": "s", "id": 16486, "pid": 318186, "tid": 318186, "ts": 1714868317014536, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868317033687, "dur": 1110, + "args": { + "External id": 16489, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16489, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16489, "pid": 0, "tid": 7, "ts": 1714868317033687, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014540, "dur": 2, + "args": { + "External id": 16489, + "cbid": 211, "correlation": 16489 + } + }, + { + "ph": "s", "id": 16489, "pid": 318186, "tid": 318186, "ts": 1714868317014540, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868317034798, "dur": 1115, + "args": { + "External id": 16492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16492, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16492, "pid": 0, "tid": 7, "ts": 1714868317034798, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014544, "dur": 2, + "args": { + "External id": 16492, + "cbid": 211, "correlation": 16492 + } + }, + { + "ph": "s", "id": 16492, "pid": 318186, "tid": 318186, "ts": 1714868317014544, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714868317035914, "dur": 400, + "args": { + "External id": 16495, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16495, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16495, "pid": 0, "tid": 7, "ts": 1714868317035914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317014548, "dur": 2, + "args": { + "External id": 16495, + "cbid": 211, "correlation": 16495 + } + }, + { + "ph": "s", "id": 16495, "pid": 318186, "tid": 318186, "ts": 1714868317014548, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714868317036323, "dur": 1, + "args": { + "External id": 16501, + "device": 0, "context": 1, + "stream": 7, "correlation": 16501, + "bytes": 4, "memory bandwidth (GB/s)": 0.002232142857142857 + } + }, + { + "ph": "f", "id": 16501, "pid": 0, "tid": 7, "ts": 1714868317036323, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 318186, "tid": 318186, + "ts": 1714868317014616, "dur": 21716, + "args": { + "External id": 16501, + "cbid": 41, "correlation": 16501 + } + }, + { + "ph": "s", "id": 16501, "pid": 318186, "tid": 318186, "ts": 1714868317014616, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 318186, "tid": 318186, + "ts": 1714868317036333, "dur": 5, + "args": { + "External id": 16502, + "cbid": 131, "correlation": 16502 + } + }, + { + "ph": "s", "id": 16502, "pid": 318186, "tid": 318186, "ts": 1714868317036333, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317036398, "dur": 1, + "args": { + "External id": 16511, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16511, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16511, "pid": 0, "tid": 7, "ts": 1714868317036398, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317036383, "dur": 14, + "args": { + "External id": 16511, + "cbid": 211, "correlation": 16511 + } + }, + { + "ph": "s", "id": 16511, "pid": 318186, "tid": 318186, "ts": 1714868317036383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714868317036450, "dur": 1, + "args": { + "External id": 16521, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16521, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16521, "pid": 0, "tid": 7, "ts": 1714868317036450, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317036442, "dur": 6, + "args": { + "External id": 16521, + "cbid": 211, "correlation": 16521 + } + }, + { + "ph": "s", "id": 16521, "pid": 318186, "tid": 318186, "ts": 1714868317036442, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868317036480, "dur": 1, + "args": { + "External id": 16531, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16531, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16531, "pid": 0, "tid": 7, "ts": 1714868317036480, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317036472, "dur": 6, + "args": { + "External id": 16531, + "cbid": 211, "correlation": 16531 + } + }, + { + "ph": "s", "id": 16531, "pid": 318186, "tid": 318186, "ts": 1714868317036472, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714868317036532, "dur": 1, + "args": { + "External id": 16549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16549, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16549, "pid": 0, "tid": 7, "ts": 1714868317036532, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317036524, "dur": 6, + "args": { + "External id": 16549, + "cbid": 211, "correlation": 16549 + } + }, + { + "ph": "s", "id": 16549, "pid": 318186, "tid": 318186, "ts": 1714868317036524, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714868317036547, "dur": 4, + "args": { + "External id": 16559, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16559, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16559, "pid": 0, "tid": 7, "ts": 1714868317036547, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 318186, "tid": 318186, + "ts": 1714868317036541, "dur": 5, + "args": { + "External id": 16559, + "cbid": 211, "correlation": 16559 + } + }, + { + "ph": "s", "id": 16559, "pid": 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TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602849852, "dur": 43, + "args": { + "External id": 4345, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4345, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4345, "pid": 0, "tid": 7, "ts": 1714869602849852, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602849844, "dur": 53, + "args": { + "External id": 4345, + "cbid": 211, "correlation": 4345 + } + }, + { + "ph": "s", "id": 4345, "pid": 321443, "tid": 321443, "ts": 1714869602849844, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602849927, "dur": 48, + "args": { + "External id": 4359, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4359, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4359, "pid": 0, "tid": 7, "ts": 1714869602849927, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602849919, "dur": 58, + "args": { + "External id": 4359, + "cbid": 211, "correlation": 4359 + } + }, + { + "ph": "s", "id": 4359, "pid": 321443, "tid": 321443, "ts": 1714869602849919, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602850054, "dur": 2, + "args": { + "External id": 4381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4381, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4381, "pid": 0, "tid": 7, "ts": 1714869602850054, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850045, "dur": 14, + "args": { + "External id": 4381, + "cbid": 211, "correlation": 4381 + } + }, + { + "ph": "s", "id": 4381, "pid": 321443, "tid": 321443, "ts": 1714869602850045, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602850159, "dur": 11, + "args": { + "External id": 4398, + "device": 0, "context": 1, + "stream": 7, "correlation": 4398, + "bytes": 110232, "memory bandwidth (GB/s)": 9.758498583569406 + } + }, + { + "ph": "f", "id": 4398, "pid": 0, "tid": 7, "ts": 1714869602850159, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602850145, "dur": 11, + "args": { + "External id": 4398, + "cbid": 41, "correlation": 4398 + } + }, + { + "ph": "s", "id": 4398, "pid": 321443, "tid": 321443, "ts": 1714869602850145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602850157, "dur": 16, + "args": { + "External id": 4399, + "cbid": 131, "correlation": 4399 + } + }, + { + "ph": "s", "id": 4399, "pid": 321443, "tid": 321443, "ts": 1714869602850157, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602850200, "dur": 16, + "args": { + "External id": 4408, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4408, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4408, "pid": 0, "tid": 7, "ts": 1714869602850200, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850192, "dur": 27, + "args": { + "External id": 4408, + "cbid": 211, "correlation": 4408 + } + }, + { + "ph": "s", "id": 4408, "pid": 321443, "tid": 321443, "ts": 1714869602850192, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602850249, "dur": 30, + "args": { + "External id": 4421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4421, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4421, "pid": 0, "tid": 7, "ts": 1714869602850249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850242, "dur": 40, + "args": { + "External id": 4421, + "cbid": 211, "correlation": 4421 + } + }, + { + "ph": "s", "id": 4421, "pid": 321443, "tid": 321443, "ts": 1714869602850242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602850310, "dur": 36, + "args": { + "External id": 4435, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4435, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4435, "pid": 0, "tid": 7, "ts": 1714869602850310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850302, "dur": 46, + "args": { + "External id": 4435, + "cbid": 211, "correlation": 4435 + } + }, + { + "ph": "s", "id": 4435, "pid": 321443, "tid": 321443, "ts": 1714869602850302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602850415, "dur": 2, + "args": { + "External id": 4457, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4457, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4457, "pid": 0, "tid": 7, "ts": 1714869602850415, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850407, "dur": 13, + "args": { + "External id": 4457, + "cbid": 211, "correlation": 4457 + } + }, + { + "ph": "s", "id": 4457, "pid": 321443, "tid": 321443, "ts": 1714869602850407, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602850514, "dur": 4, + "args": { + "External id": 4474, + "device": 0, "context": 1, + "stream": 7, "correlation": 4474, + "bytes": 54928, "memory bandwidth (GB/s)": 11.67687074829932 + } + }, + { + "ph": "f", "id": 4474, "pid": 0, "tid": 7, "ts": 1714869602850514, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602850502, "dur": 8, + "args": { + "External id": 4474, + "cbid": 41, "correlation": 4474 + } + }, + { + "ph": "s", "id": 4474, "pid": 321443, "tid": 321443, "ts": 1714869602850502, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602850511, "dur": 10, + "args": { + "External id": 4475, + "cbid": 131, "correlation": 4475 + } + }, + { + "ph": "s", "id": 4475, "pid": 321443, "tid": 321443, "ts": 1714869602850511, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602850546, "dur": 9, + "args": { + "External id": 4484, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4484, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4484, "pid": 0, "tid": 7, "ts": 1714869602850546, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850538, "dur": 20, + "args": { + "External id": 4484, + "cbid": 211, "correlation": 4484 + } + }, + { + "ph": "s", "id": 4484, "pid": 321443, "tid": 321443, "ts": 1714869602850538, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602850585, "dur": 13, + "args": { + "External id": 4497, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4497, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4497, "pid": 0, "tid": 7, "ts": 1714869602850585, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850578, "dur": 23, + "args": { + "External id": 4497, + "cbid": 211, "correlation": 4497 + } + }, + { + "ph": "s", "id": 4497, "pid": 321443, "tid": 321443, "ts": 1714869602850578, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602850630, "dur": 34, + "args": { + "External id": 4512, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4512, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. 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1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4534, "pid": 0, "tid": 7, "ts": 1714869602850733, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850724, "dur": 13, + "args": { + "External id": 4534, + "cbid": 211, "correlation": 4534 + } + }, + { + "ph": "s", "id": 4534, "pid": 321443, "tid": 321443, "ts": 1714869602850724, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602850854, "dur": 14, + "args": { + "External id": 4551, + "device": 0, "context": 1, + "stream": 7, "correlation": 4551, + "bytes": 147912, "memory bandwidth (GB/s)": 10.387078651685393 + } + }, + { + "ph": "f", "id": 4551, "pid": 0, "tid": 7, "ts": 1714869602850854, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602850839, "dur": 12, + "args": { + "External id": 4551, + "cbid": 41, "correlation": 4551 + } + }, + { + "ph": "s", "id": 4551, "pid": 321443, "tid": 321443, "ts": 1714869602850839, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602850852, "dur": 18, + "args": { + "External id": 4552, + "cbid": 131, "correlation": 4552 + } + }, + { + "ph": "s", "id": 4552, "pid": 321443, "tid": 321443, "ts": 1714869602850852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602850898, "dur": 21, + "args": { + "External id": 4561, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4561, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4561, "pid": 0, "tid": 7, "ts": 1714869602850898, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850889, "dur": 32, + "args": { + "External id": 4561, + "cbid": 211, "correlation": 4561 + } + }, + { + "ph": "s", "id": 4561, "pid": 321443, "tid": 321443, "ts": 1714869602850889, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602850949, "dur": 41, + "args": { + "External id": 4574, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4574, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4574, "pid": 0, "tid": 7, "ts": 1714869602850949, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602850942, "dur": 50, + "args": { + "External id": 4574, + "cbid": 211, "correlation": 4574 + } + }, + { + "ph": "s", "id": 4574, "pid": 321443, "tid": 321443, "ts": 1714869602850942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602851021, "dur": 46, + "args": { + "External id": 4588, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4588, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4588, "pid": 0, "tid": 7, "ts": 1714869602851021, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851013, "dur": 56, + "args": { + "External id": 4588, + "cbid": 211, "correlation": 4588 + } + }, + { + "ph": "s", "id": 4588, "pid": 321443, "tid": 321443, "ts": 1714869602851013, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602851137, "dur": 2, + "args": { + "External id": 4610, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4610, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4610, "pid": 0, "tid": 7, "ts": 1714869602851137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851129, "dur": 13, + "args": { + "External id": 4610, + "cbid": 211, "correlation": 4610 + } + }, + { + "ph": "s", "id": 4610, "pid": 321443, "tid": 321443, "ts": 1714869602851129, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602851228, "dur": 0, + "args": { + "External id": 4627, + "device": 0, "context": 1, + "stream": 7, "correlation": 4627, + "bytes": 24, "memory bandwidth (GB/s)": 0.06266318537859007 + } + }, + { + "ph": "f", "id": 4627, "pid": 0, "tid": 7, "ts": 1714869602851228, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602851218, "dur": 6, + "args": { + "External id": 4627, + "cbid": 41, "correlation": 4627 + } + }, + { + "ph": "s", "id": 4627, "pid": 321443, "tid": 321443, "ts": 1714869602851218, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602851225, "dur": 5, + "args": { + "External id": 4628, + "cbid": 131, "correlation": 4628 + } + }, + { + "ph": "s", "id": 4628, "pid": 321443, "tid": 321443, "ts": 1714869602851225, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602851256, "dur": 2, + "args": { + "External id": 4637, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4637, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4637, "pid": 0, "tid": 7, "ts": 1714869602851256, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851247, "dur": 13, + "args": { + "External id": 4637, + "cbid": 211, "correlation": 4637 + } + }, + { + "ph": "s", "id": 4637, "pid": 321443, "tid": 321443, "ts": 1714869602851247, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602851288, "dur": 2, + "args": { + "External id": 4650, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4650, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4650, "pid": 0, "tid": 7, "ts": 1714869602851288, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851281, "dur": 12, + "args": { + "External id": 4650, + "cbid": 211, "correlation": 4650 + } + }, + { + "ph": "s", "id": 4650, "pid": 321443, "tid": 321443, "ts": 1714869602851281, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602851321, "dur": 5, + "args": { + "External id": 4665, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4665, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4665, "pid": 0, "tid": 7, "ts": 1714869602851321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851313, "dur": 15, + "args": { + "External id": 4665, + "cbid": 211, "correlation": 4665 + } + }, + { + "ph": "s", "id": 4665, "pid": 321443, "tid": 321443, "ts": 1714869602851313, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602851400, "dur": 2, + "args": { + "External id": 4687, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4687, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4687, "pid": 0, "tid": 7, "ts": 1714869602851400, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851392, "dur": 13, + "args": { + "External id": 4687, + "cbid": 211, "correlation": 4687 + } + }, + { + "ph": "s", "id": 4687, "pid": 321443, "tid": 321443, "ts": 1714869602851392, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602851495, "dur": 4, + "args": { + "External id": 4704, + "device": 0, "context": 1, + "stream": 7, "correlation": 4704, + "bytes": 50104, "memory bandwidth (GB/s)": 11.598148148148148 + } + }, + { + "ph": "f", "id": 4704, "pid": 0, "tid": 7, "ts": 1714869602851495, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602851483, "dur": 8, + "args": { + "External id": 4704, + "cbid": 41, "correlation": 4704 + } + }, + { + "ph": "s", "id": 4704, "pid": 321443, "tid": 321443, "ts": 1714869602851483, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602851492, "dur": 9, + "args": { + "External id": 4705, + "cbid": 131, "correlation": 4705 + } + }, + { + "ph": "s", "id": 4705, "pid": 321443, "tid": 321443, "ts": 1714869602851492, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602851527, "dur": 8, + "args": { + "External id": 4714, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4714, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4714, "pid": 0, "tid": 7, "ts": 1714869602851527, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851518, "dur": 19, + "args": { + "External id": 4714, + "cbid": 211, "correlation": 4714 + } + }, + { + "ph": "s", "id": 4714, "pid": 321443, "tid": 321443, "ts": 1714869602851518, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602851565, "dur": 13, + "args": { + "External id": 4727, + "queued": 0, 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1714869602851709, "dur": 2, + "args": { + "External id": 4764, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4764, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4764, "pid": 0, "tid": 7, "ts": 1714869602851709, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851701, "dur": 13, + "args": { + "External id": 4764, + "cbid": 211, "correlation": 4764 + } + }, + { + "ph": "s", "id": 4764, "pid": 321443, "tid": 321443, "ts": 1714869602851701, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602851798, "dur": 1, + "args": { + "External id": 4781, + "device": 0, "context": 1, + "stream": 7, "correlation": 4781, + "bytes": 9872, "memory bandwidth (GB/s)": 8.814285714285715 + } + }, + { + "ph": "f", "id": 4781, "pid": 0, "tid": 7, "ts": 1714869602851798, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602851789, "dur": 7, + "args": { + "External id": 4781, + "cbid": 41, "correlation": 4781 + } + }, + { + "ph": "s", "id": 4781, "pid": 321443, "tid": 321443, "ts": 1714869602851789, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602851796, "dur": 5, + "args": { + "External id": 4782, + "cbid": 131, "correlation": 4782 + } + }, + { + "ph": "s", "id": 4782, "pid": 321443, "tid": 321443, "ts": 1714869602851796, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602851826, "dur": 3, + "args": { + "External id": 4791, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4791, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 4791, "pid": 0, "tid": 7, "ts": 1714869602851826, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851818, "dur": 14, + "args": { + "External id": 4791, + "cbid": 211, "correlation": 4791 + } + }, + { + "ph": "s", "id": 4791, "pid": 321443, "tid": 321443, "ts": 1714869602851818, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602851859, "dur": 4, + "args": { + "External id": 4804, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4804, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 4804, "pid": 0, "tid": 7, "ts": 1714869602851859, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851851, "dur": 13, + "args": { + "External id": 4804, + "cbid": 211, "correlation": 4804 + } + }, + { + "ph": "s", "id": 4804, "pid": 321443, "tid": 321443, "ts": 1714869602851851, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602851892, "dur": 9, + "args": { + "External id": 4819, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4819, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4819, "pid": 0, "tid": 7, "ts": 1714869602851892, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851885, "dur": 18, + "args": { + "External id": 4819, + "cbid": 211, "correlation": 4819 + } + }, + { + "ph": "s", "id": 4819, "pid": 321443, "tid": 321443, "ts": 1714869602851885, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602851968, "dur": 2, + "args": { + "External id": 4841, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4841, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4841, "pid": 0, "tid": 7, "ts": 1714869602851968, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602851960, "dur": 12, + "args": { + "External id": 4841, + "cbid": 211, "correlation": 4841 + } + }, + { + "ph": "s", "id": 4841, "pid": 321443, "tid": 321443, "ts": 1714869602851960, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602852056, "dur": 0, + "args": { + "External id": 4858, + "device": 0, "context": 1, + "stream": 7, "correlation": 4858, + "bytes": 392, "memory bandwidth (GB/s)": 0.875 + } + }, + { + "ph": "f", "id": 4858, "pid": 0, "tid": 7, "ts": 1714869602852056, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602852046, "dur": 6, + "args": { + "External id": 4858, + "cbid": 41, "correlation": 4858 + } + }, + { + "ph": "s", "id": 4858, "pid": 321443, "tid": 321443, "ts": 1714869602852046, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602852053, "dur": 5, + "args": { + "External id": 4859, + "cbid": 131, "correlation": 4859 + } + }, + { + "ph": "s", "id": 4859, "pid": 321443, "tid": 321443, "ts": 1714869602852053, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602852083, "dur": 3, + "args": { + "External id": 4868, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4868, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4868, "pid": 0, "tid": 7, "ts": 1714869602852083, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602852074, "dur": 13, + "args": { + "External id": 4868, + "cbid": 211, "correlation": 4868 + } + }, + { + "ph": "s", "id": 4868, "pid": 321443, "tid": 321443, "ts": 1714869602852074, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602852115, "dur": 3, + "args": { + "External id": 4881, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4881, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4881, "pid": 0, "tid": 7, "ts": 1714869602852115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602852107, "dur": 12, + "args": { + "External id": 4881, + "cbid": 211, "correlation": 4881 + } + }, + { + "ph": "s", "id": 4881, "pid": 321443, "tid": 321443, "ts": 1714869602852107, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602852148, "dur": 5, + "args": { + "External id": 4896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4896, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4896, "pid": 0, "tid": 7, "ts": 1714869602852148, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602852140, "dur": 15, + "args": { + "External id": 4896, + "cbid": 211, "correlation": 4896 + } + }, + { + "ph": "s", "id": 4896, "pid": 321443, "tid": 321443, "ts": 1714869602852140, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602852219, "dur": 2, + "args": { + "External id": 4918, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4918, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4918, "pid": 0, "tid": 7, "ts": 1714869602852219, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602852211, "dur": 12, + "args": { + "External id": 4918, + "cbid": 211, "correlation": 4918 + } + }, + { + "ph": "s", "id": 4918, "pid": 321443, "tid": 321443, "ts": 1714869602852211, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602853088, "dur": 728, + "args": { + "External id": 4935, + "device": 0, "context": 1, + "stream": 7, "correlation": 4935, + "bytes": 6837440, "memory bandwidth (GB/s)": 9.390037066080348 + } + }, + { + "ph": "f", "id": 4935, "pid": 0, "tid": 7, "ts": 1714869602853088, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602852986, "dur": 728, + "args": { + "External id": 4935, + "cbid": 41, "correlation": 4935 + } + }, + { + "ph": "s", "id": 4935, "pid": 321443, "tid": 321443, "ts": 1714869602852986, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602853715, "dur": 104, + "args": { + "External id": 4936, + "cbid": 131, "correlation": 4936 + } + }, + { + "ph": "s", "id": 4936, "pid": 321443, "tid": 321443, "ts": 1714869602853715, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602853851, "dur": 1699, + "args": { + "External id": 4945, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4945, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4945, "pid": 0, "tid": 7, "ts": 1714869602853851, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602853841, "dur": 1713, + "args": { + "External id": 4945, + "cbid": 211, "correlation": 4945 + } + }, + { + "ph": "s", "id": 4945, "pid": 321443, "tid": 321443, "ts": 1714869602853841, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602855586, "dur": 1872, + "args": { + "External id": 4958, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4958, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4958, "pid": 0, "tid": 7, "ts": 1714869602855586, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602855578, "dur": 1884, + "args": { + "External id": 4958, + "cbid": 211, "correlation": 4958 + } + }, + { + "ph": "s", "id": 4958, "pid": 321443, "tid": 321443, "ts": 1714869602855578, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602857499, "dur": 1495, + "args": { + "External id": 4972, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4972, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4972, "pid": 0, "tid": 7, "ts": 1714869602857499, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602857490, "dur": 1507, + "args": { + "External id": 4972, + "cbid": 211, "correlation": 4972 + } + }, + { + "ph": "s", "id": 4972, "pid": 321443, "tid": 321443, "ts": 1714869602857490, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602859075, "dur": 2, + "args": { + "External id": 4994, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4994, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4994, "pid": 0, "tid": 7, "ts": 1714869602859075, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602859065, "dur": 14, + "args": { + "External id": 4994, + "cbid": 211, "correlation": 4994 + } + }, + { + "ph": "s", 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"dur": 81, + "args": { + "External id": 5012, + "cbid": 131, "correlation": 5012 + } + }, + { + "ph": "s", "id": 5012, "pid": 321443, "tid": 321443, "ts": 1714869602859292, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602859401, "dur": 114, + "args": { + "External id": 5021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5021, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5021, "pid": 0, "tid": 7, "ts": 1714869602859401, + "cat": 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1714869602859546, "dur": 253, + "args": { + "External id": 5034, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5034, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5034, "pid": 0, "tid": 7, "ts": 1714869602859546, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602859538, "dur": 263, + "args": { + "External id": 5034, + "cbid": 211, "correlation": 5034 + } + }, + { + "ph": "s", "id": 5034, "pid": 321443, "tid": 321443, "ts": 1714869602859538, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, 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at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602860108, "dur": 2, + "args": { + "External id": 5070, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5070, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5070, "pid": 0, "tid": 7, "ts": 1714869602860108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602860100, "dur": 13, + "args": { + "External id": 5070, + "cbid": 211, "correlation": 5070 + } + }, + { + "ph": "s", "id": 5070, "pid": 321443, "tid": 321443, "ts": 1714869602860100, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602860277, "dur": 51, + "args": { + "External id": 5087, + "device": 0, "context": 1, + "stream": 7, "correlation": 5087, + "bytes": 605880, "memory bandwidth (GB/s)": 11.665896487985213 + } + }, + { + "ph": "f", "id": 5087, "pid": 0, "tid": 7, "ts": 1714869602860277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602860238, "dur": 36, + "args": { + "External id": 5087, + "cbid": 41, "correlation": 5087 + } + }, + { + "ph": "s", "id": 5087, "pid": 321443, "tid": 321443, "ts": 1714869602860238, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602860276, "dur": 56, + "args": { + "External id": 5088, + "cbid": 131, "correlation": 5088 + } + }, + { + "ph": "s", "id": 5088, "pid": 321443, "tid": 321443, "ts": 1714869602860276, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602860358, "dur": 76, + "args": { + "External id": 5097, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5097, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5097, "pid": 0, "tid": 7, "ts": 1714869602860358, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602860350, "dur": 87, + "args": { + "External id": 5097, + "cbid": 211, "correlation": 5097 + } + }, + { + "ph": "s", "id": 5097, "pid": 321443, "tid": 321443, "ts": 1714869602860350, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602860465, "dur": 169, + "args": { + "External id": 5110, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5110, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5110, "pid": 0, "tid": 7, "ts": 1714869602860465, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602860458, "dur": 180, + "args": { + "External id": 5110, + "cbid": 211, "correlation": 5110 + } + }, + { + "ph": "s", "id": 5110, "pid": 321443, "tid": 321443, "ts": 1714869602860458, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602860670, "dur": 144, + "args": { + "External id": 5124, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5124, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5124, "pid": 0, "tid": 7, "ts": 1714869602860670, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602860661, "dur": 155, + "args": { + "External id": 5124, + "cbid": 211, "correlation": 5124 + } + }, + { + "ph": "s", "id": 5124, "pid": 321443, "tid": 321443, "ts": 1714869602860661, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602860883, "dur": 2, + "args": { + "External id": 5146, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5146, + 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"tid": 7, "ts": 1714869602860972, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602860962, "dur": 6, + "args": { + "External id": 5163, + "cbid": 41, "correlation": 5163 + } + }, + { + "ph": "s", "id": 5163, "pid": 321443, "tid": 321443, "ts": 1714869602860962, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602860969, "dur": 5, + "args": { + "External id": 5164, + "cbid": 131, "correlation": 5164 + } + }, + { + "ph": "s", "id": 5164, "pid": 321443, "tid": 321443, "ts": 1714869602860969, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602860999, "dur": 3, + "args": { + "External id": 5173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5173, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5173, "pid": 0, "tid": 7, "ts": 1714869602860999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602860990, "dur": 14, + "args": { + "External id": 5173, + "cbid": 211, "correlation": 5173 + } + }, + { + "ph": "s", "id": 5173, "pid": 321443, "tid": 321443, "ts": 1714869602860990, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602861033, "dur": 3, + "args": { + "External id": 5186, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5186, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5186, "pid": 0, "tid": 7, "ts": 1714869602861033, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", 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"X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602861058, "dur": 17, + "args": { + "External id": 5201, + "cbid": 211, "correlation": 5201 + } + }, + { + "ph": "s", "id": 5201, "pid": 321443, "tid": 321443, "ts": 1714869602861058, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602861142, "dur": 2, + "args": { + "External id": 5223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5223, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5223, "pid": 0, "tid": 7, "ts": 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"ts": 1714869602861324, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602861409, "dur": 2, + "args": { + "External id": 5300, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5300, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5300, "pid": 0, "tid": 7, "ts": 1714869602861409, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602861400, "dur": 13, + "args": { + "External id": 5300, + "cbid": 211, "correlation": 5300 + } 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1714869602861504, "dur": 10, + "args": { + "External id": 5318, + "cbid": 131, "correlation": 5318 + } + }, + { + "ph": "s", "id": 5318, "pid": 321443, "tid": 321443, "ts": 1714869602861504, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602861539, "dur": 9, + "args": { + "External id": 5327, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5327, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5327, "pid": 0, "tid": 7, "ts": 1714869602861539, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602861531, "dur": 20, + "args": { + "External id": 5327, + "cbid": 211, "correlation": 5327 + } + }, + { + "ph": "s", "id": 5327, "pid": 321443, "tid": 321443, "ts": 1714869602861531, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602861578, "dur": 14, + "args": { + "External id": 5340, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5340, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5340, "pid": 0, "tid": 7, "ts": 1714869602861578, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602861571, "dur": 24, + "args": { + "External id": 5340, + "cbid": 211, "correlation": 5340 + } + }, + { + "ph": "s", "id": 5340, "pid": 321443, "tid": 321443, "ts": 1714869602861571, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 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1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5432, "pid": 0, "tid": 7, "ts": 1714869602861924, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602861916, "dur": 15, + "args": { + "External id": 5432, + "cbid": 211, "correlation": 5432 + } + }, + { + "ph": "s", "id": 5432, "pid": 321443, "tid": 321443, "ts": 1714869602861916, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602861994, "dur": 2, + "args": { + "External id": 5454, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5454, + "registers per thread": 32, + "shared memory": 0, + "blocks per 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"ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602862070, "dur": 5, + "args": { + "External id": 5471, + "cbid": 41, "correlation": 5471 + } + }, + { + "ph": "s", "id": 5471, "pid": 321443, "tid": 321443, "ts": 1714869602862070, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602862077, "dur": 5, + "args": { + "External id": 5472, + "cbid": 131, "correlation": 5472 + } + }, + { + "ph": "s", "id": 5472, "pid": 321443, "tid": 321443, "ts": 1714869602862077, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602862106, "dur": 2, + "args": { + "External id": 5481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5481, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5481, "pid": 0, "tid": 7, "ts": 1714869602862106, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862098, "dur": 13, + "args": { + "External id": 5481, + "cbid": 211, "correlation": 5481 + } + }, + { + "ph": "s", "id": 5481, "pid": 321443, "tid": 321443, "ts": 1714869602862098, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602862138, "dur": 2, + "args": { + "External id": 5494, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5494, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5494, "pid": 0, "tid": 7, "ts": 1714869602862138, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862131, "dur": 12, + "args": { + "External id": 5494, + "cbid": 211, "correlation": 5494 + } + }, + { + "ph": "s", "id": 5494, "pid": 321443, "tid": 321443, "ts": 1714869602862131, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602862170, "dur": 4, + "args": { + "External id": 5509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5509, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5509, "pid": 0, "tid": 7, "ts": 1714869602862170, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862162, "dur": 14, + "args": { + "External id": 5509, + "cbid": 211, "correlation": 5509 + } + }, + { + "ph": "s", "id": 5509, "pid": 321443, "tid": 321443, "ts": 1714869602862162, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602862239, "dur": 2, + "args": { + "External id": 5531, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5531, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5531, "pid": 0, "tid": 7, "ts": 1714869602862239, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862230, "dur": 13, + "args": { + "External id": 5531, + "cbid": 211, "correlation": 5531 + } + }, + { + "ph": "s", "id": 5531, "pid": 321443, "tid": 321443, "ts": 1714869602862230, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602862325, "dur": 0, + "args": { + "External id": 5548, + "device": 0, "context": 1, + "stream": 7, "correlation": 5548, + "bytes": 7344, "memory bandwidth (GB/s)": 9.964721845318861 + } + }, + { + "ph": "f", "id": 5548, "pid": 0, "tid": 7, "ts": 1714869602862325, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602862316, "dur": 6, + "args": { + "External id": 5548, + "cbid": 41, "correlation": 5548 + } + }, + { + "ph": "s", "id": 5548, "pid": 321443, "tid": 321443, "ts": 1714869602862316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602862323, "dur": 4, + "args": { + "External id": 5549, + "cbid": 131, "correlation": 5549 + } + }, + { + "ph": "s", "id": 5549, "pid": 321443, "tid": 321443, "ts": 1714869602862323, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602862352, "dur": 3, + "args": { + "External id": 5558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5558, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 5558, "pid": 0, "tid": 7, "ts": 1714869602862352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862344, "dur": 13, + "args": { + "External id": 5558, + "cbid": 211, "correlation": 5558 + } + }, + { + "ph": "s", "id": 5558, "pid": 321443, "tid": 321443, "ts": 1714869602862344, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602862384, "dur": 3, + "args": { + "External id": 5571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5571, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 5571, "pid": 0, "tid": 7, "ts": 1714869602862384, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862377, "dur": 12, + "args": { + "External id": 5571, + "cbid": 211, "correlation": 5571 + } + }, + { + "ph": "s", "id": 5571, "pid": 321443, "tid": 321443, "ts": 1714869602862377, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602862416, "dur": 8, + "args": { + "External id": 5586, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5586, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5586, "pid": 0, "tid": 7, "ts": 1714869602862416, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862409, "dur": 17, + "args": { + "External id": 5586, + "cbid": 211, "correlation": 5586 + } + }, + { + "ph": "s", "id": 5586, "pid": 321443, "tid": 321443, "ts": 1714869602862409, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602862489, "dur": 2, + "args": { + "External id": 5608, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5608, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5608, "pid": 0, "tid": 7, "ts": 1714869602862489, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862481, "dur": 12, + "args": { + "External id": 5608, + "cbid": 211, "correlation": 5608 + } + }, + { + "ph": "s", "id": 5608, "pid": 321443, "tid": 321443, "ts": 1714869602862481, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602862574, "dur": 0, + "args": { + "External id": 5625, + "device": 0, "context": 1, + "stream": 7, "correlation": 5625, + "bytes": 112, "memory bandwidth (GB/s)": 0.2916666666666667 + } + }, + { + "ph": "f", "id": 5625, "pid": 0, "tid": 7, "ts": 1714869602862574, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602862565, "dur": 5, + "args": { + "External id": 5625, + "cbid": 41, "correlation": 5625 + } + }, + { + "ph": "s", "id": 5625, "pid": 321443, "tid": 321443, "ts": 1714869602862565, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602862572, "dur": 5, + "args": { + "External id": 5626, + "cbid": 131, "correlation": 5626 + } + }, + { + "ph": "s", "id": 5626, "pid": 321443, "tid": 321443, "ts": 1714869602862572, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602862601, "dur": 3, + "args": { + "External id": 5635, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5635, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5635, "pid": 0, "tid": 7, "ts": 1714869602862601, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862592, "dur": 14, + "args": { + "External id": 5635, + "cbid": 211, "correlation": 5635 + } + }, + { + "ph": "s", "id": 5635, "pid": 321443, "tid": 321443, "ts": 1714869602862592, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602862633, "dur": 3, + "args": { + "External id": 5648, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5648, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5648, "pid": 0, "tid": 7, "ts": 1714869602862633, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862626, "dur": 13, + "args": { + "External id": 5648, + "cbid": 211, "correlation": 5648 + } + }, + { + "ph": "s", "id": 5648, "pid": 321443, "tid": 321443, "ts": 1714869602862626, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602862666, "dur": 5, + "args": { + "External id": 5663, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5663, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5663, "pid": 0, "tid": 7, "ts": 1714869602862666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862658, "dur": 15, + "args": { + "External id": 5663, + "cbid": 211, "correlation": 5663 + } + }, + { + "ph": "s", "id": 5663, "pid": 321443, "tid": 321443, "ts": 1714869602862658, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602862735, "dur": 2, + "args": { + "External id": 5685, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5685, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5685, "pid": 0, "tid": 7, "ts": 1714869602862735, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602862727, "dur": 12, + "args": { + "External id": 5685, + "cbid": 211, "correlation": 5685 + } + }, + { + "ph": "s", "id": 5685, "pid": 321443, "tid": 321443, "ts": 1714869602862727, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602863789, "dur": 1023, + "args": { + "External id": 5702, + "device": 0, "context": 1, + "stream": 7, "correlation": 5702, + "bytes": 10462264, "memory bandwidth (GB/s)": 10.223454330298557 + } + }, + { + "ph": "f", "id": 5702, "pid": 0, "tid": 7, "ts": 1714869602863789, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602863705, "dur": 992, + "args": { + "External id": 5702, + "cbid": 41, "correlation": 5702 + } + }, + { + "ph": "s", "id": 5702, "pid": 321443, "tid": 321443, "ts": 1714869602863705, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602864698, "dur": 117, + "args": { + "External id": 5703, + "cbid": 131, "correlation": 5703 + } + }, + { + "ph": "s", "id": 5703, "pid": 321443, "tid": 321443, "ts": 1714869602864698, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602864864, "dur": 2600, + "args": { + "External id": 5712, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5712, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5712, "pid": 0, "tid": 7, "ts": 1714869602864864, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602864849, "dur": 2620, + "args": { + "External id": 5712, + "cbid": 211, "correlation": 5712 + } + }, + { + "ph": "s", "id": 5712, "pid": 321443, "tid": 321443, "ts": 1714869602864849, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602867514, "dur": 2863, + "args": { + "External id": 5725, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5725, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], 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[64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5739, "pid": 0, "tid": 7, "ts": 1714869602870416, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602870407, "dur": 2300, + "args": { + "External id": 5739, + "cbid": 211, "correlation": 5739 + } + }, + { + "ph": "s", "id": 5739, "pid": 321443, "tid": 321443, "ts": 1714869602870407, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602872812, "dur": 2, + "args": { + "External id": 5761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5761, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5761, "pid": 0, "tid": 7, "ts": 1714869602872812, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602872802, "dur": 15, + "args": { + "External id": 5761, + "cbid": 211, "correlation": 5761 + } + }, + { + "ph": "s", "id": 5761, "pid": 321443, "tid": 321443, "ts": 1714869602872802, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602873331, "dur": 313, + "args": { + "External id": 5778, + "device": 0, "context": 1, + "stream": 7, "correlation": 5778, + "bytes": 3237936, "memory bandwidth (GB/s)": 10.329267047774602 + } + }, + { + "ph": "f", "id": 5778, "pid": 0, "tid": 7, "ts": 1714869602873331, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602873252, "dur": 303, + "args": { + "External id": 5778, + "cbid": 41, "correlation": 5778 + } + }, + { + "ph": "s", "id": 5778, "pid": 321443, "tid": 321443, "ts": 1714869602873252, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602873557, "dur": 91, + "args": { + "External id": 5779, + "cbid": 131, "correlation": 5779 + } + }, + { + "ph": "s", "id": 5779, "pid": 321443, "tid": 321443, "ts": 1714869602873557, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602873680, "dur": 674, + "args": { + "External id": 5788, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5788, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5788, "pid": 0, "tid": 7, "ts": 1714869602873680, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602873670, "dur": 686, + "args": { + "External id": 5788, + "cbid": 211, "correlation": 5788 + } + }, + { + "ph": "s", "id": 5788, "pid": 321443, "tid": 321443, "ts": 1714869602873670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602874386, "dur": 897, + "args": { + "External id": 5801, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5801, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5801, "pid": 0, "tid": 7, "ts": 1714869602874386, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602874377, "dur": 909, + "args": { + "External id": 5801, + "cbid": 211, "correlation": 5801 + } + }, + { + "ph": "s", "id": 5801, "pid": 321443, "tid": 321443, "ts": 1714869602874377, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602875321, "dur": 713, + "args": { + "External id": 5815, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5815, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5815, "pid": 0, "tid": 7, "ts": 1714869602875321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602875312, "dur": 724, + "args": { + "External id": 5815, + "cbid": 211, "correlation": 5815 + } + }, + { + "ph": "s", "id": 5815, "pid": 321443, "tid": 321443, "ts": 1714869602875312, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602876114, "dur": 2, + "args": { + "External id": 5837, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5837, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5837, "pid": 0, "tid": 7, "ts": 1714869602876114, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602876105, "dur": 14, + "args": { + "External id": 5837, + "cbid": 211, "correlation": 5837 + } + }, + { + "ph": "s", "id": 5837, "pid": 321443, "tid": 321443, "ts": 1714869602876105, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602877125, "dur": 913, + "args": { + "External id": 5854, + "device": 0, "context": 1, + "stream": 7, "correlation": 5854, + "bytes": 8844904, "memory bandwidth (GB/s)": 9.683070590296024 + } + }, + { + "ph": "f", "id": 5854, "pid": 0, "tid": 7, "ts": 1714869602877125, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602877040, "dur": 897, + "args": { + "External id": 5854, + "cbid": 41, "correlation": 5854 + } + }, + { + "ph": "s", "id": 5854, "pid": 321443, "tid": 321443, "ts": 1714869602877040, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602877938, "dur": 103, + "args": { + "External id": 5855, + "cbid": 131, "correlation": 5855 + } + }, + { + "ph": "s", "id": 5855, "pid": 321443, "tid": 321443, "ts": 1714869602877938, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602878072, "dur": 2198, + "args": { + "External id": 5864, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5864, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5864, "pid": 0, "tid": 7, "ts": 1714869602878072, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602878063, "dur": 2211, + "args": { + "External id": 5864, + "cbid": 211, "correlation": 5864 + } + }, + { + "ph": "s", "id": 5864, "pid": 321443, "tid": 321443, "ts": 1714869602878063, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602880308, "dur": 2427, + "args": { + "External id": 5877, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5877, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5877, "pid": 0, "tid": 7, "ts": 1714869602880308, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602880299, "dur": 2439, + "args": { + "External id": 5877, + "cbid": 211, "correlation": 5877 + } + }, + { + "ph": "s", "id": 5877, "pid": 321443, "tid": 321443, "ts": 1714869602880299, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602882772, "dur": 1938, + "args": { + "External id": 5891, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5891, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5891, "pid": 0, "tid": 7, "ts": 1714869602882772, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602882764, "dur": 1949, + "args": { + "External id": 5891, + "cbid": 211, "correlation": 5891 + } + }, + { + "ph": "s", "id": 5891, "pid": 321443, "tid": 321443, "ts": 1714869602882764, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602884788, "dur": 2, + "args": { + "External id": 5913, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5913, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5913, "pid": 0, "tid": 7, "ts": 1714869602884788, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602884779, "dur": 14, + "args": { + "External id": 5913, + "cbid": 211, "correlation": 5913 + } + }, + { + "ph": "s", "id": 5913, "pid": 321443, "tid": 321443, "ts": 1714869602884779, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602884975, "dur": 59, + "args": { + "External id": 5930, + "device": 0, "context": 1, + "stream": 7, "correlation": 5930, + "bytes": 701712, "memory bandwidth (GB/s)": 11.802206673842841 + } + }, + { + "ph": "f", "id": 5930, "pid": 0, "tid": 7, "ts": 1714869602884975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602884927, "dur": 46, + "args": { + "External id": 5930, + "cbid": 41, "correlation": 5930 + } + }, + { + "ph": "s", "id": 5930, "pid": 321443, "tid": 321443, "ts": 1714869602884927, + "cat": "ac2g", "name": 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1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5940, "pid": 0, "tid": 7, "ts": 1714869602885065, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602885056, "dur": 100, + "args": { + "External id": 5940, + "cbid": 211, "correlation": 5940 + } + }, + { + "ph": "s", "id": 5940, "pid": 321443, "tid": 321443, "ts": 1714869602885056, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602885184, "dur": 195, + "args": { + "External id": 5953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5953, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5953, "pid": 0, "tid": 7, "ts": 1714869602885184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602885177, "dur": 204, + "args": { + "External id": 5953, + "cbid": 211, "correlation": 5953 + } + }, + { + "ph": "s", "id": 5953, "pid": 321443, "tid": 321443, "ts": 1714869602885177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602885410, "dur": 165, + "args": { + "External id": 5967, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5967, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5967, "pid": 0, "tid": 7, "ts": 1714869602885410, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602885402, "dur": 175, + "args": { + "External id": 5967, + "cbid": 211, "correlation": 5967 + } + }, + { + "ph": "s", "id": 5967, "pid": 321443, "tid": 321443, "ts": 1714869602885402, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602885745, "dur": 8, + "args": { + "External id": 6006, + "device": 0, "context": 1, + "stream": 7, "correlation": 6006, + "bytes": 72248, "memory bandwidth (GB/s)": 8.424440298507463 + } + }, + { + "ph": "f", "id": 6006, "pid": 0, "tid": 7, "ts": 1714869602885745, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602885732, "dur": 10, + "args": { + "External id": 6006, + "cbid": 41, "correlation": 6006 + } + }, + { + "ph": "s", "id": 6006, "pid": 321443, "tid": 321443, "ts": 1714869602885732, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602885744, "dur": 13, + "args": { + "External id": 6007, + "cbid": 131, "correlation": 6007 + } + }, + { + "ph": "s", "id": 6007, "pid": 321443, "tid": 321443, "ts": 1714869602885744, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602885783, "dur": 11, + "args": { + "External id": 6016, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6016, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6016, "pid": 0, "tid": 7, "ts": 1714869602885783, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602885774, "dur": 22, + "args": { + "External id": 6016, + "cbid": 211, "correlation": 6016 + } + }, + { + "ph": "s", "id": 6016, "pid": 321443, "tid": 321443, "ts": 1714869602885774, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602885824, "dur": 18, + "args": { + "External id": 6029, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6029, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6029, "pid": 0, "tid": 7, "ts": 1714869602885824, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602885817, "dur": 28, + "args": { + "External id": 6029, + "cbid": 211, "correlation": 6029 + } + }, + { + "ph": "s", "id": 6029, "pid": 321443, "tid": 321443, "ts": 1714869602885817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602885872, "dur": 25, + "args": { + "External id": 6043, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6043, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6043, "pid": 0, "tid": 7, "ts": 1714869602885872, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602885864, "dur": 34, + "args": { + "External id": 6043, + "cbid": 211, "correlation": 6043 + } + }, + { + "ph": "s", "id": 6043, "pid": 321443, "tid": 321443, "ts": 1714869602885864, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602885965, "dur": 2, + "args": { + "External id": 6065, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6065, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6065, "pid": 0, "tid": 7, "ts": 1714869602885965, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602885956, "dur": 14, + "args": { + "External id": 6065, + "cbid": 211, "correlation": 6065 + } + }, + { + "ph": "s", "id": 6065, "pid": 321443, "tid": 321443, "ts": 1714869602885956, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602886053, "dur": 0, + "args": { + "External id": 6082, + "device": 0, "context": 1, + "stream": 7, "correlation": 6082, + "bytes": 608, "memory bandwidth (GB/s)": 1.4615384615384615 + } + }, + { + "ph": "f", "id": 6082, "pid": 0, "tid": 7, "ts": 1714869602886053, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602886043, "dur": 6, + "args": { + "External id": 6082, + "cbid": 41, "correlation": 6082 + } + }, + { + "ph": "s", "id": 6082, "pid": 321443, "tid": 321443, "ts": 1714869602886043, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602886050, "dur": 4, + "args": { + "External id": 6083, + "cbid": 131, "correlation": 6083 + } + }, + { + "ph": "s", "id": 6083, "pid": 321443, "tid": 321443, "ts": 1714869602886050, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602886079, "dur": 3, + "args": { + "External id": 6092, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6092, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 6092, "pid": 0, "tid": 7, "ts": 1714869602886079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886071, "dur": 13, + "args": { + "External id": 6092, + "cbid": 211, "correlation": 6092 + } + }, + { + "ph": "s", "id": 6092, "pid": 321443, "tid": 321443, "ts": 1714869602886071, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602886111, "dur": 3, + "args": { + "External id": 6105, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6105, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 6105, "pid": 0, "tid": 7, "ts": 1714869602886111, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886104, "dur": 12, + "args": { + "External id": 6105, + "cbid": 211, "correlation": 6105 + } + }, + { + "ph": "s", "id": 6105, "pid": 321443, "tid": 321443, "ts": 1714869602886104, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602886144, "dur": 6, + "args": { + "External id": 6120, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6120, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6120, "pid": 0, "tid": 7, "ts": 1714869602886144, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886137, "dur": 15, + "args": { + "External id": 6120, + "cbid": 211, "correlation": 6120 + } + }, + { + "ph": "s", "id": 6120, "pid": 321443, "tid": 321443, "ts": 1714869602886137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602886215, "dur": 2, + "args": { + "External id": 6142, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6142, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6142, "pid": 0, "tid": 7, "ts": 1714869602886215, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886207, "dur": 12, + "args": { + "External id": 6142, + "cbid": 211, "correlation": 6142 + } + }, + { + "ph": "s", "id": 6142, "pid": 321443, "tid": 321443, "ts": 1714869602886207, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602886303, "dur": 0, + "args": { + "External id": 6159, + "device": 0, "context": 1, + "stream": 7, "correlation": 6159, + "bytes": 264, "memory bandwidth (GB/s)": 0.6346153846153846 + } + }, + { + "ph": "f", "id": 6159, "pid": 0, "tid": 7, "ts": 1714869602886303, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602886293, "dur": 5, + "args": { + "External id": 6159, + "cbid": 41, "correlation": 6159 + } + }, + { + "ph": "s", "id": 6159, "pid": 321443, "tid": 321443, "ts": 1714869602886293, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602886300, "dur": 5, + "args": { + "External id": 6160, + "cbid": 131, "correlation": 6160 + } + }, + { + "ph": "s", "id": 6160, "pid": 321443, "tid": 321443, "ts": 1714869602886300, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602886329, "dur": 2, + "args": { + "External id": 6169, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6169, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6169, "pid": 0, "tid": 7, "ts": 1714869602886329, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886321, "dur": 13, + "args": { + "External id": 6169, + "cbid": 211, "correlation": 6169 + } + }, + { + "ph": "s", "id": 6169, "pid": 321443, "tid": 321443, "ts": 1714869602886321, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602886361, "dur": 3, + "args": { + "External id": 6182, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6182, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6182, "pid": 0, "tid": 7, "ts": 1714869602886361, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886354, "dur": 12, + "args": { + "External id": 6182, + "cbid": 211, "correlation": 6182 + } + }, + { + "ph": "s", "id": 6182, "pid": 321443, "tid": 321443, "ts": 1714869602886354, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602886394, "dur": 5, + "args": { + "External id": 6197, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6197, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6197, "pid": 0, "tid": 7, "ts": 1714869602886394, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886386, "dur": 14, + "args": { + "External id": 6197, + "cbid": 211, "correlation": 6197 + } + }, + { + "ph": "s", "id": 6197, "pid": 321443, "tid": 321443, "ts": 1714869602886386, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602886464, "dur": 2, + "args": { + "External id": 6219, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6219, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6219, "pid": 0, "tid": 7, "ts": 1714869602886464, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886456, "dur": 12, + "args": { + "External id": 6219, + "cbid": 211, "correlation": 6219 + } + }, + { + "ph": "s", "id": 6219, "pid": 321443, "tid": 321443, "ts": 1714869602886456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714869602886543, "dur": 3, + "args": { + "External id": 6230, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6230, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 6230, "pid": 0, "tid": 7, "ts": 1714869602886543, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886534, "dur": 14, + "args": { + "External id": 6230, + "cbid": 211, "correlation": 6230 + } + }, + { + "ph": "s", "id": 6230, "pid": 321443, "tid": 321443, "ts": 1714869602886534, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714869602886625, "dur": 154, + "args": { + "External id": 6242, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6242, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6242, "pid": 0, "tid": 7, "ts": 1714869602886625, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886616, "dur": 167, + "args": { + "External id": 6242, + "cbid": 211, "correlation": 6242 + } + }, + { + "ph": "s", "id": 6242, "pid": 321443, "tid": 321443, "ts": 1714869602886616, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321443, + "ts": 1714869602886936, "dur": 2, + "args": { + "External id": 6256, + "cbid": 210, "correlation": 6256 + } + }, + { + "ph": "f", "id": 6256, "pid": 321443, "tid": 321443, "ts": 1714869602886936, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714869602886951, "dur": 429, + "args": { + "External id": 6257, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6257, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 6257, "pid": 0, "tid": 7, "ts": 1714869602886951, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602886941, "dur": 442, + "args": { + "External id": 6257, + "cbid": 211, "correlation": 6257 + } + }, + { + "ph": "s", "id": 6257, "pid": 321443, "tid": 321443, "ts": 1714869602886941, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714869602887392, "dur": 7, + "args": { + "External id": 6259, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6259, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6259, "pid": 0, "tid": 7, "ts": 1714869602887392, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602887384, "dur": 16, + "args": { + "External id": 6259, + "cbid": 211, "correlation": 6259 + } + }, + { + "ph": "s", "id": 6259, "pid": 321443, "tid": 321443, "ts": 1714869602887384, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602887450, "dur": 1, + "args": { + "External id": 6270, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6270, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6270, "pid": 0, "tid": 7, "ts": 1714869602887450, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602887442, "dur": 11, + "args": { + "External id": 6270, + "cbid": 211, "correlation": 6270 + } + }, + { + "ph": "s", "id": 6270, "pid": 321443, "tid": 321443, "ts": 1714869602887442, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602887527, "dur": 2, + "args": { + "External id": 6283, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6283, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6283, "pid": 0, "tid": 7, "ts": 1714869602887527, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602887518, "dur": 13, + "args": { + "External id": 6283, + "cbid": 211, "correlation": 6283 + } + }, + { + "ph": "s", "id": 6283, "pid": 321443, "tid": 321443, "ts": 1714869602887518, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714869602887553, "dur": 2, + "args": { + "External id": 6291, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6291, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6291, "pid": 0, "tid": 7, "ts": 1714869602887553, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602887545, "dur": 11, + "args": { + "External id": 6291, + "cbid": 211, "correlation": 6291 + } + }, + { + "ph": "s", "id": 6291, "pid": 321443, "tid": 321443, "ts": 1714869602887545, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602887603, "dur": 1, + "args": { + "External id": 6301, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6301, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6301, "pid": 0, "tid": 7, "ts": 1714869602887603, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602887595, "dur": 12, + "args": { + "External id": 6301, + "cbid": 211, "correlation": 6301 + } + }, + { + "ph": "s", "id": 6301, "pid": 321443, "tid": 321443, "ts": 1714869602887595, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602887857, "dur": 2, + "args": { + "External id": 6314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6314, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6314, "pid": 0, "tid": 7, "ts": 1714869602887857, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602887847, "dur": 15, + "args": { + "External id": 6314, + "cbid": 211, "correlation": 6314 + } + }, + { + "ph": "s", "id": 6314, "pid": 321443, "tid": 321443, "ts": 1714869602887847, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602887895, "dur": 4, + "args": { + "External id": 6326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6326, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6326, "pid": 0, "tid": 7, "ts": 1714869602887895, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602887886, "dur": 15, + "args": { + "External id": 6326, + "cbid": 211, "correlation": 6326 + } + }, + { + "ph": "s", "id": 6326, "pid": 321443, "tid": 321443, "ts": 1714869602887886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602887925, "dur": 1, + "args": { + "External id": 6334, + "device": 0, "context": 1, + "stream": 7, "correlation": 6334, + "bytes": 4, "memory bandwidth (GB/s)": 0.0026041666666666665 + } + }, + { + "ph": "f", "id": 6334, "pid": 0, "tid": 7, "ts": 1714869602887925, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602887913, "dur": 15, + "args": { + "External id": 6334, + "cbid": 41, "correlation": 6334 + } + }, + { + "ph": "s", "id": 6334, "pid": 321443, "tid": 321443, "ts": 1714869602887913, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602888351, "dur": 1, + "args": { + "External id": 6349, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6349, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6349, "pid": 0, "tid": 7, "ts": 1714869602888351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602888341, "dur": 14, + "args": { + "External id": 6349, + "cbid": 211, "correlation": 6349 + } + }, + { + "ph": "s", "id": 6349, "pid": 321443, "tid": 321443, "ts": 1714869602888341, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602888592, "dur": 2, + "args": { + "External id": 6365, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6365, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6365, "pid": 0, "tid": 7, "ts": 1714869602888592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602888581, "dur": 17, + "args": { + "External id": 6365, + "cbid": 211, "correlation": 6365 + } + }, + { + "ph": "s", "id": 6365, "pid": 321443, "tid": 321497, "ts": 1714869602888581, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602888622, "dur": 1, + "args": { + "External id": 6369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6369, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6369, "pid": 0, "tid": 7, "ts": 1714869602888622, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602888615, "dur": 10, + "args": { + "External id": 6369, + "cbid": 211, "correlation": 6369 + } + }, + { + "ph": "s", "id": 6369, "pid": 321443, "tid": 321497, "ts": 1714869602888615, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602888691, "dur": 1, + "args": { + "External id": 6389, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6389, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6389, "pid": 0, "tid": 7, "ts": 1714869602888691, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602888680, "dur": 16, + "args": { + "External id": 6389, + "cbid": 211, "correlation": 6389 + } + }, + { + "ph": "s", "id": 6389, "pid": 321443, "tid": 321497, "ts": 1714869602888680, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714869602888769, "dur": 1, + "args": { + "External id": 6405, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6405, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6405, "pid": 0, "tid": 7, "ts": 1714869602888769, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602888760, "dur": 15, + "args": { + "External id": 6405, + "cbid": 211, "correlation": 6405 + } + }, + { + "ph": "s", "id": 6405, "pid": 321443, "tid": 321497, "ts": 1714869602888760, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, 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at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602888876, "dur": 4, + "args": { + "External id": 6431, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6431, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6431, "pid": 0, "tid": 7, "ts": 1714869602888876, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602888866, "dur": 16, + "args": { + "External id": 6431, + "cbid": 211, "correlation": 6431 + } + }, + { + "ph": "s", "id": 6431, "pid": 321443, "tid": 321497, "ts": 1714869602888866, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602889000, "dur": 1, + "args": { + "External id": 6457, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6457, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6457, "pid": 0, "tid": 7, "ts": 1714869602889000, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602888990, "dur": 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cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714869602889780, "dur": 169, + "args": { + "External id": 6532, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6532, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6532, "pid": 0, "tid": 7, "ts": 1714869602889780, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602889772, "dur": 180, + "args": { + "External id": 6532, + "cbid": 211, "correlation": 6532 + } + }, + { + "ph": "s", "id": 6532, "pid": 321443, "tid": 321497, "ts": 1714869602889772, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714869602889979, "dur": 151, + "args": { + "External id": 6544, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6544, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 6544, "pid": 0, "tid": 7, "ts": 1714869602889979, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602889972, "dur": 162, + "args": { + "External id": 6544, + "cbid": 211, "correlation": 6544 + } + }, + { + "ph": "s", "id": 6544, "pid": 321443, "tid": 321497, "ts": 1714869602889972, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602890178, "dur": 2, + "args": { + "External id": 6555, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6555, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 6555, "pid": 0, "tid": 7, "ts": 1714869602890178, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890169, "dur": 13, + "args": { + "External id": 6555, + "cbid": 211, "correlation": 6555 + } + }, + { + "ph": "s", "id": 6555, "pid": 321443, "tid": 321497, "ts": 1714869602890169, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602890389, "dur": 2, + "args": { + "External id": 6583, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6583, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6583, "pid": 0, "tid": 7, "ts": 1714869602890389, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890380, "dur": 13, + "args": { + "External id": 6583, + "cbid": 211, "correlation": 6583 + } + }, + { + "ph": "s", "id": 6583, "pid": 321443, "tid": 321497, "ts": 1714869602890380, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602890428, "dur": 1, + "args": { + "External id": 6599, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6599, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6599, "pid": 0, "tid": 7, "ts": 1714869602890428, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890421, "dur": 10, + "args": { + "External id": 6599, + "cbid": 211, "correlation": 6599 + } + }, + { + "ph": "s", "id": 6599, "pid": 321443, "tid": 321497, "ts": 1714869602890421, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602890443, "dur": 4, + "args": { + "External id": 6606, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6606, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6606, "pid": 0, "tid": 7, "ts": 1714869602890443, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890436, "dur": 12, + "args": { + "External id": 6606, + "cbid": 211, "correlation": 6606 + } + }, + { + "ph": "s", "id": 6606, "pid": 321443, "tid": 321497, "ts": 1714869602890436, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602890508, "dur": 2, + "args": { + "External id": 6628, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6628, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6628, "pid": 0, "tid": 7, "ts": 1714869602890508, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890500, "dur": 12, + "args": { + "External id": 6628, + "cbid": 211, "correlation": 6628 + } + }, + { + "ph": "s", "id": 6628, "pid": 321443, "tid": 321497, "ts": 1714869602890500, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602890536, "dur": 1, + "args": { + "External id": 6644, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6644, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6644, "pid": 0, "tid": 7, "ts": 1714869602890536, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890530, "dur": 9, + "args": { + "External id": 6644, + "cbid": 211, "correlation": 6644 + } + }, + { + "ph": "s", "id": 6644, "pid": 321443, "tid": 321497, "ts": 1714869602890530, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602890550, "dur": 4, + "args": { + "External id": 6651, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6651, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6651, "pid": 0, "tid": 7, "ts": 1714869602890550, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890544, "dur": 12, + "args": { + "External id": 6651, + "cbid": 211, "correlation": 6651 + } + }, + { + "ph": "s", "id": 6651, "pid": 321443, "tid": 321497, "ts": 1714869602890544, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602890611, "dur": 2, + "args": { + "External id": 6673, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6673, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6673, "pid": 0, "tid": 7, "ts": 1714869602890611, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890603, "dur": 11, + "args": { + "External id": 6673, + "cbid": 211, "correlation": 6673 + } + }, + { + "ph": "s", "id": 6673, "pid": 321443, "tid": 321497, "ts": 1714869602890603, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602890647, "dur": 2, + "args": { + "External id": 6689, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6689, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6689, "pid": 0, "tid": 7, "ts": 1714869602890647, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890639, "dur": 11, + "args": { + "External id": 6689, + "cbid": 211, "correlation": 6689 + } + }, + { + "ph": "s", "id": 6689, "pid": 321443, "tid": 321497, "ts": 1714869602890639, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602890660, "dur": 3, + "args": { + "External id": 6696, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6696, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6696, "pid": 0, "tid": 7, "ts": 1714869602890660, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890654, "dur": 11, + "args": { + "External id": 6696, + "cbid": 211, "correlation": 6696 + } + }, + { + "ph": "s", "id": 6696, "pid": 321443, "tid": 321497, "ts": 1714869602890654, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602890721, "dur": 2, + "args": { + "External id": 6718, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6718, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6718, "pid": 0, "tid": 7, "ts": 1714869602890721, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890713, "dur": 11, + "args": { + "External id": 6718, + "cbid": 211, "correlation": 6718 + } + }, + { + "ph": "s", "id": 6718, "pid": 321443, "tid": 321497, "ts": 1714869602890713, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602890749, "dur": 16, + "args": { + "External id": 6734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6734, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6734, "pid": 0, "tid": 7, "ts": 1714869602890749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890742, "dur": 25, + "args": { + "External id": 6734, + "cbid": 211, "correlation": 6734 + } + }, + { + "ph": "s", "id": 6734, "pid": 321443, "tid": 321497, "ts": 1714869602890742, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602890777, "dur": 5, + "args": { + "External id": 6741, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6741, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6741, "pid": 0, "tid": 7, "ts": 1714869602890777, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890772, "dur": 12, + "args": { + "External id": 6741, + "cbid": 211, "correlation": 6741 + } + }, + { + "ph": "s", "id": 6741, "pid": 321443, "tid": 321497, "ts": 1714869602890772, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602890859, "dur": 2, + "args": { + "External id": 6763, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6763, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6763, "pid": 0, "tid": 7, "ts": 1714869602890859, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890851, "dur": 13, + "args": { + "External id": 6763, + "cbid": 211, "correlation": 6763 + } + }, + { + "ph": "s", "id": 6763, "pid": 321443, "tid": 321497, "ts": 1714869602890851, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602890889, "dur": 231, + "args": { + "External id": 6779, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6779, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6779, "pid": 0, "tid": 7, "ts": 1714869602890889, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602890882, "dur": 239, + "args": { + "External id": 6779, + "cbid": 211, "correlation": 6779 + } + }, + { + "ph": "s", "id": 6779, "pid": 321443, "tid": 321497, "ts": 1714869602890882, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602891132, "dur": 5, + "args": { + "External id": 6786, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6786, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6786, "pid": 0, "tid": 7, "ts": 1714869602891132, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891126, "dur": 12, + "args": { + "External id": 6786, + "cbid": 211, "correlation": 6786 + } + }, + { + "ph": "s", "id": 6786, "pid": 321443, "tid": 321497, "ts": 1714869602891126, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602891194, "dur": 2, + "args": { + "External id": 6808, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6808, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6808, "pid": 0, "tid": 7, "ts": 1714869602891194, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891186, "dur": 13, + "args": { + "External id": 6808, + "cbid": 211, "correlation": 6808 + } + }, + { + "ph": "s", "id": 6808, "pid": 321443, "tid": 321497, "ts": 1714869602891186, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602891233, "dur": 84, + "args": { + "External id": 6824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6824, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6824, "pid": 0, "tid": 7, "ts": 1714869602891233, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891226, "dur": 93, + "args": { + "External id": 6824, + "cbid": 211, "correlation": 6824 + } + }, + { + "ph": "s", "id": 6824, "pid": 321443, "tid": 321497, "ts": 1714869602891226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602891330, "dur": 5, + "args": { + "External id": 6831, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6831, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6831, "pid": 0, "tid": 7, "ts": 1714869602891330, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891324, "dur": 12, + "args": { + "External id": 6831, + "cbid": 211, "correlation": 6831 + } + }, + { + "ph": "s", "id": 6831, "pid": 321443, "tid": 321497, "ts": 1714869602891324, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602891401, "dur": 2, + "args": { + "External id": 6853, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6853, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6853, "pid": 0, "tid": 7, "ts": 1714869602891401, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891393, "dur": 12, + "args": { + "External id": 6853, + "cbid": 211, "correlation": 6853 + } + }, + { + "ph": "s", "id": 6853, "pid": 321443, "tid": 321497, "ts": 1714869602891393, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602891430, "dur": 273, + "args": { + "External id": 6869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6869, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6869, "pid": 0, "tid": 7, "ts": 1714869602891430, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891423, "dur": 282, + "args": { + "External id": 6869, + "cbid": 211, "correlation": 6869 + } + }, + { + "ph": "s", "id": 6869, "pid": 321443, "tid": 321497, "ts": 1714869602891423, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602891715, "dur": 5, + "args": { + "External id": 6876, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6876, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6876, "pid": 0, "tid": 7, "ts": 1714869602891715, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891709, "dur": 12, + "args": { + "External id": 6876, + "cbid": 211, "correlation": 6876 + } + }, + { + "ph": "s", "id": 6876, "pid": 321443, "tid": 321497, "ts": 1714869602891709, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602891777, "dur": 2, + "args": { + "External id": 6898, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6898, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6898, "pid": 0, "tid": 7, "ts": 1714869602891777, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891769, "dur": 12, + "args": { + "External id": 6898, + "cbid": 211, "correlation": 6898 + } + }, + { + "ph": "s", "id": 6898, "pid": 321443, "tid": 321497, "ts": 1714869602891769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602891812, "dur": 1, + "args": { + "External id": 6914, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6914, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6914, "pid": 0, "tid": 7, "ts": 1714869602891812, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891805, "dur": 10, + "args": { + "External id": 6914, + "cbid": 211, "correlation": 6914 + } + }, + { + "ph": "s", "id": 6914, "pid": 321443, "tid": 321497, "ts": 1714869602891805, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602891825, "dur": 5, + "args": { + "External id": 6921, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6921, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6921, "pid": 0, "tid": 7, "ts": 1714869602891825, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891820, "dur": 12, + "args": { + "External id": 6921, + "cbid": 211, "correlation": 6921 + } + }, + { + "ph": "s", "id": 6921, "pid": 321443, "tid": 321497, "ts": 1714869602891820, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602891887, "dur": 2, + "args": { + "External id": 6943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6943, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6943, "pid": 0, "tid": 7, "ts": 1714869602891887, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891879, "dur": 12, + "args": { + "External id": 6943, + "cbid": 211, "correlation": 6943 + } + }, + { + "ph": "s", "id": 6943, "pid": 321443, "tid": 321497, "ts": 1714869602891879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602891916, "dur": 1, + "args": { + "External id": 6959, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6959, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 6959, "pid": 0, "tid": 7, "ts": 1714869602891916, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891909, "dur": 9, + "args": { + "External id": 6959, + "cbid": 211, "correlation": 6959 + } + }, + { + "ph": "s", "id": 6959, "pid": 321443, "tid": 321497, "ts": 1714869602891909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602891929, "dur": 5, + "args": { + "External id": 6966, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6966, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6966, "pid": 0, "tid": 7, "ts": 1714869602891929, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891923, "dur": 12, + "args": { + "External id": 6966, + "cbid": 211, "correlation": 6966 + } + }, + { + "ph": "s", "id": 6966, "pid": 321443, "tid": 321497, "ts": 1714869602891923, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602891988, "dur": 2, + "args": { + "External id": 6988, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6988, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6988, "pid": 0, "tid": 7, "ts": 1714869602891988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602891981, "dur": 12, + "args": { + "External id": 6988, + "cbid": 211, "correlation": 6988 + } + }, + { + "ph": "s", "id": 6988, "pid": 321443, "tid": 321497, "ts": 1714869602891981, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892023, "dur": 1, + "args": { + "External id": 7004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7004, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7004, "pid": 0, "tid": 7, "ts": 1714869602892023, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892016, "dur": 10, + "args": { + "External id": 7004, + "cbid": 211, "correlation": 7004 + } + }, + { + "ph": "s", "id": 7004, "pid": 321443, "tid": 321497, "ts": 1714869602892016, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602892036, "dur": 4, + "args": { + "External id": 7011, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7011, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7011, "pid": 0, "tid": 7, "ts": 1714869602892036, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892030, "dur": 12, + "args": { + "External id": 7011, + "cbid": 211, "correlation": 7011 + } + }, + { + "ph": "s", "id": 7011, "pid": 321443, "tid": 321497, "ts": 1714869602892030, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602892118, "dur": 2, + "args": { + "External id": 7033, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7033, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7033, "pid": 0, "tid": 7, "ts": 1714869602892118, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892109, "dur": 13, + "args": { + "External id": 7033, + "cbid": 211, "correlation": 7033 + } + }, + { + "ph": "s", "id": 7033, "pid": 321443, "tid": 321497, "ts": 1714869602892109, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892148, "dur": 1, + "args": { + "External id": 7049, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7049, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 7049, "pid": 0, "tid": 7, "ts": 1714869602892148, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892141, "dur": 10, + "args": { + "External id": 7049, + "cbid": 211, "correlation": 7049 + } + }, + { + "ph": "s", "id": 7049, "pid": 321443, "tid": 321497, "ts": 1714869602892141, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602892161, "dur": 5, + "args": { + "External id": 7056, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7056, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7056, "pid": 0, "tid": 7, "ts": 1714869602892161, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892155, "dur": 12, + "args": { + "External id": 7056, + "cbid": 211, "correlation": 7056 + } + }, + { + "ph": "s", "id": 7056, "pid": 321443, "tid": 321497, "ts": 1714869602892155, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602892224, "dur": 2, + "args": { + "External id": 7078, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7078, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7078, "pid": 0, "tid": 7, "ts": 1714869602892224, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892216, "dur": 12, + "args": { + "External id": 7078, + "cbid": 211, "correlation": 7078 + } + }, + { + "ph": "s", "id": 7078, "pid": 321443, "tid": 321497, "ts": 1714869602892216, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892260, "dur": 1, + "args": { + "External id": 7094, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7094, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 7094, "pid": 0, "tid": 7, "ts": 1714869602892260, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892253, "dur": 10, + "args": { + "External id": 7094, + "cbid": 211, "correlation": 7094 + } + }, + { + "ph": "s", "id": 7094, "pid": 321443, "tid": 321497, "ts": 1714869602892253, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602892274, "dur": 3, + "args": { + "External id": 7101, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7101, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7101, "pid": 0, "tid": 7, "ts": 1714869602892274, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892268, "dur": 11, + "args": { + "External id": 7101, + "cbid": 211, "correlation": 7101 + } + }, + { + "ph": "s", "id": 7101, "pid": 321443, "tid": 321497, "ts": 1714869602892268, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602892334, "dur": 2, + "args": { + "External id": 7123, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7123, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7123, "pid": 0, "tid": 7, "ts": 1714869602892334, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892326, "dur": 12, + "args": { + "External id": 7123, + "cbid": 211, "correlation": 7123 + } + }, + { + "ph": "s", "id": 7123, "pid": 321443, "tid": 321497, "ts": 1714869602892326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892362, "dur": 1, + "args": { + "External id": 7139, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7139, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 7139, "pid": 0, "tid": 7, "ts": 1714869602892362, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892356, "dur": 9, + "args": { + "External id": 7139, + "cbid": 211, "correlation": 7139 + } + }, + { + "ph": "s", "id": 7139, "pid": 321443, "tid": 321497, "ts": 1714869602892356, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602892375, "dur": 5, + "args": { + "External id": 7146, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7146, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7146, "pid": 0, "tid": 7, "ts": 1714869602892375, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892369, "dur": 12, + "args": { + "External id": 7146, + "cbid": 211, "correlation": 7146 + } + }, + { + "ph": "s", "id": 7146, "pid": 321443, "tid": 321497, "ts": 1714869602892369, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602892435, "dur": 2, + "args": { + "External id": 7168, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7168, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7168, "pid": 0, "tid": 7, "ts": 1714869602892435, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892427, "dur": 12, + "args": { + "External id": 7168, + "cbid": 211, "correlation": 7168 + } + }, + { + "ph": "s", "id": 7168, "pid": 321443, "tid": 321497, "ts": 1714869602892427, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892470, "dur": 1, + "args": { + "External id": 7184, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7184, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7184, "pid": 0, "tid": 7, "ts": 1714869602892470, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892463, "dur": 10, + "args": { + "External id": 7184, + "cbid": 211, "correlation": 7184 + } + }, + { + "ph": "s", "id": 7184, "pid": 321443, "tid": 321497, "ts": 1714869602892463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602892483, "dur": 4, + "args": { + "External id": 7191, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7191, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7191, "pid": 0, "tid": 7, "ts": 1714869602892483, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892477, "dur": 11, + "args": { + "External id": 7191, + "cbid": 211, "correlation": 7191 + } + }, + { + "ph": "s", "id": 7191, "pid": 321443, "tid": 321497, "ts": 1714869602892477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602892543, "dur": 2, + "args": { + "External id": 7213, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7213, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7213, "pid": 0, "tid": 7, "ts": 1714869602892543, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892535, "dur": 12, + "args": { + "External id": 7213, + "cbid": 211, "correlation": 7213 + } + }, + { + "ph": "s", "id": 7213, "pid": 321443, "tid": 321497, "ts": 1714869602892535, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892572, "dur": 16, + "args": { + "External id": 7229, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7229, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7229, "pid": 0, "tid": 7, "ts": 1714869602892572, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892565, "dur": 24, + "args": { + "External id": 7229, + "cbid": 211, "correlation": 7229 + } + }, + { + "ph": "s", "id": 7229, "pid": 321443, "tid": 321497, "ts": 1714869602892565, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602892600, "dur": 4, + "args": { + "External id": 7236, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7236, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7236, "pid": 0, "tid": 7, "ts": 1714869602892600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892594, "dur": 12, + "args": { + "External id": 7236, + "cbid": 211, "correlation": 7236 + } + }, + { + "ph": "s", "id": 7236, "pid": 321443, "tid": 321497, "ts": 1714869602892594, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602892660, "dur": 2, + "args": { + "External id": 7258, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7258, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7258, "pid": 0, "tid": 7, "ts": 1714869602892660, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892652, "dur": 12, + "args": { + "External id": 7258, + "cbid": 211, "correlation": 7258 + } + }, + { + "ph": "s", "id": 7258, "pid": 321443, "tid": 321497, "ts": 1714869602892652, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892696, "dur": 24, + "args": { + "External id": 7274, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7274, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7274, "pid": 0, "tid": 7, "ts": 1714869602892696, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892689, "dur": 33, + "args": { + "External id": 7274, + "cbid": 211, "correlation": 7274 + } + }, + { + "ph": "s", "id": 7274, "pid": 321443, "tid": 321497, "ts": 1714869602892689, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602892732, "dur": 5, + "args": { + "External id": 7281, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7281, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7281, "pid": 0, "tid": 7, "ts": 1714869602892732, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892727, "dur": 12, + "args": { + "External id": 7281, + "cbid": 211, "correlation": 7281 + } + }, + { + "ph": "s", "id": 7281, "pid": 321443, "tid": 321497, "ts": 1714869602892727, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602892793, "dur": 2, + "args": { + "External id": 7303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7303, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7303, "pid": 0, "tid": 7, "ts": 1714869602892793, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892785, "dur": 12, + "args": { + "External id": 7303, + "cbid": 211, "correlation": 7303 + } + }, + { + "ph": "s", "id": 7303, "pid": 321443, "tid": 321497, "ts": 1714869602892785, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602892821, "dur": 179, + "args": { + "External id": 7319, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7319, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7319, "pid": 0, "tid": 7, "ts": 1714869602892821, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602892815, "dur": 188, + "args": { + "External id": 7319, + "cbid": 211, "correlation": 7319 + } + }, + { + "ph": "s", "id": 7319, "pid": 321443, "tid": 321497, "ts": 1714869602892815, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893012, "dur": 5, + "args": { + "External id": 7326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7326, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7326, "pid": 0, "tid": 7, "ts": 1714869602893012, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893006, "dur": 11, + "args": { + "External id": 7326, + "cbid": 211, "correlation": 7326 + } + }, + { + "ph": "s", "id": 7326, "pid": 321443, "tid": 321497, "ts": 1714869602893006, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893079, "dur": 2, + "args": { + "External id": 7348, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7348, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7348, "pid": 0, "tid": 7, "ts": 1714869602893079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893071, "dur": 12, + "args": { + "External id": 7348, + "cbid": 211, "correlation": 7348 + } + }, + { + "ph": "s", "id": 7348, "pid": 321443, "tid": 321497, "ts": 1714869602893071, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893107, "dur": 1, + "args": { + "External id": 7364, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7364, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 7364, "pid": 0, "tid": 7, "ts": 1714869602893107, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893101, "dur": 8, + "args": { + "External id": 7364, + "cbid": 211, "correlation": 7364 + } + }, + { + "ph": "s", "id": 7364, "pid": 321443, "tid": 321497, "ts": 1714869602893101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893120, "dur": 4, + "args": { + "External id": 7371, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7371, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7371, "pid": 0, "tid": 7, "ts": 1714869602893120, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893114, "dur": 12, + "args": { + "External id": 7371, + "cbid": 211, "correlation": 7371 + } + }, + { + "ph": "s", "id": 7371, "pid": 321443, "tid": 321497, "ts": 1714869602893114, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893214, "dur": 2, + "args": { + "External id": 7393, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7393, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7393, "pid": 0, "tid": 7, "ts": 1714869602893214, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893206, "dur": 13, + "args": { + "External id": 7393, + "cbid": 211, "correlation": 7393 + } + }, + { + "ph": "s", "id": 7393, "pid": 321443, "tid": 321497, "ts": 1714869602893206, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893244, "dur": 1, + "args": { + "External id": 7409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7409, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 7409, "pid": 0, "tid": 7, "ts": 1714869602893244, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893237, "dur": 9, + "args": { + "External id": 7409, + "cbid": 211, "correlation": 7409 + } + }, + { + "ph": "s", "id": 7409, "pid": 321443, "tid": 321497, "ts": 1714869602893237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893257, "dur": 3, + "args": { + "External id": 7416, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7416, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7416, "pid": 0, "tid": 7, "ts": 1714869602893257, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893251, "dur": 10, + "args": { + "External id": 7416, + "cbid": 211, "correlation": 7416 + } + }, + { + "ph": "s", "id": 7416, "pid": 321443, "tid": 321497, "ts": 1714869602893251, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893330, "dur": 2, + "args": { + "External id": 7438, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7438, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7438, "pid": 0, "tid": 7, "ts": 1714869602893330, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893322, "dur": 13, + "args": { + "External id": 7438, + "cbid": 211, "correlation": 7438 + } + }, + { + "ph": "s", "id": 7438, "pid": 321443, "tid": 321497, "ts": 1714869602893322, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893359, "dur": 1, + "args": { + "External id": 7454, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7454, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 7454, "pid": 0, "tid": 7, "ts": 1714869602893359, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893353, "dur": 10, + "args": { + "External id": 7454, + "cbid": 211, "correlation": 7454 + } + }, + { + "ph": "s", "id": 7454, "pid": 321443, "tid": 321497, "ts": 1714869602893353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893372, "dur": 3, + "args": { + "External id": 7461, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7461, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7461, "pid": 0, "tid": 7, "ts": 1714869602893372, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893367, "dur": 10, + "args": { + "External id": 7461, + "cbid": 211, "correlation": 7461 + } + }, + { + "ph": "s", "id": 7461, "pid": 321443, "tid": 321497, "ts": 1714869602893367, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893431, "dur": 2, + "args": { + "External id": 7483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7483, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7483, "pid": 0, "tid": 7, "ts": 1714869602893431, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893424, "dur": 12, + "args": { + "External id": 7483, + "cbid": 211, "correlation": 7483 + } + }, + { + "ph": "s", "id": 7483, "pid": 321443, "tid": 321497, "ts": 1714869602893424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893466, "dur": 1, + "args": { + "External id": 7499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7499, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7499, "pid": 0, "tid": 7, "ts": 1714869602893466, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893459, "dur": 10, + "args": { + "External id": 7499, + "cbid": 211, "correlation": 7499 + } + }, + { + "ph": "s", "id": 7499, "pid": 321443, "tid": 321497, "ts": 1714869602893459, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893479, "dur": 6, + "args": { + "External id": 7506, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7506, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7506, "pid": 0, "tid": 7, "ts": 1714869602893479, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893474, "dur": 13, + "args": { + "External id": 7506, + "cbid": 211, "correlation": 7506 + } + }, + { + "ph": "s", "id": 7506, "pid": 321443, "tid": 321497, "ts": 1714869602893474, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893542, "dur": 2, + "args": { + "External id": 7528, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7528, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7528, "pid": 0, "tid": 7, "ts": 1714869602893542, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893534, "dur": 12, + "args": { + "External id": 7528, + "cbid": 211, "correlation": 7528 + } + }, + { + "ph": "s", "id": 7528, "pid": 321443, "tid": 321497, "ts": 1714869602893534, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893570, "dur": 4, + "args": { + "External id": 7544, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7544, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7544, "pid": 0, "tid": 7, "ts": 1714869602893570, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893563, "dur": 13, + "args": { + "External id": 7544, + "cbid": 211, "correlation": 7544 + } + }, + { + "ph": "s", "id": 7544, "pid": 321443, "tid": 321497, "ts": 1714869602893563, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893587, "dur": 3, + "args": { + "External id": 7551, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7551, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7551, "pid": 0, "tid": 7, "ts": 1714869602893587, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893581, "dur": 11, + "args": { + "External id": 7551, + "cbid": 211, "correlation": 7551 + } + }, + { + "ph": "s", "id": 7551, "pid": 321443, "tid": 321497, "ts": 1714869602893581, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893658, "dur": 2, + "args": { + "External id": 7573, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7573, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7573, "pid": 0, "tid": 7, "ts": 1714869602893658, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893650, "dur": 12, + "args": { + "External id": 7573, + "cbid": 211, "correlation": 7573 + } + }, + { + "ph": "s", "id": 7573, "pid": 321443, "tid": 321497, "ts": 1714869602893650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893694, "dur": 1, + "args": { + "External id": 7589, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7589, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 7589, "pid": 0, "tid": 7, "ts": 1714869602893694, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893687, "dur": 10, + "args": { + "External id": 7589, + "cbid": 211, "correlation": 7589 + } + }, + { + "ph": "s", "id": 7589, "pid": 321443, "tid": 321497, "ts": 1714869602893687, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893707, "dur": 4, + "args": { + "External id": 7596, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7596, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7596, "pid": 0, "tid": 7, "ts": 1714869602893707, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893701, "dur": 11, + "args": { + "External id": 7596, + "cbid": 211, "correlation": 7596 + } + }, + { + "ph": "s", "id": 7596, "pid": 321443, "tid": 321497, "ts": 1714869602893701, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893777, "dur": 2, + "args": { + "External id": 7618, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7618, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7618, "pid": 0, "tid": 7, "ts": 1714869602893777, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893769, "dur": 13, + "args": { + "External id": 7618, + "cbid": 211, "correlation": 7618 + } + }, + { + "ph": "s", "id": 7618, "pid": 321443, "tid": 321497, "ts": 1714869602893769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893805, "dur": 3, + "args": { + "External id": 7634, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7634, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7634, "pid": 0, "tid": 7, "ts": 1714869602893805, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893799, "dur": 11, + "args": { + "External id": 7634, + "cbid": 211, "correlation": 7634 + } + }, + { + "ph": "s", "id": 7634, "pid": 321443, "tid": 321497, "ts": 1714869602893799, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893820, "dur": 3, + "args": { + "External id": 7641, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7641, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7641, "pid": 0, "tid": 7, "ts": 1714869602893820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893814, "dur": 10, + "args": { + "External id": 7641, + "cbid": 211, "correlation": 7641 + } + }, + { + "ph": "s", "id": 7641, "pid": 321443, "tid": 321497, "ts": 1714869602893814, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893879, "dur": 2, + "args": { + "External id": 7663, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7663, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7663, "pid": 0, "tid": 7, "ts": 1714869602893879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893871, "dur": 12, + "args": { + "External id": 7663, + "cbid": 211, "correlation": 7663 + } + }, + { + "ph": "s", "id": 7663, "pid": 321443, "tid": 321497, "ts": 1714869602893871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602893914, "dur": 4, + "args": { + "External id": 7679, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7679, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7679, "pid": 0, "tid": 7, "ts": 1714869602893914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893907, "dur": 14, + "args": { + "External id": 7679, + "cbid": 211, "correlation": 7679 + } + }, + { + "ph": "s", "id": 7679, "pid": 321443, "tid": 321497, "ts": 1714869602893907, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602893931, "dur": 3, + "args": { + "External id": 7686, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7686, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7686, "pid": 0, "tid": 7, "ts": 1714869602893931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893925, "dur": 10, + "args": { + "External id": 7686, + "cbid": 211, "correlation": 7686 + } + }, + { + "ph": "s", "id": 7686, "pid": 321443, "tid": 321497, "ts": 1714869602893925, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602893990, "dur": 2, + "args": { + "External id": 7708, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7708, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7708, "pid": 0, "tid": 7, "ts": 1714869602893990, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602893982, "dur": 12, + "args": { + "External id": 7708, + "cbid": 211, "correlation": 7708 + } + }, + { + "ph": "s", "id": 7708, "pid": 321443, "tid": 321497, "ts": 1714869602893982, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602894018, "dur": 256, + "args": { + "External id": 7724, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7724, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7724, "pid": 0, "tid": 7, "ts": 1714869602894018, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602894011, "dur": 265, + "args": { + "External id": 7724, + "cbid": 211, "correlation": 7724 + } + }, + { + "ph": "s", "id": 7724, "pid": 321443, "tid": 321497, "ts": 1714869602894011, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602894286, "dur": 5, + "args": { + "External id": 7731, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7731, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7731, "pid": 0, "tid": 7, "ts": 1714869602894286, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602894280, "dur": 12, + "args": { + "External id": 7731, + "cbid": 211, "correlation": 7731 + } + }, + { + "ph": "s", "id": 7731, "pid": 321443, "tid": 321497, "ts": 1714869602894280, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869602894342, "dur": 1, + "args": { + "External id": 7751, + "cbid": 210, "correlation": 7751 + } + }, + { + "ph": "f", "id": 7751, "pid": 321443, "tid": 321497, "ts": 1714869602894342, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714869602894352, "dur": 4, + "args": { + "External id": 7752, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7752, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7752, "pid": 0, "tid": 7, "ts": 1714869602894352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602894344, "dur": 15, + "args": { + "External id": 7752, + "cbid": 211, "correlation": 7752 + } + }, + { + "ph": "s", "id": 7752, "pid": 321443, "tid": 321497, "ts": 1714869602894344, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869602894387, "dur": 1, + "args": { + "External id": 7764, + "cbid": 210, "correlation": 7764 + } + }, + { + "ph": "f", "id": 7764, "pid": 321443, "tid": 321497, "ts": 1714869602894387, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714869602894397, "dur": 6, + "args": { + "External id": 7765, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7765, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], 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"registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7778, "pid": 0, "tid": 7, "ts": 1714869602894434, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602894426, "dur": 18, + "args": { + "External id": 7778, + "cbid": 211, "correlation": 7778 + } + }, + { + "ph": "s", "id": 7778, "pid": 321443, "tid": 321497, "ts": 1714869602894426, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602894529, "dur": 1, + "args": { + "External id": 7804, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7804, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7804, "pid": 0, "tid": 7, "ts": 1714869602894529, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602894520, "dur": 12, + "args": { + "External id": 7804, + "cbid": 211, "correlation": 7804 + } + }, + { + "ph": "s", "id": 7804, "pid": 321443, "tid": 321497, "ts": 1714869602894520, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714869602894576, "dur": 5, + "args": { + "External id": 7820, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7820, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7820, "pid": 0, "tid": 7, "ts": 1714869602894576, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602894568, "dur": 15, + "args": { + "External id": 7820, + "cbid": 211, "correlation": 7820 + } + }, + { + "ph": "s", "id": 7820, "pid": 321443, "tid": 321497, "ts": 1714869602894568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602894612, "dur": 7, + "args": { + "External id": 7833, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7833, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7833, "pid": 0, "tid": 7, "ts": 1714869602894612, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602894604, "dur": 17, + "args": { + "External id": 7833, + "cbid": 211, "correlation": 7833 + } + }, + { + "ph": "s", "id": 7833, "pid": 321443, "tid": 321497, "ts": 1714869602894604, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 321443, "tid": 321443, + "ts": 1714869602894816, "dur": 1, + "args": { + "External id": 7854, + "cbid": 317, "correlation": 7854 + } + }, + { + "ph": "f", "id": 7854, "pid": 321443, "tid": 321443, "ts": 1714869602894816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714869602895193, "dur": 825, + "args": { + "External id": 7857, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7857, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7857, "pid": 0, "tid": 7, "ts": 1714869602895193, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602895181, "dur": 840, + "args": { + "External id": 7857, + "cbid": 211, "correlation": 7857 + } + }, + { + "ph": "s", "id": 7857, "pid": 321443, "tid": 321443, "ts": 1714869602895181, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714869602896031, "dur": 816, + "args": { + "External id": 7860, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7860, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7860, "pid": 0, "tid": 7, "ts": 1714869602896031, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602896024, "dur": 824, + "args": { + "External id": 7860, + "cbid": 211, "correlation": 7860 + } + }, + { + "ph": "s", "id": 7860, "pid": 321443, "tid": 321443, "ts": 1714869602896024, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714869602896856, "dur": 836, + "args": { + "External id": 7863, + 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at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714869602897704, "dur": 842, + "args": { + "External id": 7866, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7866, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7866, "pid": 0, "tid": 7, "ts": 1714869602897704, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602897697, "dur": 850, + "args": { + "External id": 7866, + "cbid": 211, "correlation": 7866 + } + }, + { + "ph": "s", "id": 7866, "pid": 321443, "tid": 321443, "ts": 1714869602897697, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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1714869602916897, "dur": 1099, + "args": { + "External id": 8212, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8212, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8212, "pid": 0, "tid": 7, "ts": 1714869602916897, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602916890, "dur": 1109, + "args": { + "External id": 8212, + "cbid": 211, "correlation": 8212 + } + }, + { + "ph": "s", "id": 8212, "pid": 321443, "tid": 321443, "ts": 1714869602916890, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602918012, "dur": 396, + "args": { + "External id": 8215, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8215, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8215, "pid": 0, "tid": 7, "ts": 1714869602918012, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602918003, "dur": 406, + "args": { + "External id": 8215, + "cbid": 211, "correlation": 8215 + } + }, + { + "ph": "s", "id": 8215, "pid": 321443, "tid": 321443, "ts": 1714869602918003, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714869602918586, "dur": 2, + "args": { + "External id": 8221, + "device": 0, "context": 1, + "stream": 7, "correlation": 8221, + "bytes": 4, "memory bandwidth (GB/s)": 0.001953125 + } + }, + { + "ph": "f", "id": 8221, "pid": 0, "tid": 7, "ts": 1714869602918586, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602918572, "dur": 19, + "args": { + "External id": 8221, + "cbid": 41, "correlation": 8221 + } + }, + { + "ph": "s", "id": 8221, "pid": 321443, "tid": 321443, "ts": 1714869602918572, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602918592, "dur": 2, + "args": { + "External id": 8222, + "cbid": 131, "correlation": 8222 + } + }, + { + "ph": "s", "id": 8222, "pid": 321443, "tid": 321443, "ts": 1714869602918592, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602918622, "dur": 2, + "args": { + "External id": 8231, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8231, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8231, "pid": 0, "tid": 7, "ts": 1714869602918622, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602918613, "dur": 13, + "args": { + "External id": 8231, + "cbid": 211, "correlation": 8231 + } + }, + { + "ph": "s", "id": 8231, "pid": 321443, "tid": 321443, "ts": 1714869602918613, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602918663, "dur": 1, + "args": { + "External id": 8241, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8241, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8241, "pid": 0, "tid": 7, "ts": 1714869602918663, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602918655, "dur": 12, + "args": { + "External id": 8241, + "cbid": 211, "correlation": 8241 + } + }, + { + "ph": "s", "id": 8241, "pid": 321443, "tid": 321443, "ts": 1714869602918655, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602918695, "dur": 2, + "args": { + "External id": 8251, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8251, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8251, "pid": 0, "tid": 7, "ts": 1714869602918695, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602918687, "dur": 12, + "args": { + "External id": 8251, + "cbid": 211, "correlation": 8251 + } + }, + { + "ph": "s", "id": 8251, "pid": 321443, "tid": 321443, "ts": 1714869602918687, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602918740, "dur": 2, + "args": { + "External id": 8269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8269, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8269, "pid": 0, "tid": 7, "ts": 1714869602918740, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602918732, "dur": 12, + "args": { + "External id": 8269, + "cbid": 211, "correlation": 8269 + } + }, + { + "ph": "s", "id": 8269, "pid": 321443, "tid": 321443, "ts": 1714869602918732, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602918759, "dur": 5, + "args": { + "External id": 8279, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8279, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8279, "pid": 0, "tid": 7, "ts": 1714869602918759, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602918753, "dur": 13, + "args": { + "External id": 8279, + "cbid": 211, "correlation": 8279 + } + }, + { + "ph": "s", "id": 8279, "pid": 321443, "tid": 321443, "ts": 1714869602918753, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714869602918786, "dur": 2, + "args": { + "External id": 8285, + "device": 0, "context": 1, + "stream": 7, "correlation": 8285, + "bytes": 8, "memory bandwidth (GB/s)": 0.00390625 + } + }, + { + "ph": "f", "id": 8285, "pid": 0, "tid": 7, "ts": 1714869602918786, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602918778, "dur": 15, + "args": { + "External id": 8285, + "cbid": 41, "correlation": 8285 + } + }, + { + "ph": "s", "id": 8285, "pid": 321443, "tid": 321443, "ts": 1714869602918778, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602918793, "dur": 1, + "args": { + "External id": 8286, + "cbid": 131, "correlation": 8286 + } + }, + { + "ph": "s", "id": 8286, "pid": 321443, "tid": 321443, "ts": 1714869602918793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602920592, "dur": 0, + "args": { + "External id": 8299, + "device": 0, "context": 1, + "stream": 7, "correlation": 8299, + "bytes": 256, "memory bandwidth (GB/s)": 0.6153846153846154 + } + }, + { + "ph": "f", "id": 8299, "pid": 0, "tid": 7, "ts": 1714869602920592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602920580, "dur": 9, + "args": { + "External id": 8299, + "cbid": 41, "correlation": 8299 + } + }, + { + "ph": "s", "id": 8299, "pid": 321443, "tid": 321443, "ts": 1714869602920580, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602920590, "dur": 4, + "args": { + "External id": 8300, + "cbid": 131, "correlation": 8300 + } + }, + { + "ph": "s", "id": 8300, "pid": 321443, "tid": 321443, "ts": 1714869602920590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602920623, "dur": 0, + "args": { + "External id": 8313, + "device": 0, "context": 1, + "stream": 7, "correlation": 8313, + "bytes": 3328, "memory bandwidth (GB/s)": 6.117647058823529 + } + }, + { + "ph": "f", "id": 8313, "pid": 0, "tid": 7, "ts": 1714869602920623, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602920615, "dur": 4, + "args": { + "External id": 8313, + "cbid": 41, "correlation": 8313 + } + }, + { + "ph": "s", "id": 8313, "pid": 321443, "tid": 321443, "ts": 1714869602920615, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602920620, "dur": 5, + "args": { + "External id": 8314, + "cbid": 131, "correlation": 8314 + } + }, + { + "ph": "s", "id": 8314, "pid": 321443, "tid": 321443, "ts": 1714869602920620, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602920651, "dur": 1, + "args": { + "External id": 8327, + "device": 0, "context": 1, + "stream": 7, "correlation": 8327, + "bytes": 13312, "memory bandwidth (GB/s)": 12.606060606060606 + } + }, + { + "ph": "f", "id": 8327, "pid": 0, "tid": 7, "ts": 1714869602920651, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602920643, "dur": 4, + "args": { + "External id": 8327, + "cbid": 41, "correlation": 8327 + } + }, + { + "ph": "s", "id": 8327, "pid": 321443, "tid": 321443, "ts": 1714869602920643, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602920648, "dur": 5, + "args": { + "External id": 8328, + "cbid": 131, "correlation": 8328 + } + }, + { + "ph": "s", "id": 8328, "pid": 321443, "tid": 321443, "ts": 1714869602920648, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714869602920750, "dur": 4, + "args": { + "External id": 8341, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8341, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8341, "pid": 0, "tid": 7, "ts": 1714869602920750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602920739, "dur": 18, + "args": { + "External id": 8341, + "cbid": 211, "correlation": 8341 + } + }, + { + "ph": "s", "id": 8341, "pid": 321443, "tid": 321443, "ts": 1714869602920739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602920833, "dur": 1, + "args": { + "External id": 8352, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8352, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8352, "pid": 0, "tid": 7, "ts": 1714869602920833, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602920808, "dur": 29, + "args": { + "External id": 8352, + "cbid": 211, "correlation": 8352 + } + }, + { + "ph": "s", "id": 8352, "pid": 321443, "tid": 321443, "ts": 1714869602920808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321443, + "ts": 1714869602920910, "dur": 1, + "args": { + "External id": 8368, + "cbid": 210, "correlation": 8368 + } + }, + { + "ph": "f", "id": 8368, "pid": 321443, "tid": 321443, "ts": 1714869602920910, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714869602920936, "dur": 5, + "args": { + "External id": 8369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8369, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8369, "pid": 0, "tid": 7, "ts": 1714869602920936, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602920927, "dur": 28, + "args": { + "External id": 8369, + "cbid": 211, "correlation": 8369 + } + }, + { + "ph": "s", "id": 8369, "pid": 321443, "tid": 321443, "ts": 1714869602920927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602922070, "dur": 1034, + "args": { + "External id": 8386, + "device": 0, "context": 1, + "stream": 7, "correlation": 8386, + "bytes": 9879256, "memory bandwidth (GB/s)": 9.550416073748686 + } + }, + { + "ph": "f", "id": 8386, "pid": 0, "tid": 7, "ts": 1714869602922070, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602921982, "dur": 1026, + "args": { + "External id": 8386, + "cbid": 41, "correlation": 8386 + } + }, + { + "ph": "s", "id": 8386, "pid": 321443, "tid": 321443, "ts": 1714869602921982, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602923009, "dur": 99, + "args": { + "External id": 8387, + "cbid": 131, "correlation": 8387 + } + }, + { + "ph": "s", "id": 8387, "pid": 321443, "tid": 321443, "ts": 1714869602923009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602923152, "dur": 2454, + "args": { + "External id": 8396, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8396, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8396, "pid": 0, "tid": 7, "ts": 1714869602923152, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602923140, "dur": 2469, + "args": { + "External id": 8396, + "cbid": 211, "correlation": 8396 + } + }, + { + "ph": "s", "id": 8396, "pid": 321443, "tid": 321443, "ts": 1714869602923140, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602925648, "dur": 2710, + "args": { + "External id": 8409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8409, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8409, "pid": 0, "tid": 7, "ts": 1714869602925648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602925638, "dur": 2723, + "args": { + "External id": 8409, + "cbid": 211, "correlation": 8409 + } + }, + { + "ph": "s", "id": 8409, "pid": 321443, "tid": 321443, "ts": 1714869602925638, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602928402, "dur": 2164, + "args": { + "External id": 8423, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8423, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8423, "pid": 0, "tid": 7, "ts": 1714869602928402, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602928392, "dur": 2175, + "args": { + "External id": 8423, + "cbid": 211, "correlation": 8423 + } + }, + { + "ph": "s", "id": 8423, "pid": 321443, "tid": 321443, "ts": 1714869602928392, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602930653, "dur": 2, + "args": { + "External id": 8445, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8445, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8445, "pid": 0, "tid": 7, "ts": 1714869602930653, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602930643, "dur": 14, + "args": { + "External id": 8445, + "cbid": 211, "correlation": 8445 + } + }, + { + "ph": "s", "id": 8445, "pid": 321443, "tid": 321443, "ts": 1714869602930643, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602930775, "dur": 15, + "args": { + "External id": 8462, + "device": 0, "context": 1, + "stream": 7, "correlation": 8462, + "bytes": 157456, "memory bandwidth (GB/s)": 10.22972972972973 + } + }, + { + "ph": "f", "id": 8462, "pid": 0, "tid": 7, "ts": 1714869602930775, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602930758, "dur": 14, + "args": { + "External id": 8462, + "cbid": 41, "correlation": 8462 + } + }, + { + "ph": "s", "id": 8462, "pid": 321443, "tid": 321443, "ts": 1714869602930758, + "cat": "ac2g", "name": 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[128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8472, "pid": 0, "tid": 7, "ts": 1714869602930824, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602930815, "dur": 33, + "args": { + "External id": 8472, + "cbid": 211, "correlation": 8472 + } + }, + { + "ph": "s", "id": 8472, "pid": 321443, "tid": 321443, "ts": 1714869602930815, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602930878, "dur": 43, + "args": { + "External id": 8485, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8485, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8485, "pid": 0, "tid": 7, "ts": 1714869602930878, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602930870, "dur": 53, + "args": { + "External id": 8485, + "cbid": 211, "correlation": 8485 + } + }, + { + "ph": "s", "id": 8485, "pid": 321443, "tid": 321443, "ts": 1714869602930870, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602930952, "dur": 48, + "args": { + "External id": 8499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8499, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8499, "pid": 0, "tid": 7, "ts": 1714869602930952, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602930944, "dur": 58, + "args": { + "External id": 8499, + "cbid": 211, "correlation": 8499 + } + }, + { + "ph": "s", "id": 8499, "pid": 321443, "tid": 321443, "ts": 1714869602930944, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602931069, "dur": 2, + "args": { + "External id": 8521, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8521, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8521, "pid": 0, "tid": 7, "ts": 1714869602931069, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931060, "dur": 13, + "args": { + "External id": 8521, + "cbid": 211, "correlation": 8521 + } + }, + { + "ph": "s", "id": 8521, "pid": 321443, "tid": 321443, "ts": 1714869602931060, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602931171, "dur": 11, + "args": { + "External id": 8538, + "device": 0, "context": 1, + "stream": 7, "correlation": 8538, + "bytes": 110232, "memory bandwidth (GB/s)": 9.56875 + } + }, + { + "ph": "f", "id": 8538, "pid": 0, "tid": 7, "ts": 1714869602931171, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602931158, "dur": 11, + "args": { + "External id": 8538, + "cbid": 41, "correlation": 8538 + } + }, + { + "ph": "s", "id": 8538, "pid": 321443, "tid": 321443, "ts": 1714869602931158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602931170, "dur": 15, + "args": { + "External id": 8539, + "cbid": 131, "correlation": 8539 + } + }, + { + "ph": "s", "id": 8539, "pid": 321443, "tid": 321443, "ts": 1714869602931170, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602931212, "dur": 16, + "args": { + "External id": 8548, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8548, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8548, "pid": 0, "tid": 7, "ts": 1714869602931212, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931203, "dur": 27, + "args": { + "External id": 8548, + "cbid": 211, "correlation": 8548 + } + }, + { + "ph": "s", "id": 8548, "pid": 321443, "tid": 321443, "ts": 1714869602931203, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602931258, "dur": 30, + "args": { + "External id": 8561, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8561, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8561, "pid": 0, "tid": 7, "ts": 1714869602931258, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931251, "dur": 39, + "args": { + "External id": 8561, + "cbid": 211, "correlation": 8561 + } + }, + { + "ph": "s", "id": 8561, "pid": 321443, "tid": 321443, "ts": 1714869602931251, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602931319, "dur": 36, + "args": { + "External id": 8575, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8575, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8575, "pid": 0, "tid": 7, "ts": 1714869602931319, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931311, "dur": 46, + "args": { + "External id": 8575, + "cbid": 211, "correlation": 8575 + } + }, + { + "ph": "s", "id": 8575, "pid": 321443, "tid": 321443, "ts": 1714869602931311, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602931418, "dur": 2, + "args": { + "External id": 8597, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8597, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8597, "pid": 0, "tid": 7, "ts": 1714869602931418, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931410, "dur": 12, + "args": { + "External id": 8597, + "cbid": 211, "correlation": 8597 + } + }, + { + "ph": "s", "id": 8597, "pid": 321443, "tid": 321443, "ts": 1714869602931410, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602931519, "dur": 4, + "args": { + "External id": 8614, + "device": 0, "context": 1, + "stream": 7, "correlation": 8614, + "bytes": 54928, "memory bandwidth (GB/s)": 11.67687074829932 + } + }, + { + "ph": "f", "id": 8614, "pid": 0, "tid": 7, "ts": 1714869602931519, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602931504, "dur": 10, + "args": { + "External id": 8614, + "cbid": 41, "correlation": 8614 + } + }, + { + "ph": "s", "id": 8614, "pid": 321443, "tid": 321443, "ts": 1714869602931504, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602931515, "dur": 9, + "args": { + "External id": 8615, + "cbid": 131, "correlation": 8615 + } + }, + { + "ph": "s", "id": 8615, "pid": 321443, "tid": 321443, "ts": 1714869602931515, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602931550, "dur": 9, + "args": { + "External id": 8624, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8624, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8624, "pid": 0, "tid": 7, "ts": 1714869602931550, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931542, "dur": 20, + "args": { + "External id": 8624, + "cbid": 211, "correlation": 8624 + } + }, + { + "ph": "s", "id": 8624, "pid": 321443, "tid": 321443, "ts": 1714869602931542, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602931590, "dur": 13, + "args": { + "External id": 8637, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8637, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8637, "pid": 0, "tid": 7, "ts": 1714869602931590, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931582, "dur": 23, + "args": { + "External id": 8637, + "cbid": 211, "correlation": 8637 + } + }, + { + "ph": "s", "id": 8637, "pid": 321443, "tid": 321443, "ts": 1714869602931582, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602931633, "dur": 34, + "args": { + "External id": 8652, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8652, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8652, "pid": 0, "tid": 7, "ts": 1714869602931633, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931626, "dur": 44, + "args": { + "External id": 8652, + "cbid": 211, "correlation": 8652 + } + }, + { + "ph": "s", "id": 8652, "pid": 321443, "tid": 321443, "ts": 1714869602931626, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602931729, "dur": 2, + "args": { + "External id": 8674, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8674, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8674, "pid": 0, "tid": 7, "ts": 1714869602931729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931720, "dur": 13, + "args": { + "External id": 8674, + "cbid": 211, "correlation": 8674 + } + }, + { + "ph": "s", "id": 8674, "pid": 321443, "tid": 321443, "ts": 1714869602931720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602931836, "dur": 14, + "args": { + "External id": 8691, + "device": 0, "context": 1, + "stream": 7, "correlation": 8691, + "bytes": 147912, "memory bandwidth (GB/s)": 10.433972911963883 + } + }, + { + "ph": "f", "id": 8691, "pid": 0, "tid": 7, "ts": 1714869602931836, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602931821, "dur": 13, + "args": { + "External id": 8691, + "cbid": 41, "correlation": 8691 + } + }, + { + "ph": "s", "id": 8691, "pid": 321443, "tid": 321443, "ts": 1714869602931821, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602931835, "dur": 19, + "args": { + "External id": 8692, + "cbid": 131, "correlation": 8692 + } + }, + { + "ph": "s", "id": 8692, "pid": 321443, "tid": 321443, "ts": 1714869602931835, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602931879, "dur": 21, + "args": { + "External id": 8701, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8701, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8701, "pid": 0, "tid": 7, "ts": 1714869602931879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931871, "dur": 32, + "args": { + "External id": 8701, + "cbid": 211, "correlation": 8701 + } + }, + { + "ph": "s", "id": 8701, "pid": 321443, "tid": 321443, "ts": 1714869602931871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602931931, "dur": 40, + "args": { + "External id": 8714, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8714, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8714, "pid": 0, "tid": 7, "ts": 1714869602931931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931923, "dur": 50, + "args": { + "External id": 8714, + "cbid": 211, "correlation": 8714 + } + }, + { + "ph": "s", "id": 8714, "pid": 321443, "tid": 321443, "ts": 1714869602931923, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602932002, "dur": 46, + "args": { + "External id": 8728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8728, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8728, "pid": 0, "tid": 7, "ts": 1714869602932002, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602931994, "dur": 56, + "args": { + "External id": 8728, + "cbid": 211, "correlation": 8728 + } + }, + { + "ph": "s", "id": 8728, "pid": 321443, "tid": 321443, "ts": 1714869602931994, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602932110, "dur": 2, + "args": { + "External id": 8750, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8750, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8750, "pid": 0, "tid": 7, "ts": 1714869602932110, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932102, "dur": 13, + "args": { + "External id": 8750, + "cbid": 211, "correlation": 8750 + } + }, + { + "ph": "s", "id": 8750, "pid": 321443, "tid": 321443, "ts": 1714869602932102, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602932197, "dur": 0, + "args": { + "External id": 8767, + "device": 0, "context": 1, + "stream": 7, "correlation": 8767, + "bytes": 24, "memory bandwidth (GB/s)": 0.0625 + } + }, + { + "ph": "f", "id": 8767, "pid": 0, "tid": 7, "ts": 1714869602932197, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602932189, "dur": 6, + "args": { + "External id": 8767, + "cbid": 41, "correlation": 8767 + } + }, + { + "ph": "s", "id": 8767, "pid": 321443, "tid": 321443, "ts": 1714869602932189, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602932195, "dur": 4, + "args": { + "External id": 8768, + "cbid": 131, "correlation": 8768 + } + }, + { + "ph": "s", "id": 8768, "pid": 321443, "tid": 321443, "ts": 1714869602932195, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602932225, "dur": 2, + "args": { + "External id": 8777, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8777, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8777, "pid": 0, "tid": 7, "ts": 1714869602932225, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932217, "dur": 13, + "args": { + "External id": 8777, + "cbid": 211, "correlation": 8777 + } + }, + { + "ph": "s", "id": 8777, "pid": 321443, "tid": 321443, "ts": 1714869602932217, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602932257, "dur": 2, + "args": { + "External id": 8790, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8790, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8790, "pid": 0, "tid": 7, "ts": 1714869602932257, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932250, "dur": 12, + "args": { + "External id": 8790, + "cbid": 211, "correlation": 8790 + } + }, + { + "ph": "s", "id": 8790, "pid": 321443, "tid": 321443, "ts": 1714869602932250, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602932289, "dur": 5, + "args": { + "External id": 8805, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8805, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8805, "pid": 0, "tid": 7, "ts": 1714869602932289, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932282, "dur": 14, + "args": { + "External id": 8805, + "cbid": 211, "correlation": 8805 + } + }, + { + "ph": "s", "id": 8805, "pid": 321443, "tid": 321443, "ts": 1714869602932282, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602932355, "dur": 2, + "args": { + "External id": 8827, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8827, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8827, "pid": 0, "tid": 7, "ts": 1714869602932355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932347, "dur": 12, + "args": { + "External id": 8827, + "cbid": 211, "correlation": 8827 + } + }, + { + "ph": "s", "id": 8827, "pid": 321443, "tid": 321443, "ts": 1714869602932347, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602932454, "dur": 4, + "args": { + "External id": 8844, + "device": 0, "context": 1, + "stream": 7, "correlation": 8844, + "bytes": 50104, "memory bandwidth (GB/s)": 11.598148148148148 + } + }, + { + "ph": "f", "id": 8844, "pid": 0, "tid": 7, "ts": 1714869602932454, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602932440, "dur": 10, + "args": { + "External id": 8844, + "cbid": 41, "correlation": 8844 + } + }, + { + "ph": "s", "id": 8844, "pid": 321443, "tid": 321443, "ts": 1714869602932440, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602932451, "dur": 9, + "args": { + "External id": 8845, + "cbid": 131, "correlation": 8845 + } + }, + { + "ph": "s", "id": 8845, "pid": 321443, "tid": 321443, "ts": 1714869602932451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602932485, "dur": 8, + "args": { + "External id": 8854, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8854, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8854, "pid": 0, "tid": 7, "ts": 1714869602932485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932477, "dur": 19, + "args": { + "External id": 8854, + "cbid": 211, "correlation": 8854 + } + }, + { + "ph": "s", "id": 8854, "pid": 321443, "tid": 321443, "ts": 1714869602932477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602932523, "dur": 13, + "args": { + "External id": 8867, + "queued": 0, 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"device": 0, "context": 1, + "stream": 7, "correlation": 8882, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8882, "pid": 0, "tid": 7, "ts": 1714869602932574, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932566, "dur": 41, + "args": { + "External id": 8882, + "cbid": 211, "correlation": 8882 + } + }, + { + "ph": "s", "id": 8882, "pid": 321443, "tid": 321443, "ts": 1714869602932566, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602932668, "dur": 2, + "args": { + "External id": 8904, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8904, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8904, "pid": 0, "tid": 7, "ts": 1714869602932668, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932660, "dur": 13, + "args": { + "External id": 8904, + "cbid": 211, "correlation": 8904 + } + }, + { + "ph": "s", "id": 8904, "pid": 321443, "tid": 321443, "ts": 1714869602932660, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602932757, "dur": 0, + "args": { + "External id": 8921, + "device": 0, "context": 1, + "stream": 7, "correlation": 8921, + "bytes": 9872, "memory bandwidth (GB/s)": 11.017857142857142 + } + }, + { + "ph": "f", "id": 8921, "pid": 0, "tid": 7, "ts": 1714869602932757, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602932748, "dur": 6, + "args": { + "External id": 8921, + "cbid": 41, "correlation": 8921 + } + }, + { + "ph": "s", "id": 8921, "pid": 321443, "tid": 321443, "ts": 1714869602932748, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602932755, "dur": 4, + "args": { + "External id": 8922, + "cbid": 131, "correlation": 8922 + } + }, + { + "ph": "s", "id": 8922, "pid": 321443, "tid": 321443, "ts": 1714869602932755, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602932785, "dur": 3, + "args": { + "External id": 8931, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8931, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 8931, "pid": 0, "tid": 7, "ts": 1714869602932785, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932776, "dur": 14, + "args": { + "External id": 8931, + "cbid": 211, "correlation": 8931 + } + }, + { + "ph": "s", "id": 8931, "pid": 321443, "tid": 321443, "ts": 1714869602932776, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602932816, "dur": 4, + "args": { + "External id": 8944, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8944, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 8944, "pid": 0, "tid": 7, "ts": 1714869602932816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932810, "dur": 12, + "args": { + "External id": 8944, + "cbid": 211, "correlation": 8944 + } + }, + { + "ph": "s", "id": 8944, "pid": 321443, "tid": 321443, "ts": 1714869602932810, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602932862, "dur": 9, + "args": { + "External id": 8959, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8959, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8959, "pid": 0, "tid": 7, "ts": 1714869602932862, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932842, "dur": 31, + "args": { + "External id": 8959, + "cbid": 211, "correlation": 8959 + } + }, + { + "ph": "s", "id": 8959, "pid": 321443, "tid": 321443, "ts": 1714869602932842, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602932930, "dur": 2, + "args": { + "External id": 8981, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8981, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8981, "pid": 0, "tid": 7, "ts": 1714869602932930, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602932922, "dur": 12, + "args": { + "External id": 8981, + "cbid": 211, "correlation": 8981 + } + }, + { + "ph": "s", "id": 8981, "pid": 321443, "tid": 321443, "ts": 1714869602932922, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602933011, "dur": 0, + "args": { + "External id": 8998, + "device": 0, "context": 1, + "stream": 7, "correlation": 8998, + "bytes": 392, "memory bandwidth (GB/s)": 1.018181818181818 + } + }, + { + "ph": "f", "id": 8998, "pid": 0, "tid": 7, "ts": 1714869602933011, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602933002, "dur": 5, + "args": { + "External id": 8998, + "cbid": 41, "correlation": 8998 + } + }, + { + "ph": "s", "id": 8998, "pid": 321443, "tid": 321443, "ts": 1714869602933002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602933008, "dur": 5, + "args": { + "External id": 8999, + "cbid": 131, "correlation": 8999 + } + }, + { + "ph": "s", "id": 8999, "pid": 321443, "tid": 321443, "ts": 1714869602933008, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602933037, "dur": 3, + "args": { + "External id": 9008, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9008, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9008, "pid": 0, "tid": 7, "ts": 1714869602933037, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602933029, "dur": 13, + "args": { + "External id": 9008, + "cbid": 211, "correlation": 9008 + } + }, + { + "ph": "s", "id": 9008, "pid": 321443, "tid": 321443, "ts": 1714869602933029, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602933067, "dur": 3, + "args": { + "External id": 9021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9021, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9021, "pid": 0, "tid": 7, "ts": 1714869602933067, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602933061, "dur": 11, + "args": { + "External id": 9021, + "cbid": 211, "correlation": 9021 + } + }, + { + "ph": "s", "id": 9021, "pid": 321443, "tid": 321443, "ts": 1714869602933061, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602933099, "dur": 5, + "args": { + "External id": 9036, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9036, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9036, "pid": 0, "tid": 7, "ts": 1714869602933099, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602933092, "dur": 14, + "args": { + "External id": 9036, + "cbid": 211, "correlation": 9036 + } + }, + { + "ph": "s", "id": 9036, "pid": 321443, "tid": 321443, "ts": 1714869602933092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602933163, "dur": 2, + "args": { + "External id": 9058, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9058, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9058, "pid": 0, "tid": 7, "ts": 1714869602933163, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602933154, "dur": 12, + "args": { + "External id": 9058, + "cbid": 211, "correlation": 9058 + } + }, + { + "ph": "s", "id": 9058, "pid": 321443, "tid": 321443, "ts": 1714869602933154, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602933980, "dur": 704, + "args": { + "External id": 9075, + "device": 0, "context": 1, + "stream": 7, "correlation": 9075, + "bytes": 6837440, "memory bandwidth (GB/s)": 9.70345140781108 + } + }, + { + "ph": "f", "id": 9075, "pid": 0, "tid": 7, "ts": 1714869602933980, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602933897, "dur": 683, + "args": { + "External id": 9075, + "cbid": 41, "correlation": 9075 + } + }, + { + "ph": "s", "id": 9075, "pid": 321443, "tid": 321443, "ts": 1714869602933897, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602934581, "dur": 106, + "args": { + "External id": 9076, + "cbid": 131, "correlation": 9076 + } + }, + { + "ph": "s", "id": 9076, "pid": 321443, "tid": 321443, "ts": 1714869602934581, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602934717, "dur": 1698, + "args": { + "External id": 9085, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9085, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9085, "pid": 0, "tid": 7, "ts": 1714869602934717, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602934708, "dur": 1710, + "args": { + "External id": 9085, + "cbid": 211, "correlation": 9085 + } + }, + { + "ph": "s", "id": 9085, "pid": 321443, "tid": 321443, "ts": 1714869602934708, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, 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"ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602938356, "dur": 1497, + "args": { + "External id": 9112, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9112, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9112, "pid": 0, "tid": 7, "ts": 1714869602938356, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602938347, "dur": 1508, + "args": { + "External id": 9112, + "cbid": 211, "correlation": 9112 + } + }, + { + "ph": "s", "id": 9112, "pid": 321443, "tid": 321443, "ts": 1714869602938347, + "cat": "ac2g", "name": "ac2g" + 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321443, "ts": 1714869602939913, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602940123, "dur": 77, + "args": { + "External id": 9151, + "device": 0, "context": 1, + "stream": 7, "correlation": 9151, + "bytes": 912208, "memory bandwidth (GB/s)": 11.794166321886637 + } + }, + { + "ph": "f", "id": 9151, "pid": 0, "tid": 7, "ts": 1714869602940123, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602940067, "dur": 53, + "args": { + "External id": 9151, + "cbid": 41, "correlation": 9151 + } + }, + { + "ph": "s", "id": 9151, "pid": 321443, "tid": 321443, "ts": 1714869602940067, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602940121, "dur": 81, + "args": { + "External id": 9152, + "cbid": 131, "correlation": 9152 + } + }, + { + "ph": "s", "id": 9152, "pid": 321443, "tid": 321443, "ts": 1714869602940121, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602940230, "dur": 114, + "args": { + "External id": 9161, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9161, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9161, "pid": 0, "tid": 7, "ts": 1714869602940230, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, 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"External id": 9188, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9188, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9188, "pid": 0, "tid": 7, "ts": 1714869602940654, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602940646, "dur": 220, + "args": { + "External id": 9188, + "cbid": 211, "correlation": 9188 + } + }, + { + "ph": "s", "id": 9188, "pid": 321443, "tid": 321443, "ts": 1714869602940646, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602940926, "dur": 2, + "args": { + "External id": 9210, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9210, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9210, "pid": 0, "tid": 7, "ts": 1714869602940926, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602940918, "dur": 12, + "args": { + "External id": 9210, + "cbid": 211, "correlation": 9210 + } + }, + { + "ph": "s", "id": 9210, "pid": 321443, "tid": 321443, "ts": 1714869602940918, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602941069, "dur": 52, + "args": { + "External id": 9227, + "device": 0, "context": 1, + "stream": 7, "correlation": 9227, + "bytes": 605880, "memory bandwidth (GB/s)": 11.594458052663809 + } + }, + { + "ph": "f", "id": 9227, "pid": 0, "tid": 7, "ts": 1714869602941069, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602941035, "dur": 32, + "args": { + "External id": 9227, + "cbid": 41, "correlation": 9227 + } + }, + { + "ph": "s", "id": 9227, "pid": 321443, "tid": 321443, "ts": 1714869602941035, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602941067, "dur": 56, + "args": { + "External id": 9228, + "cbid": 131, "correlation": 9228 + } + }, + { + "ph": "s", "id": 9228, "pid": 321443, "tid": 321443, "ts": 1714869602941067, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602941151, "dur": 76, + "args": { + "External id": 9237, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9237, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9237, "pid": 0, "tid": 7, "ts": 1714869602941151, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602941142, "dur": 88, + "args": { + "External id": 9237, + "cbid": 211, "correlation": 9237 + } + }, + { + "ph": "s", "id": 9237, "pid": 321443, "tid": 321443, "ts": 1714869602941142, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602941257, "dur": 169, + "args": { + "External id": 9250, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9250, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9250, "pid": 0, "tid": 7, "ts": 1714869602941257, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602941250, "dur": 179, + "args": { + "External id": 9250, + "cbid": 211, "correlation": 9250 + } + }, + { + "ph": "s", "id": 9250, "pid": 321443, "tid": 321443, "ts": 1714869602941250, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602941456, "dur": 145, + "args": { + "External id": 9264, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9264, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9264, "pid": 0, "tid": 7, "ts": 1714869602941456, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602941448, "dur": 155, + "args": { + "External id": 9264, + "cbid": 211, "correlation": 9264 + } + }, + { + "ph": "s", "id": 9264, "pid": 321443, "tid": 321443, "ts": 1714869602941448, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602941663, "dur": 2, + "args": { + "External id": 9286, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9286, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9286, "pid": 0, "tid": 7, "ts": 1714869602941663, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602941655, "dur": 13, + "args": { + "External id": 9286, + "cbid": 211, "correlation": 9286 + } + }, + { + "ph": "s", "id": 9286, "pid": 321443, "tid": 321443, "ts": 1714869602941655, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602941749, "dur": 0, + "args": { + "External id": 9303, + "device": 0, "context": 1, + "stream": 7, "correlation": 9303, + "bytes": 80, "memory bandwidth (GB/s)": 0.20833333333333334 + } + }, + { + "ph": "f", "id": 9303, "pid": 0, "tid": 7, "ts": 1714869602941749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602941740, "dur": 6, + "args": { + "External id": 9303, + "cbid": 41, "correlation": 9303 + } + }, + { + "ph": "s", "id": 9303, "pid": 321443, "tid": 321443, "ts": 1714869602941740, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602941747, "dur": 5, + "args": { + "External id": 9304, + "cbid": 131, "correlation": 9304 + } + }, + { + "ph": "s", "id": 9304, "pid": 321443, "tid": 321443, "ts": 1714869602941747, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602941776, "dur": 3, + "args": { + "External id": 9313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9313, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9313, "pid": 0, "tid": 7, "ts": 1714869602941776, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602941768, "dur": 14, + "args": { + "External id": 9313, + "cbid": 211, "correlation": 9313 + } + }, + { + "ph": "s", "id": 9313, "pid": 321443, "tid": 321443, "ts": 1714869602941768, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602941809, "dur": 3, + "args": { + "External id": 9326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9326, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9326, "pid": 0, "tid": 7, "ts": 1714869602941809, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602941801, "dur": 13, + "args": { + "External id": 9326, + "cbid": 211, "correlation": 9326 + } + }, + { + "ph": "s", "id": 9326, "pid": 321443, "tid": 321443, "ts": 1714869602941801, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602941841, "dur": 7, + "args": { + "External id": 9341, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9341, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9341, "pid": 0, "tid": 7, "ts": 1714869602941841, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", 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"name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602942095, "dur": 11, + "args": { + "External id": 9418, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9418, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9418, "pid": 0, "tid": 7, "ts": 1714869602942095, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602942088, "dur": 21, + "args": { + "External id": 9418, + "cbid": 211, "correlation": 9418 + } + }, + { + "ph": "s", "id": 9418, "pid": 321443, "tid": 321443, "ts": 1714869602942088, + "cat": 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"pid": 321443, "tid": 321443, "ts": 1714869602942158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602942262, "dur": 5, + "args": { + "External id": 9457, + "device": 0, "context": 1, + "stream": 7, "correlation": 9457, + "bytes": 60256, "memory bandwidth (GB/s)": 11.76875 + } + }, + { + "ph": "f", "id": 9457, "pid": 0, "tid": 7, "ts": 1714869602942262, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602942248, "dur": 10, + "args": { + "External id": 9457, + "cbid": 41, "correlation": 9457 + } + }, + { + "ph": "s", "id": 9457, "pid": 321443, "tid": 321443, "ts": 1714869602942248, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602942259, "dur": 10, + "args": { + 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{ + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602942286, "dur": 20, + "args": { + "External id": 9467, + "cbid": 211, "correlation": 9467 + } + }, + { + "ph": "s", "id": 9467, "pid": 321443, "tid": 321443, "ts": 1714869602942286, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602942333, "dur": 15, + "args": { + "External id": 9480, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9480, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9480, "pid": 0, "tid": 7, "ts": 1714869602942333, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602942325, "dur": 24, + "args": { + "External id": 9480, + "cbid": 211, "correlation": 9480 + } + }, + { + "ph": "s", "id": 9480, "pid": 321443, "tid": 321443, "ts": 1714869602942325, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602942378, "dur": 38, + "args": { + "External id": 9495, 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1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9594, "pid": 0, "tid": 7, "ts": 1714869602942755, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602942745, "dur": 15, + "args": { + "External id": 9594, + "cbid": 211, "correlation": 9594 + } + }, + { + "ph": "s", "id": 9594, "pid": 321443, "tid": 321443, "ts": 1714869602942745, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602942859, "dur": 0, + "args": { + "External id": 9611, + "device": 0, "context": 1, + "stream": 7, "correlation": 9611, + "bytes": 32, "memory bandwidth (GB/s)": 0.08333333333333333 + } + }, + { + "ph": "f", "id": 9611, "pid": 0, "tid": 7, "ts": 1714869602942859, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602942850, "dur": 5, + "args": { + "External id": 9611, + "cbid": 41, "correlation": 9611 + } + }, + { + "ph": "s", "id": 9611, "pid": 321443, "tid": 321443, "ts": 1714869602942850, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602942856, "dur": 5, + "args": { + "External id": 9612, + "cbid": 131, "correlation": 9612 + } + }, + { + "ph": "s", "id": 9612, "pid": 321443, "tid": 321443, "ts": 1714869602942856, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602942886, "dur": 2, + "args": { + "External id": 9621, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9621, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9621, "pid": 0, "tid": 7, "ts": 1714869602942886, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602942878, "dur": 13, + "args": { + "External id": 9621, + "cbid": 211, "correlation": 9621 + } + }, + { + "ph": "s", "id": 9621, "pid": 321443, "tid": 321443, "ts": 1714869602942878, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602942917, "dur": 2, + "args": { + "External id": 9634, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9634, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9634, "pid": 0, "tid": 7, "ts": 1714869602942917, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602942910, "dur": 11, + "args": { + "External id": 9634, + "cbid": 211, "correlation": 9634 + } + }, + { + "ph": "s", "id": 9634, "pid": 321443, "tid": 321443, "ts": 1714869602942910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602942949, "dur": 4, + "args": { + "External id": 9649, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9649, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9649, "pid": 0, "tid": 7, "ts": 1714869602942949, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602942941, "dur": 13, + "args": { + "External id": 9649, + "cbid": 211, "correlation": 9649 + } + }, + { + "ph": "s", "id": 9649, "pid": 321443, "tid": 321443, "ts": 1714869602942941, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602943013, "dur": 2, + "args": { + "External id": 9671, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9671, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9671, "pid": 0, "tid": 7, "ts": 1714869602943013, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602943005, "dur": 12, + "args": { + "External id": 9671, + "cbid": 211, "correlation": 9671 + } + }, + { + "ph": "s", "id": 9671, "pid": 321443, "tid": 321443, "ts": 1714869602943005, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602943099, "dur": 0, + "args": { + "External id": 9688, + "device": 0, "context": 1, + "stream": 7, "correlation": 9688, + "bytes": 7344, "memory bandwidth (GB/s)": 9.5625 + } + }, + { + "ph": "f", "id": 9688, "pid": 0, "tid": 7, "ts": 1714869602943099, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602943090, "dur": 6, + "args": { + "External id": 9688, + "cbid": 41, "correlation": 9688 + } + }, + { + "ph": "s", "id": 9688, "pid": 321443, "tid": 321443, "ts": 1714869602943090, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602943097, "dur": 4, + "args": { + "External id": 9689, + "cbid": 131, "correlation": 9689 + } + }, + { + "ph": "s", "id": 9689, "pid": 321443, "tid": 321443, "ts": 1714869602943097, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602943126, "dur": 3, + "args": { + "External id": 9698, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9698, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 9698, "pid": 0, "tid": 7, "ts": 1714869602943126, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602943118, "dur": 13, + "args": { + "External id": 9698, + "cbid": 211, "correlation": 9698 + } + }, + { + "ph": "s", "id": 9698, "pid": 321443, "tid": 321443, "ts": 1714869602943118, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602943159, "dur": 3, + "args": { + "External id": 9711, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9711, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 9711, "pid": 0, "tid": 7, "ts": 1714869602943159, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602943151, "dur": 13, + "args": { + "External id": 9711, + "cbid": 211, "correlation": 9711 + } + }, + { + "ph": "s", "id": 9711, "pid": 321443, "tid": 321443, "ts": 1714869602943151, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602943191, "dur": 8, + "args": { + "External id": 9726, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9726, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9726, "pid": 0, "tid": 7, "ts": 1714869602943191, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602943184, "dur": 17, + "args": { + "External id": 9726, + "cbid": 211, "correlation": 9726 + } + }, + { + "ph": "s", "id": 9726, "pid": 321443, "tid": 321443, "ts": 1714869602943184, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602943258, "dur": 2, + "args": { + "External id": 9748, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9748, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9748, "pid": 0, "tid": 7, "ts": 1714869602943258, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602943250, "dur": 12, + "args": { + "External id": 9748, + "cbid": 211, "correlation": 9748 + } + }, + { + "ph": "s", "id": 9748, "pid": 321443, "tid": 321443, "ts": 1714869602943250, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602943344, "dur": 0, + "args": { + "External id": 9765, + "device": 0, "context": 1, + "stream": 7, "correlation": 9765, + "bytes": 112, "memory bandwidth (GB/s)": 0.2692307692307692 + } + }, + { + "ph": "f", "id": 9765, "pid": 0, "tid": 7, "ts": 1714869602943344, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602943334, "dur": 5, + "args": { + "External id": 9765, + "cbid": 41, "correlation": 9765 + } + }, + { + "ph": "s", "id": 9765, "pid": 321443, "tid": 321443, "ts": 1714869602943334, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602943341, "dur": 5, + "args": { + "External id": 9766, + "cbid": 131, "correlation": 9766 + } + }, + { + "ph": "s", "id": 9766, "pid": 321443, "tid": 321443, "ts": 1714869602943341, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602943370, "dur": 3, + "args": { + "External id": 9775, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9775, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9775, "pid": 0, "tid": 7, "ts": 1714869602943370, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602943362, "dur": 13, + "args": { + "External id": 9775, + "cbid": 211, "correlation": 9775 + } + }, + { + "ph": "s", "id": 9775, "pid": 321443, "tid": 321443, "ts": 1714869602943362, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602943401, "dur": 3, + "args": { + "External id": 9788, + "queued": 0, 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at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602945604, "dur": 2600, + "args": { + "External id": 9852, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9852, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9852, "pid": 0, "tid": 7, "ts": 1714869602945604, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602945590, "dur": 2618, + "args": { + "External id": 9852, + "cbid": 211, "correlation": 9852 + } + }, + { + "ph": "s", "id": 9852, "pid": 321443, "tid": 321443, "ts": 1714869602945590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602948249, "dur": 2863, + "args": { + "External id": 9865, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9865, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9865, "pid": 0, "tid": 7, "ts": 1714869602948249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602948240, "dur": 2875, + "args": { + "External id": 9865, + "cbid": 211, "correlation": 9865 + } + }, + { + "ph": "s", "id": 9865, "pid": 321443, "tid": 321443, "ts": 1714869602948240, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602951151, "dur": 2288, + "args": { + "External id": 9879, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9879, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9879, "pid": 0, "tid": 7, "ts": 1714869602951151, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602951143, "dur": 2299, + "args": { + "External id": 9879, + "cbid": 211, "correlation": 9879 + } + }, + { + "ph": "s", "id": 9879, "pid": 321443, "tid": 321443, "ts": 1714869602951143, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602953536, "dur": 2, + "args": { + "External id": 9901, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9901, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9901, "pid": 0, "tid": 7, "ts": 1714869602953536, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602953527, "dur": 14, + "args": { + "External id": 9901, + "cbid": 211, "correlation": 9901 + } + }, + { + "ph": "s", "id": 9901, "pid": 321443, "tid": 321443, "ts": 1714869602953527, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602954026, "dur": 312, + "args": { + "External id": 9918, + "device": 0, "context": 1, + "stream": 7, "correlation": 9918, + "bytes": 3237936, "memory bandwidth (GB/s)": 10.35145780051151 + } + }, + { + "ph": "f", "id": 9918, "pid": 0, "tid": 7, "ts": 1714869602954026, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602953953, "dur": 296, + "args": { + "External id": 9918, + "cbid": 41, "correlation": 9918 + } + }, + { + "ph": "s", "id": 9918, "pid": 321443, "tid": 321443, "ts": 1714869602953953, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602954250, "dur": 92, + "args": { + "External id": 9919, + "cbid": 131, "correlation": 9919 + } + }, + { + "ph": "s", "id": 9919, "pid": 321443, "tid": 321443, "ts": 1714869602954250, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602954375, "dur": 673, + "args": { + "External id": 9928, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9928, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9928, "pid": 0, "tid": 7, "ts": 1714869602954375, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602954366, "dur": 686, + "args": { + "External id": 9928, + "cbid": 211, "correlation": 9928 + } + }, + { + "ph": "s", "id": 9928, "pid": 321443, "tid": 321443, "ts": 1714869602954366, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602955082, "dur": 893, + "args": { + "External id": 9941, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9941, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9941, "pid": 0, "tid": 7, "ts": 1714869602955082, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602955074, "dur": 904, + "args": { + "External id": 9941, + "cbid": 211, "correlation": 9941 + } + }, + { + "ph": "s", "id": 9941, "pid": 321443, "tid": 321443, "ts": 1714869602955074, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602956007, "dur": 715, + "args": { + "External id": 9955, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9955, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9955, "pid": 0, "tid": 7, "ts": 1714869602956007, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602955999, "dur": 725, + "args": { + "External id": 9955, + "cbid": 211, "correlation": 9955 + } + }, + { + "ph": "s", "id": 9955, "pid": 321443, "tid": 321443, "ts": 1714869602955999, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602956793, "dur": 2, + "args": { + "External id": 9977, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9977, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9977, "pid": 0, "tid": 7, "ts": 1714869602956793, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602956785, "dur": 14, + "args": { + "External id": 9977, + "cbid": 211, "correlation": 9977 + } + }, + { + "ph": "s", "id": 9977, "pid": 321443, "tid": 321443, "ts": 1714869602956785, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602957786, "dur": 930, + "args": { + "External id": 9994, + "device": 0, "context": 1, + "stream": 7, "correlation": 9994, + "bytes": 8844904, "memory bandwidth (GB/s)": 9.504599222860287 + } + }, + { + "ph": "f", "id": 9994, "pid": 0, "tid": 7, "ts": 1714869602957786, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602957701, "dur": 915, + "args": { + "External id": 9994, + "cbid": 41, "correlation": 9994 + } + }, + { + "ph": "s", "id": 9994, "pid": 321443, "tid": 321443, "ts": 1714869602957701, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602958618, "dur": 102, + "args": { + "External id": 9995, + "cbid": 131, "correlation": 9995 + } + }, + { + "ph": "s", "id": 9995, "pid": 321443, "tid": 321443, "ts": 1714869602958618, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602958752, "dur": 2196, + "args": { + "External id": 10004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10004, + "registers per 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const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602960983, "dur": 2419, + "args": { + "External id": 10017, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10017, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10017, "pid": 0, "tid": 7, "ts": 1714869602960983, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602960974, "dur": 2431, + "args": { + "External id": 10017, + "cbid": 211, "correlation": 10017 + } + }, + { + "ph": "s", "id": 10017, "pid": 321443, "tid": 321443, "ts": 1714869602960974, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602963439, "dur": 1944, + "args": { + "External id": 10031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10031, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10031, "pid": 0, "tid": 7, "ts": 1714869602963439, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602963430, "dur": 1954, + "args": { + "External id": 10031, + "cbid": 211, "correlation": 10031 + } + }, + { + "ph": "s", 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"ph": "f", "id": 10080, "pid": 0, "tid": 7, "ts": 1714869602965723, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602965714, "dur": 99, + "args": { + "External id": 10080, + "cbid": 211, "correlation": 10080 + } + }, + { + "ph": "s", "id": 10080, "pid": 321443, "tid": 321443, "ts": 1714869602965714, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, 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{ + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602966401, "dur": 8, + "args": { + "External id": 10146, + "device": 0, "context": 1, + "stream": 7, "correlation": 10146, + "bytes": 72248, "memory bandwidth (GB/s)": 8.455992509363297 + } + }, + { + "ph": "f", "id": 10146, "pid": 0, "tid": 7, "ts": 1714869602966401, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602966388, "dur": 11, + "args": { + "External id": 10146, + "cbid": 41, "correlation": 10146 + } + }, + { + "ph": "s", "id": 10146, "pid": 321443, "tid": 321443, "ts": 1714869602966388, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602966400, "dur": 13, + "args": { + "External id": 10147, + "cbid": 131, "correlation": 10147 + } + }, + { + "ph": "s", "id": 10147, "pid": 321443, "tid": 321443, "ts": 1714869602966400, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602966438, "dur": 11, + "args": { + "External id": 10156, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10156, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10156, "pid": 0, "tid": 7, "ts": 1714869602966438, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": 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1, + "stream": 7, "correlation": 10222, + "bytes": 608, "memory bandwidth (GB/s)": 1.4615384615384615 + } + }, + { + "ph": "f", "id": 10222, "pid": 0, "tid": 7, "ts": 1714869602966702, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602966692, "dur": 6, + "args": { + "External id": 10222, + "cbid": 41, "correlation": 10222 + } + }, + { + "ph": "s", "id": 10222, "pid": 321443, "tid": 321443, "ts": 1714869602966692, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602966699, "dur": 5, + "args": { + "External id": 10223, + "cbid": 131, "correlation": 10223 + } + }, + { + "ph": "s", "id": 10223, "pid": 321443, "tid": 321443, "ts": 1714869602966699, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602966728, "dur": 3, + "args": { + "External id": 10232, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10232, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 10232, "pid": 0, "tid": 7, "ts": 1714869602966728, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602966720, "dur": 14, + "args": { + "External id": 10232, + "cbid": 211, "correlation": 10232 + } + }, + { + "ph": "s", "id": 10232, "pid": 321443, 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"est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10260, "pid": 0, "tid": 7, "ts": 1714869602966802, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602966794, "dur": 16, + "args": { + "External id": 10260, + "cbid": 211, "correlation": 10260 + } + }, + { + "ph": "s", "id": 10260, "pid": 321443, "tid": 321443, "ts": 1714869602966794, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602966871, "dur": 2, + "args": { + "External id": 10282, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10282, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10282, "pid": 0, "tid": 7, "ts": 1714869602966871, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602966863, "dur": 13, + "args": { + "External id": 10282, + "cbid": 211, "correlation": 10282 + } + }, + { + "ph": "s", "id": 10282, "pid": 321443, "tid": 321443, "ts": 1714869602966863, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602966958, "dur": 0, + "args": { + "External id": 10299, + "device": 0, "context": 1, + "stream": 7, "correlation": 10299, + "bytes": 264, "memory bandwidth (GB/s)": 0.6346153846153846 + } + }, + { + "ph": "f", "id": 10299, "pid": 0, "tid": 7, "ts": 1714869602966958, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602966949, "dur": 6, + "args": { + "External id": 10299, + "cbid": 41, "correlation": 10299 + } + }, + { + "ph": "s", "id": 10299, "pid": 321443, "tid": 321443, "ts": 1714869602966949, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602966955, "dur": 5, + "args": { + "External id": 10300, + "cbid": 131, "correlation": 10300 + } + }, + { + "ph": "s", "id": 10300, "pid": 321443, "tid": 321443, "ts": 1714869602966955, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602966985, "dur": 2, + "args": { + "External id": 10309, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10309, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10309, "pid": 0, "tid": 7, "ts": 1714869602966985, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602966976, "dur": 13, + "args": { + "External id": 10309, + "cbid": 211, "correlation": 10309 + } + }, + { + "ph": "s", "id": 10309, "pid": 321443, "tid": 321443, "ts": 1714869602966976, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602967016, "dur": 3, + "args": { + "External id": 10322, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10322, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10322, "pid": 0, "tid": 7, "ts": 1714869602967016, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602967009, "dur": 13, + "args": { + "External id": 10322, + "cbid": 211, "correlation": 10322 + } + }, + { + "ph": "s", "id": 10322, "pid": 321443, "tid": 321443, "ts": 1714869602967009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602967049, "dur": 5, + "args": { + "External id": 10337, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10337, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10337, "pid": 0, "tid": 7, "ts": 1714869602967049, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602967041, "dur": 14, + "args": { + "External id": 10337, + "cbid": 211, "correlation": 10337 + } + }, + { + "ph": "s", "id": 10337, "pid": 321443, "tid": 321443, "ts": 1714869602967041, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869602967114, "dur": 2, + "args": { + "External id": 10359, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10359, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10359, "pid": 0, "tid": 7, "ts": 1714869602967114, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602967106, "dur": 12, + "args": { + "External id": 10359, + "cbid": 211, "correlation": 10359 + } + }, + { + "ph": "s", "id": 10359, "pid": 321443, "tid": 321443, "ts": 1714869602967106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714869602967185, "dur": 3, + "args": { + "External id": 10370, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10370, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10370, "pid": 0, "tid": 7, "ts": 1714869602967185, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602967176, "dur": 14, + "args": { + "External id": 10370, + "cbid": 211, "correlation": 10370 + } + }, + { + "ph": "s", "id": 10370, "pid": 321443, "tid": 321443, "ts": 1714869602967176, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714869602967259, "dur": 154, + "args": { + "External id": 10382, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10382, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10382, "pid": 0, "tid": 7, "ts": 1714869602967259, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602967250, "dur": 165, + "args": { + "External id": 10382, + "cbid": 211, "correlation": 10382 + } + }, + { + "ph": "s", "id": 10382, "pid": 321443, "tid": 321443, "ts": 1714869602967250, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321443, + "ts": 1714869602967501, "dur": 2, + "args": { + "External id": 10396, + "cbid": 210, "correlation": 10396 + } + }, + { + "ph": "f", "id": 10396, "pid": 321443, "tid": 321443, "ts": 1714869602967501, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714869602967515, "dur": 429, + "args": { + "External id": 10397, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10397, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 10397, "pid": 0, "tid": 7, "ts": 1714869602967515, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602967505, "dur": 440, + "args": { + "External id": 10397, + "cbid": 211, "correlation": 10397 + } + }, + { + "ph": "s", "id": 10397, "pid": 321443, "tid": 321443, "ts": 1714869602967505, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714869602967954, "dur": 7, + "args": { + "External id": 10399, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10399, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10399, "pid": 0, "tid": 7, "ts": 1714869602967954, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602967948, "dur": 17, + "args": { + "External id": 10399, + "cbid": 211, "correlation": 10399 + } + }, + { + "ph": "s", "id": 10399, "pid": 321443, "tid": 321443, "ts": 1714869602967948, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602968013, "dur": 1, + "args": { + "External id": 10410, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10410, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10410, "pid": 0, "tid": 7, "ts": 1714869602968013, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602968005, "dur": 12, + "args": { + "External id": 10410, + "cbid": 211, "correlation": 10410 + } + }, + { + "ph": "s", "id": 10410, "pid": 321443, "tid": 321443, "ts": 1714869602968005, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602968075, "dur": 2, + "args": { + "External id": 10423, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10423, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10423, "pid": 0, "tid": 7, "ts": 1714869602968075, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602968066, "dur": 13, + "args": { + "External id": 10423, + "cbid": 211, "correlation": 10423 + } + }, + { + "ph": "s", "id": 10423, "pid": 321443, "tid": 321443, "ts": 1714869602968066, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714869602968099, "dur": 2, + "args": { + "External id": 10431, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10431, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10431, "pid": 0, "tid": 7, "ts": 1714869602968099, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602968092, "dur": 11, + "args": { + "External id": 10431, + "cbid": 211, "correlation": 10431 + } + }, + { + "ph": "s", "id": 10431, "pid": 321443, "tid": 321443, "ts": 1714869602968092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602968144, "dur": 1, + "args": { + "External id": 10441, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10441, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10441, "pid": 0, "tid": 7, "ts": 1714869602968144, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602968137, "dur": 11, + "args": { + "External id": 10441, + "cbid": 211, "correlation": 10441 + } + }, + { + "ph": "s", "id": 10441, "pid": 321443, "tid": 321443, "ts": 1714869602968137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602968248, "dur": 2, + "args": { + "External id": 10454, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10454, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10454, "pid": 0, "tid": 7, "ts": 1714869602968248, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602968240, "dur": 13, + "args": { + "External id": 10454, + "cbid": 211, "correlation": 10454 + } + }, + { + "ph": "s", "id": 10454, "pid": 321443, "tid": 321443, "ts": 1714869602968240, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602968280, "dur": 4, + "args": { + "External id": 10466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10466, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10466, "pid": 0, "tid": 7, "ts": 1714869602968280, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602968272, "dur": 15, + "args": { + "External id": 10466, + "cbid": 211, "correlation": 10466 + } + }, + { + "ph": "s", "id": 10466, "pid": 321443, "tid": 321443, "ts": 1714869602968272, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714869602968311, "dur": 1, + "args": { + "External id": 10474, + "device": 0, "context": 1, + "stream": 7, "correlation": 10474, + "bytes": 4, "memory bandwidth (GB/s)": 0.0026041666666666665 + } + }, + { + "ph": "f", "id": 10474, "pid": 0, "tid": 7, "ts": 1714869602968311, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602968299, "dur": 15, + "args": { + "External id": 10474, + "cbid": 41, "correlation": 10474 + } + }, + { + "ph": "s", "id": 10474, "pid": 321443, "tid": 321443, "ts": 1714869602968299, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602968632, "dur": 1, + "args": { + "External id": 10489, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10489, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10489, "pid": 0, "tid": 7, "ts": 1714869602968632, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602968622, "dur": 14, + "args": { + "External id": 10489, + "cbid": 211, "correlation": 10489 + } + }, + { + "ph": "s", "id": 10489, "pid": 321443, "tid": 321443, "ts": 1714869602968622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602968749, "dur": 2, + "args": { + "External id": 10505, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10505, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10505, "pid": 0, "tid": 7, "ts": 1714869602968749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602968739, "dur": 15, + "args": { + "External id": 10505, + "cbid": 211, "correlation": 10505 + } + }, + { + "ph": "s", "id": 10505, "pid": 321443, "tid": 321497, "ts": 1714869602968739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602968776, "dur": 1, + "args": { + "External id": 10509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10509, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10509, "pid": 0, "tid": 7, "ts": 1714869602968776, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602968769, "dur": 10, + "args": { + "External id": 10509, + "cbid": 211, "correlation": 10509 + } + }, + { + "ph": "s", "id": 10509, "pid": 321443, "tid": 321497, "ts": 1714869602968769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602968834, "dur": 1, + "args": { + "External id": 10529, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10529, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10529, "pid": 0, "tid": 7, "ts": 1714869602968834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602968826, "dur": 12, + "args": { + "External id": 10529, + "cbid": 211, "correlation": 10529 + } + }, + { + "ph": "s", "id": 10529, "pid": 321443, "tid": 321497, "ts": 1714869602968826, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714869602968886, "dur": 1, + "args": { + "External id": 10545, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10545, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10545, "pid": 0, "tid": 7, "ts": 1714869602968886, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602968878, "dur": 12, + "args": { + "External id": 10545, + "cbid": 211, "correlation": 10545 + } + }, + { + "ph": "s", "id": 10545, "pid": 321443, "tid": 321497, "ts": 1714869602968878, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714869602968938, "dur": 2, + "args": { + "External id": 10557, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10557, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10557, "pid": 0, "tid": 7, "ts": 1714869602968938, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602968930, "dur": 12, 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achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10597, "pid": 0, "tid": 7, "ts": 1714869602969071, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602969062, "dur": 12, + "args": { + "External id": 10597, + "cbid": 211, "correlation": 10597 + } + }, + { + "ph": "s", "id": 10597, "pid": 321443, "tid": 321497, "ts": 1714869602969062, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869602969110, "dur": 1, + "args": { + "External id": 10613, + "cbid": 210, "correlation": 10613 + } + }, + { + "ph": "f", "id": 10613, "pid": 321443, "tid": 321497, "ts": 1714869602969110, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714869602969120, "dur": 267, + 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"cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602969840, "dur": 180, + "args": { + "External id": 10672, + "cbid": 211, "correlation": 10672 + } + }, + { + "ph": "s", "id": 10672, "pid": 321443, "tid": 321497, "ts": 1714869602969840, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714869602970048, "dur": 151, + "args": { + "External id": 10684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10684, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 10684, "pid": 0, "tid": 7, "ts": 1714869602970048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970040, "dur": 161, + "args": { + "External id": 10684, + "cbid": 211, "correlation": 10684 + } + }, + { + "ph": "s", "id": 10684, "pid": 321443, "tid": 321497, "ts": 1714869602970040, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602970245, "dur": 2, + "args": { + "External id": 10695, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10695, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10695, "pid": 0, "tid": 7, "ts": 1714869602970245, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970237, "dur": 12, + "args": { + "External id": 10695, + "cbid": 211, "correlation": 10695 + } + }, + { + "ph": "s", "id": 10695, "pid": 321443, "tid": 321497, "ts": 1714869602970237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602970490, "dur": 2, + "args": { + "External id": 10723, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10723, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10723, "pid": 0, "tid": 7, "ts": 1714869602970490, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970481, "dur": 14, + "args": { + "External id": 10723, + "cbid": 211, "correlation": 10723 + } + }, + { + "ph": "s", "id": 10723, "pid": 321443, "tid": 321497, "ts": 1714869602970481, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602970530, "dur": 1, + "args": { + "External id": 10739, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10739, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10739, "pid": 0, "tid": 7, "ts": 1714869602970530, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970522, "dur": 10, + "args": { + "External id": 10739, + "cbid": 211, "correlation": 10739 + } + }, + { + "ph": "s", "id": 10739, "pid": 321443, "tid": 321497, "ts": 1714869602970522, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602970545, "dur": 4, + "args": { + "External id": 10746, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10746, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10746, "pid": 0, "tid": 7, "ts": 1714869602970545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970538, "dur": 13, + "args": { + "External id": 10746, + "cbid": 211, "correlation": 10746 + } + }, + { + "ph": "s", "id": 10746, "pid": 321443, "tid": 321497, "ts": 1714869602970538, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602970611, "dur": 2, + "args": { + "External id": 10768, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10768, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10768, "pid": 0, "tid": 7, "ts": 1714869602970611, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970603, "dur": 12, + "args": { + "External id": 10768, + "cbid": 211, "correlation": 10768 + } + }, + { + "ph": "s", "id": 10768, "pid": 321443, "tid": 321497, "ts": 1714869602970603, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602970640, "dur": 1, + "args": { + "External id": 10784, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10784, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10784, "pid": 0, "tid": 7, "ts": 1714869602970640, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970633, "dur": 9, + "args": { + "External id": 10784, + "cbid": 211, "correlation": 10784 + } + }, + { + "ph": "s", "id": 10784, "pid": 321443, "tid": 321497, "ts": 1714869602970633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602970652, "dur": 4, + "args": { + "External id": 10791, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10791, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10791, "pid": 0, "tid": 7, "ts": 1714869602970652, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970647, "dur": 12, + "args": { + "External id": 10791, + "cbid": 211, "correlation": 10791 + } + }, + { + "ph": "s", "id": 10791, "pid": 321443, "tid": 321497, "ts": 1714869602970647, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602970722, "dur": 2, + "args": { + "External id": 10813, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10813, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10813, "pid": 0, "tid": 7, "ts": 1714869602970722, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970713, "dur": 12, + "args": { + "External id": 10813, + "cbid": 211, "correlation": 10813 + } + }, + { + "ph": "s", "id": 10813, "pid": 321443, "tid": 321497, "ts": 1714869602970713, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602970750, "dur": 2, + "args": { + "External id": 10829, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10829, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10829, "pid": 0, "tid": 7, "ts": 1714869602970750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970743, "dur": 10, + "args": { + "External id": 10829, + "cbid": 211, "correlation": 10829 + } + }, + { + "ph": "s", "id": 10829, "pid": 321443, "tid": 321497, "ts": 1714869602970743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602970764, "dur": 3, + "args": { + "External id": 10836, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10836, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10836, "pid": 0, "tid": 7, "ts": 1714869602970764, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970758, "dur": 10, + "args": { + "External id": 10836, + "cbid": 211, "correlation": 10836 + } + }, + { + "ph": "s", "id": 10836, "pid": 321443, "tid": 321497, "ts": 1714869602970758, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602970836, "dur": 1, + "args": { + "External id": 10858, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10858, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10858, "pid": 0, "tid": 7, "ts": 1714869602970836, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970827, "dur": 12, + "args": { + "External id": 10858, + "cbid": 211, "correlation": 10858 + } + }, + { + "ph": "s", "id": 10858, "pid": 321443, "tid": 321497, "ts": 1714869602970827, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602970871, "dur": 16, + "args": { + "External id": 10874, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10874, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10874, "pid": 0, "tid": 7, "ts": 1714869602970871, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970858, "dur": 32, + "args": { + "External id": 10874, + "cbid": 211, "correlation": 10874 + } + }, + { + "ph": "s", "id": 10874, "pid": 321443, "tid": 321497, "ts": 1714869602970858, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602970901, "dur": 5, + "args": { + "External id": 10881, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10881, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10881, "pid": 0, "tid": 7, "ts": 1714869602970901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970895, "dur": 13, + "args": { + "External id": 10881, + "cbid": 211, "correlation": 10881 + } + }, + { + "ph": "s", "id": 10881, "pid": 321443, "tid": 321497, "ts": 1714869602970895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602970964, "dur": 2, + "args": { + "External id": 10903, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10903, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10903, "pid": 0, "tid": 7, "ts": 1714869602970964, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970956, "dur": 12, + "args": { + "External id": 10903, + "cbid": 211, "correlation": 10903 + } + }, + { + "ph": "s", "id": 10903, "pid": 321443, "tid": 321497, "ts": 1714869602970956, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602970993, "dur": 233, + "args": { + "External id": 10919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10919, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10919, "pid": 0, "tid": 7, "ts": 1714869602970993, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602970986, "dur": 242, + "args": { + "External id": 10919, + "cbid": 211, "correlation": 10919 + } + }, + { + "ph": "s", "id": 10919, "pid": 321443, "tid": 321497, "ts": 1714869602970986, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602971238, "dur": 4, + "args": { + "External id": 10926, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10926, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10926, "pid": 0, "tid": 7, "ts": 1714869602971238, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971232, "dur": 12, + "args": { + "External id": 10926, + "cbid": 211, "correlation": 10926 + } + }, + { + "ph": "s", "id": 10926, "pid": 321443, "tid": 321497, "ts": 1714869602971232, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602971299, "dur": 2, + "args": { + "External id": 10948, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10948, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10948, "pid": 0, "tid": 7, "ts": 1714869602971299, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971291, "dur": 12, + "args": { + "External id": 10948, + "cbid": 211, "correlation": 10948 + } + }, + { + "ph": "s", "id": 10948, "pid": 321443, "tid": 321497, "ts": 1714869602971291, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602971334, "dur": 83, + "args": { + "External id": 10964, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10964, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10964, "pid": 0, "tid": 7, "ts": 1714869602971334, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971327, "dur": 93, + "args": { + "External id": 10964, + "cbid": 211, "correlation": 10964 + } + }, + { + "ph": "s", "id": 10964, "pid": 321443, "tid": 321497, "ts": 1714869602971327, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602971430, "dur": 5, + "args": { + "External id": 10971, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10971, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10971, "pid": 0, "tid": 7, "ts": 1714869602971430, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971424, "dur": 12, + "args": { + "External id": 10971, + "cbid": 211, "correlation": 10971 + } + }, + { + "ph": "s", "id": 10971, "pid": 321443, "tid": 321497, "ts": 1714869602971424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602971491, "dur": 2, + "args": { + "External id": 10993, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10993, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10993, "pid": 0, "tid": 7, "ts": 1714869602971491, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971483, "dur": 12, + "args": { + "External id": 10993, + "cbid": 211, "correlation": 10993 + } + }, + { + "ph": "s", "id": 10993, "pid": 321443, "tid": 321497, "ts": 1714869602971483, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602971520, "dur": 272, + "args": { + "External id": 11009, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11009, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11009, "pid": 0, "tid": 7, "ts": 1714869602971520, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971513, "dur": 281, + "args": { + "External id": 11009, + "cbid": 211, "correlation": 11009 + } + }, + { + "ph": "s", "id": 11009, "pid": 321443, "tid": 321497, "ts": 1714869602971513, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602971804, "dur": 5, + "args": { + "External id": 11016, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11016, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11016, "pid": 0, "tid": 7, "ts": 1714869602971804, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971798, "dur": 12, + "args": { + "External id": 11016, + "cbid": 211, "correlation": 11016 + } + }, + { + "ph": "s", "id": 11016, "pid": 321443, "tid": 321497, "ts": 1714869602971798, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602971872, "dur": 2, + "args": { + "External id": 11038, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11038, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11038, "pid": 0, "tid": 7, "ts": 1714869602971872, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971864, "dur": 13, + "args": { + "External id": 11038, + "cbid": 211, "correlation": 11038 + } + }, + { + "ph": "s", "id": 11038, "pid": 321443, "tid": 321497, "ts": 1714869602971864, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602971901, "dur": 1, + "args": { + "External id": 11054, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11054, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11054, "pid": 0, "tid": 7, "ts": 1714869602971901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971894, "dur": 10, + "args": { + "External id": 11054, + "cbid": 211, "correlation": 11054 + } + }, + { + "ph": "s", "id": 11054, "pid": 321443, "tid": 321497, "ts": 1714869602971894, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602971914, "dur": 5, + "args": { + "External id": 11061, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11061, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11061, "pid": 0, "tid": 7, "ts": 1714869602971914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602971909, "dur": 12, + "args": { + "External id": 11061, + "cbid": 211, "correlation": 11061 + } + }, + { + "ph": "s", "id": 11061, "pid": 321443, "tid": 321497, "ts": 1714869602971909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972017, "dur": 2, + "args": { + "External id": 11083, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11083, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11083, "pid": 0, "tid": 7, "ts": 1714869602972017, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972009, "dur": 12, + "args": { + "External id": 11083, + "cbid": 211, "correlation": 11083 + } + }, + { + "ph": "s", "id": 11083, "pid": 321443, "tid": 321497, "ts": 1714869602972009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972046, "dur": 1, + "args": { + "External id": 11099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11099, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 11099, "pid": 0, "tid": 7, "ts": 1714869602972046, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972039, "dur": 10, + "args": { + "External id": 11099, + "cbid": 211, "correlation": 11099 + } + }, + { + "ph": "s", "id": 11099, "pid": 321443, "tid": 321497, "ts": 1714869602972039, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972058, "dur": 5, + "args": { + "External id": 11106, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11106, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11106, "pid": 0, "tid": 7, "ts": 1714869602972058, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972053, "dur": 12, + "args": { + "External id": 11106, + "cbid": 211, "correlation": 11106 + } + }, + { + "ph": "s", "id": 11106, "pid": 321443, "tid": 321497, "ts": 1714869602972053, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972127, "dur": 2, + "args": { + "External id": 11128, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11128, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11128, "pid": 0, "tid": 7, "ts": 1714869602972127, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972119, "dur": 12, + "args": { + "External id": 11128, + "cbid": 211, "correlation": 11128 + } + }, + { + "ph": "s", "id": 11128, "pid": 321443, "tid": 321497, "ts": 1714869602972119, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972154, "dur": 1, + "args": { + "External id": 11144, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11144, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11144, "pid": 0, "tid": 7, "ts": 1714869602972154, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972148, "dur": 9, + "args": { + "External id": 11144, + "cbid": 211, "correlation": 11144 + } + }, + { + "ph": "s", "id": 11144, "pid": 321443, "tid": 321497, "ts": 1714869602972148, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972176, "dur": 5, + "args": { + "External id": 11151, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11151, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11151, "pid": 0, "tid": 7, "ts": 1714869602972176, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972168, "dur": 15, + "args": { + "External id": 11151, + "cbid": 211, "correlation": 11151 + } + }, + { + "ph": "s", "id": 11151, "pid": 321443, "tid": 321497, "ts": 1714869602972168, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972242, "dur": 2, + "args": { + "External id": 11173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11173, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11173, "pid": 0, "tid": 7, "ts": 1714869602972242, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972234, "dur": 12, + "args": { + "External id": 11173, + "cbid": 211, "correlation": 11173 + } + }, + { + "ph": "s", "id": 11173, "pid": 321443, "tid": 321497, "ts": 1714869602972234, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972271, "dur": 1, + "args": { + "External id": 11189, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11189, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11189, "pid": 0, "tid": 7, "ts": 1714869602972271, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972264, "dur": 9, + "args": { + "External id": 11189, + "cbid": 211, "correlation": 11189 + } + }, + { + "ph": "s", "id": 11189, "pid": 321443, "tid": 321497, "ts": 1714869602972264, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972283, "dur": 5, + "args": { + "External id": 11196, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11196, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11196, "pid": 0, "tid": 7, "ts": 1714869602972283, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972278, "dur": 12, + "args": { + "External id": 11196, + "cbid": 211, "correlation": 11196 + } + }, + { + "ph": "s", "id": 11196, "pid": 321443, "tid": 321497, "ts": 1714869602972278, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972358, "dur": 2, + "args": { + "External id": 11218, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11218, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11218, "pid": 0, "tid": 7, "ts": 1714869602972358, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972350, "dur": 12, + "args": { + "External id": 11218, + "cbid": 211, "correlation": 11218 + } + }, + { + "ph": "s", "id": 11218, "pid": 321443, "tid": 321497, "ts": 1714869602972350, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972387, "dur": 1, + "args": { + "External id": 11234, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11234, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 11234, "pid": 0, "tid": 7, "ts": 1714869602972387, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972380, "dur": 10, + "args": { + "External id": 11234, + "cbid": 211, "correlation": 11234 + } + }, + { + "ph": "s", "id": 11234, "pid": 321443, "tid": 321497, "ts": 1714869602972380, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972400, "dur": 3, + "args": { + "External id": 11241, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11241, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11241, "pid": 0, "tid": 7, "ts": 1714869602972400, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972394, "dur": 11, + "args": { + "External id": 11241, + "cbid": 211, "correlation": 11241 + } + }, + { + "ph": "s", "id": 11241, "pid": 321443, "tid": 321497, "ts": 1714869602972394, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972459, "dur": 2, + "args": { + "External id": 11263, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11263, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11263, "pid": 0, "tid": 7, "ts": 1714869602972459, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972451, "dur": 12, + "args": { + "External id": 11263, + "cbid": 211, "correlation": 11263 + } + }, + { + "ph": "s", "id": 11263, "pid": 321443, "tid": 321497, "ts": 1714869602972451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972494, "dur": 1, + "args": { + "External id": 11279, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11279, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 11279, "pid": 0, "tid": 7, "ts": 1714869602972494, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972487, "dur": 10, + "args": { + "External id": 11279, + "cbid": 211, "correlation": 11279 + } + }, + { + "ph": "s", "id": 11279, "pid": 321443, "tid": 321497, "ts": 1714869602972487, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972507, "dur": 5, + "args": { + "External id": 11286, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11286, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11286, "pid": 0, "tid": 7, "ts": 1714869602972507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972501, "dur": 12, + "args": { + "External id": 11286, + "cbid": 211, "correlation": 11286 + } + }, + { + "ph": "s", "id": 11286, "pid": 321443, "tid": 321497, "ts": 1714869602972501, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972591, "dur": 2, + "args": { + "External id": 11308, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11308, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11308, "pid": 0, "tid": 7, "ts": 1714869602972591, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972584, "dur": 12, + "args": { + "External id": 11308, + "cbid": 211, "correlation": 11308 + } + }, + { + "ph": "s", "id": 11308, "pid": 321443, "tid": 321497, "ts": 1714869602972584, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972620, "dur": 1, + "args": { + "External id": 11324, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11324, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11324, "pid": 0, "tid": 7, "ts": 1714869602972620, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972613, "dur": 9, + "args": { + "External id": 11324, + "cbid": 211, "correlation": 11324 + } + }, + { + "ph": "s", "id": 11324, "pid": 321443, "tid": 321497, "ts": 1714869602972613, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972632, "dur": 4, + "args": { + "External id": 11331, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11331, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11331, "pid": 0, "tid": 7, "ts": 1714869602972632, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972627, "dur": 11, + "args": { + "External id": 11331, + "cbid": 211, "correlation": 11331 + } + }, + { + "ph": "s", "id": 11331, "pid": 321443, "tid": 321497, "ts": 1714869602972627, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972692, "dur": 2, + "args": { + "External id": 11353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11353, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11353, "pid": 0, "tid": 7, "ts": 1714869602972692, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972684, "dur": 12, + "args": { + "External id": 11353, + "cbid": 211, "correlation": 11353 + } + }, + { + "ph": "s", "id": 11353, "pid": 321443, "tid": 321497, "ts": 1714869602972684, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972734, "dur": 16, + "args": { + "External id": 11369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11369, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11369, "pid": 0, "tid": 7, "ts": 1714869602972734, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972727, "dur": 25, + "args": { + "External id": 11369, + "cbid": 211, "correlation": 11369 + } + }, + { + "ph": "s", "id": 11369, "pid": 321443, "tid": 321497, "ts": 1714869602972727, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972763, "dur": 5, + "args": { + "External id": 11376, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11376, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11376, "pid": 0, "tid": 7, "ts": 1714869602972763, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972757, "dur": 12, + "args": { + "External id": 11376, + "cbid": 211, "correlation": 11376 + } + }, + { + "ph": "s", "id": 11376, "pid": 321443, "tid": 321497, "ts": 1714869602972757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972824, "dur": 2, + "args": { + "External id": 11398, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11398, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11398, "pid": 0, "tid": 7, "ts": 1714869602972824, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972817, "dur": 12, + "args": { + "External id": 11398, + "cbid": 211, "correlation": 11398 + } + }, + { + "ph": "s", "id": 11398, "pid": 321443, "tid": 321497, "ts": 1714869602972817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972853, "dur": 24, + "args": { + "External id": 11414, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11414, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11414, "pid": 0, "tid": 7, "ts": 1714869602972853, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972846, "dur": 32, + "args": { + "External id": 11414, + "cbid": 211, "correlation": 11414 + } + }, + { + "ph": "s", "id": 11414, "pid": 321443, "tid": 321497, "ts": 1714869602972846, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602972889, "dur": 5, + "args": { + "External id": 11421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11421, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11421, "pid": 0, "tid": 7, "ts": 1714869602972889, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972883, "dur": 12, + "args": { + "External id": 11421, + "cbid": 211, "correlation": 11421 + } + }, + { + "ph": "s", "id": 11421, "pid": 321443, "tid": 321497, "ts": 1714869602972883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602972957, "dur": 2, + "args": { + "External id": 11443, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11443, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11443, "pid": 0, "tid": 7, "ts": 1714869602972957, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972949, "dur": 13, + "args": { + "External id": 11443, + "cbid": 211, "correlation": 11443 + } + }, + { + "ph": "s", "id": 11443, "pid": 321443, "tid": 321497, "ts": 1714869602972949, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602972992, "dur": 178, + "args": { + "External id": 11459, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11459, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11459, "pid": 0, "tid": 7, "ts": 1714869602972992, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602972985, "dur": 187, + "args": { + "External id": 11459, + "cbid": 211, "correlation": 11459 + } + }, + { + "ph": "s", "id": 11459, "pid": 321443, "tid": 321497, "ts": 1714869602972985, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973184, "dur": 5, + "args": { + "External id": 11466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11466, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11466, "pid": 0, "tid": 7, "ts": 1714869602973184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973177, "dur": 13, + "args": { + "External id": 11466, + "cbid": 211, "correlation": 11466 + } + }, + { + "ph": "s", "id": 11466, "pid": 321443, "tid": 321497, "ts": 1714869602973177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973249, "dur": 2, + "args": { + "External id": 11488, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11488, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11488, "pid": 0, "tid": 7, "ts": 1714869602973249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973241, "dur": 12, + "args": { + "External id": 11488, + "cbid": 211, "correlation": 11488 + } + }, + { + "ph": "s", "id": 11488, "pid": 321443, "tid": 321497, "ts": 1714869602973241, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602973278, "dur": 1, + "args": { + "External id": 11504, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11504, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11504, "pid": 0, "tid": 7, "ts": 1714869602973278, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973271, "dur": 10, + "args": { + "External id": 11504, + "cbid": 211, "correlation": 11504 + } + }, + { + "ph": "s", "id": 11504, "pid": 321443, "tid": 321497, "ts": 1714869602973271, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973291, "dur": 5, + "args": { + "External id": 11511, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11511, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11511, "pid": 0, "tid": 7, "ts": 1714869602973291, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973285, "dur": 12, + "args": { + "External id": 11511, + "cbid": 211, "correlation": 11511 + } + }, + { + "ph": "s", "id": 11511, "pid": 321443, "tid": 321497, "ts": 1714869602973285, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973354, "dur": 2, + "args": { + "External id": 11533, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11533, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11533, "pid": 0, "tid": 7, "ts": 1714869602973354, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973346, "dur": 12, + "args": { + "External id": 11533, + "cbid": 211, "correlation": 11533 + } + }, + { + "ph": "s", "id": 11533, "pid": 321443, "tid": 321497, "ts": 1714869602973346, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602973390, "dur": 1, + "args": { + "External id": 11549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11549, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 11549, "pid": 0, "tid": 7, "ts": 1714869602973390, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973383, "dur": 10, + "args": { + "External id": 11549, + "cbid": 211, "correlation": 11549 + } + }, + { + "ph": "s", "id": 11549, "pid": 321443, "tid": 321497, "ts": 1714869602973383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973404, "dur": 3, + "args": { + "External id": 11556, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11556, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11556, "pid": 0, "tid": 7, "ts": 1714869602973404, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973398, "dur": 11, + "args": { + "External id": 11556, + "cbid": 211, "correlation": 11556 + } + }, + { + "ph": "s", "id": 11556, "pid": 321443, "tid": 321497, "ts": 1714869602973398, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973463, "dur": 2, + "args": { + "External id": 11578, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11578, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11578, "pid": 0, "tid": 7, "ts": 1714869602973463, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973456, "dur": 12, + "args": { + "External id": 11578, + "cbid": 211, "correlation": 11578 + } + }, + { + "ph": "s", "id": 11578, "pid": 321443, "tid": 321497, "ts": 1714869602973456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602973492, "dur": 1, + "args": { + "External id": 11594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11594, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 11594, "pid": 0, "tid": 7, "ts": 1714869602973492, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973485, "dur": 10, + "args": { + "External id": 11594, + "cbid": 211, "correlation": 11594 + } + }, + { + "ph": "s", "id": 11594, "pid": 321443, "tid": 321497, "ts": 1714869602973485, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973505, "dur": 3, + "args": { + "External id": 11601, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11601, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11601, "pid": 0, "tid": 7, "ts": 1714869602973505, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973499, "dur": 10, + "args": { + "External id": 11601, + "cbid": 211, "correlation": 11601 + } + }, + { + "ph": "s", "id": 11601, "pid": 321443, "tid": 321497, "ts": 1714869602973499, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973571, "dur": 2, + "args": { + "External id": 11623, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11623, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11623, "pid": 0, "tid": 7, "ts": 1714869602973571, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973562, "dur": 13, + "args": { + "External id": 11623, + "cbid": 211, "correlation": 11623 + } + }, + { + "ph": "s", "id": 11623, "pid": 321443, "tid": 321497, "ts": 1714869602973562, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602973600, "dur": 1, + "args": { + "External id": 11639, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11639, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11639, "pid": 0, "tid": 7, "ts": 1714869602973600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973593, "dur": 9, + "args": { + "External id": 11639, + "cbid": 211, "correlation": 11639 + } + }, + { + "ph": "s", "id": 11639, "pid": 321443, "tid": 321497, "ts": 1714869602973593, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973612, "dur": 6, + "args": { + "External id": 11646, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11646, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11646, "pid": 0, "tid": 7, "ts": 1714869602973612, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973607, "dur": 13, + "args": { + "External id": 11646, + "cbid": 211, "correlation": 11646 + } + }, + { + "ph": "s", "id": 11646, "pid": 321443, "tid": 321497, "ts": 1714869602973607, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973675, "dur": 2, + "args": { + "External id": 11668, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11668, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11668, "pid": 0, "tid": 7, "ts": 1714869602973675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973667, "dur": 12, + "args": { + "External id": 11668, + "cbid": 211, "correlation": 11668 + } + }, + { + "ph": "s", "id": 11668, "pid": 321443, "tid": 321497, "ts": 1714869602973667, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602973703, "dur": 4, + "args": { + "External id": 11684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11684, "pid": 0, "tid": 7, "ts": 1714869602973703, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973696, "dur": 12, + "args": { + "External id": 11684, + "cbid": 211, "correlation": 11684 + } + }, + { + "ph": "s", "id": 11684, "pid": 321443, "tid": 321497, "ts": 1714869602973696, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973719, "dur": 3, + "args": { + "External id": 11691, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11691, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11691, "pid": 0, "tid": 7, "ts": 1714869602973719, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973713, "dur": 11, + "args": { + "External id": 11691, + "cbid": 211, "correlation": 11691 + } + }, + { + "ph": "s", "id": 11691, "pid": 321443, "tid": 321497, "ts": 1714869602973713, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973785, "dur": 2, + "args": { + "External id": 11713, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11713, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11713, "pid": 0, "tid": 7, "ts": 1714869602973785, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973777, "dur": 12, + "args": { + "External id": 11713, + "cbid": 211, "correlation": 11713 + } + }, + { + "ph": "s", "id": 11713, "pid": 321443, "tid": 321497, "ts": 1714869602973777, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602973814, "dur": 1, + "args": { + "External id": 11729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11729, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 11729, "pid": 0, "tid": 7, "ts": 1714869602973814, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973807, "dur": 10, + "args": { + "External id": 11729, + "cbid": 211, "correlation": 11729 + } + }, + { + "ph": "s", "id": 11729, "pid": 321443, "tid": 321497, "ts": 1714869602973807, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973827, "dur": 4, + "args": { + "External id": 11736, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11736, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11736, "pid": 0, "tid": 7, "ts": 1714869602973827, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973821, "dur": 11, + "args": { + "External id": 11736, + "cbid": 211, "correlation": 11736 + } + }, + { + "ph": "s", "id": 11736, "pid": 321443, "tid": 321497, "ts": 1714869602973821, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973887, "dur": 2, + "args": { + "External id": 11758, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11758, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11758, "pid": 0, "tid": 7, "ts": 1714869602973887, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973879, "dur": 12, + "args": { + "External id": 11758, + "cbid": 211, "correlation": 11758 + } + }, + { + "ph": "s", "id": 11758, "pid": 321443, "tid": 321497, "ts": 1714869602973879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602973915, "dur": 3, + "args": { + "External id": 11774, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11774, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11774, "pid": 0, "tid": 7, "ts": 1714869602973915, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973908, "dur": 11, + "args": { + "External id": 11774, + "cbid": 211, "correlation": 11774 + } + }, + { + "ph": "s", "id": 11774, "pid": 321443, "tid": 321497, "ts": 1714869602973908, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602973930, "dur": 3, + "args": { + "External id": 11781, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11781, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11781, "pid": 0, "tid": 7, "ts": 1714869602973930, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973924, "dur": 10, + "args": { + "External id": 11781, + "cbid": 211, "correlation": 11781 + } + }, + { + "ph": "s", "id": 11781, "pid": 321443, "tid": 321497, "ts": 1714869602973924, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602973996, "dur": 2, + "args": { + "External id": 11803, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11803, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11803, "pid": 0, "tid": 7, "ts": 1714869602973996, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602973988, "dur": 12, + "args": { + "External id": 11803, + "cbid": 211, "correlation": 11803 + } + }, + { + "ph": "s", "id": 11803, "pid": 321443, "tid": 321497, "ts": 1714869602973988, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602974024, "dur": 4, + "args": { + "External id": 11819, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11819, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11819, "pid": 0, "tid": 7, "ts": 1714869602974024, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602974018, "dur": 12, + "args": { + "External id": 11819, + "cbid": 211, "correlation": 11819 + } + }, + { + "ph": "s", "id": 11819, "pid": 321443, "tid": 321497, "ts": 1714869602974018, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602974040, "dur": 3, + "args": { + "External id": 11826, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11826, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11826, "pid": 0, "tid": 7, "ts": 1714869602974040, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602974035, "dur": 11, + "args": { + "External id": 11826, + "cbid": 211, "correlation": 11826 + } + }, + { + "ph": "s", "id": 11826, "pid": 321443, "tid": 321497, "ts": 1714869602974035, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869602974099, "dur": 2, + "args": { + "External id": 11848, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11848, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11848, "pid": 0, "tid": 7, "ts": 1714869602974099, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602974091, "dur": 12, + "args": { + "External id": 11848, + "cbid": 211, "correlation": 11848 + } + }, + { + "ph": "s", "id": 11848, "pid": 321443, "tid": 321497, "ts": 1714869602974091, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602974128, "dur": 257, + "args": { + "External id": 11864, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11864, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11864, "pid": 0, "tid": 7, "ts": 1714869602974128, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602974121, "dur": 265, + "args": { + "External id": 11864, + "cbid": 211, "correlation": 11864 + } + }, + { + "ph": "s", "id": 11864, "pid": 321443, "tid": 321497, "ts": 1714869602974121, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869602974403, "dur": 5, + "args": { + "External id": 11871, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11871, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11871, "pid": 0, "tid": 7, "ts": 1714869602974403, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869602974391, "dur": 19, + "args": { + "External id": 11871, + "cbid": 211, "correlation": 11871 + } + }, + { + "ph": "s", "id": 11871, "pid": 321443, "tid": 321497, "ts": 1714869602974391, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869602974467, "dur": 1, + "args": { + "External id": 11891, + "cbid": 210, "correlation": 11891 + } + }, + { + "ph": "f", "id": 11891, "pid": 321443, "tid": 321497, "ts": 1714869602974467, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + 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namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602990480, "dur": 588, + "args": { + "External id": 12316, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12316, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12316, "pid": 0, "tid": 7, "ts": 1714869602990480, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602990474, "dur": 596, + "args": { + "External id": 12316, + "cbid": 211, "correlation": 12316 + } + }, + { + "ph": "s", "id": 12316, "pid": 321443, "tid": 321443, "ts": 1714869602990474, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602991079, "dur": 209, + "args": { + "External id": 12319, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12319, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12319, "pid": 0, "tid": 7, "ts": 1714869602991079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602991072, "dur": 217, + "args": { + "External id": 12319, + "cbid": 211, "correlation": 12319 + } + }, + { + "ph": "s", "id": 12319, "pid": 321443, "tid": 321443, "ts": 1714869602991072, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714869602991339, "dur": 583, + "args": { + "External id": 12325, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12325, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12325, "pid": 0, "tid": 7, "ts": 1714869602991339, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602991331, "dur": 593, + "args": { + "External id": 12325, + "cbid": 211, "correlation": 12325 + } + }, + { + "ph": "s", "id": 12325, "pid": 321443, "tid": 321443, "ts": 1714869602991331, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714869602991932, "dur": 568, + "args": { + "External id": 12328, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12328, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12328, "pid": 0, "tid": 7, "ts": 1714869602991932, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602991926, "dur": 576, + "args": { + "External id": 12328, + "cbid": 211, "correlation": 12328 + } + }, + { + "ph": "s", "id": 12328, "pid": 321443, "tid": 321443, "ts": 1714869602991926, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714869602992509, "dur": 592, + "args": { + "External id": 12331, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12331, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12331, "pid": 0, "tid": 7, "ts": 1714869602992509, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602992504, "dur": 599, + "args": { + "External id": 12331, + "cbid": 211, "correlation": 12331 + } + }, + { + "ph": "s", "id": 12331, "pid": 321443, "tid": 321443, "ts": 1714869602992504, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714869602993110, "dur": 594, + "args": { + "External id": 12334, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12334, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12334, "pid": 0, "tid": 7, "ts": 1714869602993110, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602993105, "dur": 616, + "args": { + "External id": 12334, + "cbid": 211, "correlation": 12334 + } + }, + { + "ph": "s", "id": 12334, "pid": 321443, "tid": 321443, "ts": 1714869602993105, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714869602993749, "dur": 211, + "args": { + "External id": 12337, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12337, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12337, "pid": 0, "tid": 7, "ts": 1714869602993749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602993724, "dur": 238, + "args": { + "External id": 12337, + "cbid": 211, "correlation": 12337 + } + }, + { + "ph": "s", "id": 12337, "pid": 321443, "tid": 321443, "ts": 1714869602993724, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602994034, "dur": 1085, + "args": { + "External id": 12343, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12343, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12343, "pid": 0, "tid": 7, "ts": 1714869602994034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602994026, "dur": 1096, + "args": { + "External id": 12343, + "cbid": 211, "correlation": 12343 + } + }, + { + "ph": "s", "id": 12343, "pid": 321443, "tid": 321443, "ts": 1714869602994026, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602995132, "dur": 1070, + "args": { + "External id": 12346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12346, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12346, "pid": 0, "tid": 7, "ts": 1714869602995132, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602995125, "dur": 1078, + "args": { + "External id": 12346, + "cbid": 211, "correlation": 12346 + } + }, + { + "ph": "s", "id": 12346, "pid": 321443, "tid": 321443, "ts": 1714869602995125, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602996211, "dur": 1096, + "args": { + "External id": 12349, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12349, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12349, "pid": 0, "tid": 7, "ts": 1714869602996211, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602996205, "dur": 1103, + "args": { + "External id": 12349, + "cbid": 211, "correlation": 12349 + } + }, + { + "ph": "s", "id": 12349, "pid": 321443, "tid": 321443, "ts": 1714869602996205, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602997316, "dur": 1098, + "args": { + "External id": 12352, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12352, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12352, "pid": 0, "tid": 7, "ts": 1714869602997316, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602997310, "dur": 1106, + "args": { + "External id": 12352, + "cbid": 211, "correlation": 12352 + } + }, + { + "ph": "s", "id": 12352, "pid": 321443, "tid": 321443, "ts": 1714869602997310, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869602998426, "dur": 395, + "args": { + "External id": 12355, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12355, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12355, "pid": 0, "tid": 7, "ts": 1714869602998426, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602998419, "dur": 404, + "args": { + "External id": 12355, + "cbid": 211, "correlation": 12355 + } + }, + { + "ph": "s", "id": 12355, "pid": 321443, "tid": 321443, "ts": 1714869602998419, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714869602998939, "dur": 2, + "args": { + "External id": 12361, + "device": 0, "context": 1, + "stream": 7, "correlation": 12361, + "bytes": 4, "memory bandwidth (GB/s)": 0.0019230769230769232 + } + }, + { + "ph": "f", "id": 12361, "pid": 0, "tid": 7, "ts": 1714869602998939, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602998925, "dur": 19, + "args": { + "External id": 12361, + "cbid": 41, "correlation": 12361 + } + }, + { + "ph": "s", "id": 12361, "pid": 321443, "tid": 321443, "ts": 1714869602998925, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602998945, "dur": 1, + "args": { + "External id": 12362, + "cbid": 131, "correlation": 12362 + } + }, + { + "ph": "s", "id": 12362, "pid": 321443, "tid": 321443, "ts": 1714869602998945, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602998975, "dur": 2, + "args": { + "External id": 12371, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12371, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12371, "pid": 0, "tid": 7, "ts": 1714869602998975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602998966, "dur": 13, + "args": { + "External id": 12371, + "cbid": 211, "correlation": 12371 + } + }, + { + "ph": "s", "id": 12371, "pid": 321443, "tid": 321443, "ts": 1714869602998966, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869602999016, "dur": 2, + "args": { + "External id": 12381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12381, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12381, "pid": 0, "tid": 7, "ts": 1714869602999016, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602999008, "dur": 12, + "args": { + "External id": 12381, + "cbid": 211, "correlation": 12381 + } + }, + { + "ph": "s", "id": 12381, "pid": 321443, "tid": 321443, "ts": 1714869602999008, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602999048, "dur": 2, + "args": { + "External id": 12391, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12391, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12391, "pid": 0, "tid": 7, "ts": 1714869602999048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602999041, "dur": 12, + "args": { + "External id": 12391, + "cbid": 211, "correlation": 12391 + } + }, + { + "ph": "s", "id": 12391, "pid": 321443, "tid": 321443, "ts": 1714869602999041, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869602999093, "dur": 2, + "args": { + "External id": 12409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12409, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12409, "pid": 0, "tid": 7, "ts": 1714869602999093, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602999085, "dur": 12, + "args": { + "External id": 12409, + "cbid": 211, "correlation": 12409 + } + }, + { + "ph": "s", "id": 12409, "pid": 321443, "tid": 321443, "ts": 1714869602999085, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869602999112, "dur": 5, + "args": { + "External id": 12419, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12419, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12419, "pid": 0, "tid": 7, "ts": 1714869602999112, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869602999106, "dur": 14, + "args": { + "External id": 12419, + "cbid": 211, "correlation": 12419 + } + }, + { + "ph": "s", "id": 12419, "pid": 321443, "tid": 321443, "ts": 1714869602999106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714869602999139, "dur": 2, + "args": { + "External id": 12425, + "device": 0, "context": 1, + "stream": 7, "correlation": 12425, + "bytes": 8, "memory bandwidth (GB/s)": 0.00390625 + } + }, + { + "ph": "f", "id": 12425, "pid": 0, "tid": 7, "ts": 1714869602999139, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869602999131, "dur": 13, + "args": { + "External id": 12425, + "cbid": 41, "correlation": 12425 + } + }, + { + "ph": "s", "id": 12425, "pid": 321443, "tid": 321443, "ts": 1714869602999131, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869602999145, "dur": 1, + "args": { + "External id": 12426, + "cbid": 131, "correlation": 12426 + } + }, + { + "ph": "s", "id": 12426, "pid": 321443, "tid": 321443, "ts": 1714869602999145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603000504, "dur": 0, + "args": { + "External id": 12439, + "device": 0, "context": 1, + "stream": 7, "correlation": 12439, + "bytes": 256, "memory bandwidth (GB/s)": 0.6666666666666666 + } + }, + { + "ph": "f", "id": 12439, "pid": 0, "tid": 7, "ts": 1714869603000504, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603000493, "dur": 7, + "args": { + "External id": 12439, + "cbid": 41, "correlation": 12439 + } + }, + { + "ph": "s", "id": 12439, "pid": 321443, "tid": 321443, "ts": 1714869603000493, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603000501, "dur": 5, + "args": { + "External id": 12440, + "cbid": 131, "correlation": 12440 + } + }, + { + "ph": "s", "id": 12440, "pid": 321443, "tid": 321443, "ts": 1714869603000501, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603000535, "dur": 0, + "args": { + "External id": 12453, + "device": 0, "context": 1, + "stream": 7, "correlation": 12453, + "bytes": 3328, "memory bandwidth (GB/s)": 5.777777777777778 + } + }, + { + "ph": "f", "id": 12453, "pid": 0, "tid": 7, "ts": 1714869603000535, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603000527, "dur": 4, + "args": { + "External id": 12453, + "cbid": 41, "correlation": 12453 + } + }, + { + "ph": "s", "id": 12453, "pid": 321443, "tid": 321443, "ts": 1714869603000527, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603000532, "dur": 5, + "args": { + "External id": 12454, + "cbid": 131, "correlation": 12454 + } + }, + { + "ph": "s", "id": 12454, "pid": 321443, "tid": 321443, "ts": 1714869603000532, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603000562, "dur": 1, + "args": { + "External id": 12467, + "device": 0, "context": 1, + "stream": 7, "correlation": 12467, + "bytes": 13312, "memory bandwidth (GB/s)": 12.235294117647058 + } + }, + { + "ph": "f", "id": 12467, "pid": 0, "tid": 7, "ts": 1714869603000562, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603000554, "dur": 4, + "args": { + "External id": 12467, + "cbid": 41, "correlation": 12467 + } + }, + { + "ph": "s", "id": 12467, "pid": 321443, "tid": 321443, "ts": 1714869603000554, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603000559, "dur": 5, + "args": { + "External id": 12468, + "cbid": 131, "correlation": 12468 + } + }, + { + "ph": "s", "id": 12468, "pid": 321443, "tid": 321443, "ts": 1714869603000559, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714869603000655, "dur": 4, + "args": { + "External id": 12481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12481, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12481, "pid": 0, "tid": 7, "ts": 1714869603000655, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603000645, "dur": 17, + "args": { + "External id": 12481, + "cbid": 211, "correlation": 12481 + } + }, + { + "ph": "s", "id": 12481, "pid": 321443, "tid": 321443, "ts": 1714869603000645, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603000706, "dur": 1, + "args": { + "External id": 12492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12492, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12492, "pid": 0, "tid": 7, "ts": 1714869603000706, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603000697, "dur": 12, + "args": { + "External id": 12492, + "cbid": 211, "correlation": 12492 + } + }, + { + "ph": "s", "id": 12492, "pid": 321443, "tid": 321443, "ts": 1714869603000697, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321443, + "ts": 1714869603000755, "dur": 1, + "args": { + "External id": 12508, + "cbid": 210, "correlation": 12508 + } + }, + { + "ph": "f", "id": 12508, "pid": 321443, "tid": 321443, "ts": 1714869603000755, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714869603000765, "dur": 4, + "args": { + "External id": 12509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12509, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12509, "pid": 0, "tid": 7, "ts": 1714869603000765, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603000757, "dur": 15, + "args": { + "External id": 12509, + "cbid": 211, "correlation": 12509 + } + }, + { + "ph": "s", "id": 12509, "pid": 321443, "tid": 321443, "ts": 1714869603000757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603001907, "dur": 1027, + "args": { + "External id": 12526, + "device": 0, "context": 1, + "stream": 7, "correlation": 12526, + "bytes": 9879256, "memory bandwidth (GB/s)": 9.613462975649249 + } + }, + { + "ph": "f", "id": 12526, "pid": 0, "tid": 7, "ts": 1714869603001907, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603001819, "dur": 1019, + "args": { + "External id": 12526, + "cbid": 41, "correlation": 12526 + } + }, + { + "ph": "s", "id": 12526, "pid": 321443, "tid": 321443, "ts": 1714869603001819, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603002840, "dur": 97, + "args": { + "External id": 12527, + "cbid": 131, "correlation": 12527 + } + }, + { + "ph": "s", "id": 12527, "pid": 321443, "tid": 321443, "ts": 1714869603002840, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603002977, "dur": 2457, + "args": { + "External id": 12536, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12536, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12536, "pid": 0, "tid": 7, "ts": 1714869603002977, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603002967, "dur": 2471, + "args": { + "External id": 12536, + "cbid": 211, "correlation": 12536 + } + }, + { + "ph": "s", "id": 12536, "pid": 321443, "tid": 321443, "ts": 1714869603002967, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603005473, "dur": 2706, + "args": { + "External id": 12549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12549, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12549, "pid": 0, "tid": 7, "ts": 1714869603005473, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603005464, "dur": 2719, + "args": { + "External id": 12549, + "cbid": 211, "correlation": 12549 + } + }, + { + "ph": "s", "id": 12549, "pid": 321443, "tid": 321443, "ts": 1714869603005464, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603008227, "dur": 2167, + "args": { + "External id": 12563, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12563, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12563, "pid": 0, "tid": 7, "ts": 1714869603008227, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603008217, "dur": 2180, + "args": { + "External id": 12563, + "cbid": 211, "correlation": 12563 + } + }, + { + "ph": "s", "id": 12563, "pid": 321443, "tid": 321443, "ts": 1714869603008217, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603010485, "dur": 2, + "args": { + "External id": 12585, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12585, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12585, "pid": 0, "tid": 7, "ts": 1714869603010485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603010475, "dur": 15, + "args": { + "External id": 12585, + "cbid": 211, "correlation": 12585 + } + }, + { + "ph": "s", "id": 12585, "pid": 321443, "tid": 321443, "ts": 1714869603010475, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603010607, "dur": 15, + "args": { + "External id": 12602, + "device": 0, "context": 1, + "stream": 7, "correlation": 12602, + "bytes": 157456, "memory bandwidth (GB/s)": 10.272442588726513 + } + }, + { + "ph": "f", "id": 12602, "pid": 0, "tid": 7, "ts": 1714869603010607, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603010590, "dur": 14, + "args": { + "External id": 12602, + "cbid": 41, "correlation": 12602 + } + }, + { + "ph": "s", "id": 12602, "pid": 321443, "tid": 321443, "ts": 1714869603010590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603010605, "dur": 19, + "args": { + "External id": 12603, + "cbid": 131, "correlation": 12603 + } + }, + { + "ph": "s", "id": 12603, "pid": 321443, "tid": 321443, "ts": 1714869603010605, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603010653, "dur": 22, + "args": { + "External id": 12612, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12612, + "registers per thread": 16, + "shared 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+ "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603010780, "dur": 48, + "args": { + "External id": 12639, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12639, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12639, "pid": 0, "tid": 7, "ts": 1714869603010780, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603010772, "dur": 58, + "args": { + "External id": 12639, + "cbid": 211, "correlation": 12639 + } + }, + { + "ph": "s", "id": 12639, "pid": 321443, "tid": 321443, "ts": 1714869603010772, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603010898, "dur": 2, + "args": { + "External id": 12661, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12661, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12661, "pid": 0, "tid": 7, "ts": 1714869603010898, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603010889, "dur": 14, + "args": { + "External id": 12661, + "cbid": 211, "correlation": 12661 + } + }, + { + "ph": "s", "id": 12661, "pid": 321443, "tid": 321443, "ts": 1714869603010889, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603011001, "dur": 11, + "args": { + "External id": 12678, + "device": 0, "context": 1, + "stream": 7, "correlation": 12678, + "bytes": 110232, "memory bandwidth (GB/s)": 9.786221590909092 + } + }, + { + "ph": "f", "id": 12678, "pid": 0, "tid": 7, "ts": 1714869603011001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603010988, "dur": 11, + "args": { + "External id": 12678, + "cbid": 41, "correlation": 12678 + } + }, + { + "ph": "s", "id": 12678, "pid": 321443, "tid": 321443, "ts": 1714869603010988, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603011000, "dur": 16, + "args": { + "External id": 12679, + "cbid": 131, "correlation": 12679 + } + }, + { + "ph": "s", "id": 12679, "pid": 321443, "tid": 321443, "ts": 1714869603011000, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603011042, "dur": 16, + "args": { + "External id": 12688, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12688, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12688, "pid": 0, "tid": 7, "ts": 1714869603011042, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011034, "dur": 27, + "args": { + "External id": 12688, + "cbid": 211, "correlation": 12688 + } + }, + { + "ph": "s", "id": 12688, "pid": 321443, "tid": 321443, "ts": 1714869603011034, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603011088, "dur": 29, + "args": { + "External id": 12701, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12701, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12701, "pid": 0, "tid": 7, "ts": 1714869603011088, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011081, "dur": 38, + "args": { + "External id": 12701, + "cbid": 211, "correlation": 12701 + } + }, + { + "ph": "s", "id": 12701, "pid": 321443, "tid": 321443, "ts": 1714869603011081, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603011148, "dur": 36, + "args": { + "External id": 12715, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12715, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12715, "pid": 0, "tid": 7, "ts": 1714869603011148, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011140, "dur": 46, + "args": { + "External id": 12715, + "cbid": 211, "correlation": 12715 + } + }, + { + "ph": "s", "id": 12715, "pid": 321443, "tid": 321443, "ts": 1714869603011140, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603011247, "dur": 2, + "args": { + "External id": 12737, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12737, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12737, "pid": 0, "tid": 7, "ts": 1714869603011247, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011239, "dur": 13, + "args": { + "External id": 12737, + "cbid": 211, "correlation": 12737 + } + }, + { + "ph": "s", "id": 12737, "pid": 321443, "tid": 321443, "ts": 1714869603011239, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603011345, "dur": 4, + "args": { + "External id": 12754, + "device": 0, "context": 1, + "stream": 7, "correlation": 12754, + "bytes": 54928, "memory bandwidth (GB/s)": 11.597972972972974 + } + }, + { + "ph": "f", "id": 12754, "pid": 0, "tid": 7, "ts": 1714869603011345, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603011331, "dur": 10, + "args": { + "External id": 12754, + "cbid": 41, "correlation": 12754 + } + }, + { + "ph": "s", "id": 12754, "pid": 321443, "tid": 321443, "ts": 1714869603011331, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603011342, "dur": 9, + "args": { + "External id": 12755, + "cbid": 131, "correlation": 12755 + } + }, + { + "ph": "s", "id": 12755, "pid": 321443, "tid": 321443, "ts": 1714869603011342, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603011377, "dur": 9, + "args": { + "External id": 12764, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12764, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12764, "pid": 0, "tid": 7, "ts": 1714869603011377, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011369, "dur": 20, + "args": { + "External id": 12764, + "cbid": 211, "correlation": 12764 + } + }, + { + "ph": "s", "id": 12764, "pid": 321443, "tid": 321443, "ts": 1714869603011369, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603011416, "dur": 13, + "args": { + "External id": 12777, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12777, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12777, "pid": 0, "tid": 7, "ts": 1714869603011416, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011409, "dur": 23, + "args": { + "External id": 12777, + "cbid": 211, "correlation": 12777 + } + }, + { + "ph": "s", "id": 12777, "pid": 321443, "tid": 321443, "ts": 1714869603011409, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603011461, "dur": 35, + "args": { + "External id": 12792, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12792, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 12792, "pid": 0, "tid": 7, "ts": 1714869603011461, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011453, "dur": 44, + "args": { + "External id": 12792, + "cbid": 211, "correlation": 12792 + } + }, + { + "ph": "s", "id": 12792, "pid": 321443, "tid": 321443, "ts": 1714869603011453, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603011557, "dur": 2, + "args": { + "External id": 12814, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12814, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12814, "pid": 0, "tid": 7, "ts": 1714869603011557, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011549, "dur": 13, + "args": { + "External id": 12814, + "cbid": 211, "correlation": 12814 + } + }, + { + "ph": "s", "id": 12814, "pid": 321443, "tid": 321443, "ts": 1714869603011549, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603011665, "dur": 14, + "args": { + "External id": 12831, + "device": 0, "context": 1, + "stream": 7, "correlation": 12831, + "bytes": 147912, "memory bandwidth (GB/s)": 10.181167400881057 + } + }, + { + "ph": "f", "id": 12831, "pid": 0, "tid": 7, "ts": 1714869603011665, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603011650, "dur": 13, + "args": { + "External id": 12831, + "cbid": 41, "correlation": 12831 + } + }, + { + "ph": "s", "id": 12831, "pid": 321443, "tid": 321443, "ts": 1714869603011650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603011664, "dur": 19, + "args": { + "External id": 12832, + "cbid": 131, "correlation": 12832 + } + }, + { + "ph": "s", "id": 12832, "pid": 321443, "tid": 321443, "ts": 1714869603011664, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603011708, "dur": 21, + "args": { + "External id": 12841, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12841, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12841, "pid": 0, "tid": 7, "ts": 1714869603011708, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011700, "dur": 32, + "args": { + "External id": 12841, + "cbid": 211, "correlation": 12841 + } + }, + { + "ph": "s", "id": 12841, "pid": 321443, "tid": 321443, "ts": 1714869603011700, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603011760, "dur": 41, + "args": { + "External id": 12854, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12854, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12854, "pid": 0, "tid": 7, "ts": 1714869603011760, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011753, "dur": 51, + "args": { + "External id": 12854, + "cbid": 211, "correlation": 12854 + } + }, + { + "ph": "s", "id": 12854, "pid": 321443, "tid": 321443, "ts": 1714869603011753, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603011832, "dur": 46, + "args": { + "External id": 12868, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12868, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12868, "pid": 0, "tid": 7, "ts": 1714869603011832, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011824, "dur": 56, + "args": { + "External id": 12868, + "cbid": 211, "correlation": 12868 + } + }, + { + "ph": "s", "id": 12868, "pid": 321443, "tid": 321443, "ts": 1714869603011824, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603011941, "dur": 2, + "args": { + "External id": 12890, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12890, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12890, "pid": 0, "tid": 7, "ts": 1714869603011941, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603011932, "dur": 13, + "args": { + "External id": 12890, + "cbid": 211, "correlation": 12890 + } + }, + { + "ph": "s", "id": 12890, "pid": 321443, "tid": 321443, "ts": 1714869603011932, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603012029, "dur": 0, + "args": { + "External id": 12907, + "device": 0, "context": 1, + "stream": 7, "correlation": 12907, + "bytes": 24, "memory bandwidth (GB/s)": 0.05755395683453238 + } + }, + { + "ph": "f", "id": 12907, "pid": 0, "tid": 7, "ts": 1714869603012029, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603012020, "dur": 5, + "args": { + "External id": 12907, + "cbid": 41, "correlation": 12907 + } + }, + { + "ph": "s", "id": 12907, "pid": 321443, "tid": 321443, "ts": 1714869603012020, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603012026, "dur": 5, + "args": { + "External id": 12908, + "cbid": 131, "correlation": 12908 + } + }, + { + "ph": "s", "id": 12908, "pid": 321443, "tid": 321443, "ts": 1714869603012026, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603012055, "dur": 2, + "args": { + "External id": 12917, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12917, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12917, "pid": 0, "tid": 7, "ts": 1714869603012055, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012047, "dur": 13, + "args": { + "External id": 12917, + "cbid": 211, "correlation": 12917 + } + }, + { + "ph": "s", "id": 12917, "pid": 321443, "tid": 321443, "ts": 1714869603012047, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603012087, "dur": 2, + "args": { + "External id": 12930, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12930, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12930, "pid": 0, "tid": 7, "ts": 1714869603012087, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012080, "dur": 11, + "args": { + "External id": 12930, + "cbid": 211, "correlation": 12930 + } + }, + { + "ph": "s", "id": 12930, "pid": 321443, "tid": 321443, "ts": 1714869603012080, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603012120, "dur": 5, + "args": { + "External id": 12945, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12945, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12945, "pid": 0, "tid": 7, "ts": 1714869603012120, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012112, "dur": 14, + "args": { + "External id": 12945, + "cbid": 211, "correlation": 12945 + } + }, + { + "ph": "s", "id": 12945, "pid": 321443, "tid": 321443, "ts": 1714869603012112, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603012187, "dur": 2, + "args": { + "External id": 12967, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12967, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12967, "pid": 0, "tid": 7, "ts": 1714869603012187, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012179, "dur": 12, + "args": { + "External id": 12967, + "cbid": 211, "correlation": 12967 + } + }, + { + "ph": "s", "id": 12967, "pid": 321443, "tid": 321443, "ts": 1714869603012179, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603012283, "dur": 4, + "args": { + "External id": 12984, + "device": 0, "context": 1, + "stream": 7, "correlation": 12984, + "bytes": 50104, "memory bandwidth (GB/s)": 11.512867647058824 + } + }, + { + "ph": "f", "id": 12984, "pid": 0, "tid": 7, "ts": 1714869603012283, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603012269, "dur": 10, + "args": { + "External id": 12984, + "cbid": 41, "correlation": 12984 + } + }, + { + "ph": "s", "id": 12984, "pid": 321443, "tid": 321443, "ts": 1714869603012269, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603012280, "dur": 9, + "args": { + "External id": 12985, + "cbid": 131, "correlation": 12985 + } + }, + { + "ph": "s", "id": 12985, "pid": 321443, "tid": 321443, "ts": 1714869603012280, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603012315, "dur": 8, + "args": { + "External id": 12994, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12994, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12994, "pid": 0, "tid": 7, "ts": 1714869603012315, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012306, "dur": 19, + "args": { + "External id": 12994, + "cbid": 211, "correlation": 12994 + } + }, + { + "ph": "s", "id": 12994, "pid": 321443, "tid": 321443, "ts": 1714869603012306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603012352, "dur": 13, + "args": { + "External id": 13007, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13007, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13007, "pid": 0, "tid": 7, "ts": 1714869603012352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012345, "dur": 22, + "args": { + "External id": 13007, + "cbid": 211, "correlation": 13007 + } + }, + { + "ph": "s", "id": 13007, "pid": 321443, "tid": 321443, "ts": 1714869603012345, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603012396, "dur": 30, + "args": { + "External id": 13022, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13022, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13022, "pid": 0, "tid": 7, "ts": 1714869603012396, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012388, "dur": 40, + "args": { + "External id": 13022, + "cbid": 211, "correlation": 13022 + } + }, + { + "ph": "s", "id": 13022, "pid": 321443, "tid": 321443, "ts": 1714869603012388, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603012487, "dur": 2, + "args": { + "External id": 13044, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13044, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13044, "pid": 0, "tid": 7, "ts": 1714869603012487, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012479, "dur": 12, + "args": { + "External id": 13044, + "cbid": 211, "correlation": 13044 + } + }, + { + "ph": "s", "id": 13044, "pid": 321443, "tid": 321443, "ts": 1714869603012479, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603012574, "dur": 0, + "args": { + "External id": 13061, + "device": 0, "context": 1, + "stream": 7, "correlation": 13061, + "bytes": 9872, "memory bandwidth (GB/s)": 11.017857142857142 + } + }, + { + "ph": "f", "id": 13061, "pid": 0, "tid": 7, "ts": 1714869603012574, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603012565, "dur": 6, + "args": { + "External id": 13061, + "cbid": 41, "correlation": 13061 + } + }, + { + "ph": "s", "id": 13061, "pid": 321443, "tid": 321443, "ts": 1714869603012565, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603012572, "dur": 5, + "args": { + "External id": 13062, + "cbid": 131, "correlation": 13062 + } + }, + { + "ph": "s", "id": 13062, "pid": 321443, "tid": 321443, "ts": 1714869603012572, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603012602, "dur": 3, + "args": { + "External id": 13071, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13071, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 13071, "pid": 0, "tid": 7, "ts": 1714869603012602, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012594, "dur": 14, + "args": { + "External id": 13071, + "cbid": 211, "correlation": 13071 + } + }, + { + "ph": "s", "id": 13071, "pid": 321443, "tid": 321443, "ts": 1714869603012594, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603012635, "dur": 4, + "args": { + "External id": 13084, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13084, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 13084, "pid": 0, "tid": 7, "ts": 1714869603012635, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012627, "dur": 13, + "args": { + "External id": 13084, + "cbid": 211, "correlation": 13084 + } + }, + { + "ph": "s", "id": 13084, "pid": 321443, "tid": 321443, "ts": 1714869603012627, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603012681, "dur": 9, + "args": { + "External id": 13099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13099, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13099, "pid": 0, "tid": 7, "ts": 1714869603012681, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012673, "dur": 23, + "args": { + "External id": 13099, + "cbid": 211, "correlation": 13099 + } + }, + { + "ph": "s", "id": 13099, "pid": 321443, "tid": 321443, "ts": 1714869603012673, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603012753, "dur": 2, + "args": { + "External id": 13121, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13121, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13121, "pid": 0, "tid": 7, "ts": 1714869603012753, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012745, "dur": 12, + "args": { + "External id": 13121, + "cbid": 211, "correlation": 13121 + } + }, + { + "ph": "s", "id": 13121, "pid": 321443, "tid": 321443, "ts": 1714869603012745, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603012839, "dur": 0, + "args": { + "External id": 13138, + "device": 0, "context": 1, + "stream": 7, "correlation": 13138, + "bytes": 392, "memory bandwidth (GB/s)": 0.9423076923076923 + } + }, + { + "ph": "f", "id": 13138, "pid": 0, "tid": 7, "ts": 1714869603012839, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603012830, "dur": 5, + "args": { + "External id": 13138, + "cbid": 41, "correlation": 13138 + } + }, + { + "ph": "s", "id": 13138, "pid": 321443, "tid": 321443, "ts": 1714869603012830, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603012836, "dur": 5, + "args": { + "External id": 13139, + "cbid": 131, "correlation": 13139 + } + }, + { + "ph": "s", "id": 13139, "pid": 321443, "tid": 321443, "ts": 1714869603012836, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603012865, "dur": 3, + "args": { + "External id": 13148, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13148, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13148, "pid": 0, "tid": 7, "ts": 1714869603012865, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012857, "dur": 13, + "args": { + "External id": 13148, + "cbid": 211, "correlation": 13148 + } + }, + { + "ph": "s", "id": 13148, "pid": 321443, "tid": 321443, "ts": 1714869603012857, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603012896, "dur": 3, + "args": { + "External id": 13161, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13161, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13161, "pid": 0, "tid": 7, "ts": 1714869603012896, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012889, "dur": 12, + "args": { + "External id": 13161, + "cbid": 211, "correlation": 13161 + } + }, + { + "ph": "s", "id": 13161, "pid": 321443, "tid": 321443, "ts": 1714869603012889, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603012927, "dur": 5, + "args": { + "External id": 13176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13176, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13176, "pid": 0, "tid": 7, "ts": 1714869603012927, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012920, "dur": 14, + "args": { + "External id": 13176, + "cbid": 211, "correlation": 13176 + } + }, + { + "ph": "s", "id": 13176, "pid": 321443, "tid": 321443, "ts": 1714869603012920, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603012989, "dur": 2, + "args": { + "External id": 13198, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13198, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13198, "pid": 0, "tid": 7, "ts": 1714869603012989, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603012982, "dur": 12, + "args": { + "External id": 13198, + "cbid": 211, "correlation": 13198 + } + }, + { + "ph": "s", "id": 13198, "pid": 321443, "tid": 321443, "ts": 1714869603012982, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603013809, "dur": 695, + "args": { + "External id": 13215, + "device": 0, "context": 1, + "stream": 7, "correlation": 13215, + "bytes": 6837440, "memory bandwidth (GB/s)": 9.829331125218511 + } + }, + { + "ph": "f", "id": 13215, "pid": 0, "tid": 7, "ts": 1714869603013809, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603013710, "dur": 691, + "args": { + "External id": 13215, + "cbid": 41, "correlation": 13215 + } + }, + { + "ph": "s", "id": 13215, "pid": 321443, "tid": 321443, "ts": 1714869603013710, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603014402, "dur": 105, + "args": { + "External id": 13216, + "cbid": 131, "correlation": 13216 + } + }, + { + "ph": "s", "id": 13216, "pid": 321443, "tid": 321443, "ts": 1714869603014402, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603014537, "dur": 1701, + "args": { + "External id": 13225, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13225, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13225, "pid": 0, "tid": 7, "ts": 1714869603014537, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603014528, "dur": 1715, + "args": { + "External id": 13225, + "cbid": 211, "correlation": 13225 + } + }, + { + "ph": "s", "id": 13225, "pid": 321443, "tid": 321443, "ts": 1714869603014528, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603016281, "dur": 1994, + "args": { + "External id": 13238, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13238, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13238, "pid": 0, "tid": 7, "ts": 1714869603016281, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603016272, "dur": 2008, + "args": { + "External id": 13238, + "cbid": 211, "correlation": 13238 + } + }, + { + "ph": "s", "id": 13238, "pid": 321443, "tid": 321443, "ts": 1714869603016272, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603018316, "dur": 1453, + "args": { + "External id": 13252, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13252, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13252, "pid": 0, "tid": 7, "ts": 1714869603018316, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603018307, "dur": 1465, + "args": { + "External id": 13252, + "cbid": 211, "correlation": 13252 + } + }, + { + "ph": "s", "id": 13252, "pid": 321443, "tid": 321443, "ts": 1714869603018307, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603019842, "dur": 2, + "args": { + "External id": 13274, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13274, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13274, "pid": 0, "tid": 7, "ts": 1714869603019842, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603019833, "dur": 13, + "args": { + "External id": 13274, + "cbid": 211, "correlation": 13274 + } + }, + { + "ph": "s", "id": 13274, "pid": 321443, "tid": 321443, "ts": 1714869603019833, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603020051, "dur": 76, + "args": { + "External id": 13291, + "device": 0, "context": 1, + "stream": 7, "correlation": 13291, + "bytes": 912208, "memory bandwidth (GB/s)": 11.94223996858022 + } + }, + { + "ph": "f", "id": 13291, "pid": 0, "tid": 7, "ts": 1714869603020051, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603019995, "dur": 54, + "args": { + "External id": 13291, + "cbid": 41, "correlation": 13291 + } + }, + { + "ph": "s", "id": 13291, "pid": 321443, "tid": 321443, "ts": 1714869603019995, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603020050, "dur": 80, + "args": { + "External id": 13292, + "cbid": 131, "correlation": 13292 + } + }, + { + "ph": "s", "id": 13292, "pid": 321443, "tid": 321443, "ts": 1714869603020050, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603020158, "dur": 81, + "args": { + "External id": 13301, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13301, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13301, "pid": 0, "tid": 7, "ts": 1714869603020158, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603020150, "dur": 91, + "args": { + "External id": 13301, + "cbid": 211, "correlation": 13301 + } + }, + { + "ph": "s", "id": 13301, "pid": 321443, "tid": 321443, "ts": 1714869603020150, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603020269, "dur": 267, + "args": { + "External id": 13314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13314, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13314, "pid": 0, "tid": 7, "ts": 1714869603020269, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603020262, "dur": 277, + "args": { + "External id": 13314, + "cbid": 211, "correlation": 13314 + } + }, + { + "ph": "s", "id": 13314, "pid": 321443, "tid": 321443, "ts": 1714869603020262, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603020571, "dur": 203, + "args": { + "External id": 13328, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13328, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13328, "pid": 0, "tid": 7, "ts": 1714869603020571, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603020563, "dur": 213, + "args": { + "External id": 13328, + "cbid": 211, "correlation": 13328 + } + }, + { + "ph": "s", "id": 13328, "pid": 321443, "tid": 321443, "ts": 1714869603020563, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603020840, "dur": 2, + "args": { + "External id": 13350, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13350, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13350, "pid": 0, "tid": 7, "ts": 1714869603020840, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603020831, "dur": 12, + "args": { + "External id": 13350, + "cbid": 211, "correlation": 13350 + } + }, + { + "ph": "s", "id": 13350, "pid": 321443, "tid": 321443, "ts": 1714869603020831, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603020986, "dur": 51, + "args": { + "External id": 13367, + "device": 0, "context": 1, + "stream": 7, "correlation": 13367, + "bytes": 605880, "memory bandwidth (GB/s)": 11.658713054187192 + } + }, + { + "ph": "f", "id": 13367, "pid": 0, "tid": 7, "ts": 1714869603020986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603020951, "dur": 33, + "args": { + "External id": 13367, + "cbid": 41, "correlation": 13367 + } + }, + { + "ph": "s", "id": 13367, "pid": 321443, "tid": 321443, "ts": 1714869603020951, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603020985, "dur": 56, + "args": { + "External id": 13368, + "cbid": 131, "correlation": 13368 + } + }, + { + "ph": "s", "id": 13368, "pid": 321443, "tid": 321443, "ts": 1714869603020985, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603021067, "dur": 55, + "args": { + "External id": 13377, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13377, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13377, "pid": 0, "tid": 7, "ts": 1714869603021067, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021059, "dur": 65, + "args": { + "External id": 13377, + "cbid": 211, "correlation": 13377 + } + }, + { + "ph": "s", "id": 13377, "pid": 321443, "tid": 321443, "ts": 1714869603021059, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603021151, "dur": 176, + "args": { + "External id": 13390, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13390, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13390, "pid": 0, "tid": 7, "ts": 1714869603021151, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021144, "dur": 185, + "args": { + "External id": 13390, + "cbid": 211, "correlation": 13390 + } + }, + { + "ph": "s", "id": 13390, "pid": 321443, "tid": 321443, "ts": 1714869603021144, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603021357, "dur": 139, + "args": { + "External id": 13404, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13404, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13404, "pid": 0, "tid": 7, "ts": 1714869603021357, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021349, "dur": 148, + "args": { + "External id": 13404, + "cbid": 211, "correlation": 13404 + } + }, + { + "ph": "s", "id": 13404, "pid": 321443, "tid": 321443, "ts": 1714869603021349, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603021558, "dur": 2, + "args": { + "External id": 13426, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13426, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13426, "pid": 0, "tid": 7, "ts": 1714869603021558, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021550, "dur": 12, + "args": { + "External id": 13426, + "cbid": 211, "correlation": 13426 + } + }, + { + "ph": "s", "id": 13426, "pid": 321443, "tid": 321443, "ts": 1714869603021550, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603021645, "dur": 0, + "args": { + "External id": 13443, + "device": 0, "context": 1, + "stream": 7, "correlation": 13443, + "bytes": 80, "memory bandwidth (GB/s)": 0.2777777777777778 + } + }, + { + "ph": "f", "id": 13443, "pid": 0, "tid": 7, "ts": 1714869603021645, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603021636, "dur": 6, + "args": { + "External id": 13443, + "cbid": 41, "correlation": 13443 + } + }, + { + "ph": "s", "id": 13443, "pid": 321443, "tid": 321443, "ts": 1714869603021636, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603021642, "dur": 4, + "args": { + "External id": 13444, + "cbid": 131, "correlation": 13444 + } + }, + { + "ph": "s", "id": 13444, "pid": 321443, "tid": 321443, "ts": 1714869603021642, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603021671, "dur": 2, + "args": { + "External id": 13453, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13453, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13453, "pid": 0, "tid": 7, "ts": 1714869603021671, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021663, "dur": 13, + "args": { + "External id": 13453, + "cbid": 211, "correlation": 13453 + } + }, + { + "ph": "s", "id": 13453, "pid": 321443, "tid": 321443, "ts": 1714869603021663, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603021704, "dur": 2, + "args": { + "External id": 13466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13466, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13466, "pid": 0, "tid": 7, "ts": 1714869603021704, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021697, "dur": 11, + "args": { + "External id": 13466, + "cbid": 211, "correlation": 13466 + } + }, + { + "ph": "s", "id": 13466, "pid": 321443, "tid": 321443, "ts": 1714869603021697, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603021735, "dur": 5, + "args": { + "External id": 13481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13481, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 13481, "pid": 0, "tid": 7, "ts": 1714869603021735, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021728, "dur": 15, + "args": { + "External id": 13481, + "cbid": 211, "correlation": 13481 + } + }, + { + "ph": "s", "id": 13481, "pid": 321443, "tid": 321443, "ts": 1714869603021728, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603021800, "dur": 1, + "args": { + "External id": 13503, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13503, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13503, "pid": 0, "tid": 7, "ts": 1714869603021800, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021793, "dur": 11, + "args": { + "External id": 13503, + "cbid": 211, "correlation": 13503 + } + }, + { + "ph": "s", "id": 13503, "pid": 321443, "tid": 321443, "ts": 1714869603021793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603021888, "dur": 0, + "args": { + "External id": 13520, + "device": 0, "context": 1, + "stream": 7, "correlation": 13520, + "bytes": 17272, "memory bandwidth (GB/s)": 19.276785714285715 + } + }, + { + "ph": "f", "id": 13520, "pid": 0, "tid": 7, "ts": 1714869603021888, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603021878, "dur": 7, + "args": { + "External id": 13520, + "cbid": 41, "correlation": 13520 + } + }, + { + "ph": "s", "id": 13520, "pid": 321443, "tid": 321443, "ts": 1714869603021878, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603021886, "dur": 4, + "args": { + "External id": 13521, + "cbid": 131, "correlation": 13521 + } + }, + { + "ph": "s", "id": 13521, "pid": 321443, "tid": 321443, "ts": 1714869603021886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603021915, "dur": 3, + "args": { + "External id": 13530, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13530, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13530, "pid": 0, "tid": 7, "ts": 1714869603021915, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021907, "dur": 13, + "args": { + "External id": 13530, + "cbid": 211, "correlation": 13530 + } + }, + { + "ph": "s", "id": 13530, "pid": 321443, "tid": 321443, "ts": 1714869603021907, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603021947, "dur": 4, + "args": { + "External id": 13543, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13543, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13543, "pid": 0, "tid": 7, "ts": 1714869603021947, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021940, "dur": 13, + "args": { + "External id": 13543, + "cbid": 211, "correlation": 13543 + } + }, + { + "ph": "s", "id": 13543, "pid": 321443, "tid": 321443, "ts": 1714869603021940, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603021980, "dur": 8, + "args": { + "External id": 13558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13558, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13558, "pid": 0, "tid": 7, "ts": 1714869603021980, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603021973, "dur": 17, + "args": { + "External id": 13558, + "cbid": 211, "correlation": 13558 + } + }, + { + "ph": "s", "id": 13558, "pid": 321443, "tid": 321443, "ts": 1714869603021973, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603022048, "dur": 1, + "args": { + "External id": 13580, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13580, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13580, "pid": 0, "tid": 7, "ts": 1714869603022048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022040, "dur": 11, + "args": { + "External id": 13580, + "cbid": 211, "correlation": 13580 + } + }, + { + "ph": "s", "id": 13580, "pid": 321443, "tid": 321443, "ts": 1714869603022040, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603022152, "dur": 4, + "args": { + "External id": 13597, + "device": 0, "context": 1, + "stream": 7, "correlation": 13597, + "bytes": 60256, "memory bandwidth (GB/s)": 12.070512820512821 + } + }, + { + "ph": "f", "id": 13597, "pid": 0, "tid": 7, "ts": 1714869603022152, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603022137, "dur": 11, + "args": { + "External id": 13597, + "cbid": 41, "correlation": 13597 + } + }, + { + "ph": "s", "id": 13597, "pid": 321443, "tid": 321443, "ts": 1714869603022137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603022149, "dur": 9, + "args": { + "External id": 13598, + "cbid": 131, "correlation": 13598 + } + }, + { + "ph": "s", "id": 13598, "pid": 321443, "tid": 321443, "ts": 1714869603022149, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603022183, "dur": 6, + "args": { + "External id": 13607, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13607, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13607, "pid": 0, "tid": 7, "ts": 1714869603022183, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022175, "dur": 17, + "args": { + "External id": 13607, + "cbid": 211, "correlation": 13607 + } + }, + { + "ph": "s", "id": 13607, "pid": 321443, "tid": 321443, "ts": 1714869603022175, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603022219, "dur": 15, + "args": { + "External id": 13620, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13620, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13620, "pid": 0, "tid": 7, "ts": 1714869603022219, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022212, "dur": 26, + "args": { + "External id": 13620, + "cbid": 211, "correlation": 13620 + } + }, + { + "ph": "s", "id": 13620, "pid": 321443, "tid": 321443, "ts": 1714869603022212, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603022269, "dur": 30, + "args": { + "External id": 13635, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13635, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13635, "pid": 0, "tid": 7, "ts": 1714869603022269, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022261, "dur": 39, + "args": { + "External id": 13635, + "cbid": 211, "correlation": 13635 + } + }, + { + "ph": "s", "id": 13635, "pid": 321443, "tid": 321443, "ts": 1714869603022261, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603022360, "dur": 2, + "args": { + "External id": 13657, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13657, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13657, "pid": 0, "tid": 7, "ts": 1714869603022360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022352, "dur": 12, + "args": { + "External id": 13657, + "cbid": 211, "correlation": 13657 + } + }, + { + "ph": "s", "id": 13657, "pid": 321443, "tid": 321443, "ts": 1714869603022352, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603022446, "dur": 0, + "args": { + "External id": 13674, + "device": 0, "context": 1, + "stream": 7, "correlation": 13674, + "bytes": 488, "memory bandwidth (GB/s)": 1.6944444444444444 + } + }, + { + "ph": "f", "id": 13674, "pid": 0, "tid": 7, "ts": 1714869603022446, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603022437, "dur": 5, + "args": { + "External id": 13674, + "cbid": 41, "correlation": 13674 + } + }, + { + "ph": "s", "id": 13674, "pid": 321443, "tid": 321443, "ts": 1714869603022437, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603022443, "dur": 4, + "args": { + "External id": 13675, + "cbid": 131, "correlation": 13675 + } + }, + { + "ph": "s", "id": 13675, "pid": 321443, "tid": 321443, "ts": 1714869603022443, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603022472, "dur": 2, + "args": { + "External id": 13684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13684, "pid": 0, "tid": 7, "ts": 1714869603022472, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022464, "dur": 13, + "args": { + "External id": 13684, + "cbid": 211, "correlation": 13684 + } + }, + { + "ph": "s", "id": 13684, "pid": 321443, "tid": 321443, "ts": 1714869603022464, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603022504, "dur": 2, + "args": { + "External id": 13697, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13697, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13697, "pid": 0, "tid": 7, "ts": 1714869603022504, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022497, "dur": 11, + "args": { + "External id": 13697, + "cbid": 211, "correlation": 13697 + } + }, + { + "ph": "s", "id": 13697, "pid": 321443, "tid": 321443, "ts": 1714869603022497, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603022535, "dur": 4, + "args": { + "External id": 13712, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13712, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13712, "pid": 0, "tid": 7, "ts": 1714869603022535, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022528, "dur": 13, + "args": { + "External id": 13712, + "cbid": 211, "correlation": 13712 + } + }, + { + "ph": "s", "id": 13712, "pid": 321443, "tid": 321443, "ts": 1714869603022528, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603022598, "dur": 1, + "args": { + "External id": 13734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13734, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13734, "pid": 0, "tid": 7, "ts": 1714869603022598, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022590, "dur": 11, + "args": { + "External id": 13734, + "cbid": 211, "correlation": 13734 + } + }, + { + "ph": "s", "id": 13734, "pid": 321443, "tid": 321443, "ts": 1714869603022590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603022681, "dur": 0, + "args": { + "External id": 13751, + "device": 0, "context": 1, + "stream": 7, "correlation": 13751, + "bytes": 32, "memory bandwidth (GB/s)": 0.11149825783972125 + } + }, + { + "ph": "f", "id": 13751, "pid": 0, "tid": 7, "ts": 1714869603022681, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603022673, "dur": 5, + "args": { + "External id": 13751, + "cbid": 41, "correlation": 13751 + } + }, + { + "ph": "s", "id": 13751, "pid": 321443, "tid": 321443, "ts": 1714869603022673, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603022679, "dur": 3, + "args": { + "External id": 13752, + "cbid": 131, "correlation": 13752 + } + }, + { + "ph": "s", "id": 13752, "pid": 321443, "tid": 321443, "ts": 1714869603022679, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603022707, "dur": 1, + "args": { + "External id": 13761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13761, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13761, "pid": 0, "tid": 7, "ts": 1714869603022707, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022699, "dur": 12, + "args": { + "External id": 13761, + "cbid": 211, "correlation": 13761 + } + }, + { + "ph": "s", "id": 13761, "pid": 321443, "tid": 321443, "ts": 1714869603022699, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603022736, "dur": 1, + "args": { + "External id": 13774, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13774, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13774, "pid": 0, "tid": 7, "ts": 1714869603022736, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022730, "dur": 10, + "args": { + "External id": 13774, + "cbid": 211, "correlation": 13774 + } + }, + { + "ph": "s", "id": 13774, "pid": 321443, "tid": 321443, "ts": 1714869603022730, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603022766, "dur": 3, + "args": { + "External id": 13789, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13789, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13789, "pid": 0, "tid": 7, "ts": 1714869603022766, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022760, "dur": 11, + "args": { + "External id": 13789, + "cbid": 211, "correlation": 13789 + } + }, + { + "ph": "s", "id": 13789, "pid": 321443, "tid": 321443, "ts": 1714869603022760, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603022839, "dur": 1, + "args": { + "External id": 13811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13811, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13811, "pid": 0, "tid": 7, "ts": 1714869603022839, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022831, "dur": 12, + "args": { + "External id": 13811, + "cbid": 211, "correlation": 13811 + } + }, + { + "ph": "s", "id": 13811, "pid": 321443, "tid": 321443, "ts": 1714869603022831, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603022925, "dur": 0, + "args": { + "External id": 13828, + "device": 0, "context": 1, + "stream": 7, "correlation": 13828, + "bytes": 7344, "memory bandwidth (GB/s)": 13.524861878453038 + } + }, + { + "ph": "f", "id": 13828, "pid": 0, "tid": 7, "ts": 1714869603022925, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603022916, "dur": 6, + "args": { + "External id": 13828, + "cbid": 41, "correlation": 13828 + } + }, + { + "ph": "s", "id": 13828, "pid": 321443, "tid": 321443, "ts": 1714869603022916, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603022923, "dur": 4, + "args": { + "External id": 13829, + "cbid": 131, "correlation": 13829 + } + }, + { + "ph": "s", "id": 13829, "pid": 321443, "tid": 321443, "ts": 1714869603022923, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603022952, "dur": 2, + "args": { + "External id": 13838, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13838, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 13838, "pid": 0, "tid": 7, "ts": 1714869603022952, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022944, "dur": 12, + "args": { + "External id": 13838, + "cbid": 211, "correlation": 13838 + } + }, + { + "ph": "s", "id": 13838, "pid": 321443, "tid": 321443, "ts": 1714869603022944, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603022983, "dur": 2, + "args": { + "External id": 13851, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13851, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 13851, "pid": 0, "tid": 7, "ts": 1714869603022983, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603022976, "dur": 11, + "args": { + "External id": 13851, + "cbid": 211, "correlation": 13851 + } + }, + { + "ph": "s", "id": 13851, "pid": 321443, "tid": 321443, "ts": 1714869603022976, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603023014, "dur": 5, + "args": { + "External id": 13866, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13866, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13866, "pid": 0, "tid": 7, "ts": 1714869603023014, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603023007, "dur": 14, + "args": { + "External id": 13866, + "cbid": 211, "correlation": 13866 + } + }, + { + "ph": "s", "id": 13866, "pid": 321443, "tid": 321443, "ts": 1714869603023007, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603023078, "dur": 1, + "args": { + "External id": 13888, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13888, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13888, "pid": 0, "tid": 7, "ts": 1714869603023078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603023071, "dur": 11, + "args": { + "External id": 13888, + "cbid": 211, "correlation": 13888 + } + }, + { + "ph": "s", "id": 13888, "pid": 321443, "tid": 321443, "ts": 1714869603023071, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603023162, "dur": 0, + "args": { + "External id": 13905, + "device": 0, "context": 1, + "stream": 7, "correlation": 13905, + "bytes": 112, "memory bandwidth (GB/s)": 0.35 + } + }, + { + "ph": "f", "id": 13905, "pid": 0, "tid": 7, "ts": 1714869603023162, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603023154, "dur": 5, + "args": { + "External id": 13905, + "cbid": 41, "correlation": 13905 + } + }, + { + "ph": "s", "id": 13905, "pid": 321443, "tid": 321443, "ts": 1714869603023154, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603023160, "dur": 4, + "args": { + "External id": 13906, + "cbid": 131, "correlation": 13906 + } + }, + { + "ph": "s", "id": 13906, "pid": 321443, "tid": 321443, "ts": 1714869603023160, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603023188, "dur": 2, + "args": { + "External id": 13915, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13915, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13915, "pid": 0, "tid": 7, "ts": 1714869603023188, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603023180, "dur": 12, + "args": { + "External id": 13915, + "cbid": 211, "correlation": 13915 + } + }, + { + "ph": "s", "id": 13915, "pid": 321443, "tid": 321443, "ts": 1714869603023180, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603023219, "dur": 2, + "args": { + "External id": 13928, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13928, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13928, "pid": 0, "tid": 7, "ts": 1714869603023219, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603023212, "dur": 11, + "args": { + "External id": 13928, + "cbid": 211, "correlation": 13928 + } + }, + { + "ph": "s", "id": 13928, "pid": 321443, "tid": 321443, "ts": 1714869603023212, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603023250, "dur": 4, + "args": { + "External id": 13943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13943, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 13943, "pid": 0, "tid": 7, "ts": 1714869603023250, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603023243, "dur": 13, + "args": { + "External id": 13943, + "cbid": 211, "correlation": 13943 + } + }, + { + "ph": "s", "id": 13943, "pid": 321443, "tid": 321443, "ts": 1714869603023243, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603023312, "dur": 1, + "args": { + "External id": 13965, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13965, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13965, "pid": 0, "tid": 7, "ts": 1714869603023312, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603023305, "dur": 11, + "args": { + "External id": 13965, + "cbid": 211, "correlation": 13965 + } + }, + { + "ph": "s", "id": 13965, "pid": 321443, "tid": 321443, "ts": 1714869603023305, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603024425, "dur": 1009, + "args": { + "External id": 13982, + "device": 0, "context": 1, + "stream": 7, "correlation": 13982, + "bytes": 10462264, "memory bandwidth (GB/s)": 10.365409612580052 + } + }, + { + "ph": "f", "id": 13982, "pid": 0, "tid": 7, "ts": 1714869603024425, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603024337, "dur": 978, + "args": { + "External id": 13982, + "cbid": 41, "correlation": 13982 + } + }, + { + "ph": "s", "id": 13982, "pid": 321443, "tid": 321443, "ts": 1714869603024337, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603025316, "dur": 122, + "args": { + "External id": 13983, + "cbid": 131, "correlation": 13983 + } + }, + { + "ph": "s", "id": 13983, "pid": 321443, "tid": 321443, "ts": 1714869603025316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603025481, "dur": 2608, + "args": { + "External id": 13992, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13992, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13992, "pid": 0, "tid": 7, "ts": 1714869603025481, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603025468, "dur": 2627, + "args": { + "External id": 13992, + "cbid": 211, "correlation": 13992 + } + }, + { + "ph": "s", "id": 13992, "pid": 321443, "tid": 321443, "ts": 1714869603025468, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603028138, "dur": 3046, + "args": { + "External id": 14005, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14005, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14005, "pid": 0, "tid": 7, "ts": 1714869603028138, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603028129, "dur": 3058, + "args": { + "External id": 14005, + "cbid": 211, "correlation": 14005 + } + }, + { + "ph": "s", "id": 14005, "pid": 321443, "tid": 321443, "ts": 1714869603028129, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603031228, "dur": 2234, + "args": { + "External id": 14019, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14019, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14019, "pid": 0, "tid": 7, "ts": 1714869603031228, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603031219, "dur": 2245, + "args": { + "External id": 14019, + "cbid": 211, "correlation": 14019 + } + }, + { + "ph": "s", "id": 14019, "pid": 321443, "tid": 321443, "ts": 1714869603031219, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603033554, "dur": 2, + "args": { + "External id": 14041, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14041, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14041, "pid": 0, "tid": 7, "ts": 1714869603033554, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { 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"id": 14144, "pid": 0, "tid": 7, "ts": 1714869603038795, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603038780, "dur": 2223, + "args": { + "External id": 14144, + "cbid": 211, "correlation": 14144 + } + }, + { + "ph": "s", "id": 14144, "pid": 321443, "tid": 321443, "ts": 1714869603038780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, 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"correlation": 14286, + "bytes": 72248, "memory bandwidth (GB/s)": 8.650383141762452 + } + }, + { + "ph": "f", "id": 14286, "pid": 0, "tid": 7, "ts": 1714869603046556, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603046543, "dur": 11, + "args": { + "External id": 14286, + "cbid": 41, "correlation": 14286 + } + }, + { + "ph": "s", "id": 14286, "pid": 321443, "tid": 321443, "ts": 1714869603046543, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603046555, "dur": 12, + "args": { + "External id": 14287, + "cbid": 131, "correlation": 14287 + } + }, + { + "ph": "s", "id": 14287, "pid": 321443, "tid": 321443, "ts": 1714869603046555, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603046593, "dur": 8, + "args": { + "External id": 14296, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14296, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14296, "pid": 0, "tid": 7, "ts": 1714869603046593, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603046585, "dur": 18, + "args": { + "External id": 14296, + "cbid": 211, "correlation": 14296 + } + }, + { + "ph": "s", "id": 14296, "pid": 321443, "tid": 321443, "ts": 1714869603046585, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603046630, "dur": 17, + "args": { + "External id": 14309, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14309, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14309, "pid": 0, "tid": 7, "ts": 1714869603046630, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603046623, "dur": 26, + "args": { + "External id": 14309, + "cbid": 211, "correlation": 14309 + } + }, + { + "ph": "s", "id": 14309, "pid": 321443, "tid": 321443, "ts": 1714869603046623, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603046680, "dur": 22, + "args": { + "External id": 14323, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14323, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14323, "pid": 0, "tid": 7, "ts": 1714869603046680, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603046670, "dur": 34, + "args": { + "External id": 14323, + "cbid": 211, "correlation": 14323 + } + }, + { + "ph": "s", "id": 14323, "pid": 321443, "tid": 321443, "ts": 1714869603046670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603046764, "dur": 2, + "args": { + "External id": 14345, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14345, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14345, "pid": 0, "tid": 7, "ts": 1714869603046764, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603046756, "dur": 12, + "args": { + "External id": 14345, + "cbid": 211, "correlation": 14345 + } + }, + { + "ph": "s", "id": 14345, "pid": 321443, "tid": 321443, "ts": 1714869603046756, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603046862, "dur": 0, + "args": { + "External id": 14362, + "device": 0, "context": 1, + "stream": 7, "correlation": 14362, + "bytes": 608, "memory bandwidth (GB/s)": 2.111111111111111 + } + }, + { + "ph": "f", "id": 14362, "pid": 0, "tid": 7, "ts": 1714869603046862, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603046852, "dur": 6, + "args": { + "External id": 14362, + "cbid": 41, "correlation": 14362 + } + }, + { + "ph": "s", "id": 14362, "pid": 321443, "tid": 321443, "ts": 1714869603046852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603046859, "dur": 4, + "args": { + "External id": 14363, + "cbid": 131, "correlation": 14363 + } + }, + { + "ph": "s", "id": 14363, "pid": 321443, "tid": 321443, "ts": 1714869603046859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603046890, "dur": 2, + "args": { + "External id": 14372, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14372, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 14372, "pid": 0, "tid": 7, "ts": 1714869603046890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603046882, "dur": 12, + "args": { + "External id": 14372, + "cbid": 211, "correlation": 14372 + } + }, + { + "ph": "s", "id": 14372, "pid": 321443, "tid": 321443, "ts": 1714869603046882, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603046921, "dur": 2, + "args": { + "External id": 14385, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14385, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 14385, "pid": 0, "tid": 7, "ts": 1714869603046921, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603046914, "dur": 11, + "args": { + "External id": 14385, + "cbid": 211, "correlation": 14385 + } + }, + { + "ph": "s", "id": 14385, "pid": 321443, "tid": 321443, "ts": 1714869603046914, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603046953, "dur": 4, + "args": { + "External id": 14400, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14400, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14400, "pid": 0, "tid": 7, "ts": 1714869603046953, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603046946, "dur": 13, + "args": { + "External id": 14400, + "cbid": 211, "correlation": 14400 + } + }, + { + "ph": "s", "id": 14400, "pid": 321443, "tid": 321443, "ts": 1714869603046946, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603047018, "dur": 1, + "args": { + "External id": 14422, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14422, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14422, "pid": 0, "tid": 7, "ts": 1714869603047018, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047010, "dur": 11, + "args": { + "External id": 14422, + "cbid": 211, "correlation": 14422 + } + }, + { + "ph": "s", "id": 14422, "pid": 321443, "tid": 321443, "ts": 1714869603047010, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603047102, "dur": 0, + "args": { + "External id": 14439, + "device": 0, "context": 1, + "stream": 7, "correlation": 14439, + "bytes": 264, "memory bandwidth (GB/s)": 0.9166666666666666 + } + }, + { + "ph": "f", "id": 14439, "pid": 0, "tid": 7, "ts": 1714869603047102, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603047093, "dur": 6, + "args": { + "External id": 14439, + "cbid": 41, "correlation": 14439 + } + }, + { + "ph": "s", "id": 14439, "pid": 321443, "tid": 321443, "ts": 1714869603047093, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603047100, "dur": 4, + "args": { + "External id": 14440, + "cbid": 131, "correlation": 14440 + } + }, + { + "ph": "s", "id": 14440, "pid": 321443, "tid": 321443, "ts": 1714869603047100, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603047129, "dur": 2, + "args": { + "External id": 14449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14449, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14449, "pid": 0, "tid": 7, "ts": 1714869603047129, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047121, "dur": 12, + "args": { + "External id": 14449, + "cbid": 211, "correlation": 14449 + } + }, + { + "ph": "s", "id": 14449, "pid": 321443, "tid": 321443, "ts": 1714869603047121, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603047159, "dur": 2, + "args": { + "External id": 14462, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14462, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14462, "pid": 0, "tid": 7, "ts": 1714869603047159, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047152, "dur": 11, + "args": { + "External id": 14462, + "cbid": 211, "correlation": 14462 + } + }, + { + "ph": "s", "id": 14462, "pid": 321443, "tid": 321443, "ts": 1714869603047152, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603047190, "dur": 3, + "args": { + "External id": 14477, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14477, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14477, "pid": 0, "tid": 7, "ts": 1714869603047190, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047183, "dur": 12, + "args": { + "External id": 14477, + "cbid": 211, "correlation": 14477 + } + }, + { + "ph": "s", "id": 14477, "pid": 321443, "tid": 321443, "ts": 1714869603047183, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714869603047253, "dur": 1, + "args": { + "External id": 14499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14499, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14499, "pid": 0, "tid": 7, "ts": 1714869603047253, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047245, "dur": 11, + "args": { + "External id": 14499, + "cbid": 211, "correlation": 14499 + } + }, + { + "ph": "s", "id": 14499, "pid": 321443, "tid": 321443, "ts": 1714869603047245, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714869603047324, "dur": 2, + "args": { + "External id": 14510, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14510, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 14510, "pid": 0, "tid": 7, "ts": 1714869603047324, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047315, "dur": 15, + "args": { + "External id": 14510, + "cbid": 211, "correlation": 14510 + } + }, + { + "ph": "s", "id": 14510, "pid": 321443, "tid": 321443, "ts": 1714869603047315, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714869603047423, "dur": 153, + "args": { + "External id": 14522, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14522, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14522, "pid": 0, "tid": 7, "ts": 1714869603047423, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047414, "dur": 165, + "args": { + "External id": 14522, + "cbid": 211, "correlation": 14522 + } + }, + { + "ph": "s", "id": 14522, "pid": 321443, "tid": 321443, "ts": 1714869603047414, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321443, + "ts": 1714869603047666, "dur": 2, + "args": { + "External id": 14536, + "cbid": 210, "correlation": 14536 + } + }, + { + "ph": "f", "id": 14536, "pid": 321443, "tid": 321443, "ts": 1714869603047666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714869603047678, "dur": 410, + "args": { + "External id": 14537, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14537, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 14537, "pid": 0, "tid": 7, "ts": 1714869603047678, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603047670, "dur": 420, + "args": { + "External id": 14537, + "cbid": 211, "correlation": 14537 + } + }, + { + "ph": "s", "id": 14537, "pid": 321443, "tid": 321443, "ts": 1714869603047670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714869603048098, "dur": 5, + "args": { + "External id": 14539, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14539, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14539, "pid": 0, "tid": 7, "ts": 1714869603048098, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048092, "dur": 13, + "args": { + "External id": 14539, + "cbid": 211, "correlation": 14539 + } + }, + { + "ph": "s", "id": 14539, "pid": 321443, "tid": 321443, "ts": 1714869603048092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603048149, "dur": 1, + "args": { + "External id": 14550, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14550, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14550, "pid": 0, "tid": 7, "ts": 1714869603048149, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048142, "dur": 11, + "args": { + "External id": 14550, + "cbid": 211, "correlation": 14550 + } + }, + { + "ph": "s", "id": 14550, "pid": 321443, "tid": 321443, "ts": 1714869603048142, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603048209, "dur": 1, + "args": { + "External id": 14563, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14563, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14563, "pid": 0, "tid": 7, "ts": 1714869603048209, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048201, "dur": 12, + "args": { + "External id": 14563, + "cbid": 211, "correlation": 14563 + } + }, + { + "ph": "s", "id": 14563, "pid": 321443, "tid": 321443, "ts": 1714869603048201, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714869603048233, "dur": 1, + "args": { + "External id": 14571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14571, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14571, "pid": 0, "tid": 7, "ts": 1714869603048233, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048226, "dur": 10, + "args": { + "External id": 14571, + "cbid": 211, "correlation": 14571 + } + }, + { + "ph": "s", "id": 14571, "pid": 321443, "tid": 321443, "ts": 1714869603048226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603048276, "dur": 1, + "args": { + "External id": 14581, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14581, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14581, "pid": 0, "tid": 7, "ts": 1714869603048276, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048269, "dur": 10, + "args": { + "External id": 14581, + "cbid": 211, "correlation": 14581 + } + }, + { + "ph": "s", "id": 14581, "pid": 321443, "tid": 321443, "ts": 1714869603048269, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603048377, "dur": 1, + "args": { + "External id": 14594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14594, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14594, "pid": 0, "tid": 7, "ts": 1714869603048377, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048369, "dur": 12, + "args": { + "External id": 14594, + "cbid": 211, "correlation": 14594 + } + }, + { + "ph": "s", "id": 14594, "pid": 321443, "tid": 321443, "ts": 1714869603048369, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603048407, "dur": 3, + "args": { + "External id": 14606, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14606, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14606, "pid": 0, "tid": 7, "ts": 1714869603048407, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048399, "dur": 13, + "args": { + "External id": 14606, + "cbid": 211, "correlation": 14606 + } + }, + { + "ph": "s", "id": 14606, "pid": 321443, "tid": 321443, "ts": 1714869603048399, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714869603048435, "dur": 1, + "args": { + "External id": 14614, + "device": 0, "context": 1, + "stream": 7, "correlation": 14614, + "bytes": 4, "memory bandwidth (GB/s)": 0.003472222222222222 + } + }, + { + "ph": "f", "id": 14614, "pid": 0, "tid": 7, "ts": 1714869603048435, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603048424, "dur": 14, + "args": { + "External id": 14614, + "cbid": 41, "correlation": 14614 + } + }, + { + "ph": "s", "id": 14614, "pid": 321443, "tid": 321443, "ts": 1714869603048424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603048758, "dur": 0, + "args": { + "External id": 14629, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14629, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14629, "pid": 0, "tid": 7, "ts": 1714869603048758, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603048748, "dur": 13, + "args": { + "External id": 14629, + "cbid": 211, "correlation": 14629 + } + }, + { + "ph": "s", "id": 14629, "pid": 321443, "tid": 321443, "ts": 1714869603048748, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603048872, "dur": 1, + "args": { + "External id": 14645, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14645, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14645, "pid": 0, "tid": 7, "ts": 1714869603048872, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603048863, "dur": 14, + "args": { + "External id": 14645, + "cbid": 211, "correlation": 14645 + } + }, + { + "ph": "s", "id": 14645, "pid": 321443, "tid": 321497, "ts": 1714869603048863, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603048898, "dur": 1, + "args": { + "External id": 14649, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14649, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14649, "pid": 0, "tid": 7, "ts": 1714869603048898, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603048892, "dur": 9, + "args": { + "External id": 14649, + "cbid": 211, "correlation": 14649 + } + }, + { + "ph": "s", "id": 14649, "pid": 321443, "tid": 321497, "ts": 1714869603048892, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603048969, "dur": 1, + "args": { + "External id": 14669, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14669, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14669, "pid": 0, "tid": 7, "ts": 1714869603048969, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603048961, "dur": 11, + "args": { + "External id": 14669, + "cbid": 211, "correlation": 14669 + } + }, + { + "ph": "s", "id": 14669, "pid": 321443, "tid": 321497, "ts": 1714869603048961, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714869603049020, "dur": 1, + "args": { + "External id": 14685, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14685, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14685, "pid": 0, "tid": 7, "ts": 1714869603049020, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049012, "dur": 11, + "args": { + "External id": 14685, + "cbid": 211, "correlation": 14685 + } + }, + { + "ph": "s", "id": 14685, "pid": 321443, "tid": 321497, "ts": 1714869603049012, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714869603049065, "dur": 1, + "args": { + "External id": 14697, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14697, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14697, "pid": 0, "tid": 7, "ts": 1714869603049065, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049058, "dur": 11, + "args": { + "External id": 14697, + "cbid": 211, "correlation": 14697 + } + }, + { + "ph": "s", "id": 14697, "pid": 321443, "tid": 321497, "ts": 1714869603049058, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603049102, "dur": 3, + "args": { + "External id": 14711, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14711, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14711, "pid": 0, "tid": 7, "ts": 1714869603049102, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049094, "dur": 13, + "args": { + "External id": 14711, + "cbid": 211, "correlation": 14711 + } + }, + { + "ph": "s", "id": 14711, "pid": 321443, "tid": 321497, "ts": 1714869603049094, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603049194, "dur": 1, + "args": { + "External id": 14737, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14737, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14737, "pid": 0, "tid": 7, "ts": 1714869603049194, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049186, "dur": 11, + "args": { + "External id": 14737, + "cbid": 211, "correlation": 14737 + } + }, + { + "ph": "s", "id": 14737, "pid": 321443, "tid": 321497, "ts": 1714869603049186, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869603049241, "dur": 1, + "args": { + "External id": 14753, + "cbid": 210, "correlation": 14753 + } + }, + { + "ph": "f", "id": 14753, "pid": 321443, "tid": 321497, "ts": 1714869603049241, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714869603049251, "dur": 271, + "args": { + "External id": 14754, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14754, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 14754, "pid": 0, "tid": 7, "ts": 1714869603049251, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049243, "dur": 281, + "args": { + "External id": 14754, + "cbid": 211, "correlation": 14754 + } + }, + { + "ph": "s", "id": 14754, "pid": 321443, "tid": 321497, "ts": 1714869603049243, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869603049545, "dur": 0, + "args": { + "External id": 14766, + "cbid": 210, "correlation": 14766 + } + }, + { + "ph": "f", "id": 14766, "pid": 321443, "tid": 321497, "ts": 1714869603049545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714869603049554, "dur": 246, + "args": { + "External id": 14767, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14767, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14767, "pid": 0, "tid": 7, "ts": 1714869603049554, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049546, "dur": 255, + "args": { + "External id": 14767, + "cbid": 211, "correlation": 14767 + } + }, + { + "ph": "s", "id": 14767, "pid": 321443, "tid": 321497, "ts": 1714869603049546, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603049831, "dur": 6, + "args": { + "External id": 14780, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14780, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14780, "pid": 0, "tid": 7, "ts": 1714869603049831, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049823, "dur": 16, + "args": { + "External id": 14780, + "cbid": 211, "correlation": 14780 + } + }, + { + "ph": "s", "id": 14780, "pid": 321443, "tid": 321497, "ts": 1714869603049823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714869603049954, "dur": 166, + "args": { + "External id": 14812, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14812, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14812, "pid": 0, "tid": 7, "ts": 1714869603049954, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603049946, "dur": 176, + "args": { + "External id": 14812, + "cbid": 211, "correlation": 14812 + } + }, + { + "ph": "s", "id": 14812, "pid": 321443, "tid": 321497, "ts": 1714869603049946, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714869603050149, "dur": 149, + "args": { + "External id": 14824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14824, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 14824, "pid": 0, "tid": 7, "ts": 1714869603050149, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050142, "dur": 158, + "args": { + "External id": 14824, + "cbid": 211, "correlation": 14824 + } + }, + { + "ph": "s", "id": 14824, "pid": 321443, "tid": 321497, "ts": 1714869603050142, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603050350, "dur": 1, + "args": { + "External id": 14835, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14835, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 14835, "pid": 0, "tid": 7, "ts": 1714869603050350, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050342, "dur": 12, + "args": { + "External id": 14835, + "cbid": 211, "correlation": 14835 + } + }, + { + "ph": "s", "id": 14835, "pid": 321443, "tid": 321497, "ts": 1714869603050342, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603050597, "dur": 1, + "args": { + "External id": 14863, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14863, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14863, "pid": 0, "tid": 7, "ts": 1714869603050597, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050589, "dur": 12, + "args": { + "External id": 14863, + "cbid": 211, "correlation": 14863 + } + }, + { + "ph": "s", "id": 14863, "pid": 321443, "tid": 321497, "ts": 1714869603050589, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603050629, "dur": 0, + "args": { + "External id": 14879, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14879, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 14879, "pid": 0, "tid": 7, "ts": 1714869603050629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050622, "dur": 9, + "args": { + "External id": 14879, + "cbid": 211, "correlation": 14879 + } + }, + { + "ph": "s", "id": 14879, "pid": 321443, "tid": 321497, "ts": 1714869603050622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603050643, "dur": 3, + "args": { + "External id": 14886, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14886, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14886, "pid": 0, "tid": 7, "ts": 1714869603050643, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050636, "dur": 11, + "args": { + "External id": 14886, + "cbid": 211, "correlation": 14886 + } + }, + { + "ph": "s", "id": 14886, "pid": 321443, "tid": 321497, "ts": 1714869603050636, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603050706, "dur": 1, + "args": { + "External id": 14908, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14908, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14908, "pid": 0, "tid": 7, "ts": 1714869603050706, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050698, "dur": 11, + "args": { + "External id": 14908, + "cbid": 211, "correlation": 14908 + } + }, + { + "ph": "s", "id": 14908, "pid": 321443, "tid": 321497, "ts": 1714869603050698, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603050741, "dur": 0, + "args": { + "External id": 14924, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14924, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 14924, "pid": 0, "tid": 7, "ts": 1714869603050741, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050734, "dur": 9, + "args": { + "External id": 14924, + "cbid": 211, "correlation": 14924 + } + }, + { + "ph": "s", "id": 14924, "pid": 321443, "tid": 321497, "ts": 1714869603050734, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603050753, "dur": 3, + "args": { + "External id": 14931, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14931, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14931, "pid": 0, "tid": 7, "ts": 1714869603050753, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050748, "dur": 10, + "args": { + "External id": 14931, + "cbid": 211, "correlation": 14931 + } + }, + { + "ph": "s", "id": 14931, "pid": 321443, "tid": 321497, "ts": 1714869603050748, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603050833, "dur": 1, + "args": { + "External id": 14953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14953, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14953, "pid": 0, "tid": 7, "ts": 1714869603050833, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050825, "dur": 12, + "args": { + "External id": 14953, + "cbid": 211, "correlation": 14953 + } + }, + { + "ph": "s", "id": 14953, "pid": 321443, "tid": 321497, "ts": 1714869603050825, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603050861, "dur": 1, + "args": { + "External id": 14969, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14969, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14969, "pid": 0, "tid": 7, "ts": 1714869603050861, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050855, "dur": 9, + "args": { + "External id": 14969, + "cbid": 211, "correlation": 14969 + } + }, + { + "ph": "s", "id": 14969, "pid": 321443, "tid": 321497, "ts": 1714869603050855, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603050874, "dur": 2, + "args": { + "External id": 14976, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14976, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14976, "pid": 0, "tid": 7, "ts": 1714869603050874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050869, "dur": 9, + "args": { + "External id": 14976, + "cbid": 211, "correlation": 14976 + } + }, + { + "ph": "s", "id": 14976, "pid": 321443, "tid": 321497, "ts": 1714869603050869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603050934, "dur": 1, + "args": { + "External id": 14998, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14998, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14998, "pid": 0, "tid": 7, "ts": 1714869603050934, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050926, "dur": 11, + "args": { + "External id": 14998, + "cbid": 211, "correlation": 14998 + } + }, + { + "ph": "s", "id": 14998, "pid": 321443, "tid": 321497, "ts": 1714869603050926, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603050969, "dur": 16, + "args": { + "External id": 15014, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15014, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15014, "pid": 0, "tid": 7, "ts": 1714869603050969, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050962, "dur": 25, + "args": { + "External id": 15014, + "cbid": 211, "correlation": 15014 + } + }, + { + "ph": "s", "id": 15014, "pid": 321443, "tid": 321497, "ts": 1714869603050962, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603050997, "dur": 4, + "args": { + "External id": 15021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15021, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15021, "pid": 0, "tid": 7, "ts": 1714869603050997, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603050991, "dur": 11, + "args": { + "External id": 15021, + "cbid": 211, "correlation": 15021 + } + }, + { + "ph": "s", "id": 15021, "pid": 321443, "tid": 321497, "ts": 1714869603050991, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603051057, "dur": 2, + "args": { + "External id": 15043, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15043, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15043, "pid": 0, "tid": 7, "ts": 1714869603051057, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051050, "dur": 11, + "args": { + "External id": 15043, + "cbid": 211, "correlation": 15043 + } + }, + { + "ph": "s", "id": 15043, "pid": 321443, "tid": 321497, "ts": 1714869603051050, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603051085, "dur": 229, + "args": { + "External id": 15059, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15059, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15059, "pid": 0, "tid": 7, "ts": 1714869603051085, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051079, "dur": 237, + "args": { + "External id": 15059, + "cbid": 211, "correlation": 15059 + } + }, + { + "ph": "s", "id": 15059, "pid": 321443, "tid": 321497, "ts": 1714869603051079, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603051326, "dur": 3, + "args": { + "External id": 15066, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15066, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15066, "pid": 0, "tid": 7, "ts": 1714869603051326, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051320, "dur": 10, + "args": { + "External id": 15066, + "cbid": 211, "correlation": 15066 + } + }, + { + "ph": "s", "id": 15066, "pid": 321443, "tid": 321497, "ts": 1714869603051320, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603051393, "dur": 2, + "args": { + "External id": 15088, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15088, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15088, "pid": 0, "tid": 7, "ts": 1714869603051393, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051386, "dur": 12, + "args": { + "External id": 15088, + "cbid": 211, "correlation": 15088 + } + }, + { + "ph": "s", "id": 15088, "pid": 321443, "tid": 321497, "ts": 1714869603051386, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603051421, "dur": 83, + "args": { + "External id": 15104, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15104, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15104, "pid": 0, "tid": 7, "ts": 1714869603051421, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051415, "dur": 91, + "args": { + "External id": 15104, + "cbid": 211, "correlation": 15104 + } + }, + { + "ph": "s", "id": 15104, "pid": 321443, "tid": 321497, "ts": 1714869603051415, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603051516, "dur": 3, + "args": { + "External id": 15111, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15111, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15111, "pid": 0, "tid": 7, "ts": 1714869603051516, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051511, "dur": 10, + "args": { + "External id": 15111, + "cbid": 211, "correlation": 15111 + } + }, + { + "ph": "s", "id": 15111, "pid": 321443, "tid": 321497, "ts": 1714869603051511, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603051574, "dur": 2, + "args": { + "External id": 15133, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15133, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15133, "pid": 0, "tid": 7, "ts": 1714869603051574, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051567, "dur": 11, + "args": { + "External id": 15133, + "cbid": 211, "correlation": 15133 + } + }, + { + "ph": "s", "id": 15133, "pid": 321443, "tid": 321497, "ts": 1714869603051567, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603051609, "dur": 272, + "args": { + "External id": 15149, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15149, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15149, "pid": 0, "tid": 7, "ts": 1714869603051609, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051603, "dur": 280, + "args": { + "External id": 15149, + "cbid": 211, "correlation": 15149 + } + }, + { + "ph": "s", "id": 15149, "pid": 321443, "tid": 321497, "ts": 1714869603051603, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603051893, "dur": 3, + "args": { + "External id": 15156, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15156, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15156, "pid": 0, "tid": 7, "ts": 1714869603051893, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051887, "dur": 10, + "args": { + "External id": 15156, + "cbid": 211, "correlation": 15156 + } + }, + { + "ph": "s", "id": 15156, "pid": 321443, "tid": 321497, "ts": 1714869603051887, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603051952, "dur": 2, + "args": { + "External id": 15178, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15178, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15178, "pid": 0, "tid": 7, "ts": 1714869603051952, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051945, "dur": 11, + "args": { + "External id": 15178, + "cbid": 211, "correlation": 15178 + } + }, + { + "ph": "s", "id": 15178, "pid": 321443, "tid": 321497, "ts": 1714869603051945, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603051991, "dur": 0, + "args": { + "External id": 15194, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15194, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15194, "pid": 0, "tid": 7, "ts": 1714869603051991, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051984, "dur": 9, + "args": { + "External id": 15194, + "cbid": 211, "correlation": 15194 + } + }, + { + "ph": "s", "id": 15194, "pid": 321443, "tid": 321497, "ts": 1714869603051984, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052003, "dur": 3, + "args": { + "External id": 15201, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15201, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15201, "pid": 0, "tid": 7, "ts": 1714869603052003, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603051997, "dur": 10, + "args": { + "External id": 15201, + "cbid": 211, "correlation": 15201 + } + }, + { + "ph": "s", "id": 15201, "pid": 321443, "tid": 321497, "ts": 1714869603051997, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052062, "dur": 1, + "args": { + "External id": 15223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15223, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15223, "pid": 0, "tid": 7, "ts": 1714869603052062, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052054, "dur": 11, + "args": { + "External id": 15223, + "cbid": 211, "correlation": 15223 + } + }, + { + "ph": "s", "id": 15223, "pid": 321443, "tid": 321497, "ts": 1714869603052054, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052097, "dur": 0, + "args": { + "External id": 15239, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15239, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 15239, "pid": 0, "tid": 7, "ts": 1714869603052097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052090, "dur": 9, + "args": { + "External id": 15239, + "cbid": 211, "correlation": 15239 + } + }, + { + "ph": "s", "id": 15239, "pid": 321443, "tid": 321497, "ts": 1714869603052090, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052109, "dur": 3, + "args": { + "External id": 15246, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15246, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15246, "pid": 0, "tid": 7, "ts": 1714869603052109, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052104, "dur": 10, + "args": { + "External id": 15246, + "cbid": 211, "correlation": 15246 + } + }, + { + "ph": "s", "id": 15246, "pid": 321443, "tid": 321497, "ts": 1714869603052104, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052168, "dur": 1, + "args": { + "External id": 15268, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15268, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15268, "pid": 0, "tid": 7, "ts": 1714869603052168, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052161, "dur": 10, + "args": { + "External id": 15268, + "cbid": 211, "correlation": 15268 + } + }, + { + "ph": "s", "id": 15268, "pid": 321443, "tid": 321497, "ts": 1714869603052161, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052195, "dur": 0, + "args": { + "External id": 15284, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15284, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15284, "pid": 0, "tid": 7, "ts": 1714869603052195, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052189, "dur": 8, + "args": { + "External id": 15284, + "cbid": 211, "correlation": 15284 + } + }, + { + "ph": "s", "id": 15284, "pid": 321443, "tid": 321497, "ts": 1714869603052189, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052207, "dur": 3, + "args": { + "External id": 15291, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15291, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15291, "pid": 0, "tid": 7, "ts": 1714869603052207, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052202, "dur": 10, + "args": { + "External id": 15291, + "cbid": 211, "correlation": 15291 + } + }, + { + "ph": "s", "id": 15291, "pid": 321443, "tid": 321497, "ts": 1714869603052202, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052280, "dur": 1, + "args": { + "External id": 15313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15313, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15313, "pid": 0, "tid": 7, "ts": 1714869603052280, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052267, "dur": 17, + "args": { + "External id": 15313, + "cbid": 211, "correlation": 15313 + } + }, + { + "ph": "s", "id": 15313, "pid": 321443, "tid": 321497, "ts": 1714869603052267, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052309, "dur": 0, + "args": { + "External id": 15329, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15329, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 15329, "pid": 0, "tid": 7, "ts": 1714869603052309, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052303, "dur": 9, + "args": { + "External id": 15329, + "cbid": 211, "correlation": 15329 + } + }, + { + "ph": "s", "id": 15329, "pid": 321443, "tid": 321497, "ts": 1714869603052303, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052321, "dur": 3, + "args": { + "External id": 15336, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15336, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15336, "pid": 0, "tid": 7, "ts": 1714869603052321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052316, "dur": 10, + "args": { + "External id": 15336, + "cbid": 211, "correlation": 15336 + } + }, + { + "ph": "s", "id": 15336, "pid": 321443, "tid": 321497, "ts": 1714869603052316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052380, "dur": 1, + "args": { + "External id": 15358, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15358, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15358, "pid": 0, "tid": 7, "ts": 1714869603052380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052373, "dur": 11, + "args": { + "External id": 15358, + "cbid": 211, "correlation": 15358 + } + }, + { + "ph": "s", "id": 15358, "pid": 321443, "tid": 321497, "ts": 1714869603052373, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052407, "dur": 1, + "args": { + "External id": 15374, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15374, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 15374, "pid": 0, "tid": 7, "ts": 1714869603052407, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052401, "dur": 9, + "args": { + "External id": 15374, + "cbid": 211, "correlation": 15374 + } + }, + { + "ph": "s", "id": 15374, "pid": 321443, "tid": 321497, "ts": 1714869603052401, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052420, "dur": 2, + "args": { + "External id": 15381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15381, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15381, "pid": 0, "tid": 7, "ts": 1714869603052420, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052414, "dur": 9, + "args": { + "External id": 15381, + "cbid": 211, "correlation": 15381 + } + }, + { + "ph": "s", "id": 15381, "pid": 321443, "tid": 321497, "ts": 1714869603052414, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052485, "dur": 1, + "args": { + "External id": 15403, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15403, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15403, "pid": 0, "tid": 7, "ts": 1714869603052485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052478, "dur": 11, + "args": { + "External id": 15403, + "cbid": 211, "correlation": 15403 + } + }, + { + "ph": "s", "id": 15403, "pid": 321443, "tid": 321497, "ts": 1714869603052478, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052512, "dur": 0, + "args": { + "External id": 15419, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15419, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 15419, "pid": 0, "tid": 7, "ts": 1714869603052512, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052506, "dur": 8, + "args": { + "External id": 15419, + "cbid": 211, "correlation": 15419 + } + }, + { + "ph": "s", "id": 15419, "pid": 321443, "tid": 321497, "ts": 1714869603052506, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052524, "dur": 3, + "args": { + "External id": 15426, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15426, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15426, "pid": 0, "tid": 7, "ts": 1714869603052524, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052519, "dur": 10, + "args": { + "External id": 15426, + "cbid": 211, "correlation": 15426 + } + }, + { + "ph": "s", "id": 15426, "pid": 321443, "tid": 321497, "ts": 1714869603052519, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052583, "dur": 1, + "args": { + "External id": 15448, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15448, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15448, "pid": 0, "tid": 7, "ts": 1714869603052583, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052576, "dur": 11, + "args": { + "External id": 15448, + "cbid": 211, "correlation": 15448 + } + }, + { + "ph": "s", "id": 15448, "pid": 321443, "tid": 321497, "ts": 1714869603052576, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052610, "dur": 0, + "args": { + "External id": 15464, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15464, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15464, "pid": 0, "tid": 7, "ts": 1714869603052610, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052604, "dur": 8, + "args": { + "External id": 15464, + "cbid": 211, "correlation": 15464 + } + }, + { + "ph": "s", "id": 15464, "pid": 321443, "tid": 321497, "ts": 1714869603052604, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052622, "dur": 3, + "args": { + "External id": 15471, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15471, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15471, "pid": 0, "tid": 7, "ts": 1714869603052622, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052617, "dur": 9, + "args": { + "External id": 15471, + "cbid": 211, "correlation": 15471 + } + }, + { + "ph": "s", "id": 15471, "pid": 321443, "tid": 321497, "ts": 1714869603052617, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052687, "dur": 1, + "args": { + "External id": 15493, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15493, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15493, "pid": 0, "tid": 7, "ts": 1714869603052687, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052679, "dur": 11, + "args": { + "External id": 15493, + "cbid": 211, "correlation": 15493 + } + }, + { + "ph": "s", "id": 15493, "pid": 321443, "tid": 321497, "ts": 1714869603052679, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052715, "dur": 16, + "args": { + "External id": 15509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15509, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15509, "pid": 0, "tid": 7, "ts": 1714869603052715, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052708, "dur": 24, + "args": { + "External id": 15509, + "cbid": 211, "correlation": 15509 + } + }, + { + "ph": "s", "id": 15509, "pid": 321443, "tid": 321497, "ts": 1714869603052708, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052742, "dur": 3, + "args": { + "External id": 15516, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15516, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15516, "pid": 0, "tid": 7, "ts": 1714869603052742, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052737, "dur": 10, + "args": { + "External id": 15516, + "cbid": 211, "correlation": 15516 + } + }, + { + "ph": "s", "id": 15516, "pid": 321443, "tid": 321497, "ts": 1714869603052737, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052800, "dur": 2, + "args": { + "External id": 15538, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15538, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15538, "pid": 0, "tid": 7, "ts": 1714869603052800, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052793, "dur": 11, + "args": { + "External id": 15538, + "cbid": 211, "correlation": 15538 + } + }, + { + "ph": "s", "id": 15538, "pid": 321443, "tid": 321497, "ts": 1714869603052793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052828, "dur": 24, + "args": { + "External id": 15554, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15554, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15554, "pid": 0, "tid": 7, "ts": 1714869603052828, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052822, "dur": 32, + "args": { + "External id": 15554, + "cbid": 211, "correlation": 15554 + } + }, + { + "ph": "s", "id": 15554, "pid": 321443, "tid": 321497, "ts": 1714869603052822, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603052863, "dur": 4, + "args": { + "External id": 15561, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15561, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15561, "pid": 0, "tid": 7, "ts": 1714869603052863, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052858, "dur": 10, + "args": { + "External id": 15561, + "cbid": 211, "correlation": 15561 + } + }, + { + "ph": "s", "id": 15561, "pid": 321443, "tid": 321497, "ts": 1714869603052858, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603052929, "dur": 2, + "args": { + "External id": 15583, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15583, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15583, "pid": 0, "tid": 7, "ts": 1714869603052929, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052922, "dur": 11, + "args": { + "External id": 15583, + "cbid": 211, "correlation": 15583 + } + }, + { + "ph": "s", "id": 15583, "pid": 321443, "tid": 321497, "ts": 1714869603052922, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603052957, "dur": 178, + "args": { + "External id": 15599, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15599, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15599, "pid": 0, "tid": 7, "ts": 1714869603052957, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603052951, "dur": 186, + "args": { + "External id": 15599, + "cbid": 211, "correlation": 15599 + } + }, + { + "ph": "s", "id": 15599, "pid": 321443, "tid": 321497, "ts": 1714869603052951, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053146, "dur": 3, + "args": { + "External id": 15606, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15606, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15606, "pid": 0, "tid": 7, "ts": 1714869603053146, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053141, "dur": 10, + "args": { + "External id": 15606, + "cbid": 211, "correlation": 15606 + } + }, + { + "ph": "s", "id": 15606, "pid": 321443, "tid": 321497, "ts": 1714869603053141, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053212, "dur": 2, + "args": { + "External id": 15628, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15628, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15628, "pid": 0, "tid": 7, "ts": 1714869603053212, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053204, "dur": 11, + "args": { + "External id": 15628, + "cbid": 211, "correlation": 15628 + } + }, + { + "ph": "s", "id": 15628, "pid": 321443, "tid": 321497, "ts": 1714869603053204, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053245, "dur": 0, + "args": { + "External id": 15644, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15644, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 15644, "pid": 0, "tid": 7, "ts": 1714869603053245, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053239, "dur": 9, + "args": { + "External id": 15644, + "cbid": 211, "correlation": 15644 + } + }, + { + "ph": "s", "id": 15644, "pid": 321443, "tid": 321497, "ts": 1714869603053239, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053257, "dur": 3, + "args": { + "External id": 15651, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15651, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15651, "pid": 0, "tid": 7, "ts": 1714869603053257, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053252, "dur": 10, + "args": { + "External id": 15651, + "cbid": 211, "correlation": 15651 + } + }, + { + "ph": "s", "id": 15651, "pid": 321443, "tid": 321497, "ts": 1714869603053252, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053316, "dur": 1, + "args": { + "External id": 15673, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15673, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15673, "pid": 0, "tid": 7, "ts": 1714869603053316, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053309, "dur": 11, + "args": { + "External id": 15673, + "cbid": 211, "correlation": 15673 + } + }, + { + "ph": "s", "id": 15673, "pid": 321443, "tid": 321497, "ts": 1714869603053309, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053344, "dur": 0, + "args": { + "External id": 15689, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15689, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 15689, "pid": 0, "tid": 7, "ts": 1714869603053344, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053337, "dur": 8, + "args": { + "External id": 15689, + "cbid": 211, "correlation": 15689 + } + }, + { + "ph": "s", "id": 15689, "pid": 321443, "tid": 321497, "ts": 1714869603053337, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053355, "dur": 2, + "args": { + "External id": 15696, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15696, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15696, "pid": 0, "tid": 7, "ts": 1714869603053355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053350, "dur": 9, + "args": { + "External id": 15696, + "cbid": 211, "correlation": 15696 + } + }, + { + "ph": "s", "id": 15696, "pid": 321443, "tid": 321497, "ts": 1714869603053350, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053412, "dur": 1, + "args": { + "External id": 15718, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15718, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15718, "pid": 0, "tid": 7, "ts": 1714869603053412, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053405, "dur": 11, + "args": { + "External id": 15718, + "cbid": 211, "correlation": 15718 + } + }, + { + "ph": "s", "id": 15718, "pid": 321443, "tid": 321497, "ts": 1714869603053405, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053447, "dur": 1, + "args": { + "External id": 15734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15734, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 15734, "pid": 0, "tid": 7, "ts": 1714869603053447, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053440, "dur": 10, + "args": { + "External id": 15734, + "cbid": 211, "correlation": 15734 + } + }, + { + "ph": "s", "id": 15734, "pid": 321443, "tid": 321497, "ts": 1714869603053440, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053459, "dur": 2, + "args": { + "External id": 15741, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15741, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15741, "pid": 0, "tid": 7, "ts": 1714869603053459, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053454, "dur": 9, + "args": { + "External id": 15741, + "cbid": 211, "correlation": 15741 + } + }, + { + "ph": "s", "id": 15741, "pid": 321443, "tid": 321497, "ts": 1714869603053454, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053517, "dur": 1, + "args": { + "External id": 15763, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15763, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15763, "pid": 0, "tid": 7, "ts": 1714869603053517, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053510, "dur": 11, + "args": { + "External id": 15763, + "cbid": 211, "correlation": 15763 + } + }, + { + "ph": "s", "id": 15763, "pid": 321443, "tid": 321497, "ts": 1714869603053510, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053544, "dur": 0, + "args": { + "External id": 15779, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15779, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15779, "pid": 0, "tid": 7, "ts": 1714869603053544, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053538, "dur": 8, + "args": { + "External id": 15779, + "cbid": 211, "correlation": 15779 + } + }, + { + "ph": "s", "id": 15779, "pid": 321443, "tid": 321497, "ts": 1714869603053538, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053556, "dur": 4, + "args": { + "External id": 15786, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15786, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15786, "pid": 0, "tid": 7, "ts": 1714869603053556, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053551, "dur": 11, + "args": { + "External id": 15786, + "cbid": 211, "correlation": 15786 + } + }, + { + "ph": "s", "id": 15786, "pid": 321443, "tid": 321497, "ts": 1714869603053551, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053615, "dur": 1, + "args": { + "External id": 15808, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15808, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15808, "pid": 0, "tid": 7, "ts": 1714869603053615, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053608, "dur": 11, + "args": { + "External id": 15808, + "cbid": 211, "correlation": 15808 + } + }, + { + "ph": "s", "id": 15808, "pid": 321443, "tid": 321497, "ts": 1714869603053608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053650, "dur": 4, + "args": { + "External id": 15824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15824, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15824, "pid": 0, "tid": 7, "ts": 1714869603053650, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053643, "dur": 12, + "args": { + "External id": 15824, + "cbid": 211, "correlation": 15824 + } + }, + { + "ph": "s", "id": 15824, "pid": 321443, "tid": 321497, "ts": 1714869603053643, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053665, "dur": 3, + "args": { + "External id": 15831, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15831, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15831, "pid": 0, "tid": 7, "ts": 1714869603053665, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053659, "dur": 10, + "args": { + "External id": 15831, + "cbid": 211, "correlation": 15831 + } + }, + { + "ph": "s", "id": 15831, "pid": 321443, "tid": 321497, "ts": 1714869603053659, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053722, "dur": 1, + "args": { + "External id": 15853, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15853, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15853, "pid": 0, "tid": 7, "ts": 1714869603053722, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053715, "dur": 10, + "args": { + "External id": 15853, + "cbid": 211, "correlation": 15853 + } + }, + { + "ph": "s", "id": 15853, "pid": 321443, "tid": 321497, "ts": 1714869603053715, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053749, "dur": 1, + "args": { + "External id": 15869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15869, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 15869, "pid": 0, "tid": 7, "ts": 1714869603053749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053743, "dur": 9, + "args": { + "External id": 15869, + "cbid": 211, "correlation": 15869 + } + }, + { + "ph": "s", "id": 15869, "pid": 321443, "tid": 321497, "ts": 1714869603053743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053762, "dur": 2, + "args": { + "External id": 15876, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15876, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15876, "pid": 0, "tid": 7, "ts": 1714869603053762, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053756, "dur": 10, + "args": { + "External id": 15876, + "cbid": 211, "correlation": 15876 + } + }, + { + "ph": "s", "id": 15876, "pid": 321443, "tid": 321497, "ts": 1714869603053756, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053826, "dur": 1, + "args": { + "External id": 15898, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15898, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15898, "pid": 0, "tid": 7, "ts": 1714869603053826, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053818, "dur": 11, + "args": { + "External id": 15898, + "cbid": 211, "correlation": 15898 + } + }, + { + "ph": "s", "id": 15898, "pid": 321443, "tid": 321497, "ts": 1714869603053818, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053853, "dur": 3, + "args": { + "External id": 15914, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15914, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15914, "pid": 0, "tid": 7, "ts": 1714869603053853, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053847, "dur": 11, + "args": { + "External id": 15914, + "cbid": 211, "correlation": 15914 + } + }, + { + "ph": "s", "id": 15914, "pid": 321443, "tid": 321497, "ts": 1714869603053847, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053867, "dur": 2, + "args": { + "External id": 15921, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15921, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15921, "pid": 0, "tid": 7, "ts": 1714869603053867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053862, "dur": 9, + "args": { + "External id": 15921, + "cbid": 211, "correlation": 15921 + } + }, + { + "ph": "s", "id": 15921, "pid": 321443, "tid": 321497, "ts": 1714869603053862, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603053924, "dur": 1, + "args": { + "External id": 15943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15943, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15943, "pid": 0, "tid": 7, "ts": 1714869603053924, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053917, "dur": 11, + "args": { + "External id": 15943, + "cbid": 211, "correlation": 15943 + } + }, + { + "ph": "s", "id": 15943, "pid": 321443, "tid": 321497, "ts": 1714869603053917, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603053952, "dur": 4, + "args": { + "External id": 15959, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15959, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15959, "pid": 0, "tid": 7, "ts": 1714869603053952, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053945, "dur": 12, + "args": { + "External id": 15959, + "cbid": 211, "correlation": 15959 + } + }, + { + "ph": "s", "id": 15959, "pid": 321443, "tid": 321497, "ts": 1714869603053945, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603053967, "dur": 2, + "args": { + "External id": 15966, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15966, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15966, "pid": 0, "tid": 7, "ts": 1714869603053967, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603053962, "dur": 10, + "args": { + "External id": 15966, + "cbid": 211, "correlation": 15966 + } + }, + { + "ph": "s", "id": 15966, "pid": 321443, "tid": 321497, "ts": 1714869603053962, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714869603054045, "dur": 1, + "args": { + "External id": 15988, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15988, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15988, "pid": 0, "tid": 7, "ts": 1714869603054045, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054037, "dur": 12, + "args": { + "External id": 15988, + "cbid": 211, "correlation": 15988 + } + }, + { + "ph": "s", "id": 15988, "pid": 321443, "tid": 321497, "ts": 1714869603054037, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603054108, "dur": 256, + "args": { + "External id": 16004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16004, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16004, "pid": 0, "tid": 7, "ts": 1714869603054108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054101, "dur": 265, + "args": { + "External id": 16004, + "cbid": 211, "correlation": 16004 + } + }, + { + "ph": "s", "id": 16004, "pid": 321443, "tid": 321497, "ts": 1714869603054101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714869603054376, "dur": 4, + "args": { + "External id": 16011, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16011, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 16011, "pid": 0, "tid": 7, "ts": 1714869603054376, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054371, "dur": 11, + "args": { + "External id": 16011, + "cbid": 211, "correlation": 16011 + } + }, + { + "ph": "s", "id": 16011, "pid": 321443, "tid": 321497, "ts": 1714869603054371, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869603054434, "dur": 1, + "args": { + "External id": 16031, + "cbid": 210, "correlation": 16031 + } + }, + { + "ph": "f", "id": 16031, "pid": 321443, "tid": 321497, "ts": 1714869603054434, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714869603054443, "dur": 3, + "args": { + "External id": 16032, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16032, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 16032, "pid": 0, "tid": 7, "ts": 1714869603054443, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054436, "dur": 14, + "args": { + "External id": 16032, + "cbid": 211, "correlation": 16032 + } + }, + { + "ph": "s", "id": 16032, "pid": 321443, "tid": 321497, "ts": 1714869603054436, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 321443, "tid": 321497, + "ts": 1714869603054476, "dur": 1, + "args": { + "External id": 16044, + "cbid": 210, "correlation": 16044 + } + }, + { + "ph": "f", "id": 16044, "pid": 321443, "tid": 321497, "ts": 1714869603054476, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714869603054486, "dur": 4, + "args": { + "External id": 16045, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16045, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16045, "pid": 0, "tid": 7, "ts": 1714869603054486, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054478, "dur": 13, + "args": { + "External id": 16045, + "cbid": 211, "correlation": 16045 + } + }, + { + "ph": "s", "id": 16045, "pid": 321443, "tid": 321497, "ts": 1714869603054478, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603054521, "dur": 6, + "args": { + "External id": 16058, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16058, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16058, "pid": 0, "tid": 7, "ts": 1714869603054521, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054514, "dur": 15, + "args": { + "External id": 16058, + "cbid": 211, "correlation": 16058 + } + }, + { + "ph": "s", "id": 16058, "pid": 321443, "tid": 321497, "ts": 1714869603054514, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603054616, "dur": 1, + "args": { + "External id": 16084, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16084, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 16084, "pid": 0, "tid": 7, "ts": 1714869603054616, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054608, "dur": 11, + "args": { + "External id": 16084, + "cbid": 211, "correlation": 16084 + } + }, + { + "ph": "s", "id": 16084, "pid": 321443, "tid": 321497, "ts": 1714869603054608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714869603054671, "dur": 4, + "args": { + "External id": 16100, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16100, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16100, "pid": 0, "tid": 7, "ts": 1714869603054671, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321497, + "ts": 1714869603054663, "dur": 14, + "args": { + "External id": 16100, + "cbid": 211, "correlation": 16100 + } + 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+ "External id": 16477, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16477, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16477, "pid": 0, "tid": 7, "ts": 1714869603073546, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603073541, "dur": 219, + "args": { + "External id": 16477, + "cbid": 211, "correlation": 16477 + } + }, + { + "ph": "s", "id": 16477, "pid": 321443, "tid": 321443, "ts": 1714869603073541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869603073820, "dur": 1098, + "args": { + "External id": 16483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16483, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16483, "pid": 0, "tid": 7, "ts": 1714869603073820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603073813, "dur": 1107, + "args": { + "External id": 16483, + "cbid": 211, "correlation": 16483 + } + }, + { + "ph": "s", "id": 16483, "pid": 321443, "tid": 321443, "ts": 1714869603073813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869603074931, "dur": 1078, + "args": { + "External id": 16486, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16486, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16486, "pid": 0, "tid": 7, "ts": 1714869603074931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603074924, "dur": 1086, + "args": { + "External id": 16486, + "cbid": 211, "correlation": 16486 + } + }, + { + "ph": "s", "id": 16486, "pid": 321443, "tid": 321443, "ts": 1714869603074924, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869603076018, "dur": 1111, + "args": { + "External id": 16489, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16489, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16489, "pid": 0, "tid": 7, "ts": 1714869603076018, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603076012, "dur": 1117, + "args": { + "External id": 16489, + "cbid": 211, "correlation": 16489 + } + }, + { + "ph": "s", "id": 16489, "pid": 321443, "tid": 321443, "ts": 1714869603076012, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869603077137, "dur": 1114, + "args": { + "External id": 16492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16492, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16492, "pid": 0, "tid": 7, "ts": 1714869603077137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603077132, "dur": 1120, + "args": { + "External id": 16492, + "cbid": 211, "correlation": 16492 + } + }, + { + "ph": "s", "id": 16492, "pid": 321443, "tid": 321443, "ts": 1714869603077132, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714869603078259, "dur": 399, + "args": { + "External id": 16495, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16495, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16495, "pid": 0, "tid": 7, "ts": 1714869603078259, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603078254, "dur": 406, + "args": { + "External id": 16495, + "cbid": 211, "correlation": 16495 + } + }, + { + "ph": "s", "id": 16495, "pid": 321443, "tid": 321443, "ts": 1714869603078254, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714869603078737, "dur": 1, + "args": { + "External id": 16501, + "device": 0, "context": 1, + "stream": 7, "correlation": 16501, + "bytes": 4, "memory bandwidth (GB/s)": 0.0021929824561403508 + } + }, + { + "ph": "f", "id": 16501, "pid": 0, "tid": 7, "ts": 1714869603078737, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603078724, "dur": 18, + "args": { + "External id": 16501, + "cbid": 41, "correlation": 16501 + } + }, + { + "ph": "s", "id": 16501, "pid": 321443, "tid": 321443, "ts": 1714869603078724, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603078742, "dur": 1, + "args": { + "External id": 16502, + "cbid": 131, "correlation": 16502 + } + }, + { + "ph": "s", "id": 16502, "pid": 321443, "tid": 321443, "ts": 1714869603078742, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603078771, "dur": 1, + "args": { + "External id": 16511, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16511, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16511, "pid": 0, "tid": 7, "ts": 1714869603078771, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603078763, "dur": 12, + "args": { + "External id": 16511, + "cbid": 211, "correlation": 16511 + } + }, + { + "ph": "s", "id": 16511, "pid": 321443, "tid": 321443, "ts": 1714869603078763, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714869603078841, "dur": 1, + "args": { + "External id": 16521, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16521, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16521, "pid": 0, "tid": 7, "ts": 1714869603078841, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603078833, "dur": 12, + "args": { + "External id": 16521, + "cbid": 211, "correlation": 16521 + } + }, + { + "ph": "s", "id": 16521, "pid": 321443, "tid": 321443, "ts": 1714869603078833, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603078886, "dur": 1, + "args": { + "External id": 16531, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16531, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16531, "pid": 0, "tid": 7, "ts": 1714869603078886, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603078879, "dur": 11, + "args": { + "External id": 16531, + "cbid": 211, "correlation": 16531 + } + }, + { + "ph": "s", "id": 16531, "pid": 321443, "tid": 321443, "ts": 1714869603078879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714869603078927, "dur": 1, + "args": { + "External id": 16549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16549, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16549, "pid": 0, "tid": 7, "ts": 1714869603078927, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603078919, "dur": 10, + "args": { + "External id": 16549, + "cbid": 211, "correlation": 16549 + } + }, + { + "ph": "s", "id": 16549, "pid": 321443, "tid": 321443, "ts": 1714869603078919, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714869603078945, "dur": 4, + "args": { + "External id": 16559, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16559, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16559, "pid": 0, "tid": 7, "ts": 1714869603078945, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 321443, "tid": 321443, + "ts": 1714869603078939, "dur": 12, + "args": { + "External id": 16559, + "cbid": 211, "correlation": 16559 + } + }, + { + "ph": "s", "id": 16559, "pid": 321443, "tid": 321443, "ts": 1714869603078939, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714869603078970, "dur": 1, + "args": { + "External id": 16565, + "device": 0, "context": 1, + "stream": 7, "correlation": 16565, + "bytes": 8, "memory bandwidth (GB/s)": 0.0043859649122807015 + } + }, + { + "ph": "f", "id": 16565, "pid": 0, "tid": 7, "ts": 1714869603078970, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 321443, "tid": 321443, + "ts": 1714869603078962, "dur": 12, + "args": { + "External id": 16565, + "cbid": 41, "correlation": 16565 + } + }, + { + "ph": "s", "id": 16565, "pid": 321443, "tid": 321443, "ts": 1714869603078962, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603078975, "dur": 1, + "args": { + "External id": 16566, + "cbid": 131, "correlation": 16566 + } + }, + { + "ph": "s", "id": 16566, "pid": 321443, "tid": 321443, "ts": 1714869603078975, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaDeviceSynchronize", "pid": 321443, "tid": 321443, + "ts": 1714869603079183, "dur": 3, + "args": { + "External id": 16571, + "cbid": 165, "correlation": 16571 + } + }, + { + "ph": "s", "id": 16571, "pid": 321443, "tid": 321443, "ts": 1714869603079183, + "cat": "ac2g", "name": "ac2g" + }, + { + "name": "process_name", "ph": "M", "ts": 1714869602837568, "pid": 321443, "tid": 0, + "args": { + "name": "python" + } + }, + { + "name": "process_labels", "ph": "M", "ts": 1714869602837568, "pid": 321443, "tid": 0, + "args": { + "labels": "CPU" + } + }, + { + "name": "process_sort_index", "ph": "M", "ts": 1714869602837568, "pid": 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"cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276648804, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1561192448, "Bytes": 512, "Addr": 130127977318912, "Device Id": 0, "Device Type": 1, "Ev Idx": 7599 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276648866, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557260288, "Bytes": -3932160, "Addr": 130128969728000, "Device Id": 0, "Device Type": 1, "Ev Idx": 7600 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276648869, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557199872, "Bytes": -60416, "Addr": 130127975526400, "Device Id": 0, "Device Type": 1, "Ev Idx": 7601 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, 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"ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276670388, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1604556800, "Bytes": -512, "Addr": 130128228994048, "Device Id": 0, "Device Type": 1, "Ev Idx": 7732 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276670415, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1604556288, "Bytes": -512, "Addr": 130128228995072, "Device Id": 0, "Device Type": 1, "Ev Idx": 7733 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276670708, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1604554240, "Bytes": -2048, "Addr": 130138037522432, "Device Id": 0, "Device Type": 1, "Ev Idx": 7734 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 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"name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276670741, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1267070464, "Bytes": -578048, "Addr": 130127337881600, "Device Id": 0, "Device Type": 1, "Ev Idx": 7761 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276670742, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1267065344, "Bytes": -5120, "Addr": 130128229034496, "Device Id": 0, "Device Type": 1, "Ev Idx": 7762 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276670743, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1267062784, "Bytes": -2560, "Addr": 130128229062144, "Device Id": 0, "Device Type": 1, "Ev Idx": 7763 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276670744, 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} + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276700937, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1707374080, "Bytes": -1024, "Addr": 130138037525504, "Device Id": 0, "Device Type": 1, "Ev Idx": 7823 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276700938, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1702526976, "Bytes": -4847104, "Addr": 130127399488512, "Device Id": 0, "Device Type": 1, "Ev Idx": 7824 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276700938, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1695228928, "Bytes": -7298048, "Addr": 130127392190464, "Device Id": 0, "Device Type": 1, "Ev Idx": 7825 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": 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"cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276721185, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556722176, "Bytes": 512, "Addr": 130128229015040, "Device Id": 0, "Device Type": 1, "Ev Idx": 7992 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276721230, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556726272, "Bytes": 4096, "Addr": 130128229025280, "Device Id": 0, "Device Type": 1, "Ev Idx": 7993 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276721262, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556757504, "Bytes": 31232, "Addr": 130128229124608, "Device Id": 0, "Device Type": 1, "Ev Idx": 7994 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 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"ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276730141, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556744704, "Bytes": 4096, "Addr": 130128229136896, "Device Id": 0, "Device Type": 1, "Ev Idx": 8031 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276730214, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1560676864, "Bytes": 3932160, "Addr": 130128969728000, "Device Id": 0, "Device Type": 1, "Ev Idx": 8032 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276730296, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1586580480, "Bytes": 25903616, "Addr": 130127392190464, "Device Id": 0, "Device Type": 1, "Ev Idx": 8033 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + 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"ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276741097, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556770816, "Bytes": 2560, "Addr": 130128229161472, "Device Id": 0, "Device Type": 1, "Ev Idx": 8073 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276741126, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556787712, "Bytes": 16896, "Addr": 130127977457664, "Device Id": 0, "Device Type": 1, "Ev Idx": 8074 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276741155, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556788224, "Bytes": 512, "Addr": 130128229032960, "Device Id": 0, "Device Type": 1, "Ev Idx": 8075 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 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"cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276774827, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556648448, "Bytes": 8192, "Addr": 130128228975104, "Device Id": 0, "Device Type": 1, "Ev Idx": 8252 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276774834, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557697024, "Bytes": 1048576, "Addr": 130127434350592, "Device Id": 0, "Device Type": 1, "Ev Idx": 8253 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276774867, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556648448, "Bytes": -1048576, "Addr": 130127434350592, "Device Id": 0, "Device Type": 1, "Ev Idx": 8254 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, 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"Ev Idx": 8277 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783289, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1564709376, "Bytes": 7054848, "Addr": 130127392190464, "Device Id": 0, "Device Type": 1, "Ev Idx": 8278 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783347, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1564709888, "Bytes": 512, "Addr": 130138037525504, "Device Id": 0, "Device Type": 1, "Ev Idx": 8279 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783407, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557655040, "Bytes": -7054848, "Addr": 130127392190464, "Device Id": 0, "Device Type": 1, "Ev Idx": 8280 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783409, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557544448, "Bytes": -110592, "Addr": 130127339702272, "Device Id": 0, "Device Type": 1, "Ev Idx": 8281 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783409, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556662272, "Bytes": -882176, "Addr": 130127434350592, "Device Id": 0, "Device Type": 1, "Ev Idx": 8282 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783451, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556666368, "Bytes": 4096, "Addr": 130128229016576, "Device Id": 0, "Device Type": 1, "Ev Idx": 8283 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 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Allocated": 1561094144, "Bytes": 512, "Addr": 130138037526016, "Device Id": 0, "Device Type": 1, "Ev Idx": 8287 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783703, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557161984, "Bytes": -3932160, "Addr": 130128969728000, "Device Id": 0, "Device Type": 1, "Ev Idx": 8288 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783705, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557106688, "Bytes": -55296, "Addr": 130127977457664, "Device Id": 0, "Device Type": 1, "Ev Idx": 8289 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276783706, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556666880, "Bytes": -439808, "Addr": 130127434350592, "Device 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"cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276792637, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1561192448, "Bytes": 512, "Addr": 130127339959296, "Device Id": 0, "Device Type": 1, "Ev Idx": 8375 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276792692, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557260288, "Bytes": -3932160, "Addr": 130128969728000, "Device Id": 0, "Device Type": 1, "Ev Idx": 8376 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276792694, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1557199872, "Bytes": -60416, "Addr": 130127339702272, "Device Id": 0, "Device Type": 1, "Ev Idx": 8377 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, 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"ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276793039, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556726784, "Bytes": 512, "Addr": 130127339959808, "Device Id": 0, "Device Type": 1, "Ev Idx": 8388 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276793080, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556727296, "Bytes": 512, "Addr": 130128229014528, "Device Id": 0, "Device Type": 1, "Ev Idx": 8389 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276793109, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1556729344, "Bytes": 2048, "Addr": 130127339973120, "Device Id": 0, "Device Type": 1, "Ev Idx": 8390 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 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Allocated": 1637039104, "Bytes": 1359360, "Addr": 130129012146688, "Device Id": 0, "Device Type": 1, "Ev Idx": 8553 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276831411, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1637921280, "Bytes": 882176, "Addr": 130127434350592, "Device Id": 0, "Device Type": 1, "Ev Idx": 8554 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276831416, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1638361088, "Bytes": 439808, "Addr": 130127435232768, "Device Id": 0, "Device Type": 1, "Ev Idx": 8555 + } + }, + { + "ph": "i", "cat": "cpu_instant_event", "s": "t", "name": "[memory]", + "pid": 323482, "tid": 323482, + "ts": 1714870276831421, + "args": { + "Total Reserved": 3242196992, "Total Allocated": 1640045056, "Bytes": 1683968, "Addr": 130127347689984, "Device 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const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276630930, "dur": 1, + "args": { + "External id": 4160, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4160, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4160, "pid": 0, "tid": 7, "ts": 1714870276630930, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276630920, "dur": 13, + "args": { + "External id": 4160, + 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92, + "args": { + "External id": 4192, + "cbid": 41, "correlation": 4192 + } + }, + { + "ph": "s", "id": 4192, "pid": 323482, "tid": 323482, "ts": 1714870276631102, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276631235, "dur": 2455, + "args": { + "External id": 4202, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4202, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4202, "pid": 0, "tid": 7, "ts": 1714870276631235, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276631226, "dur": 2466, + "args": { + "External id": 4202, + "cbid": 211, "correlation": 4202 + } + }, + { + "ph": "s", "id": 4202, "pid": 323482, "tid": 323482, "ts": 1714870276631226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276633724, 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"dur": 2, + "args": { + "External id": 4266, + "device": 0, "context": 1, + "stream": 7, "correlation": 4266, + "bytes": 157456, "memory bandwidth (GB/s)": 57.88823529411765 + } + }, + { + "ph": "f", "id": 4266, "pid": 0, "tid": 7, "ts": 1714870276638860, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276638847, "dur": 17, + "args": { + "External id": 4266, + "cbid": 41, "correlation": 4266 + } + }, + { + "ph": "s", "id": 4266, "pid": 323482, "tid": 323482, "ts": 1714870276638847, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276638901, "dur": 21, + "args": { + "External id": 4276, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4276, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4276, "pid": 0, "tid": 7, "ts": 1714870276638901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276638893, "dur": 32, + "args": { + "External id": 4276, + "cbid": 211, "correlation": 4276 + } + }, + { + "ph": "s", "id": 4276, "pid": 323482, "tid": 323482, "ts": 1714870276638893, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276638953, "dur": 44, + "args": { + "External id": 4289, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4289, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4289, "pid": 0, "tid": 7, "ts": 1714870276638953, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276638946, "dur": 53, + "args": { + "External id": 4289, + "cbid": 211, "correlation": 4289 + } + }, + { + "ph": "s", "id": 4289, "pid": 323482, "tid": 323482, "ts": 1714870276638946, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276639029, "dur": 47, + "args": { + "External id": 4303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4303, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4303, "pid": 0, "tid": 7, "ts": 1714870276639029, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639021, "dur": 57, + "args": { + "External id": 4303, + "cbid": 211, "correlation": 4303 + } + }, + { + "ph": "s", "id": 4303, "pid": 323482, "tid": 323482, "ts": 1714870276639021, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276639155, "dur": 2, + "args": { + "External id": 4325, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4325, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4325, "pid": 0, "tid": 7, "ts": 1714870276639155, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639146, "dur": 14, + "args": { + "External id": 4325, + "cbid": 211, "correlation": 4325 + } + }, + { + "ph": "s", "id": 4325, "pid": 323482, "tid": 323482, "ts": 1714870276639146, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276639228, "dur": 2, + "args": { + "External id": 4340, + "device": 0, "context": 1, + "stream": 7, "correlation": 4340, + "bytes": 110232, "memory bandwidth (GB/s)": 49.92391304347826 + } + }, + { + "ph": "f", "id": 4340, "pid": 0, "tid": 7, "ts": 1714870276639228, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276639216, "dur": 17, + "args": { + "External id": 4340, + "cbid": 41, "correlation": 4340 + } + }, + { + "ph": "s", "id": 4340, "pid": 323482, "tid": 323482, "ts": 1714870276639216, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276639267, "dur": 15, + "args": { + "External id": 4350, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4350, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4350, "pid": 0, "tid": 7, "ts": 1714870276639267, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639259, "dur": 26, + "args": { + "External id": 4350, + "cbid": 211, "correlation": 4350 + } + }, + { + "ph": "s", "id": 4350, "pid": 323482, "tid": 323482, "ts": 1714870276639259, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276639313, "dur": 30, + "args": { + "External id": 4363, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4363, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4363, "pid": 0, "tid": 7, "ts": 1714870276639313, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639306, "dur": 39, + "args": { + "External id": 4363, + "cbid": 211, "correlation": 4363 + } + }, + { + "ph": "s", "id": 4363, "pid": 323482, "tid": 323482, "ts": 1714870276639306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276639375, "dur": 37, + "args": { + "External id": 4377, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4377, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4377, "pid": 0, "tid": 7, "ts": 1714870276639375, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639366, "dur": 47, + "args": { + "External id": 4377, + "cbid": 211, "correlation": 4377 + } + }, + { + "ph": "s", "id": 4377, "pid": 323482, "tid": 323482, "ts": 1714870276639366, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276639483, "dur": 2, + "args": { + "External id": 4399, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4399, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4399, "pid": 0, "tid": 7, "ts": 1714870276639483, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639474, "dur": 13, + "args": { + "External id": 4399, + "cbid": 211, "correlation": 4399 + } + }, + { + "ph": "s", "id": 4399, "pid": 323482, "tid": 323482, "ts": 1714870276639474, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276639574, "dur": 1, + "args": { + "External id": 4414, + "device": 0, "context": 1, + "stream": 7, "correlation": 4414, + "bytes": 54928, "memory bandwidth (GB/s)": 29.093220338983052 + } + }, + { + "ph": "f", "id": 4414, "pid": 0, "tid": 7, "ts": 1714870276639574, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276639562, "dur": 16, + "args": { + "External id": 4414, + "cbid": 41, "correlation": 4414 + } + }, + { + "ph": "s", "id": 4414, "pid": 323482, "tid": 323482, "ts": 1714870276639562, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276639612, "dur": 8, + "args": { + "External id": 4424, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4424, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4424, "pid": 0, "tid": 7, "ts": 1714870276639612, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639604, "dur": 19, + "args": { + "External id": 4424, + "cbid": 211, "correlation": 4424 + } + }, + { + "ph": "s", "id": 4424, "pid": 323482, "tid": 323482, "ts": 1714870276639604, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276639650, "dur": 13, + "args": { + "External id": 4437, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4437, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4437, "pid": 0, "tid": 7, "ts": 1714870276639650, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639643, "dur": 22, + "args": { + "External id": 4437, + "cbid": 211, "correlation": 4437 + } + }, + { + "ph": "s", "id": 4437, "pid": 323482, "tid": 323482, "ts": 1714870276639643, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276639695, "dur": 33, + "args": { + "External id": 4452, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4452, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4452, "pid": 0, "tid": 7, "ts": 1714870276639695, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639687, "dur": 43, + "args": { + "External id": 4452, + "cbid": 211, "correlation": 4452 + } + }, + { + "ph": "s", "id": 4452, "pid": 323482, "tid": 323482, "ts": 1714870276639687, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276639803, "dur": 2, + "args": { + "External id": 4474, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4474, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4474, "pid": 0, "tid": 7, "ts": 1714870276639803, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639794, "dur": 14, + "args": { + "External id": 4474, + "cbid": 211, "correlation": 4474 + } + }, + { + "ph": "s", "id": 4474, "pid": 323482, "tid": 323482, "ts": 1714870276639794, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276639874, "dur": 2, + "args": { + "External id": 4489, + "device": 0, "context": 1, + "stream": 7, "correlation": 4489, + "bytes": 147912, "memory bandwidth (GB/s)": 57.778125 + } + }, + { + "ph": "f", "id": 4489, "pid": 0, "tid": 7, "ts": 1714870276639874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276639863, "dur": 16, + "args": { + "External id": 4489, + "cbid": 41, "correlation": 4489 + } + }, + { + "ph": "s", "id": 4489, "pid": 323482, "tid": 323482, "ts": 1714870276639863, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276639912, "dur": 20, + "args": { + "External id": 4499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4499, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4499, "pid": 0, "tid": 7, "ts": 1714870276639912, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639904, "dur": 30, + "args": { + "External id": 4499, + "cbid": 211, "correlation": 4499 + } + }, + { + "ph": "s", "id": 4499, "pid": 323482, "tid": 323482, "ts": 1714870276639904, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276639963, "dur": 40, + "args": { + "External id": 4512, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4512, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4512, "pid": 0, "tid": 7, "ts": 1714870276639963, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276639955, "dur": 50, + "args": { + "External id": 4512, + "cbid": 211, "correlation": 4512 + } + }, + { + "ph": "s", "id": 4512, "pid": 323482, "tid": 323482, "ts": 1714870276639955, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276640035, "dur": 46, + "args": { + "External id": 4526, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4526, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4526, "pid": 0, "tid": 7, "ts": 1714870276640035, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640027, "dur": 56, + "args": { + "External id": 4526, + "cbid": 211, "correlation": 4526 + } + }, + { + "ph": "s", "id": 4526, "pid": 323482, "tid": 323482, "ts": 1714870276640027, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276640157, "dur": 2, + "args": { + "External id": 4548, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4548, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4548, "pid": 0, "tid": 7, "ts": 1714870276640157, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640149, "dur": 13, + "args": { + "External id": 4548, + "cbid": 211, "correlation": 4548 + } + }, + { + "ph": "s", "id": 4548, "pid": 323482, "tid": 323482, "ts": 1714870276640149, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276640229, "dur": 1, + "args": { + "External id": 4563, + "device": 0, "context": 1, + "stream": 7, "correlation": 4563, + "bytes": 24, "memory bandwidth (GB/s)": 0.013628620102214651 + } + }, + { + "ph": "f", "id": 4563, "pid": 0, "tid": 7, "ts": 1714870276640229, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276640217, "dur": 16, + "args": { + "External id": 4563, + "cbid": 41, "correlation": 4563 + } + }, + { + "ph": "s", "id": 4563, "pid": 323482, "tid": 323482, "ts": 1714870276640217, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276640266, "dur": 2, + "args": { + "External id": 4573, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4573, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4573, "pid": 0, "tid": 7, "ts": 1714870276640266, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640258, "dur": 13, + "args": { + "External id": 4573, + "cbid": 211, "correlation": 4573 + } + }, + { + "ph": "s", "id": 4573, "pid": 323482, "tid": 323482, "ts": 1714870276640258, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276640299, "dur": 2, + "args": { + "External id": 4586, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4586, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4586, "pid": 0, "tid": 7, "ts": 1714870276640299, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640291, "dur": 12, + "args": { + "External id": 4586, + "cbid": 211, "correlation": 4586 + } + }, + { + "ph": "s", "id": 4586, "pid": 323482, "tid": 323482, "ts": 1714870276640291, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276640332, "dur": 5, + "args": { + "External id": 4601, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4601, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4601, "pid": 0, "tid": 7, "ts": 1714870276640332, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640325, "dur": 15, + "args": { + "External id": 4601, + "cbid": 211, "correlation": 4601 + } + }, + { + "ph": "s", "id": 4601, "pid": 323482, "tid": 323482, "ts": 1714870276640325, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276640405, "dur": 2, + "args": { + "External id": 4623, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4623, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4623, "pid": 0, "tid": 7, "ts": 1714870276640405, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640397, "dur": 12, + "args": { + "External id": 4623, + "cbid": 211, "correlation": 4623 + } + }, + { + "ph": "s", "id": 4623, "pid": 323482, "tid": 323482, "ts": 1714870276640397, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276640475, "dur": 1, + "args": { + "External id": 4638, + "device": 0, "context": 1, + "stream": 7, "correlation": 4638, + "bytes": 50104, "memory bandwidth (GB/s)": 31.315 + } + }, + { + "ph": "f", "id": 4638, "pid": 0, "tid": 7, "ts": 1714870276640475, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276640463, "dur": 15, + "args": { + "External id": 4638, + "cbid": 41, "correlation": 4638 + } + }, + { + "ph": "s", "id": 4638, "pid": 323482, "tid": 323482, "ts": 1714870276640463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276640513, "dur": 7, + "args": { + "External id": 4648, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4648, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4648, "pid": 0, "tid": 7, "ts": 1714870276640513, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640504, "dur": 18, + "args": { + "External id": 4648, + "cbid": 211, "correlation": 4648 + } + }, + { + "ph": "s", "id": 4648, "pid": 323482, "tid": 323482, "ts": 1714870276640504, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276640550, "dur": 13, + "args": { + "External id": 4661, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4661, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4661, "pid": 0, "tid": 7, "ts": 1714870276640550, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640543, "dur": 22, + "args": { + "External id": 4661, + "cbid": 211, "correlation": 4661 + } + }, + { + "ph": "s", "id": 4661, "pid": 323482, "tid": 323482, "ts": 1714870276640543, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276640594, "dur": 30, + "args": { + "External id": 4676, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4676, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4676, "pid": 0, "tid": 7, "ts": 1714870276640594, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640586, "dur": 40, + "args": { + "External id": 4676, + "cbid": 211, "correlation": 4676 + } + }, + { + "ph": "s", "id": 4676, "pid": 323482, "tid": 323482, "ts": 1714870276640586, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276640692, "dur": 2, + "args": { + "External id": 4698, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4698, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4698, "pid": 0, "tid": 7, "ts": 1714870276640692, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640683, "dur": 14, + "args": { + "External id": 4698, + "cbid": 211, "correlation": 4698 + } + }, + { + "ph": "s", "id": 4698, "pid": 323482, "tid": 323482, "ts": 1714870276640683, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276640762, "dur": 1, + "args": { + "External id": 4713, + "device": 0, "context": 1, + "stream": 7, "correlation": 4713, + "bytes": 9872, "memory bandwidth (GB/s)": 5.820754716981132 + } + }, + { + "ph": "f", "id": 4713, "pid": 0, "tid": 7, "ts": 1714870276640762, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276640750, "dur": 15, + "args": { + "External id": 4713, + "cbid": 41, "correlation": 4713 + } + }, + { + "ph": "s", "id": 4713, "pid": 323482, "tid": 323482, "ts": 1714870276640750, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276640799, "dur": 3, + "args": { + "External id": 4723, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4723, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 4723, "pid": 0, "tid": 7, "ts": 1714870276640799, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640791, "dur": 13, + "args": { + "External id": 4723, + "cbid": 211, "correlation": 4723 + } + }, + { + "ph": "s", "id": 4723, "pid": 323482, "tid": 323482, "ts": 1714870276640791, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276640832, "dur": 3, + "args": { + "External id": 4736, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4736, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 4736, "pid": 0, "tid": 7, "ts": 1714870276640832, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640825, "dur": 13, + "args": { + "External id": 4736, + "cbid": 211, "correlation": 4736 + } + }, + { + "ph": "s", "id": 4736, "pid": 323482, "tid": 323482, "ts": 1714870276640825, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276640867, "dur": 8, + "args": { + "External id": 4751, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4751, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4751, "pid": 0, "tid": 7, "ts": 1714870276640867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640858, "dur": 19, + "args": { + "External id": 4751, + "cbid": 211, "correlation": 4751 + } + }, + { + "ph": "s", "id": 4751, "pid": 323482, "tid": 323482, "ts": 1714870276640858, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276640947, "dur": 2, + "args": { + "External id": 4773, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4773, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4773, "pid": 0, "tid": 7, "ts": 1714870276640947, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276640939, "dur": 13, + "args": { + "External id": 4773, + "cbid": 211, "correlation": 4773 + } + }, + { + "ph": "s", "id": 4773, "pid": 323482, "tid": 323482, "ts": 1714870276640939, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276641020, "dur": 1, + "args": { + "External id": 4788, + "device": 0, "context": 1, + "stream": 7, "correlation": 4788, + "bytes": 392, "memory bandwidth (GB/s)": 0.266304347826087 + } + }, + { + "ph": "f", "id": 4788, "pid": 0, "tid": 7, "ts": 1714870276641020, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276641005, "dur": 19, + "args": { + "External id": 4788, + "cbid": 41, "correlation": 4788 + } + }, + { + "ph": "s", "id": 4788, "pid": 323482, "tid": 323482, "ts": 1714870276641005, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276641057, "dur": 3, + "args": { + "External id": 4798, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4798, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4798, "pid": 0, "tid": 7, "ts": 1714870276641057, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276641049, "dur": 13, + "args": { + "External id": 4798, + "cbid": 211, "correlation": 4798 + } + }, + { + "ph": "s", "id": 4798, "pid": 323482, "tid": 323482, "ts": 1714870276641049, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276641090, "dur": 3, + "args": { + "External id": 4811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4811, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4811, "pid": 0, "tid": 7, "ts": 1714870276641090, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276641083, "dur": 12, + "args": { + "External id": 4811, + "cbid": 211, "correlation": 4811 + } + }, + { + "ph": "s", "id": 4811, "pid": 323482, "tid": 323482, "ts": 1714870276641083, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276641124, "dur": 6, + "args": { + "External id": 4826, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4826, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4826, "pid": 0, "tid": 7, "ts": 1714870276641124, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276641116, "dur": 15, + "args": { + "External id": 4826, + "cbid": 211, "correlation": 4826 + } + }, + { + "ph": "s", "id": 4826, "pid": 323482, "tid": 323482, "ts": 1714870276641116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276641202, "dur": 2, + "args": { + "External id": 4848, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4848, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4848, "pid": 0, "tid": 7, "ts": 1714870276641202, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276641193, "dur": 13, + "args": { + "External id": 4848, + "cbid": 211, "correlation": 4848 + } + }, + { + "ph": "s", "id": 4848, "pid": 323482, "tid": 323482, "ts": 1714870276641193, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276641271, "dur": 55, + "args": { + "External id": 4863, + "device": 0, "context": 1, + "stream": 7, "correlation": 4863, + "bytes": 6837440, "memory bandwidth (GB/s)": 122.30681167716085 + } + }, + { + "ph": "f", "id": 4863, "pid": 0, "tid": 7, "ts": 1714870276641271, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276641259, "dur": 69, + "args": { + "External id": 4863, + "cbid": 41, "correlation": 4863 + } + }, + { + "ph": "s", "id": 4863, "pid": 323482, "tid": 323482, "ts": 1714870276641259, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276641365, "dur": 1704, + "args": { + "External id": 4873, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4873, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4873, "pid": 0, "tid": 7, "ts": 1714870276641365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276641357, "dur": 1715, + "args": { + "External id": 4873, + "cbid": 211, "correlation": 4873 + } + }, + { + "ph": "s", "id": 4873, "pid": 323482, "tid": 323482, "ts": 1714870276641357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276643106, "dur": 1890, + "args": { + "External id": 4886, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4886, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4886, "pid": 0, "tid": 7, "ts": 1714870276643106, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276643097, "dur": 1901, + "args": { + "External id": 4886, + "cbid": 211, "correlation": 4886 + } + }, + { + "ph": "s", "id": 4886, "pid": 323482, "tid": 323482, "ts": 1714870276643097, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276645032, "dur": 1493, + "args": { + "External id": 4900, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4900, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4900, "pid": 0, "tid": 7, "ts": 1714870276645032, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276645024, "dur": 1504, + "args": { + "External id": 4900, + "cbid": 211, "correlation": 4900 + } + }, + { + "ph": "s", "id": 4900, "pid": 323482, "tid": 323482, "ts": 1714870276645024, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276646620, "dur": 2, + "args": { + "External id": 4922, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4922, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4922, "pid": 0, "tid": 7, "ts": 1714870276646620, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276646610, "dur": 15, + "args": { + "External id": 4922, + "cbid": 211, "correlation": 4922 + } + }, + { + "ph": "s", "id": 4922, "pid": 323482, "tid": 323482, "ts": 1714870276646610, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276646700, "dur": 6, + "args": { + "External id": 4937, + "device": 0, "context": 1, + "stream": 7, "correlation": 4937, + "bytes": 912208, "memory bandwidth (GB/s)": 135.10189573459715 + } + }, + { + "ph": "f", "id": 4937, "pid": 0, "tid": 7, "ts": 1714870276646700, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276646686, "dur": 23, + "args": { + "External id": 4937, + "cbid": 41, "correlation": 4937 + } + }, + { + "ph": "s", "id": 4937, "pid": 323482, "tid": 323482, "ts": 1714870276646686, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276646748, "dur": 109, + "args": { + "External id": 4947, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4947, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4947, "pid": 0, "tid": 7, "ts": 1714870276646748, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276646739, "dur": 120, + "args": { + "External id": 4947, + "cbid": 211, "correlation": 4947 + } + }, + { + "ph": "s", "id": 4947, "pid": 323482, "tid": 323482, "ts": 1714870276646739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276646889, "dur": 252, + "args": { + "External id": 4960, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4960, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4960, "pid": 0, "tid": 7, "ts": 1714870276646889, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276646881, "dur": 262, + "args": { + "External id": 4960, + "cbid": 211, "correlation": 4960 + } + }, + { + "ph": "s", "id": 4960, "pid": 323482, "tid": 323482, "ts": 1714870276646881, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276647173, "dur": 209, + "args": { + "External id": 4974, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4974, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4974, "pid": 0, "tid": 7, "ts": 1714870276647173, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276647164, "dur": 219, + "args": { + "External id": 4974, + "cbid": 211, "correlation": 4974 + } + }, + { + "ph": "s", "id": 4974, "pid": 323482, "tid": 323482, "ts": 1714870276647164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276647460, "dur": 2, + "args": { + "External id": 4996, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4996, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4996, "pid": 0, "tid": 7, "ts": 1714870276647460, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276647451, "dur": 14, + "args": { + "External id": 4996, + "cbid": 211, "correlation": 4996 + } + }, + { + "ph": "s", "id": 4996, "pid": 323482, "tid": 323482, "ts": 1714870276647451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276647529, "dur": 4, + "args": { + "External id": 5011, + "device": 0, "context": 1, + "stream": 7, "correlation": 5011, + "bytes": 605880, "memory bandwidth (GB/s)": 121.3701923076923 + } + }, + { + "ph": "f", "id": 5011, "pid": 0, "tid": 7, "ts": 1714870276647529, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276647518, "dur": 18, + "args": { + "External id": 5011, + "cbid": 41, "correlation": 5011 + } + }, + { + "ph": "s", "id": 5011, "pid": 323482, "tid": 323482, "ts": 1714870276647518, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276647570, "dur": 73, + "args": { + "External id": 5021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5021, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5021, "pid": 0, "tid": 7, "ts": 1714870276647570, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276647562, "dur": 83, + "args": { + "External id": 5021, + "cbid": 211, "correlation": 5021 + } + }, + { + "ph": "s", "id": 5021, "pid": 323482, "tid": 323482, "ts": 1714870276647562, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276647683, "dur": 169, + "args": { + "External id": 5034, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5034, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5034, "pid": 0, "tid": 7, "ts": 1714870276647683, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276647675, "dur": 179, + "args": { + "External id": 5034, + "cbid": 211, "correlation": 5034 + } + }, + { + "ph": "s", "id": 5034, "pid": 323482, "tid": 323482, "ts": 1714870276647675, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276647883, "dur": 144, + "args": { + "External id": 5048, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5048, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5048, "pid": 0, "tid": 7, "ts": 1714870276647883, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276647875, "dur": 154, + "args": { + "External id": 5048, + "cbid": 211, "correlation": 5048 + } + }, + { + "ph": "s", "id": 5048, "pid": 323482, "tid": 323482, "ts": 1714870276647875, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276648096, "dur": 2, + "args": { + "External id": 5070, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5070, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5070, "pid": 0, "tid": 7, "ts": 1714870276648096, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648087, "dur": 13, + "args": { + "External id": 5070, + "cbid": 211, "correlation": 5070 + } + }, + { + "ph": "s", "id": 5070, "pid": 323482, "tid": 323482, "ts": 1714870276648087, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276648169, "dur": 1, + "args": { + "External id": 5085, + "device": 0, "context": 1, + "stream": 7, "correlation": 5085, + "bytes": 80, "memory bandwidth (GB/s)": 0.045454545454545456 + } + }, + { + "ph": "f", "id": 5085, "pid": 0, "tid": 7, "ts": 1714870276648169, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276648157, "dur": 15, + "args": { + "External id": 5085, + "cbid": 41, "correlation": 5085 + } + }, + { + "ph": "s", "id": 5085, "pid": 323482, "tid": 323482, "ts": 1714870276648157, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276648206, "dur": 3, + "args": { + "External id": 5095, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5095, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5095, "pid": 0, "tid": 7, "ts": 1714870276648206, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648198, "dur": 14, + "args": { + "External id": 5095, + "cbid": 211, "correlation": 5095 + } + }, + { + "ph": "s", "id": 5095, "pid": 323482, "tid": 323482, "ts": 1714870276648198, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276648243, "dur": 3, + "args": { + "External id": 5108, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5108, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5108, "pid": 0, "tid": 7, "ts": 1714870276648243, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648236, "dur": 13, + "args": { + "External id": 5108, + "cbid": 211, "correlation": 5108 + } + }, + { + "ph": "s", "id": 5108, "pid": 323482, "tid": 323482, "ts": 1714870276648236, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276648282, "dur": 7, + "args": { + "External id": 5123, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5123, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5123, "pid": 0, "tid": 7, "ts": 1714870276648282, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648274, "dur": 17, + "args": { + "External id": 5123, + "cbid": 211, "correlation": 5123 + } + }, + { + "ph": "s", "id": 5123, "pid": 323482, "tid": 323482, "ts": 1714870276648274, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276648367, "dur": 2, + "args": { + "External id": 5145, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5145, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5145, "pid": 0, "tid": 7, "ts": 1714870276648367, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648358, "dur": 13, + "args": { + "External id": 5145, + "cbid": 211, "correlation": 5145 + } + }, + { + "ph": "s", "id": 5145, "pid": 323482, "tid": 323482, "ts": 1714870276648358, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276648436, "dur": 1, + "args": { + "External id": 5160, + "device": 0, "context": 1, + "stream": 7, "correlation": 5160, + "bytes": 17272, "memory bandwidth (GB/s)": 11.244791666666666 + } + }, + { + "ph": "f", "id": 5160, "pid": 0, "tid": 7, "ts": 1714870276648436, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276648424, "dur": 15, + "args": { + "External id": 5160, + "cbid": 41, "correlation": 5160 + } + }, + { + "ph": "s", "id": 5160, "pid": 323482, "tid": 323482, "ts": 1714870276648424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276648473, "dur": 4, + "args": { + "External id": 5170, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5170, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5170, "pid": 0, "tid": 7, "ts": 1714870276648473, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648465, "dur": 14, + "args": { + "External id": 5170, + "cbid": 211, "correlation": 5170 + } + }, + { + "ph": "s", "id": 5170, "pid": 323482, "tid": 323482, "ts": 1714870276648465, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276648507, "dur": 5, + "args": { + "External id": 5183, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5183, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5183, "pid": 0, "tid": 7, "ts": 1714870276648507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648499, "dur": 15, + "args": { + "External id": 5183, + "cbid": 211, "correlation": 5183 + } + }, + { + "ph": "s", "id": 5183, "pid": 323482, "tid": 323482, "ts": 1714870276648499, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276648543, "dur": 11, + "args": { + "External id": 5198, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5198, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5198, "pid": 0, "tid": 7, "ts": 1714870276648543, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648535, "dur": 21, + "args": { + "External id": 5198, + "cbid": 211, "correlation": 5198 + } + }, + { + "ph": "s", "id": 5198, "pid": 323482, "tid": 323482, "ts": 1714870276648535, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276648625, "dur": 2, + "args": { + "External id": 5220, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5220, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5220, "pid": 0, "tid": 7, "ts": 1714870276648625, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648617, "dur": 13, + "args": { + "External id": 5220, + "cbid": 211, "correlation": 5220 + } + }, + { + "ph": "s", "id": 5220, "pid": 323482, "tid": 323482, "ts": 1714870276648617, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276648694, "dur": 1, + "args": { + "External id": 5235, + "device": 0, "context": 1, + "stream": 7, "correlation": 5235, + "bytes": 60256, "memory bandwidth (GB/s)": 36.89895897121862 + } + }, + { + "ph": "f", "id": 5235, "pid": 0, "tid": 7, "ts": 1714870276648694, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276648682, "dur": 15, + "args": { + "External id": 5235, + "cbid": 41, "correlation": 5235 + } + }, + { + "ph": "s", "id": 5235, "pid": 323482, "tid": 323482, "ts": 1714870276648682, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276648736, "dur": 9, + "args": { + "External id": 5245, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5245, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5245, "pid": 0, "tid": 7, "ts": 1714870276648736, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648728, "dur": 20, + "args": { + "External id": 5245, + "cbid": 211, "correlation": 5245 + } + }, + { + "ph": "s", "id": 5245, "pid": 323482, "tid": 323482, "ts": 1714870276648728, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276648775, "dur": 15, + "args": { + "External id": 5258, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5258, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5258, "pid": 0, "tid": 7, "ts": 1714870276648775, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648768, "dur": 25, + "args": { + "External id": 5258, + "cbid": 211, "correlation": 5258 + } + }, + { + "ph": "s", "id": 5258, "pid": 323482, "tid": 323482, "ts": 1714870276648768, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276648822, "dur": 37, + "args": { + "External id": 5273, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5273, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5273, "pid": 0, "tid": 7, "ts": 1714870276648822, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648814, "dur": 47, + "args": { + "External id": 5273, + "cbid": 211, "correlation": 5273 + } + }, + { + "ph": "s", "id": 5273, "pid": 323482, "tid": 323482, "ts": 1714870276648814, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276648931, "dur": 2, + "args": { + "External id": 5295, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5295, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5295, "pid": 0, "tid": 7, "ts": 1714870276648931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276648922, "dur": 13, + "args": { + "External id": 5295, + "cbid": 211, "correlation": 5295 + } + }, + { + "ph": "s", "id": 5295, "pid": 323482, "tid": 323482, "ts": 1714870276648922, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276648999, "dur": 1, + "args": { + "External id": 5310, + "device": 0, "context": 1, + "stream": 7, "correlation": 5310, + "bytes": 488, "memory bandwidth (GB/s)": 0.2824074074074074 + } + }, + { + "ph": "f", "id": 5310, "pid": 0, "tid": 7, "ts": 1714870276648999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276648988, "dur": 15, + "args": { + "External id": 5310, + "cbid": 41, "correlation": 5310 + } + }, + { + "ph": "s", "id": 5310, "pid": 323482, "tid": 323482, "ts": 1714870276648988, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276649040, "dur": 3, + "args": { + "External id": 5320, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5320, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5320, "pid": 0, "tid": 7, "ts": 1714870276649040, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649031, "dur": 13, + "args": { + "External id": 5320, + "cbid": 211, "correlation": 5320 + } + }, + { + "ph": "s", "id": 5320, "pid": 323482, "tid": 323482, "ts": 1714870276649031, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276649073, "dur": 3, + "args": { + "External id": 5333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5333, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5333, "pid": 0, "tid": 7, "ts": 1714870276649073, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649066, "dur": 12, + "args": { + "External id": 5333, + "cbid": 211, "correlation": 5333 + } + }, + { + "ph": "s", "id": 5333, "pid": 323482, "tid": 323482, "ts": 1714870276649066, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276649107, "dur": 5, + "args": { + "External id": 5348, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5348, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5348, "pid": 0, "tid": 7, "ts": 1714870276649107, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649099, "dur": 15, + "args": { + "External id": 5348, + "cbid": 211, "correlation": 5348 + } + }, + { + "ph": "s", "id": 5348, "pid": 323482, "tid": 323482, "ts": 1714870276649099, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276649184, "dur": 2, + "args": { + "External id": 5370, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5370, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5370, "pid": 0, "tid": 7, "ts": 1714870276649184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649175, "dur": 13, + "args": { + "External id": 5370, + "cbid": 211, "correlation": 5370 + } + }, + { + "ph": "s", "id": 5370, "pid": 323482, "tid": 323482, "ts": 1714870276649175, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276649252, "dur": 1, + "args": { + "External id": 5385, + "device": 0, "context": 1, + "stream": 7, "correlation": 5385, + "bytes": 32, "memory bandwidth (GB/s)": 0.022222222222222223 + } + }, + { + "ph": "f", "id": 5385, "pid": 0, "tid": 7, "ts": 1714870276649252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276649240, "dur": 15, + "args": { + "External id": 5385, + "cbid": 41, "correlation": 5385 + } + }, + { + "ph": "s", "id": 5385, "pid": 323482, "tid": 323482, "ts": 1714870276649240, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276649291, "dur": 2, + "args": { + "External id": 5395, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5395, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5395, "pid": 0, "tid": 7, "ts": 1714870276649291, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649283, "dur": 13, + "args": { + "External id": 5395, + "cbid": 211, "correlation": 5395 + } + }, + { + "ph": "s", "id": 5395, "pid": 323482, "tid": 323482, "ts": 1714870276649283, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276649324, "dur": 2, + "args": { + "External id": 5408, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5408, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5408, "pid": 0, "tid": 7, "ts": 1714870276649324, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649316, "dur": 12, + "args": { + "External id": 5408, + "cbid": 211, "correlation": 5408 + } + }, + { + "ph": "s", "id": 5408, "pid": 323482, "tid": 323482, "ts": 1714870276649316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276649357, "dur": 4, + "args": { + "External id": 5423, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5423, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5423, "pid": 0, "tid": 7, "ts": 1714870276649357, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649349, "dur": 14, + "args": { + "External id": 5423, + "cbid": 211, "correlation": 5423 + } + }, + { + "ph": "s", "id": 5423, "pid": 323482, "tid": 323482, "ts": 1714870276649349, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276649432, "dur": 2, + "args": { + "External id": 5445, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5445, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5445, "pid": 0, "tid": 7, "ts": 1714870276649432, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649424, "dur": 13, + "args": { + "External id": 5445, + "cbid": 211, "correlation": 5445 + } + }, + { + "ph": "s", "id": 5445, "pid": 323482, "tid": 323482, "ts": 1714870276649424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276649509, "dur": 1, + "args": { + "External id": 5460, + "device": 0, "context": 1, + "stream": 7, "correlation": 5460, + "bytes": 7344, "memory bandwidth (GB/s)": 5.1 + } + }, + { + "ph": "f", "id": 5460, "pid": 0, "tid": 7, "ts": 1714870276649509, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276649498, "dur": 15, + "args": { + "External id": 5460, + "cbid": 41, "correlation": 5460 + } + }, + { + "ph": "s", "id": 5460, "pid": 323482, "tid": 323482, "ts": 1714870276649498, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276649549, "dur": 3, + "args": { + "External id": 5470, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5470, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 5470, "pid": 0, "tid": 7, "ts": 1714870276649549, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649541, "dur": 13, + "args": { + "External id": 5470, + "cbid": 211, "correlation": 5470 + } + }, + { + "ph": "s", "id": 5470, "pid": 323482, "tid": 323482, "ts": 1714870276649541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276649582, "dur": 3, + "args": { + "External id": 5483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5483, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 5483, "pid": 0, "tid": 7, "ts": 1714870276649582, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649575, "dur": 13, + "args": { + "External id": 5483, + "cbid": 211, "correlation": 5483 + } + }, + { + "ph": "s", "id": 5483, "pid": 323482, "tid": 323482, "ts": 1714870276649575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276649616, "dur": 8, + "args": { + "External id": 5498, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5498, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5498, "pid": 0, "tid": 7, "ts": 1714870276649616, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649608, "dur": 17, + "args": { + "External id": 5498, + "cbid": 211, "correlation": 5498 + } + }, + { + "ph": "s", "id": 5498, "pid": 323482, "tid": 323482, "ts": 1714870276649608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276649708, "dur": 2, + "args": { + "External id": 5520, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5520, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5520, "pid": 0, "tid": 7, "ts": 1714870276649708, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649699, "dur": 14, + "args": { + "External id": 5520, + "cbid": 211, "correlation": 5520 + } + }, + { + "ph": "s", "id": 5520, "pid": 323482, "tid": 323482, "ts": 1714870276649699, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276649777, "dur": 1, + "args": { + "External id": 5535, + "device": 0, "context": 1, + "stream": 7, "correlation": 5535, + "bytes": 112, "memory bandwidth (GB/s)": 0.07608695652173914 + } + }, + { + "ph": "f", "id": 5535, "pid": 0, "tid": 7, "ts": 1714870276649777, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276649766, "dur": 15, + "args": { + "External id": 5535, + "cbid": 41, "correlation": 5535 + } + }, + { + "ph": "s", "id": 5535, "pid": 323482, "tid": 323482, "ts": 1714870276649766, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276649814, "dur": 3, + "args": { + "External id": 5545, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5545, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5545, "pid": 0, "tid": 7, "ts": 1714870276649814, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649805, "dur": 13, + "args": { + "External id": 5545, + "cbid": 211, "correlation": 5545 + } + }, + { + "ph": "s", "id": 5545, "pid": 323482, "tid": 323482, "ts": 1714870276649805, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276649850, "dur": 3, + "args": { + "External id": 5558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5558, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5558, "pid": 0, "tid": 7, "ts": 1714870276649850, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649842, "dur": 13, + "args": { + "External id": 5558, + "cbid": 211, "correlation": 5558 + } + }, + { + "ph": "s", "id": 5558, "pid": 323482, "tid": 323482, "ts": 1714870276649842, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276649884, "dur": 5, + "args": { + "External id": 5573, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5573, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5573, "pid": 0, "tid": 7, "ts": 1714870276649884, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649876, "dur": 15, + "args": { + "External id": 5573, + "cbid": 211, "correlation": 5573 + } + }, + { + "ph": "s", "id": 5573, "pid": 323482, "tid": 323482, "ts": 1714870276649876, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276650001, "dur": 2, + "args": { + "External id": 5595, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5595, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5595, "pid": 0, "tid": 7, "ts": 1714870276650001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276649992, "dur": 13, + "args": { + "External id": 5595, + "cbid": 211, "correlation": 5595 + } + }, + { + "ph": "s", "id": 5595, "pid": 323482, "tid": 323482, "ts": 1714870276649992, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276650074, "dur": 79, + "args": { + "External id": 5610, + "device": 0, "context": 1, + "stream": 7, "correlation": 5610, + "bytes": 10462264, "memory bandwidth (GB/s)": 131.40906350482314 + } + }, + { + "ph": "f", "id": 5610, "pid": 0, "tid": 7, "ts": 1714870276650074, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276650062, "dur": 93, + "args": { + "External id": 5610, + "cbid": 41, "correlation": 5610 + } + }, + { + "ph": "s", "id": 5610, "pid": 323482, "tid": 323482, "ts": 1714870276650062, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276650193, "dur": 2603, + "args": { + "External id": 5620, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5620, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5620, "pid": 0, "tid": 7, "ts": 1714870276650193, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276650184, "dur": 2614, + "args": { + "External id": 5620, + "cbid": 211, "correlation": 5620 + } + }, + { + "ph": "s", "id": 5620, "pid": 323482, "tid": 323482, "ts": 1714870276650184, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276652834, "dur": 2880, + "args": { + "External id": 5633, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5633, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5633, "pid": 0, "tid": 7, "ts": 1714870276652834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276652825, "dur": 2892, + "args": { + "External id": 5633, + "cbid": 211, "correlation": 5633 + } + }, + { + "ph": "s", "id": 5633, "pid": 323482, "tid": 323482, "ts": 1714870276652825, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276655752, "dur": 2282, + "args": { + "External id": 5647, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5647, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5647, "pid": 0, "tid": 7, "ts": 1714870276655752, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276655743, "dur": 2293, + "args": { + "External id": 5647, + "cbid": 211, "correlation": 5647 + } + }, + { + "ph": "s", "id": 5647, "pid": 323482, "tid": 323482, "ts": 1714870276655743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276658111, "dur": 2, + "args": { + "External id": 5669, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5669, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5669, "pid": 0, "tid": 7, "ts": 1714870276658111, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276658102, "dur": 14, + "args": { + "External id": 5669, + "cbid": 211, "correlation": 5669 + } + }, + { + "ph": "s", "id": 5669, "pid": 323482, "tid": 323482, "ts": 1714870276658102, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276658189, "dur": 28, + "args": { + "External id": 5684, + "device": 0, "context": 1, + "stream": 7, "correlation": 5684, + "bytes": 3237936, "memory bandwidth (GB/s)": 113.69157303370787 + } + }, + { + "ph": "f", "id": 5684, "pid": 0, "tid": 7, "ts": 1714870276658189, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276658177, "dur": 42, + "args": { + "External id": 5684, + "cbid": 41, "correlation": 5684 + } + }, + { + "ph": "s", "id": 5684, "pid": 323482, "tid": 323482, "ts": 1714870276658177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276658254, "dur": 673, + "args": { + "External id": 5694, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5694, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5694, "pid": 0, "tid": 7, "ts": 1714870276658254, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276658246, "dur": 684, + "args": { + "External id": 5694, + "cbid": 211, "correlation": 5694 + } + }, + { + "ph": "s", "id": 5694, "pid": 323482, "tid": 323482, "ts": 1714870276658246, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276658960, "dur": 895, + "args": { + "External id": 5707, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5707, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5707, "pid": 0, "tid": 7, "ts": 1714870276658960, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276658952, "dur": 905, + "args": { + "External id": 5707, + "cbid": 211, "correlation": 5707 + } + }, + { + "ph": "s", "id": 5707, "pid": 323482, "tid": 323482, "ts": 1714870276658952, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276659890, "dur": 711, + "args": { + "External id": 5721, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5721, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5721, "pid": 0, "tid": 7, "ts": 1714870276659890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276659882, "dur": 721, + "args": { + "External id": 5721, + "cbid": 211, "correlation": 5721 + } + }, + { + "ph": "s", "id": 5721, "pid": 323482, "tid": 323482, "ts": 1714870276659882, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276660678, "dur": 2, + "args": { + "External id": 5743, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5743, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5743, "pid": 0, "tid": 7, "ts": 1714870276660678, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276660669, "dur": 14, + "args": { + "External id": 5743, + "cbid": 211, "correlation": 5743 + } + }, + { + "ph": "s", "id": 5743, "pid": 323482, "tid": 323482, "ts": 1714870276660669, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276660751, "dur": 65, + "args": { + "External id": 5758, + "device": 0, "context": 1, + "stream": 7, "correlation": 5758, + "bytes": 8844904, "memory bandwidth (GB/s)": 134.10919897502768 + } + }, + { + "ph": "f", "id": 5758, "pid": 0, "tid": 7, "ts": 1714870276660751, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276660739, "dur": 79, + "args": { + "External id": 5758, + "cbid": 41, "correlation": 5758 + } + }, + { + "ph": "s", "id": 5758, "pid": 323482, "tid": 323482, "ts": 1714870276660739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276660852, "dur": 2203, + "args": { + "External id": 5768, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5768, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5768, "pid": 0, "tid": 7, "ts": 1714870276660852, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276660844, "dur": 2215, + "args": { + "External id": 5768, + "cbid": 211, "correlation": 5768 + } + }, + { + "ph": "s", "id": 5768, "pid": 323482, "tid": 323482, "ts": 1714870276660844, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276663093, "dur": 2443, + "args": { + "External id": 5781, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5781, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + 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2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5795, "pid": 0, "tid": 7, "ts": 1714870276665572, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276665564, "dur": 1947, + "args": { + "External id": 5795, + "cbid": 211, "correlation": 5795 + } + }, + { + "ph": "s", "id": 5795, "pid": 323482, "tid": 323482, "ts": 1714870276665564, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276667584, "dur": 2, + "args": { + "External id": 5817, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5817, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5817, "pid": 0, "tid": 7, "ts": 1714870276667584, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276667574, "dur": 14, + "args": { + "External id": 5817, + "cbid": 211, "correlation": 5817 + } + }, + { + "ph": "s", "id": 5817, "pid": 323482, "tid": 323482, "ts": 1714870276667574, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276667659, "dur": 5, + "args": { + "External id": 5832, + "device": 0, "context": 1, + "stream": 7, "correlation": 5832, + "bytes": 701712, "memory bandwidth (GB/s)": 126.02586206896552 + } + }, + { + "ph": "f", "id": 5832, "pid": 0, 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TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276667816, "dur": 196, + "args": { + "External id": 5855, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5855, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5855, "pid": 0, "tid": 7, "ts": 1714870276667816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276667808, "dur": 205, + "args": { + "External id": 5855, + "cbid": 211, "correlation": 5855 + } + }, + { + "ph": "s", "id": 5855, "pid": 323482, "tid": 323482, "ts": 1714870276667808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276668047, "dur": 165, + "args": { + "External id": 5869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5869, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5869, "pid": 0, "tid": 7, "ts": 1714870276668047, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668038, "dur": 175, + "args": { + "External id": 5869, + "cbid": 211, "correlation": 5869 + } + }, + { + "ph": "s", "id": 5869, "pid": 323482, "tid": 323482, "ts": 1714870276668038, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276668282, "dur": 2, + "args": { + "External id": 5891, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5891, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5891, "pid": 0, "tid": 7, "ts": 1714870276668282, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668273, "dur": 13, + "args": { + "External id": 5891, + "cbid": 211, "correlation": 5891 + } + }, + { + "ph": "s", "id": 5891, "pid": 323482, "tid": 323482, "ts": 1714870276668273, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276668355, "dur": 2, + "args": { + "External id": 5906, + "device": 0, "context": 1, + "stream": 7, "correlation": 5906, + "bytes": 72248, "memory bandwidth (GB/s)": 35.27734375 + } + }, + { + "ph": "f", "id": 5906, "pid": 0, "tid": 7, "ts": 1714870276668355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276668343, "dur": 16, + "args": { + "External id": 5906, + "cbid": 41, "correlation": 5906 + } + }, + { + "ph": "s", "id": 5906, "pid": 323482, "tid": 323482, "ts": 1714870276668343, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276668393, "dur": 10, + "args": { + "External id": 5916, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5916, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5916, "pid": 0, "tid": 7, "ts": 1714870276668393, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668384, "dur": 21, + "args": { + "External id": 5916, + "cbid": 211, "correlation": 5916 + } + }, + { + "ph": "s", "id": 5916, "pid": 323482, "tid": 323482, "ts": 1714870276668384, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276668433, "dur": 18, + "args": { + "External id": 5929, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5929, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5929, "pid": 0, "tid": 7, "ts": 1714870276668433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668426, "dur": 27, + "args": { + "External id": 5929, + "cbid": 211, "correlation": 5929 + } + }, + { + "ph": "s", "id": 5929, "pid": 323482, "tid": 323482, "ts": 1714870276668426, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276668482, "dur": 24, + "args": { + "External id": 5943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5943, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5943, "pid": 0, "tid": 7, "ts": 1714870276668482, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668474, "dur": 34, + "args": { + "External id": 5943, + "cbid": 211, "correlation": 5943 + } + }, + { + "ph": "s", "id": 5943, "pid": 323482, "tid": 323482, "ts": 1714870276668474, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276668581, "dur": 2, + "args": { + "External id": 5965, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5965, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5965, "pid": 0, "tid": 7, "ts": 1714870276668581, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668572, "dur": 13, + "args": { + "External id": 5965, + "cbid": 211, "correlation": 5965 + } + }, + { + "ph": "s", "id": 5965, "pid": 323482, "tid": 323482, "ts": 1714870276668572, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276668653, "dur": 1, + "args": { + "External id": 5980, + "device": 0, "context": 1, + "stream": 7, "correlation": 5980, + "bytes": 608, "memory bandwidth (GB/s)": 0.34545454545454546 + } + }, + { + "ph": "f", "id": 5980, "pid": 0, "tid": 7, "ts": 1714870276668653, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276668638, "dur": 19, + "args": { + "External id": 5980, + "cbid": 41, "correlation": 5980 + } + }, + { + "ph": "s", "id": 5980, "pid": 323482, "tid": 323482, "ts": 1714870276668638, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276668690, "dur": 3, + "args": { + "External id": 5990, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5990, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 5990, "pid": 0, "tid": 7, "ts": 1714870276668690, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668682, "dur": 13, + "args": { + "External id": 5990, + "cbid": 211, "correlation": 5990 + } + }, + { + "ph": "s", "id": 5990, "pid": 323482, "tid": 323482, "ts": 1714870276668682, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276668723, "dur": 3, + "args": { + "External id": 6003, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6003, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 6003, "pid": 0, "tid": 7, "ts": 1714870276668723, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668715, "dur": 12, + "args": { + "External id": 6003, + "cbid": 211, "correlation": 6003 + } + }, + { + "ph": "s", "id": 6003, "pid": 323482, "tid": 323482, "ts": 1714870276668715, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276668756, "dur": 5, + "args": { + "External id": 6018, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6018, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6018, "pid": 0, "tid": 7, "ts": 1714870276668756, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668749, "dur": 15, + "args": { + "External id": 6018, + "cbid": 211, "correlation": 6018 + } + }, + { + "ph": "s", "id": 6018, "pid": 323482, "tid": 323482, "ts": 1714870276668749, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276668833, "dur": 2, + "args": { + "External id": 6040, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6040, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6040, "pid": 0, "tid": 7, "ts": 1714870276668833, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668824, "dur": 13, + "args": { + "External id": 6040, + "cbid": 211, "correlation": 6040 + } + }, + { + "ph": "s", "id": 6040, "pid": 323482, "tid": 323482, "ts": 1714870276668824, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276668901, "dur": 1, + "args": { + "External id": 6055, + "device": 0, "context": 1, + "stream": 7, "correlation": 6055, + "bytes": 264, "memory bandwidth (GB/s)": 0.1793478260869565 + } + }, + { + "ph": "f", "id": 6055, "pid": 0, "tid": 7, "ts": 1714870276668901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276668890, "dur": 15, + "args": { + "External id": 6055, + "cbid": 41, "correlation": 6055 + } + }, + { + "ph": "s", "id": 6055, "pid": 323482, "tid": 323482, "ts": 1714870276668890, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276668942, "dur": 2, + "args": { + "External id": 6065, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6065, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6065, "pid": 0, "tid": 7, "ts": 1714870276668942, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668933, "dur": 13, + "args": { + "External id": 6065, + "cbid": 211, "correlation": 6065 + } + }, + { + "ph": "s", "id": 6065, "pid": 323482, "tid": 323482, "ts": 1714870276668933, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276668980, "dur": 3, + "args": { + "External id": 6078, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6078, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6078, "pid": 0, "tid": 7, "ts": 1714870276668980, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276668972, "dur": 13, + "args": { + "External id": 6078, + "cbid": 211, "correlation": 6078 + } + }, + { + "ph": "s", "id": 6078, "pid": 323482, "tid": 323482, "ts": 1714870276668972, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276669013, "dur": 5, + "args": { + "External id": 6093, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6093, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6093, "pid": 0, "tid": 7, "ts": 1714870276669013, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276669006, "dur": 15, + "args": { + "External id": 6093, + "cbid": 211, "correlation": 6093 + } + }, + { + "ph": "s", "id": 6093, "pid": 323482, "tid": 323482, "ts": 1714870276669006, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276669089, "dur": 2, + "args": { + "External id": 6115, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6115, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6115, "pid": 0, "tid": 7, "ts": 1714870276669089, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276669081, "dur": 13, + "args": { + "External id": 6115, + "cbid": 211, "correlation": 6115 + } + }, + { + "ph": "s", "id": 6115, "pid": 323482, "tid": 323482, "ts": 1714870276669081, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714870276669168, "dur": 3, + "args": { + "External id": 6126, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6126, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 6126, "pid": 0, "tid": 7, "ts": 1714870276669168, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276669159, "dur": 14, + "args": { + "External id": 6126, + "cbid": 211, "correlation": 6126 + } + }, + { + "ph": "s", "id": 6126, "pid": 323482, "tid": 323482, "ts": 1714870276669159, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714870276669254, "dur": 154, + "args": { + "External id": 6138, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6138, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6138, "pid": 0, "tid": 7, "ts": 1714870276669254, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276669245, "dur": 166, + "args": { + "External id": 6138, + "cbid": 211, "correlation": 6138 + } + }, + { + "ph": "s", "id": 6138, "pid": 323482, "tid": 323482, "ts": 1714870276669245, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323482, + "ts": 1714870276669532, "dur": 2, + "args": { + "External id": 6152, + "cbid": 210, "correlation": 6152 + } + }, + { + "ph": "f", "id": 6152, "pid": 323482, "tid": 323482, "ts": 1714870276669532, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714870276669546, "dur": 425, + "args": { + "External id": 6153, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6153, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 6153, "pid": 0, "tid": 7, "ts": 1714870276669546, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276669536, "dur": 438, + "args": { + "External id": 6153, + "cbid": 211, "correlation": 6153 + } + }, + { + "ph": "s", "id": 6153, "pid": 323482, "tid": 323482, "ts": 1714870276669536, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714870276669983, "dur": 7, + "args": { + "External id": 6155, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6155, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 6155, "pid": 0, "tid": 7, "ts": 1714870276669983, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276669976, "dur": 16, + "args": { + "External id": 6155, + "cbid": 211, "correlation": 6155 + } + }, + { + "ph": "s", "id": 6155, "pid": 323482, "tid": 323482, "ts": 1714870276669976, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276670041, "dur": 1, + "args": { + "External id": 6166, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6166, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6166, "pid": 0, "tid": 7, "ts": 1714870276670041, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276670032, "dur": 12, + "args": { + "External id": 6166, + "cbid": 211, "correlation": 6166 + } + }, + { + "ph": "s", "id": 6166, "pid": 323482, "tid": 323482, "ts": 1714870276670032, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276670115, "dur": 2, + "args": { + "External id": 6179, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6179, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6179, "pid": 0, "tid": 7, "ts": 1714870276670115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276670106, "dur": 13, + "args": { + "External id": 6179, + "cbid": 211, "correlation": 6179 + } + }, + { + "ph": "s", "id": 6179, "pid": 323482, "tid": 323482, "ts": 1714870276670106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714870276670140, "dur": 2, + "args": { + "External id": 6187, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6187, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6187, "pid": 0, "tid": 7, "ts": 1714870276670140, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276670133, "dur": 11, + "args": { + "External id": 6187, + "cbid": 211, "correlation": 6187 + } + }, + { + "ph": "s", "id": 6187, "pid": 323482, "tid": 323482, "ts": 1714870276670133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276670191, "dur": 1, + "args": { + "External id": 6197, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6197, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6197, "pid": 0, "tid": 7, "ts": 1714870276670191, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276670183, "dur": 12, + "args": { + "External id": 6197, + "cbid": 211, "correlation": 6197 + } + }, + { + "ph": "s", "id": 6197, "pid": 323482, "tid": 323482, "ts": 1714870276670183, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276670314, "dur": 2, + "args": { + "External id": 6210, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6210, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6210, "pid": 0, "tid": 7, "ts": 1714870276670314, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276670304, "dur": 14, + "args": { + "External id": 6210, + "cbid": 211, "correlation": 6210 + } + }, + { + "ph": "s", "id": 6210, "pid": 323482, "tid": 323482, "ts": 1714870276670304, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276670350, "dur": 4, + "args": { + "External id": 6222, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6222, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6222, "pid": 0, "tid": 7, "ts": 1714870276670350, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276670342, "dur": 15, + "args": { + "External id": 6222, + "cbid": 211, "correlation": 6222 + } + }, + { + "ph": "s", "id": 6222, "pid": 323482, "tid": 323482, "ts": 1714870276670342, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276670380, "dur": 1, + "args": { + "External id": 6230, + "device": 0, "context": 1, + "stream": 7, "correlation": 6230, + "bytes": 4, "memory bandwidth (GB/s)": 0.002717391304347826 + } + }, + { + "ph": "f", "id": 6230, "pid": 0, "tid": 7, "ts": 1714870276670380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276670370, "dur": 14, + "args": { + "External id": 6230, + "cbid": 41, "correlation": 6230 + } + }, + { + "ph": "s", "id": 6230, "pid": 323482, "tid": 323482, "ts": 1714870276670370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276670873, "dur": 1, + "args": { + "External id": 6245, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6245, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6245, "pid": 0, "tid": 7, "ts": 1714870276670873, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276670863, "dur": 15, + "args": { + "External id": 6245, + "cbid": 211, "correlation": 6245 + } + }, + { + "ph": "s", "id": 6245, "pid": 323482, "tid": 323482, "ts": 1714870276670863, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276671135, "dur": 2, + "args": { + "External id": 6261, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6261, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6261, "pid": 0, "tid": 7, "ts": 1714870276671135, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671123, "dur": 18, + "args": { + "External id": 6261, + "cbid": 211, "correlation": 6261 + } + }, + { + "ph": "s", "id": 6261, "pid": 323482, "tid": 323529, "ts": 1714870276671123, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276671165, "dur": 1, + "args": { + "External id": 6265, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6265, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6265, "pid": 0, "tid": 7, "ts": 1714870276671165, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671158, "dur": 11, + "args": { + "External id": 6265, + "cbid": 211, "correlation": 6265 + } + }, + { + "ph": "s", "id": 6265, "pid": 323482, "tid": 323529, "ts": 1714870276671158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276671226, "dur": 1, + "args": { + "External id": 6285, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6285, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6285, "pid": 0, "tid": 7, "ts": 1714870276671226, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671217, "dur": 12, + "args": { + "External id": 6285, + "cbid": 211, "correlation": 6285 + } + }, + { + "ph": "s", "id": 6285, "pid": 323482, "tid": 323529, "ts": 1714870276671217, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714870276671278, "dur": 1, + "args": { + "External id": 6301, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6301, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6301, "pid": 0, "tid": 7, "ts": 1714870276671278, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671269, "dur": 12, + "args": { + "External id": 6301, + "cbid": 211, "correlation": 6301 + } + }, + { + "ph": "s", "id": 6301, "pid": 323482, "tid": 323529, "ts": 1714870276671269, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714870276671320, "dur": 2, + "args": { + "External id": 6313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6313, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6313, "pid": 0, "tid": 7, "ts": 1714870276671320, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671312, "dur": 12, + "args": { + "External id": 6313, + "cbid": 211, "correlation": 6313 + } + }, + { + "ph": "s", "id": 6313, "pid": 323482, "tid": 323529, "ts": 1714870276671312, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276671358, "dur": 4, + "args": { + "External id": 6327, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6327, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6327, "pid": 0, "tid": 7, "ts": 1714870276671358, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671350, "dur": 15, + "args": { + "External id": 6327, + "cbid": 211, "correlation": 6327 + } + }, + { + "ph": "s", "id": 6327, "pid": 323482, "tid": 323529, "ts": 1714870276671350, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276671461, "dur": 1, + "args": { + "External id": 6353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6353, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6353, "pid": 0, "tid": 7, "ts": 1714870276671461, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671453, "dur": 12, + "args": { + "External id": 6353, + "cbid": 211, "correlation": 6353 + } + }, + { + "ph": "s", "id": 6353, "pid": 323482, "tid": 323529, "ts": 1714870276671453, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323529, + "ts": 1714870276671501, "dur": 1, + "args": { + "External id": 6369, + "cbid": 210, "correlation": 6369 + } + }, + { + "ph": "f", "id": 6369, "pid": 323482, "tid": 323529, "ts": 1714870276671501, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714870276671512, "dur": 270, + "args": { + "External id": 6370, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6370, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 6370, "pid": 0, "tid": 7, "ts": 1714870276671512, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671504, "dur": 281, + "args": { + "External id": 6370, + "cbid": 211, "correlation": 6370 + } + }, + { + "ph": "s", "id": 6370, "pid": 323482, "tid": 323529, "ts": 1714870276671504, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323529, + "ts": 1714870276671806, "dur": 1, + "args": { + "External id": 6382, + "cbid": 210, "correlation": 6382 + } + }, + { + "ph": "f", "id": 6382, "pid": 323482, "tid": 323529, "ts": 1714870276671806, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714870276671815, "dur": 257, + "args": { + "External id": 6383, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6383, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6383, "pid": 0, "tid": 7, "ts": 1714870276671815, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276671808, "dur": 267, + "args": { + "External id": 6383, + "cbid": 211, "correlation": 6383 + } + }, + { + "ph": "s", "id": 6383, "pid": 323482, "tid": 323529, "ts": 1714870276671808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276672104, "dur": 8, + "args": { + "External id": 6396, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6396, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6396, "pid": 0, "tid": 7, "ts": 1714870276672104, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672096, "dur": 18, + "args": { + "External id": 6396, + "cbid": 211, "correlation": 6396 + } + }, + { + "ph": "s", "id": 6396, "pid": 323482, "tid": 323529, "ts": 1714870276672096, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714870276672223, "dur": 167, + "args": { + "External id": 6428, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6428, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6428, "pid": 0, "tid": 7, "ts": 1714870276672223, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672214, "dur": 178, + "args": { + "External id": 6428, + "cbid": 211, "correlation": 6428 + } + }, + { + "ph": "s", "id": 6428, "pid": 323482, "tid": 323529, "ts": 1714870276672214, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714870276672427, "dur": 150, + "args": { + "External id": 6440, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6440, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 6440, "pid": 0, "tid": 7, "ts": 1714870276672427, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672419, "dur": 161, + "args": { + "External id": 6440, + "cbid": 211, "correlation": 6440 + } + }, + { + "ph": "s", "id": 6440, "pid": 323482, "tid": 323529, "ts": 1714870276672419, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276672629, "dur": 2, + "args": { + "External id": 6451, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6451, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 6451, "pid": 0, "tid": 7, "ts": 1714870276672629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672620, "dur": 13, + "args": { + "External id": 6451, + "cbid": 211, "correlation": 6451 + } + }, + { + "ph": "s", "id": 6451, "pid": 323482, "tid": 323529, "ts": 1714870276672620, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276672837, "dur": 2, + "args": { + "External id": 6479, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6479, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6479, "pid": 0, "tid": 7, "ts": 1714870276672837, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672828, "dur": 13, + "args": { + "External id": 6479, + "cbid": 211, "correlation": 6479 + } + }, + { + "ph": "s", "id": 6479, "pid": 323482, "tid": 323529, "ts": 1714870276672828, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276672871, "dur": 1, + "args": { + "External id": 6495, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6495, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6495, "pid": 0, "tid": 7, "ts": 1714870276672871, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672864, "dur": 10, + "args": { + "External id": 6495, + "cbid": 211, "correlation": 6495 + } + }, + { + "ph": "s", "id": 6495, "pid": 323482, "tid": 323529, "ts": 1714870276672864, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276672886, "dur": 4, + "args": { + "External id": 6502, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6502, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6502, "pid": 0, "tid": 7, "ts": 1714870276672886, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672879, "dur": 12, + "args": { + "External id": 6502, + "cbid": 211, "correlation": 6502 + } + }, + { + "ph": "s", "id": 6502, "pid": 323482, "tid": 323529, "ts": 1714870276672879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276672951, "dur": 2, + "args": { + "External id": 6524, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6524, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6524, "pid": 0, "tid": 7, "ts": 1714870276672951, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672942, "dur": 12, + "args": { + "External id": 6524, + "cbid": 211, "correlation": 6524 + } + }, + { + "ph": "s", "id": 6524, "pid": 323482, "tid": 323529, "ts": 1714870276672942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276672987, "dur": 1, + "args": { + "External id": 6540, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6540, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6540, "pid": 0, "tid": 7, "ts": 1714870276672987, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672980, "dur": 10, + "args": { + "External id": 6540, + "cbid": 211, "correlation": 6540 + } + }, + { + "ph": "s", "id": 6540, "pid": 323482, "tid": 323529, "ts": 1714870276672980, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276673001, "dur": 4, + "args": { + "External id": 6547, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6547, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6547, "pid": 0, "tid": 7, "ts": 1714870276673001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276672995, "dur": 11, + "args": { + "External id": 6547, + "cbid": 211, "correlation": 6547 + } + }, + { + "ph": "s", "id": 6547, "pid": 323482, "tid": 323529, "ts": 1714870276672995, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276673062, "dur": 1, + "args": { + "External id": 6569, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6569, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6569, "pid": 0, "tid": 7, "ts": 1714870276673062, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673055, "dur": 12, + "args": { + "External id": 6569, + "cbid": 211, "correlation": 6569 + } + }, + { + "ph": "s", "id": 6569, "pid": 323482, "tid": 323529, "ts": 1714870276673055, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276673091, "dur": 1, + "args": { + "External id": 6585, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6585, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6585, "pid": 0, "tid": 7, "ts": 1714870276673091, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673084, "dur": 10, + "args": { + "External id": 6585, + "cbid": 211, "correlation": 6585 + } + }, + { + "ph": "s", "id": 6585, "pid": 323482, "tid": 323529, "ts": 1714870276673084, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276673104, "dur": 3, + "args": { + "External id": 6592, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6592, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6592, "pid": 0, "tid": 7, "ts": 1714870276673104, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673099, "dur": 10, + "args": { + "External id": 6592, + "cbid": 211, "correlation": 6592 + } + }, + { + "ph": "s", "id": 6592, "pid": 323482, "tid": 323529, "ts": 1714870276673099, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276673171, "dur": 1, + "args": { + "External id": 6614, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6614, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6614, "pid": 0, "tid": 7, "ts": 1714870276673171, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673163, "dur": 12, + "args": { + "External id": 6614, + "cbid": 211, "correlation": 6614 + } + }, + { + "ph": "s", "id": 6614, "pid": 323482, "tid": 323529, "ts": 1714870276673163, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276673200, "dur": 16, + "args": { + "External id": 6630, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6630, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6630, "pid": 0, "tid": 7, "ts": 1714870276673200, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673193, "dur": 25, + "args": { + "External id": 6630, + "cbid": 211, "correlation": 6630 + } + }, + { + "ph": "s", "id": 6630, "pid": 323482, "tid": 323529, "ts": 1714870276673193, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276673229, "dur": 5, + "args": { + "External id": 6637, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6637, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6637, "pid": 0, "tid": 7, "ts": 1714870276673229, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673223, "dur": 12, + "args": { + "External id": 6637, + "cbid": 211, "correlation": 6637 + } + }, + { + "ph": "s", "id": 6637, "pid": 323482, "tid": 323529, "ts": 1714870276673223, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276673298, "dur": 2, + "args": { + "External id": 6659, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6659, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6659, "pid": 0, "tid": 7, "ts": 1714870276673298, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673290, "dur": 13, + "args": { + "External id": 6659, + "cbid": 211, "correlation": 6659 + } + }, + { + "ph": "s", "id": 6659, "pid": 323482, "tid": 323529, "ts": 1714870276673290, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276673335, "dur": 231, + "args": { + "External id": 6675, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6675, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6675, "pid": 0, "tid": 7, "ts": 1714870276673335, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673328, "dur": 240, + "args": { + "External id": 6675, + "cbid": 211, "correlation": 6675 + } + }, + { + "ph": "s", "id": 6675, "pid": 323482, "tid": 323529, "ts": 1714870276673328, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276673578, "dur": 5, + "args": { + "External id": 6682, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6682, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6682, "pid": 0, "tid": 7, "ts": 1714870276673578, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673572, "dur": 12, + "args": { + "External id": 6682, + "cbid": 211, "correlation": 6682 + } + }, + { + "ph": "s", "id": 6682, "pid": 323482, "tid": 323529, "ts": 1714870276673572, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276673640, "dur": 2, + "args": { + "External id": 6704, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6704, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6704, "pid": 0, "tid": 7, "ts": 1714870276673640, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673632, "dur": 12, + "args": { + "External id": 6704, + "cbid": 211, "correlation": 6704 + } + }, + { + "ph": "s", "id": 6704, "pid": 323482, "tid": 323529, "ts": 1714870276673632, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276673677, "dur": 85, + "args": { + "External id": 6720, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6720, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6720, "pid": 0, "tid": 7, "ts": 1714870276673677, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673670, "dur": 94, + "args": { + "External id": 6720, + "cbid": 211, "correlation": 6720 + } + }, + { + "ph": "s", "id": 6720, "pid": 323482, "tid": 323529, "ts": 1714870276673670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276673775, "dur": 5, + "args": { + "External id": 6727, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6727, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6727, "pid": 0, "tid": 7, "ts": 1714870276673775, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673769, "dur": 12, + "args": { + "External id": 6727, + "cbid": 211, "correlation": 6727 + } + }, + { + "ph": "s", "id": 6727, "pid": 323482, "tid": 323529, "ts": 1714870276673769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276673837, "dur": 2, + "args": { + "External id": 6749, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6749, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6749, "pid": 0, "tid": 7, "ts": 1714870276673837, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673829, "dur": 12, + "args": { + "External id": 6749, + "cbid": 211, "correlation": 6749 + } + }, + { + "ph": "s", "id": 6749, "pid": 323482, "tid": 323529, "ts": 1714870276673829, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276673873, "dur": 272, + "args": { + "External id": 6765, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6765, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6765, "pid": 0, "tid": 7, "ts": 1714870276673873, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276673866, "dur": 281, + "args": { + "External id": 6765, + "cbid": 211, "correlation": 6765 + } + }, + { + "ph": "s", "id": 6765, "pid": 323482, "tid": 323529, "ts": 1714870276673866, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674158, "dur": 5, + "args": { + "External id": 6772, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6772, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6772, "pid": 0, "tid": 7, "ts": 1714870276674158, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674152, "dur": 12, + "args": { + "External id": 6772, + "cbid": 211, "correlation": 6772 + } + }, + { + "ph": "s", "id": 6772, "pid": 323482, "tid": 323529, "ts": 1714870276674152, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674219, "dur": 2, + "args": { + "External id": 6794, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6794, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6794, "pid": 0, "tid": 7, "ts": 1714870276674219, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674212, "dur": 12, + "args": { + "External id": 6794, + "cbid": 211, "correlation": 6794 + } + }, + { + "ph": "s", "id": 6794, "pid": 323482, "tid": 323529, "ts": 1714870276674212, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674248, "dur": 1, + "args": { + "External id": 6810, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6810, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6810, "pid": 0, "tid": 7, "ts": 1714870276674248, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674241, "dur": 9, + "args": { + "External id": 6810, + "cbid": 211, "correlation": 6810 + } + }, + { + "ph": "s", "id": 6810, "pid": 323482, "tid": 323529, "ts": 1714870276674241, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674260, "dur": 4, + "args": { + "External id": 6817, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6817, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6817, "pid": 0, "tid": 7, "ts": 1714870276674260, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674255, "dur": 11, + "args": { + "External id": 6817, + "cbid": 211, "correlation": 6817 + } + }, + { + "ph": "s", "id": 6817, "pid": 323482, "tid": 323529, "ts": 1714870276674255, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674320, "dur": 2, + "args": { + "External id": 6839, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6839, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6839, "pid": 0, "tid": 7, "ts": 1714870276674320, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674313, "dur": 12, + "args": { + "External id": 6839, + "cbid": 211, "correlation": 6839 + } + }, + { + "ph": "s", "id": 6839, "pid": 323482, "tid": 323529, "ts": 1714870276674313, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674356, "dur": 1, + "args": { + "External id": 6855, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6855, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 6855, "pid": 0, "tid": 7, "ts": 1714870276674356, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674349, "dur": 10, + "args": { + "External id": 6855, + "cbid": 211, "correlation": 6855 + } + }, + { + "ph": "s", "id": 6855, "pid": 323482, "tid": 323529, "ts": 1714870276674349, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674369, "dur": 4, + "args": { + "External id": 6862, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6862, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6862, "pid": 0, "tid": 7, "ts": 1714870276674369, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674363, "dur": 12, + "args": { + "External id": 6862, + "cbid": 211, "correlation": 6862 + } + }, + { + "ph": "s", "id": 6862, "pid": 323482, "tid": 323529, "ts": 1714870276674363, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674430, "dur": 2, + "args": { + "External id": 6884, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6884, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6884, "pid": 0, "tid": 7, "ts": 1714870276674430, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674422, "dur": 12, + "args": { + "External id": 6884, + "cbid": 211, "correlation": 6884 + } + }, + { + "ph": "s", "id": 6884, "pid": 323482, "tid": 323529, "ts": 1714870276674422, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674458, "dur": 1, + "args": { + "External id": 6900, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6900, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6900, "pid": 0, "tid": 7, "ts": 1714870276674458, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674452, "dur": 9, + "args": { + "External id": 6900, + "cbid": 211, "correlation": 6900 + } + }, + { + "ph": "s", "id": 6900, "pid": 323482, "tid": 323529, "ts": 1714870276674452, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674471, "dur": 4, + "args": { + "External id": 6907, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6907, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6907, "pid": 0, "tid": 7, "ts": 1714870276674471, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674465, "dur": 11, + "args": { + "External id": 6907, + "cbid": 211, "correlation": 6907 + } + }, + { + "ph": "s", "id": 6907, "pid": 323482, "tid": 323529, "ts": 1714870276674465, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674539, "dur": 2, + "args": { + "External id": 6929, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6929, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6929, "pid": 0, "tid": 7, "ts": 1714870276674539, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674530, "dur": 12, + "args": { + "External id": 6929, + "cbid": 211, "correlation": 6929 + } + }, + { + "ph": "s", "id": 6929, "pid": 323482, "tid": 323529, "ts": 1714870276674530, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674567, "dur": 1, + "args": { + "External id": 6945, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6945, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6945, "pid": 0, "tid": 7, "ts": 1714870276674567, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674560, "dur": 9, + "args": { + "External id": 6945, + "cbid": 211, "correlation": 6945 + } + }, + { + "ph": "s", "id": 6945, "pid": 323482, "tid": 323529, "ts": 1714870276674560, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674580, "dur": 4, + "args": { + "External id": 6952, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6952, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6952, "pid": 0, "tid": 7, "ts": 1714870276674580, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674574, "dur": 11, + "args": { + "External id": 6952, + "cbid": 211, "correlation": 6952 + } + }, + { + "ph": "s", "id": 6952, "pid": 323482, "tid": 323529, "ts": 1714870276674574, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674640, "dur": 2, + "args": { + "External id": 6974, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6974, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6974, "pid": 0, "tid": 7, "ts": 1714870276674640, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674633, "dur": 12, + "args": { + "External id": 6974, + "cbid": 211, "correlation": 6974 + } + }, + { + "ph": "s", "id": 6974, "pid": 323482, "tid": 323529, "ts": 1714870276674633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674669, "dur": 1, + "args": { + "External id": 6990, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6990, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 6990, "pid": 0, "tid": 7, "ts": 1714870276674669, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674662, "dur": 10, + "args": { + "External id": 6990, + "cbid": 211, "correlation": 6990 + } + }, + { + "ph": "s", "id": 6990, "pid": 323482, "tid": 323529, "ts": 1714870276674662, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674683, "dur": 3, + "args": { + "External id": 6997, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6997, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6997, "pid": 0, "tid": 7, "ts": 1714870276674683, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674677, "dur": 10, + "args": { + "External id": 6997, + "cbid": 211, "correlation": 6997 + } + }, + { + "ph": "s", "id": 6997, "pid": 323482, "tid": 323529, "ts": 1714870276674677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674749, "dur": 2, + "args": { + "External id": 7019, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7019, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7019, "pid": 0, "tid": 7, "ts": 1714870276674749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674741, "dur": 12, + "args": { + "External id": 7019, + "cbid": 211, "correlation": 7019 + } + }, + { + "ph": "s", "id": 7019, "pid": 323482, "tid": 323529, "ts": 1714870276674741, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674777, "dur": 1, + "args": { + "External id": 7035, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7035, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 7035, "pid": 0, "tid": 7, "ts": 1714870276674777, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674771, "dur": 9, + "args": { + "External id": 7035, + "cbid": 211, "correlation": 7035 + } + }, + { + "ph": "s", "id": 7035, "pid": 323482, "tid": 323529, "ts": 1714870276674771, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674797, "dur": 4, + "args": { + "External id": 7042, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7042, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7042, "pid": 0, "tid": 7, "ts": 1714870276674797, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674784, "dur": 19, + "args": { + "External id": 7042, + "cbid": 211, "correlation": 7042 + } + }, + { + "ph": "s", "id": 7042, "pid": 323482, "tid": 323529, "ts": 1714870276674784, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674861, "dur": 2, + "args": { + "External id": 7064, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7064, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7064, "pid": 0, "tid": 7, "ts": 1714870276674861, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674853, "dur": 12, + "args": { + "External id": 7064, + "cbid": 211, "correlation": 7064 + } + }, + { + "ph": "s", "id": 7064, "pid": 323482, "tid": 323529, "ts": 1714870276674853, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674889, "dur": 1, + "args": { + "External id": 7080, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7080, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7080, "pid": 0, "tid": 7, "ts": 1714870276674889, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674882, "dur": 9, + "args": { + "External id": 7080, + "cbid": 211, "correlation": 7080 + } + }, + { + "ph": "s", "id": 7080, "pid": 323482, "tid": 323529, "ts": 1714870276674882, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276674902, "dur": 4, + "args": { + "External id": 7087, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7087, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7087, "pid": 0, "tid": 7, "ts": 1714870276674902, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674896, "dur": 11, + "args": { + "External id": 7087, + "cbid": 211, "correlation": 7087 + } + }, + { + "ph": "s", "id": 7087, "pid": 323482, "tid": 323529, "ts": 1714870276674896, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276674971, "dur": 2, + "args": { + "External id": 7109, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7109, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7109, "pid": 0, "tid": 7, "ts": 1714870276674971, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674962, "dur": 12, + "args": { + "External id": 7109, + "cbid": 211, "correlation": 7109 + } + }, + { + "ph": "s", "id": 7109, "pid": 323482, "tid": 323529, "ts": 1714870276674962, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276674999, "dur": 16, + "args": { + "External id": 7125, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7125, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7125, "pid": 0, "tid": 7, "ts": 1714870276674999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276674993, "dur": 25, + "args": { + "External id": 7125, + "cbid": 211, "correlation": 7125 + } + }, + { + "ph": "s", "id": 7125, "pid": 323482, "tid": 323529, "ts": 1714870276674993, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276675028, "dur": 4, + "args": { + "External id": 7132, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7132, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7132, "pid": 0, "tid": 7, "ts": 1714870276675028, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675022, "dur": 12, + "args": { + "External id": 7132, + "cbid": 211, "correlation": 7132 + } + }, + { + "ph": "s", "id": 7132, "pid": 323482, "tid": 323529, "ts": 1714870276675022, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276675088, "dur": 2, + "args": { + "External id": 7154, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7154, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7154, "pid": 0, "tid": 7, "ts": 1714870276675088, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675080, "dur": 12, + "args": { + "External id": 7154, + "cbid": 211, "correlation": 7154 + } + }, + { + "ph": "s", "id": 7154, "pid": 323482, "tid": 323529, "ts": 1714870276675080, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276675124, "dur": 24, + "args": { + "External id": 7170, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7170, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7170, "pid": 0, "tid": 7, "ts": 1714870276675124, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675117, "dur": 33, + "args": { + "External id": 7170, + "cbid": 211, "correlation": 7170 + } + }, + { + "ph": "s", "id": 7170, "pid": 323482, "tid": 323529, "ts": 1714870276675117, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276675161, "dur": 5, + "args": { + "External id": 7177, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7177, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7177, "pid": 0, "tid": 7, "ts": 1714870276675161, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675155, "dur": 12, + "args": { + "External id": 7177, + "cbid": 211, "correlation": 7177 + } + }, + { + "ph": "s", "id": 7177, "pid": 323482, "tid": 323529, "ts": 1714870276675155, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276675223, "dur": 2, + "args": { + "External id": 7199, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7199, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7199, "pid": 0, "tid": 7, "ts": 1714870276675223, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675215, "dur": 12, + "args": { + "External id": 7199, + "cbid": 211, "correlation": 7199 + } + }, + { + "ph": "s", "id": 7199, "pid": 323482, "tid": 323529, "ts": 1714870276675215, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276675252, "dur": 178, + "args": { + "External id": 7215, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7215, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7215, "pid": 0, "tid": 7, "ts": 1714870276675252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675245, "dur": 188, + "args": { + "External id": 7215, + "cbid": 211, "correlation": 7215 + } + }, + { + "ph": "s", "id": 7215, "pid": 323482, "tid": 323529, "ts": 1714870276675245, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276675443, "dur": 5, + "args": { + "External id": 7222, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7222, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7222, "pid": 0, "tid": 7, "ts": 1714870276675443, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675437, "dur": 12, + "args": { + "External id": 7222, + "cbid": 211, "correlation": 7222 + } + }, + { + "ph": "s", "id": 7222, "pid": 323482, "tid": 323529, "ts": 1714870276675437, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276675504, "dur": 2, + "args": { + "External id": 7244, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7244, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7244, "pid": 0, "tid": 7, "ts": 1714870276675504, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675496, "dur": 12, + "args": { + "External id": 7244, + "cbid": 211, "correlation": 7244 + } + }, + { + "ph": "s", "id": 7244, "pid": 323482, "tid": 323529, "ts": 1714870276675496, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276675555, "dur": 1, + "args": { + "External id": 7260, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7260, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 7260, "pid": 0, "tid": 7, "ts": 1714870276675555, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675548, "dur": 10, + "args": { + "External id": 7260, + "cbid": 211, "correlation": 7260 + } + }, + { + "ph": "s", "id": 7260, "pid": 323482, "tid": 323529, "ts": 1714870276675548, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276675568, "dur": 4, + "args": { + "External id": 7267, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7267, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7267, "pid": 0, "tid": 7, "ts": 1714870276675568, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675563, "dur": 11, + "args": { + "External id": 7267, + "cbid": 211, "correlation": 7267 + } + }, + { + "ph": "s", "id": 7267, "pid": 323482, "tid": 323529, "ts": 1714870276675563, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276675669, "dur": 2, + "args": { + "External id": 7289, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7289, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7289, "pid": 0, "tid": 7, "ts": 1714870276675669, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675661, "dur": 12, + "args": { + "External id": 7289, + "cbid": 211, "correlation": 7289 + } + }, + { + "ph": "s", "id": 7289, "pid": 323482, "tid": 323529, "ts": 1714870276675661, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276675699, "dur": 1, + "args": { + "External id": 7305, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7305, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 7305, "pid": 0, "tid": 7, "ts": 1714870276675699, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675692, "dur": 9, + "args": { + "External id": 7305, + "cbid": 211, "correlation": 7305 + } + }, + { + "ph": "s", "id": 7305, "pid": 323482, "tid": 323529, "ts": 1714870276675692, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276675712, "dur": 3, + "args": { + "External id": 7312, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7312, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7312, "pid": 0, "tid": 7, "ts": 1714870276675712, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675706, "dur": 10, + "args": { + "External id": 7312, + "cbid": 211, "correlation": 7312 + } + }, + { + "ph": "s", "id": 7312, "pid": 323482, "tid": 323529, "ts": 1714870276675706, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276675779, "dur": 2, + "args": { + "External id": 7334, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7334, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7334, "pid": 0, "tid": 7, "ts": 1714870276675779, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675771, "dur": 12, + "args": { + "External id": 7334, + "cbid": 211, "correlation": 7334 + } + }, + { + "ph": "s", "id": 7334, "pid": 323482, "tid": 323529, "ts": 1714870276675771, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276675815, "dur": 1, + "args": { + "External id": 7350, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7350, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 7350, "pid": 0, "tid": 7, "ts": 1714870276675815, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675808, "dur": 10, + "args": { + "External id": 7350, + "cbid": 211, "correlation": 7350 + } + }, + { + "ph": "s", "id": 7350, "pid": 323482, "tid": 323529, "ts": 1714870276675808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276675829, "dur": 3, + "args": { + "External id": 7357, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7357, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7357, "pid": 0, "tid": 7, "ts": 1714870276675829, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675823, "dur": 10, + "args": { + "External id": 7357, + "cbid": 211, "correlation": 7357 + } + }, + { + "ph": "s", "id": 7357, "pid": 323482, "tid": 323529, "ts": 1714870276675823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276675889, "dur": 2, + "args": { + "External id": 7379, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7379, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7379, "pid": 0, "tid": 7, "ts": 1714870276675889, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675881, "dur": 12, + "args": { + "External id": 7379, + "cbid": 211, "correlation": 7379 + } + }, + { + "ph": "s", "id": 7379, "pid": 323482, "tid": 323529, "ts": 1714870276675881, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276675917, "dur": 1, + "args": { + "External id": 7395, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7395, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7395, "pid": 0, "tid": 7, "ts": 1714870276675917, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675910, "dur": 9, + "args": { + "External id": 7395, + "cbid": 211, "correlation": 7395 + } + }, + { + "ph": "s", "id": 7395, "pid": 323482, "tid": 323529, "ts": 1714870276675910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276675930, "dur": 5, + "args": { + "External id": 7402, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7402, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7402, "pid": 0, "tid": 7, "ts": 1714870276675930, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675924, "dur": 12, + "args": { + "External id": 7402, + "cbid": 211, "correlation": 7402 + } + }, + { + "ph": "s", "id": 7402, "pid": 323482, "tid": 323529, "ts": 1714870276675924, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276675990, "dur": 2, + "args": { + "External id": 7424, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7424, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7424, "pid": 0, "tid": 7, "ts": 1714870276675990, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276675982, "dur": 12, + "args": { + "External id": 7424, + "cbid": 211, "correlation": 7424 + } + }, + { + "ph": "s", "id": 7424, "pid": 323482, "tid": 323529, "ts": 1714870276675982, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276676026, "dur": 3, + "args": { + "External id": 7440, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7440, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7440, "pid": 0, "tid": 7, "ts": 1714870276676026, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676019, "dur": 12, + "args": { + "External id": 7440, + "cbid": 211, "correlation": 7440 + } + }, + { + "ph": "s", "id": 7440, "pid": 323482, "tid": 323529, "ts": 1714870276676019, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276676042, "dur": 3, + "args": { + "External id": 7447, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7447, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7447, "pid": 0, "tid": 7, "ts": 1714870276676042, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676036, "dur": 11, + "args": { + "External id": 7447, + "cbid": 211, "correlation": 7447 + } + }, + { + "ph": "s", "id": 7447, "pid": 323482, "tid": 323529, "ts": 1714870276676036, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276676115, "dur": 2, + "args": { + "External id": 7469, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7469, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7469, "pid": 0, "tid": 7, "ts": 1714870276676115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676107, "dur": 12, + "args": { + "External id": 7469, + "cbid": 211, "correlation": 7469 + } + }, + { + "ph": "s", "id": 7469, "pid": 323482, "tid": 323529, "ts": 1714870276676107, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276676144, "dur": 1, + "args": { + "External id": 7485, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7485, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 7485, "pid": 0, "tid": 7, "ts": 1714870276676144, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676137, "dur": 10, + "args": { + "External id": 7485, + "cbid": 211, "correlation": 7485 + } + }, + { + "ph": "s", "id": 7485, "pid": 323482, "tid": 323529, "ts": 1714870276676137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276676157, "dur": 4, + "args": { + "External id": 7492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7492, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7492, "pid": 0, "tid": 7, "ts": 1714870276676157, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676152, "dur": 11, + "args": { + "External id": 7492, + "cbid": 211, "correlation": 7492 + } + }, + { + "ph": "s", "id": 7492, "pid": 323482, "tid": 323529, "ts": 1714870276676152, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276676234, "dur": 2, + "args": { + "External id": 7514, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7514, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7514, "pid": 0, "tid": 7, "ts": 1714870276676234, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676225, "dur": 12, + "args": { + "External id": 7514, + "cbid": 211, "correlation": 7514 + } + }, + { + "ph": "s", "id": 7514, "pid": 323482, "tid": 323529, "ts": 1714870276676225, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276676262, "dur": 2, + "args": { + "External id": 7530, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7530, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7530, "pid": 0, "tid": 7, "ts": 1714870276676262, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676255, "dur": 11, + "args": { + "External id": 7530, + "cbid": 211, "correlation": 7530 + } + }, + { + "ph": "s", "id": 7530, "pid": 323482, "tid": 323529, "ts": 1714870276676255, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276676277, "dur": 3, + "args": { + "External id": 7537, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7537, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7537, "pid": 0, "tid": 7, "ts": 1714870276676277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676271, "dur": 10, + "args": { + "External id": 7537, + "cbid": 211, "correlation": 7537 + } + }, + { + "ph": "s", "id": 7537, "pid": 323482, "tid": 323529, "ts": 1714870276676271, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276676336, "dur": 2, + "args": { + "External id": 7559, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7559, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7559, "pid": 0, "tid": 7, "ts": 1714870276676336, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676329, "dur": 12, + "args": { + "External id": 7559, + "cbid": 211, "correlation": 7559 + } + }, + { + "ph": "s", "id": 7559, "pid": 323482, "tid": 323529, "ts": 1714870276676329, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276676365, "dur": 4, + "args": { + "External id": 7575, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7575, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7575, "pid": 0, "tid": 7, "ts": 1714870276676365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676358, "dur": 12, + "args": { + "External id": 7575, + "cbid": 211, "correlation": 7575 + } + }, + { + "ph": "s", "id": 7575, "pid": 323482, "tid": 323529, "ts": 1714870276676358, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276676381, "dur": 3, + "args": { + "External id": 7582, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7582, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7582, "pid": 0, "tid": 7, "ts": 1714870276676381, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676375, "dur": 10, + "args": { + "External id": 7582, + "cbid": 211, "correlation": 7582 + } + }, + { + "ph": "s", "id": 7582, "pid": 323482, "tid": 323529, "ts": 1714870276676375, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276676448, "dur": 2, + "args": { + "External id": 7604, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7604, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7604, "pid": 0, "tid": 7, "ts": 1714870276676448, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676440, "dur": 12, + "args": { + "External id": 7604, + "cbid": 211, "correlation": 7604 + } + }, + { + "ph": "s", "id": 7604, "pid": 323482, "tid": 323529, "ts": 1714870276676440, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276676477, "dur": 258, + "args": { + "External id": 7620, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7620, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7620, "pid": 0, "tid": 7, "ts": 1714870276676477, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676470, "dur": 267, + "args": { + "External id": 7620, + "cbid": 211, "correlation": 7620 + } + }, + { + "ph": "s", "id": 7620, "pid": 323482, "tid": 323529, "ts": 1714870276676470, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276676747, "dur": 5, + "args": { + "External id": 7627, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7627, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7627, "pid": 0, "tid": 7, "ts": 1714870276676747, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276676741, "dur": 12, + "args": { + "External id": 7627, + "cbid": 211, "correlation": 7627 + } + }, + { + "ph": "s", "id": 7627, "pid": 323482, "tid": 323529, "ts": 1714870276676741, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": 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"ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276692621, "dur": 588, + "args": { + "External id": 8072, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8072, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8072, "pid": 0, "tid": 7, "ts": 1714870276692621, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276692615, "dur": 595, + "args": { 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"bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276693213, "dur": 224, + "args": { + "External id": 8075, + "cbid": 211, "correlation": 8075 + } + }, + { + "ph": "s", "id": 8075, "pid": 323482, "tid": 323482, "ts": 1714870276693213, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276693481, "dur": 579, + "args": { + "External id": 8081, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8081, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8081, "pid": 0, "tid": 7, "ts": 1714870276693481, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276693474, "dur": 589, + "args": { + "External id": 8081, + "cbid": 211, "correlation": 8081 + } + }, + { + "ph": "s", "id": 8081, "pid": 323482, "tid": 323482, "ts": 1714870276693474, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276694071, "dur": 565, + "args": { + "External id": 8084, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8084, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8084, "pid": 0, "tid": 7, "ts": 1714870276694071, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276694065, "dur": 573, + "args": { + "External id": 8084, + "cbid": 211, "correlation": 8084 + } + }, + { + "ph": "s", "id": 8084, "pid": 323482, "tid": 323482, "ts": 1714870276694065, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276694646, "dur": 590, + "args": { + "External id": 8087, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8087, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8087, "pid": 0, "tid": 7, "ts": 1714870276694646, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276694640, "dur": 597, + "args": { + "External id": 8087, + "cbid": 211, "correlation": 8087 + } + }, + { + "ph": "s", "id": 8087, "pid": 323482, "tid": 323482, "ts": 1714870276694640, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276695246, "dur": 588, + "args": { + "External id": 8090, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8090, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8090, "pid": 0, "tid": 7, "ts": 1714870276695246, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276695240, "dur": 596, + "args": { + "External id": 8090, + "cbid": 211, "correlation": 8090 + } + }, + { + "ph": "s", "id": 8090, "pid": 323482, "tid": 323482, "ts": 1714870276695240, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276695844, "dur": 208, + "args": { + "External id": 8093, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8093, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8093, "pid": 0, "tid": 7, "ts": 1714870276695844, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276695838, "dur": 216, + "args": { + "External id": 8093, + "cbid": 211, "correlation": 8093 + } + }, + { + "ph": "s", "id": 8093, "pid": 323482, "tid": 323482, "ts": 1714870276695838, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276696124, "dur": 1086, + "args": { + "External id": 8099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8099, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8099, "pid": 0, "tid": 7, "ts": 1714870276696124, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276696115, "dur": 1098, + "args": { + "External id": 8099, + "cbid": 211, "correlation": 8099 + } + }, + { + "ph": "s", "id": 8099, "pid": 323482, "tid": 323482, "ts": 1714870276696115, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276697222, "dur": 1069, + "args": { + "External id": 8102, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8102, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8102, "pid": 0, "tid": 7, "ts": 1714870276697222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276697216, "dur": 1077, + "args": { + "External id": 8102, + "cbid": 211, "correlation": 8102 + } + }, + { + "ph": "s", "id": 8102, "pid": 323482, "tid": 323482, "ts": 1714870276697216, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276698301, "dur": 1099, + "args": { + "External id": 8105, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8105, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8105, "pid": 0, "tid": 7, "ts": 1714870276698301, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276698295, "dur": 1106, + "args": { + "External id": 8105, + "cbid": 211, "correlation": 8105 + } + }, + { + "ph": "s", "id": 8105, "pid": 323482, "tid": 323482, "ts": 1714870276698295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276699410, "dur": 1096, + "args": { + "External id": 8108, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8108, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8108, "pid": 0, "tid": 7, "ts": 1714870276699410, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276699403, "dur": 1104, + "args": { + "External id": 8108, + "cbid": 211, "correlation": 8108 + } + }, + { + "ph": "s", "id": 8108, "pid": 323482, "tid": 323482, "ts": 1714870276699403, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276700516, "dur": 399, + "args": { + "External id": 8111, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8111, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8111, "pid": 0, "tid": 7, "ts": 1714870276700516, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276700510, "dur": 406, + "args": { + "External id": 8111, + "cbid": 211, "correlation": 8111 + } + }, + { + "ph": "s", "id": 8111, "pid": 323482, "tid": 323482, "ts": 1714870276700510, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714870276701160, "dur": 2, + "args": { + "External id": 8117, + "device": 0, "context": 1, + "stream": 7, "correlation": 8117, + "bytes": 4, "memory bandwidth (GB/s)": 0.001984126984126984 + } + }, + { + "ph": "f", "id": 8117, "pid": 0, "tid": 7, "ts": 1714870276701160, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276701145, "dur": 20, + "args": { + "External id": 8117, + "cbid": 41, "correlation": 8117 + } + }, + { + "ph": "s", "id": 8117, "pid": 323482, "tid": 323482, "ts": 1714870276701145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276701166, "dur": 2, + "args": { + "External id": 8118, + "cbid": 131, "correlation": 8118 + } + }, + { + "ph": "s", "id": 8118, "pid": 323482, "tid": 323482, "ts": 1714870276701166, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276701199, "dur": 2, + "args": { + "External id": 8127, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8127, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8127, "pid": 0, "tid": 7, "ts": 1714870276701199, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276701189, "dur": 14, + "args": { + "External id": 8127, + "cbid": 211, "correlation": 8127 + } + }, + { + "ph": "s", "id": 8127, "pid": 323482, "tid": 323482, "ts": 1714870276701189, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276701243, "dur": 1, + "args": { + "External id": 8137, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8137, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8137, "pid": 0, "tid": 7, "ts": 1714870276701243, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276701234, "dur": 13, + "args": { + "External id": 8137, + "cbid": 211, "correlation": 8137 + } + }, + { + "ph": "s", "id": 8137, "pid": 323482, "tid": 323482, "ts": 1714870276701234, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276701277, "dur": 2, + "args": { + "External id": 8147, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8147, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8147, "pid": 0, "tid": 7, "ts": 1714870276701277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276701269, "dur": 12, + "args": { + "External id": 8147, + "cbid": 211, "correlation": 8147 + } + }, + { + "ph": "s", "id": 8147, "pid": 323482, "tid": 323482, "ts": 1714870276701269, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276701324, "dur": 2, + "args": { + "External id": 8165, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8165, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8165, "pid": 0, "tid": 7, "ts": 1714870276701324, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276701316, "dur": 12, + "args": { + "External id": 8165, + "cbid": 211, "correlation": 8165 + } + }, + { + "ph": "s", "id": 8165, "pid": 323482, "tid": 323482, "ts": 1714870276701316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276701345, "dur": 5, + "args": { + "External id": 8175, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8175, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8175, "pid": 0, "tid": 7, "ts": 1714870276701345, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276701338, "dur": 14, + "args": { + "External id": 8175, + "cbid": 211, "correlation": 8175 + } + }, + { + "ph": "s", "id": 8175, "pid": 323482, "tid": 323482, "ts": 1714870276701338, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714870276701372, "dur": 1, + "args": { + "External id": 8181, + "device": 0, "context": 1, + "stream": 7, "correlation": 8181, + "bytes": 8, "memory bandwidth (GB/s)": 0.00423728813559322 + } + }, + { + "ph": "f", "id": 8181, "pid": 0, "tid": 7, "ts": 1714870276701372, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276701364, "dur": 13, + "args": { + "External id": 8181, + "cbid": 41, "correlation": 8181 + } + }, + { + "ph": "s", "id": 8181, "pid": 323482, "tid": 323482, "ts": 1714870276701364, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276701378, "dur": 1, + "args": { + "External id": 8182, + "cbid": 131, "correlation": 8182 + } + }, + { + "ph": "s", "id": 8182, "pid": 323482, "tid": 323482, "ts": 1714870276701378, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276703108, "dur": 0, + "args": { + "External id": 8195, + "device": 0, "context": 1, + "stream": 7, "correlation": 8195, + "bytes": 256, "memory bandwidth (GB/s)": 0.6153846153846154 + } + }, + { + "ph": "f", "id": 8195, "pid": 0, "tid": 7, "ts": 1714870276703108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276703094, "dur": 11, + "args": { + "External id": 8195, + "cbid": 41, "correlation": 8195 + } + }, + { + "ph": "s", "id": 8195, "pid": 323482, "tid": 323482, "ts": 1714870276703094, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276703106, "dur": 4, + "args": { + "External id": 8196, + "cbid": 131, "correlation": 8196 + } + }, + { + "ph": "s", "id": 8196, "pid": 323482, "tid": 323482, "ts": 1714870276703106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276703143, "dur": 0, + "args": { + "External id": 8209, + "device": 0, "context": 1, + "stream": 7, "correlation": 8209, + "bytes": 3328, "memory bandwidth (GB/s)": 6.117647058823529 + } + }, + { + "ph": "f", "id": 8209, "pid": 0, "tid": 7, "ts": 1714870276703143, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276703134, "dur": 5, + "args": { + "External id": 8209, + "cbid": 41, "correlation": 8209 + } + }, + { + "ph": "s", "id": 8209, "pid": 323482, "tid": 323482, "ts": 1714870276703134, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276703140, "dur": 5, + "args": { + "External id": 8210, + "cbid": 131, "correlation": 8210 + } + }, + { + "ph": "s", "id": 8210, "pid": 323482, "tid": 323482, "ts": 1714870276703140, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276703172, "dur": 1, + "args": { + "External id": 8223, + "device": 0, "context": 1, + "stream": 7, "correlation": 8223, + "bytes": 13312, "memory bandwidth (GB/s)": 12.987317073170733 + } + }, + { + "ph": "f", "id": 8223, "pid": 0, "tid": 7, "ts": 1714870276703172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276703164, "dur": 5, + "args": { + "External id": 8223, + "cbid": 41, "correlation": 8223 + } + }, + { + "ph": "s", "id": 8223, "pid": 323482, "tid": 323482, "ts": 1714870276703164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276703169, "dur": 5, + "args": { + "External id": 8224, + "cbid": 131, "correlation": 8224 + } + }, + { + "ph": "s", "id": 8224, "pid": 323482, "tid": 323482, "ts": 1714870276703169, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714870276703277, "dur": 4, + "args": { + "External id": 8237, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8237, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8237, "pid": 0, "tid": 7, "ts": 1714870276703277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276703266, "dur": 19, + "args": { + "External id": 8237, + "cbid": 211, "correlation": 8237 + } + }, + { + "ph": "s", "id": 8237, "pid": 323482, "tid": 323482, "ts": 1714870276703266, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276703333, "dur": 1, + "args": { + "External id": 8248, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8248, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8248, "pid": 0, "tid": 7, "ts": 1714870276703333, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276703323, "dur": 13, + "args": { + "External id": 8248, + "cbid": 211, "correlation": 8248 + } + }, + { + "ph": "s", "id": 8248, "pid": 323482, "tid": 323482, "ts": 1714870276703323, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323482, + "ts": 1714870276703386, "dur": 1, + "args": { + "External id": 8264, + "cbid": 210, "correlation": 8264 + } + }, + { + "ph": "f", "id": 8264, "pid": 323482, "tid": 323482, "ts": 1714870276703386, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714870276703396, "dur": 4, + "args": { + "External id": 8265, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8265, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8265, "pid": 0, "tid": 7, "ts": 1714870276703396, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276703388, "dur": 15, + "args": { + "External id": 8265, + "cbid": 211, "correlation": 8265 + } + }, + { + "ph": "s", "id": 8265, "pid": 323482, "tid": 323482, "ts": 1714870276703388, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276703491, "dur": 76, + "args": { + "External id": 8280, + "device": 0, "context": 1, + "stream": 7, "correlation": 8280, + "bytes": 9879256, "memory bandwidth (GB/s)": 128.7971422611598 + } + }, + { + "ph": "f", "id": 8280, "pid": 0, "tid": 7, "ts": 1714870276703491, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276703479, "dur": 91, + "args": { + "External id": 8280, + "cbid": 41, "correlation": 8280 + } + }, + { + "ph": "s", "id": 8280, "pid": 323482, "tid": 323482, "ts": 1714870276703479, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276703607, "dur": 2456, + "args": { + "External id": 8290, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8290, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8290, "pid": 0, "tid": 7, "ts": 1714870276703607, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276703599, "dur": 2468, + "args": { + "External id": 8290, + "cbid": 211, "correlation": 8290 + } + }, + { + "ph": "s", "id": 8290, "pid": 323482, "tid": 323482, "ts": 1714870276703599, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276706097, "dur": 2729, + "args": { + "External id": 8303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8303, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8303, "pid": 0, "tid": 7, "ts": 1714870276706097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276706089, "dur": 2740, + "args": { + "External id": 8303, + "cbid": 211, "correlation": 8303 + } + }, + { + "ph": "s", "id": 8303, "pid": 323482, "tid": 323482, "ts": 1714870276706089, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276708864, "dur": 2159, + "args": { + "External id": 8317, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8317, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8317, "pid": 0, "tid": 7, "ts": 1714870276708864, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276708855, "dur": 2170, + "args": { + "External id": 8317, + "cbid": 211, "correlation": 8317 + } + }, + { + "ph": "s", "id": 8317, "pid": 323482, "tid": 323482, "ts": 1714870276708855, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276711111, "dur": 2, + "args": { + "External id": 8339, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8339, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8339, "pid": 0, "tid": 7, "ts": 1714870276711111, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711101, "dur": 15, + "args": { + "External id": 8339, + "cbid": 211, "correlation": 8339 + } + }, + { + "ph": "s", "id": 8339, "pid": 323482, "tid": 323482, "ts": 1714870276711101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276711186, "dur": 2, + "args": { + "External id": 8354, + "device": 0, "context": 1, + "stream": 7, "correlation": 8354, + "bytes": 157456, "memory bandwidth (GB/s)": 59.28313253012048 + } + }, + { + "ph": "f", "id": 8354, "pid": 0, "tid": 7, "ts": 1714870276711186, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276711174, "dur": 17, + "args": { + "External id": 8354, + "cbid": 41, "correlation": 8354 + } + }, + { + "ph": "s", "id": 8354, "pid": 323482, "tid": 323482, "ts": 1714870276711174, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276711226, "dur": 21, + "args": { + "External id": 8364, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8364, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8364, "pid": 0, "tid": 7, "ts": 1714870276711226, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711218, "dur": 31, + "args": { + "External id": 8364, + "cbid": 211, "correlation": 8364 + } + }, + { + "ph": "s", "id": 8364, "pid": 323482, "tid": 323482, "ts": 1714870276711218, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276711278, "dur": 43, + "args": { + "External id": 8377, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8377, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8377, "pid": 0, "tid": 7, "ts": 1714870276711278, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711270, "dur": 53, + "args": { + "External id": 8377, + "cbid": 211, "correlation": 8377 + } + }, + { + "ph": "s", "id": 8377, "pid": 323482, "tid": 323482, "ts": 1714870276711270, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276711353, "dur": 47, + "args": { + "External id": 8391, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8391, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8391, "pid": 0, "tid": 7, "ts": 1714870276711353, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711345, "dur": 57, + "args": { + "External id": 8391, + "cbid": 211, "correlation": 8391 + } + }, + { + "ph": "s", "id": 8391, "pid": 323482, "tid": 323482, "ts": 1714870276711345, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276711469, "dur": 2, + "args": { + "External id": 8413, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8413, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8413, "pid": 0, "tid": 7, "ts": 1714870276711469, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711460, "dur": 13, + "args": { + "External id": 8413, + "cbid": 211, "correlation": 8413 + } + }, + { + "ph": "s", "id": 8413, "pid": 323482, "tid": 323482, "ts": 1714870276711460, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276711540, "dur": 2, + "args": { + "External id": 8428, + "device": 0, "context": 1, + "stream": 7, "correlation": 8428, + "bytes": 110232, "memory bandwidth (GB/s)": 49.92391304347826 + } + }, + { + "ph": "f", "id": 8428, "pid": 0, "tid": 7, "ts": 1714870276711540, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276711528, "dur": 17, + "args": { + "External id": 8428, + "cbid": 41, "correlation": 8428 + } + }, + { + "ph": "s", "id": 8428, "pid": 323482, "tid": 323482, "ts": 1714870276711528, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276711579, "dur": 15, + "args": { + "External id": 8438, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8438, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8438, "pid": 0, "tid": 7, "ts": 1714870276711579, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711571, "dur": 26, + "args": { + "External id": 8438, + "cbid": 211, "correlation": 8438 + } + }, + { + "ph": "s", "id": 8438, "pid": 323482, "tid": 323482, "ts": 1714870276711571, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276711625, "dur": 30, + "args": { + "External id": 8451, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8451, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8451, "pid": 0, "tid": 7, "ts": 1714870276711625, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711617, "dur": 39, + "args": { + "External id": 8451, + "cbid": 211, "correlation": 8451 + } + }, + { + "ph": "s", "id": 8451, "pid": 323482, "tid": 323482, "ts": 1714870276711617, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276711685, "dur": 36, + "args": { + "External id": 8465, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8465, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8465, "pid": 0, "tid": 7, "ts": 1714870276711685, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711677, "dur": 46, + "args": { + "External id": 8465, + "cbid": 211, "correlation": 8465 + } + }, + { + "ph": "s", "id": 8465, "pid": 323482, "tid": 323482, "ts": 1714870276711677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276711788, "dur": 2, + "args": { + "External id": 8487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8487, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8487, "pid": 0, "tid": 7, "ts": 1714870276711788, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711779, "dur": 13, + "args": { + "External id": 8487, + "cbid": 211, "correlation": 8487 + } + }, + { + "ph": "s", "id": 8487, "pid": 323482, "tid": 323482, "ts": 1714870276711779, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276711858, "dur": 1, + "args": { + "External id": 8502, + "device": 0, "context": 1, + "stream": 7, "correlation": 8502, + "bytes": 54928, "memory bandwidth (GB/s)": 29.10863804981452 + } + }, + { + "ph": "f", "id": 8502, "pid": 0, "tid": 7, "ts": 1714870276711858, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276711846, "dur": 16, + "args": { + "External id": 8502, + "cbid": 41, "correlation": 8502 + } + }, + { + "ph": "s", "id": 8502, "pid": 323482, "tid": 323482, "ts": 1714870276711846, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276711896, "dur": 8, + "args": { + "External id": 8512, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8512, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8512, "pid": 0, "tid": 7, "ts": 1714870276711896, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711887, "dur": 19, + "args": { + "External id": 8512, + "cbid": 211, "correlation": 8512 + } + }, + { + "ph": "s", "id": 8512, "pid": 323482, "tid": 323482, "ts": 1714870276711887, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276711934, "dur": 13, + "args": { + "External id": 8525, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8525, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8525, "pid": 0, "tid": 7, "ts": 1714870276711934, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711927, "dur": 23, + "args": { + "External id": 8525, + "cbid": 211, "correlation": 8525 + } + }, + { + "ph": "s", "id": 8525, "pid": 323482, "tid": 323482, "ts": 1714870276711927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276711979, "dur": 33, + "args": { + "External id": 8540, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8540, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8540, "pid": 0, "tid": 7, "ts": 1714870276711979, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276711971, "dur": 43, + "args": { + "External id": 8540, + "cbid": 211, "correlation": 8540 + } + }, + { + "ph": "s", "id": 8540, "pid": 323482, "tid": 323482, "ts": 1714870276711971, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276712077, "dur": 2, + "args": { + "External id": 8562, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8562, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8562, "pid": 0, "tid": 7, "ts": 1714870276712077, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712068, "dur": 13, + "args": { + "External id": 8562, + "cbid": 211, "correlation": 8562 + } + }, + { + "ph": "s", "id": 8562, "pid": 323482, "tid": 323482, "ts": 1714870276712068, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276712147, "dur": 2, + "args": { + "External id": 8577, + "device": 0, "context": 1, + "stream": 7, "correlation": 8577, + "bytes": 147912, "memory bandwidth (GB/s)": 53.747093023255815 + } + }, + { + "ph": "f", "id": 8577, "pid": 0, "tid": 7, "ts": 1714870276712147, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276712135, "dur": 16, + "args": { + "External id": 8577, + "cbid": 41, "correlation": 8577 + } + }, + { + "ph": "s", "id": 8577, "pid": 323482, "tid": 323482, "ts": 1714870276712135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276712185, "dur": 20, + "args": { + "External id": 8587, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8587, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8587, "pid": 0, "tid": 7, "ts": 1714870276712185, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712177, "dur": 31, + "args": { + "External id": 8587, + "cbid": 211, "correlation": 8587 + } + }, + { + "ph": "s", "id": 8587, "pid": 323482, "tid": 323482, "ts": 1714870276712177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276712236, "dur": 40, + "args": { + "External id": 8600, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8600, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8600, "pid": 0, "tid": 7, "ts": 1714870276712236, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712228, "dur": 50, + "args": { + "External id": 8600, + "cbid": 211, "correlation": 8600 + } + }, + { + "ph": "s", "id": 8600, "pid": 323482, "tid": 323482, "ts": 1714870276712228, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276712307, "dur": 48, + "args": { + "External id": 8614, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8614, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8614, "pid": 0, "tid": 7, "ts": 1714870276712307, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712299, "dur": 58, + "args": { + "External id": 8614, + "cbid": 211, "correlation": 8614 + } + }, + { + "ph": "s", "id": 8614, "pid": 323482, "tid": 323482, "ts": 1714870276712299, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276712419, "dur": 2, + "args": { + "External id": 8636, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8636, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8636, "pid": 0, "tid": 7, "ts": 1714870276712419, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712410, "dur": 13, + "args": { + "External id": 8636, + "cbid": 211, "correlation": 8636 + } + }, + { + "ph": "s", "id": 8636, "pid": 323482, "tid": 323482, "ts": 1714870276712410, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276712488, "dur": 1, + "args": { + "External id": 8651, + "device": 0, "context": 1, + "stream": 7, "correlation": 8651, + "bytes": 24, "memory bandwidth (GB/s)": 0.013888888888888888 + } + }, + { + "ph": "f", "id": 8651, "pid": 0, "tid": 7, "ts": 1714870276712488, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276712477, "dur": 15, + "args": { + "External id": 8651, + "cbid": 41, "correlation": 8651 + } + }, + { + "ph": "s", "id": 8651, "pid": 323482, "tid": 323482, "ts": 1714870276712477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276712526, "dur": 2, + "args": { + "External id": 8661, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8661, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8661, "pid": 0, "tid": 7, "ts": 1714870276712526, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712518, "dur": 13, + "args": { + "External id": 8661, + "cbid": 211, "correlation": 8661 + } + }, + { + "ph": "s", "id": 8661, "pid": 323482, "tid": 323482, "ts": 1714870276712518, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276712558, "dur": 2, + "args": { + "External id": 8674, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8674, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8674, "pid": 0, "tid": 7, "ts": 1714870276712558, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712551, "dur": 12, + "args": { + "External id": 8674, + "cbid": 211, "correlation": 8674 + } + }, + { + "ph": "s", "id": 8674, "pid": 323482, "tid": 323482, "ts": 1714870276712551, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276712591, "dur": 5, + "args": { + "External id": 8689, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8689, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8689, "pid": 0, "tid": 7, "ts": 1714870276712591, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712583, "dur": 15, + "args": { + "External id": 8689, + "cbid": 211, "correlation": 8689 + } + }, + { + "ph": "s", "id": 8689, "pid": 323482, "tid": 323482, "ts": 1714870276712583, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276712659, "dur": 2, + "args": { + "External id": 8711, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8711, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8711, "pid": 0, "tid": 7, "ts": 1714870276712659, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712651, "dur": 13, + "args": { + "External id": 8711, + "cbid": 211, "correlation": 8711 + } + }, + { + "ph": "s", "id": 8711, "pid": 323482, "tid": 323482, "ts": 1714870276712651, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276712729, "dur": 1, + "args": { + "External id": 8726, + "device": 0, "context": 1, + "stream": 7, "correlation": 8726, + "bytes": 50104, "memory bandwidth (GB/s)": 30.70098039215686 + } + }, + { + "ph": "f", "id": 8726, "pid": 0, "tid": 7, "ts": 1714870276712729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276712717, "dur": 15, + "args": { + "External id": 8726, + "cbid": 41, "correlation": 8726 + } + }, + { + "ph": "s", "id": 8726, "pid": 323482, "tid": 323482, "ts": 1714870276712717, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276712765, "dur": 8, + "args": { + "External id": 8736, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8736, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8736, "pid": 0, "tid": 7, "ts": 1714870276712765, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712757, "dur": 18, + "args": { + "External id": 8736, + "cbid": 211, "correlation": 8736 + } + }, + { + "ph": "s", "id": 8736, "pid": 323482, "tid": 323482, "ts": 1714870276712757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276712803, "dur": 12, + "args": { + "External id": 8749, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8749, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8749, "pid": 0, "tid": 7, "ts": 1714870276712803, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712795, "dur": 22, + "args": { + "External id": 8749, + "cbid": 211, "correlation": 8749 + } + }, + { + "ph": "s", "id": 8749, "pid": 323482, "tid": 323482, "ts": 1714870276712795, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276712846, "dur": 30, + "args": { + "External id": 8764, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8764, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8764, "pid": 0, "tid": 7, "ts": 1714870276712846, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712838, "dur": 41, + "args": { + "External id": 8764, + "cbid": 211, "correlation": 8764 + } + }, + { + "ph": "s", "id": 8764, "pid": 323482, "tid": 323482, "ts": 1714870276712838, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276712941, "dur": 2, + "args": { + "External id": 8786, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8786, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8786, "pid": 0, "tid": 7, "ts": 1714870276712941, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276712932, "dur": 13, + "args": { + "External id": 8786, + "cbid": 211, "correlation": 8786 + } + }, + { + "ph": "s", "id": 8786, "pid": 323482, "tid": 323482, "ts": 1714870276712932, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276713011, "dur": 1, + "args": { + "External id": 8801, + "device": 0, "context": 1, + "stream": 7, "correlation": 8801, + "bytes": 9872, "memory bandwidth (GB/s)": 5.412280701754386 + } + }, + { + "ph": "f", "id": 8801, "pid": 0, "tid": 7, "ts": 1714870276713011, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276712999, "dur": 15, + "args": { + "External id": 8801, + "cbid": 41, "correlation": 8801 + } + }, + { + "ph": "s", "id": 8801, "pid": 323482, "tid": 323482, "ts": 1714870276712999, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276713048, "dur": 3, + "args": { + "External id": 8811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8811, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 8811, "pid": 0, "tid": 7, "ts": 1714870276713048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713040, "dur": 13, + "args": { + "External id": 8811, + "cbid": 211, "correlation": 8811 + } + }, + { + "ph": "s", "id": 8811, "pid": 323482, "tid": 323482, "ts": 1714870276713040, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276713089, "dur": 3, + "args": { + "External id": 8824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8824, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 8824, "pid": 0, "tid": 7, "ts": 1714870276713089, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713081, "dur": 13, + "args": { + "External id": 8824, + "cbid": 211, "correlation": 8824 + } + }, + { + "ph": "s", "id": 8824, "pid": 323482, "tid": 323482, "ts": 1714870276713081, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276713123, "dur": 8, + "args": { + "External id": 8839, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8839, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8839, "pid": 0, "tid": 7, "ts": 1714870276713123, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713116, "dur": 18, + "args": { + "External id": 8839, + "cbid": 211, "correlation": 8839 + } + }, + { + "ph": "s", "id": 8839, "pid": 323482, "tid": 323482, "ts": 1714870276713116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276713196, "dur": 2, + "args": { + "External id": 8861, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8861, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8861, "pid": 0, "tid": 7, "ts": 1714870276713196, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713188, "dur": 12, + "args": { + "External id": 8861, + "cbid": 211, "correlation": 8861 + } + }, + { + "ph": "s", "id": 8861, "pid": 323482, "tid": 323482, "ts": 1714870276713188, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276713268, "dur": 1, + "args": { + "External id": 8876, + "device": 0, "context": 1, + "stream": 7, "correlation": 8876, + "bytes": 392, "memory bandwidth (GB/s)": 0.26063829787234044 + } + }, + { + "ph": "f", "id": 8876, "pid": 0, "tid": 7, "ts": 1714870276713268, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276713257, "dur": 15, + "args": { + "External id": 8876, + "cbid": 41, "correlation": 8876 + } + }, + { + "ph": "s", "id": 8876, "pid": 323482, "tid": 323482, "ts": 1714870276713257, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276713305, "dur": 3, + "args": { + "External id": 8886, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8886, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8886, "pid": 0, "tid": 7, "ts": 1714870276713305, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713297, "dur": 13, + "args": { + "External id": 8886, + "cbid": 211, "correlation": 8886 + } + }, + { + "ph": "s", "id": 8886, "pid": 323482, "tid": 323482, "ts": 1714870276713297, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276713338, "dur": 3, + "args": { + "External id": 8899, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8899, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8899, "pid": 0, "tid": 7, "ts": 1714870276713338, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713330, "dur": 12, + "args": { + "External id": 8899, + "cbid": 211, "correlation": 8899 + } + }, + { + "ph": "s", "id": 8899, "pid": 323482, "tid": 323482, "ts": 1714870276713330, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276713379, "dur": 5, + "args": { + "External id": 8914, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8914, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8914, "pid": 0, "tid": 7, "ts": 1714870276713379, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713371, "dur": 15, + "args": { + "External id": 8914, + "cbid": 211, "correlation": 8914 + } + }, + { + "ph": "s", "id": 8914, "pid": 323482, "tid": 323482, "ts": 1714870276713371, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276713453, "dur": 2, + "args": { + "External id": 8936, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8936, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8936, "pid": 0, "tid": 7, "ts": 1714870276713453, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713444, "dur": 13, + "args": { + "External id": 8936, + "cbid": 211, "correlation": 8936 + } + }, + { + "ph": "s", "id": 8936, "pid": 323482, "tid": 323482, "ts": 1714870276713444, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276713521, "dur": 56, + "args": { + "External id": 8951, + "device": 0, "context": 1, + "stream": 7, "correlation": 8951, + "bytes": 6837440, "memory bandwidth (GB/s)": 121.95993792697502 + } + }, + { + "ph": "f", "id": 8951, "pid": 0, "tid": 7, "ts": 1714870276713521, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276713510, "dur": 72, + "args": { + "External id": 8951, + "cbid": 41, "correlation": 8951 + } + }, + { + "ph": "s", "id": 8951, "pid": 323482, "tid": 323482, "ts": 1714870276713510, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276713616, "dur": 1703, + "args": { + "External id": 8961, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8961, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8961, "pid": 0, "tid": 7, "ts": 1714870276713616, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276713608, "dur": 1713, + "args": { + "External id": 8961, + "cbid": 211, "correlation": 8961 + } + }, + { + "ph": "s", "id": 8961, "pid": 323482, "tid": 323482, "ts": 1714870276713608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276715352, "dur": 1889, + "args": { + "External id": 8974, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8974, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8974, "pid": 0, "tid": 7, "ts": 1714870276715352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276715343, "dur": 1900, + "args": { + "External id": 8974, + "cbid": 211, "correlation": 8974 + } + }, + { + "ph": "s", "id": 8974, "pid": 323482, "tid": 323482, "ts": 1714870276715343, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276717273, "dur": 1488, + "args": { + "External id": 8988, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8988, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8988, "pid": 0, "tid": 7, "ts": 1714870276717273, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276717265, "dur": 1498, + "args": { + "External id": 8988, + "cbid": 211, "correlation": 8988 + } + }, + { + "ph": "s", "id": 8988, "pid": 323482, "tid": 323482, "ts": 1714870276717265, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276718837, "dur": 2, + "args": { + "External id": 9010, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9010, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9010, "pid": 0, "tid": 7, "ts": 1714870276718837, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276718828, "dur": 14, + "args": { + "External id": 9010, + "cbid": 211, "correlation": 9010 + } + }, + { + "ph": "s", "id": 9010, "pid": 323482, "tid": 323482, "ts": 1714870276718828, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276718911, "dur": 6, + "args": { + "External id": 9025, + "device": 0, "context": 1, + "stream": 7, "correlation": 9025, + "bytes": 912208, "memory bandwidth (GB/s)": 134.46462264150944 + } + }, + { + "ph": "f", "id": 9025, "pid": 0, "tid": 7, "ts": 1714870276718911, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276718899, "dur": 21, + "args": { + "External id": 9025, + "cbid": 41, "correlation": 9025 + } + }, + { + "ph": "s", "id": 9025, "pid": 323482, "tid": 323482, "ts": 1714870276718899, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276718956, "dur": 109, + "args": { + "External id": 9035, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9035, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9035, "pid": 0, "tid": 7, "ts": 1714870276718956, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276718948, "dur": 119, + "args": { + "External id": 9035, + "cbid": 211, "correlation": 9035 + } + }, + { + "ph": "s", "id": 9035, "pid": 323482, "tid": 323482, "ts": 1714870276718948, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276719096, "dur": 253, + "args": { + "External id": 9048, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9048, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9048, "pid": 0, "tid": 7, "ts": 1714870276719096, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276719088, "dur": 263, + "args": { + "External id": 9048, + "cbid": 211, "correlation": 9048 + } + }, + { + "ph": "s", "id": 9048, "pid": 323482, "tid": 323482, "ts": 1714870276719088, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276719380, "dur": 210, + "args": { + "External id": 9062, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9062, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9062, "pid": 0, "tid": 7, "ts": 1714870276719380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276719372, "dur": 220, + "args": { + "External id": 9062, + "cbid": 211, "correlation": 9062 + } + }, + { + "ph": "s", "id": 9062, "pid": 323482, "tid": 323482, "ts": 1714870276719372, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276719654, "dur": 2, + "args": { + "External id": 9084, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9084, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9084, "pid": 0, "tid": 7, "ts": 1714870276719654, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276719645, "dur": 13, + "args": { + "External id": 9084, + "cbid": 211, "correlation": 9084 + } + }, + { + "ph": "s", "id": 9084, "pid": 323482, "tid": 323482, "ts": 1714870276719645, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276719726, "dur": 5, + "args": { + "External id": 9099, + "device": 0, "context": 1, + "stream": 7, "correlation": 9099, + "bytes": 605880, "memory bandwidth (GB/s)": 120.59713375796179 + } + }, + { + "ph": "f", "id": 9099, "pid": 0, "tid": 7, "ts": 1714870276719726, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276719715, "dur": 18, + "args": { + "External id": 9099, + "cbid": 41, "correlation": 9099 + } + }, + { + "ph": "s", "id": 9099, "pid": 323482, "tid": 323482, "ts": 1714870276719715, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276719766, "dur": 73, + "args": { + "External id": 9109, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9109, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9109, "pid": 0, "tid": 7, "ts": 1714870276719766, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276719758, "dur": 84, + "args": { + "External id": 9109, + "cbid": 211, "correlation": 9109 + } + }, + { + "ph": "s", "id": 9109, "pid": 323482, "tid": 323482, "ts": 1714870276719758, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276719874, "dur": 168, + "args": { + "External id": 9122, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9122, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9122, "pid": 0, "tid": 7, "ts": 1714870276719874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276719866, "dur": 178, + "args": { + "External id": 9122, + "cbid": 211, "correlation": 9122 + } + }, + { + "ph": "s", "id": 9122, "pid": 323482, "tid": 323482, "ts": 1714870276719866, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276720072, "dur": 144, + "args": { + "External id": 9136, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9136, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9136, "pid": 0, "tid": 7, "ts": 1714870276720072, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720065, "dur": 153, + "args": { + "External id": 9136, + "cbid": 211, "correlation": 9136 + } + }, + { + "ph": "s", "id": 9136, "pid": 323482, "tid": 323482, "ts": 1714870276720065, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276720279, "dur": 2, + "args": { + "External id": 9158, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9158, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9158, "pid": 0, "tid": 7, "ts": 1714870276720279, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720271, "dur": 13, + "args": { + "External id": 9158, + "cbid": 211, "correlation": 9158 + } + }, + { + "ph": "s", "id": 9158, "pid": 323482, "tid": 323482, "ts": 1714870276720271, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276720351, "dur": 1, + "args": { + "External id": 9173, + "device": 0, "context": 1, + "stream": 7, "correlation": 9173, + "bytes": 80, "memory bandwidth (GB/s)": 0.045454545454545456 + } + }, + { + "ph": "f", "id": 9173, "pid": 0, "tid": 7, "ts": 1714870276720351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276720340, "dur": 15, + "args": { + "External id": 9173, + "cbid": 41, "correlation": 9173 + } + }, + { + "ph": "s", "id": 9173, "pid": 323482, "tid": 323482, "ts": 1714870276720340, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276720387, "dur": 3, + "args": { + "External id": 9183, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9183, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9183, "pid": 0, "tid": 7, "ts": 1714870276720387, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720379, "dur": 13, + "args": { + "External id": 9183, + "cbid": 211, "correlation": 9183 + } + }, + { + "ph": "s", "id": 9183, "pid": 323482, "tid": 323482, "ts": 1714870276720379, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276720419, "dur": 3, + "args": { + "External id": 9196, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9196, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9196, "pid": 0, "tid": 7, "ts": 1714870276720419, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720412, "dur": 13, + "args": { + "External id": 9196, + "cbid": 211, "correlation": 9196 + } + }, + { + "ph": "s", "id": 9196, "pid": 323482, "tid": 323482, "ts": 1714870276720412, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276720458, "dur": 7, + "args": { + "External id": 9211, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9211, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9211, "pid": 0, "tid": 7, "ts": 1714870276720458, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720450, "dur": 17, + "args": { + "External id": 9211, + "cbid": 211, "correlation": 9211 + } + }, + { + "ph": "s", "id": 9211, "pid": 323482, "tid": 323482, "ts": 1714870276720450, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276720528, "dur": 2, + "args": { + "External id": 9233, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9233, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9233, "pid": 0, "tid": 7, "ts": 1714870276720528, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720520, "dur": 12, + "args": { + "External id": 9233, + "cbid": 211, "correlation": 9233 + } + }, + { + "ph": "s", "id": 9233, "pid": 323482, "tid": 323482, "ts": 1714870276720520, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276720608, "dur": 1, + "args": { + "External id": 9248, + "device": 0, "context": 1, + "stream": 7, "correlation": 9248, + "bytes": 17272, "memory bandwidth (GB/s)": 11.244791666666666 + } + }, + { + "ph": "f", "id": 9248, "pid": 0, "tid": 7, "ts": 1714870276720608, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276720597, "dur": 15, + "args": { + "External id": 9248, + "cbid": 41, "correlation": 9248 + } + }, + { + "ph": "s", "id": 9248, "pid": 323482, "tid": 323482, "ts": 1714870276720597, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276720645, "dur": 4, + "args": { + "External id": 9258, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9258, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9258, "pid": 0, "tid": 7, "ts": 1714870276720645, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720637, "dur": 14, + "args": { + "External id": 9258, + "cbid": 211, "correlation": 9258 + } + }, + { + "ph": "s", "id": 9258, "pid": 323482, "tid": 323482, "ts": 1714870276720637, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276720679, "dur": 5, + "args": { + "External id": 9271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9271, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9271, "pid": 0, "tid": 7, "ts": 1714870276720679, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720672, "dur": 15, + "args": { + "External id": 9271, + "cbid": 211, "correlation": 9271 + } + }, + { + "ph": "s", "id": 9271, "pid": 323482, "tid": 323482, "ts": 1714870276720672, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276720718, "dur": 11, + "args": { + "External id": 9286, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9286, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9286, "pid": 0, "tid": 7, "ts": 1714870276720718, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720707, "dur": 24, + "args": { + "External id": 9286, + "cbid": 211, "correlation": 9286 + } + }, + { + "ph": "s", "id": 9286, "pid": 323482, "tid": 323482, "ts": 1714870276720707, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276720793, "dur": 2, + "args": { + "External id": 9308, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9308, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9308, "pid": 0, "tid": 7, "ts": 1714870276720793, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720784, "dur": 12, + "args": { + "External id": 9308, + "cbid": 211, "correlation": 9308 + } + }, + { + "ph": "s", "id": 9308, "pid": 323482, "tid": 323482, "ts": 1714870276720784, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276720903, "dur": 1, + "args": { + "External id": 9323, + "device": 0, "context": 1, + "stream": 7, "correlation": 9323, + "bytes": 60256, "memory bandwidth (GB/s)": 34.870370370370374 + } + }, + { + "ph": "f", "id": 9323, "pid": 0, "tid": 7, "ts": 1714870276720903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276720891, "dur": 15, + "args": { + "External id": 9323, + "cbid": 41, "correlation": 9323 + } + }, + { + "ph": "s", "id": 9323, "pid": 323482, "tid": 323482, "ts": 1714870276720891, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276720945, "dur": 9, + "args": { + "External id": 9333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9333, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9333, "pid": 0, "tid": 7, "ts": 1714870276720945, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720937, "dur": 20, + "args": { + "External id": 9333, + "cbid": 211, "correlation": 9333 + } + }, + { + "ph": "s", "id": 9333, "pid": 323482, "tid": 323482, "ts": 1714870276720937, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276720984, "dur": 15, + "args": { + "External id": 9346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9346, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9346, "pid": 0, "tid": 7, "ts": 1714870276720984, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276720977, "dur": 25, + "args": { + "External id": 9346, + "cbid": 211, "correlation": 9346 + } + }, + { + "ph": "s", "id": 9346, "pid": 323482, "tid": 323482, "ts": 1714870276720977, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276721030, "dur": 37, + "args": { + "External id": 9361, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9361, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9361, "pid": 0, "tid": 7, "ts": 1714870276721030, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721022, "dur": 47, + "args": { + "External id": 9361, + "cbid": 211, "correlation": 9361 + } + }, + { + "ph": "s", "id": 9361, "pid": 323482, "tid": 323482, "ts": 1714870276721022, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276721135, "dur": 2, + "args": { + "External id": 9383, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9383, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9383, "pid": 0, "tid": 7, "ts": 1714870276721135, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721126, "dur": 14, + "args": { + "External id": 9383, + "cbid": 211, "correlation": 9383 + } + }, + { + "ph": "s", "id": 9383, "pid": 323482, "tid": 323482, "ts": 1714870276721126, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276721203, "dur": 1, + "args": { + "External id": 9398, + "device": 0, "context": 1, + "stream": 7, "correlation": 9398, + "bytes": 488, "memory bandwidth (GB/s)": 0.2772727272727273 + } + }, + { + "ph": "f", "id": 9398, "pid": 0, "tid": 7, "ts": 1714870276721203, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276721192, "dur": 14, + "args": { + "External id": 9398, + "cbid": 41, "correlation": 9398 + } + }, + { + "ph": "s", "id": 9398, "pid": 323482, "tid": 323482, "ts": 1714870276721192, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276721243, "dur": 3, + "args": { + "External id": 9408, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9408, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9408, "pid": 0, "tid": 7, "ts": 1714870276721243, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721235, "dur": 13, + "args": { + "External id": 9408, + "cbid": 211, "correlation": 9408 + } + }, + { + "ph": "s", "id": 9408, "pid": 323482, "tid": 323482, "ts": 1714870276721235, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276721276, "dur": 3, + "args": { + "External id": 9421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9421, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9421, "pid": 0, "tid": 7, "ts": 1714870276721276, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721269, "dur": 12, + "args": { + "External id": 9421, + "cbid": 211, "correlation": 9421 + } + }, + { + "ph": "s", "id": 9421, "pid": 323482, "tid": 323482, "ts": 1714870276721269, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276721310, "dur": 5, + "args": { + "External id": 9436, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9436, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9436, "pid": 0, "tid": 7, "ts": 1714870276721310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721302, "dur": 15, + "args": { + "External id": 9436, + "cbid": 211, "correlation": 9436 + } + }, + { + "ph": "s", "id": 9436, "pid": 323482, "tid": 323482, "ts": 1714870276721302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276721380, "dur": 2, + "args": { + "External id": 9458, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9458, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9458, "pid": 0, "tid": 7, "ts": 1714870276721380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721369, "dur": 16, + "args": { + "External id": 9458, + "cbid": 211, "correlation": 9458 + } + }, + { + "ph": "s", "id": 9458, "pid": 323482, "tid": 323482, "ts": 1714870276721369, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276721448, "dur": 1, + "args": { + "External id": 9473, + "device": 0, "context": 1, + "stream": 7, "correlation": 9473, + "bytes": 32, "memory bandwidth (GB/s)": 0.022222222222222223 + } + }, + { + "ph": "f", "id": 9473, "pid": 0, "tid": 7, "ts": 1714870276721448, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276721437, "dur": 15, + "args": { + "External id": 9473, + "cbid": 41, "correlation": 9473 + } + }, + { + "ph": "s", "id": 9473, "pid": 323482, "tid": 323482, "ts": 1714870276721437, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276721483, "dur": 2, + "args": { + "External id": 9483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9483, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9483, "pid": 0, "tid": 7, "ts": 1714870276721483, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721475, "dur": 12, + "args": { + "External id": 9483, + "cbid": 211, "correlation": 9483 + } + }, + { + "ph": "s", "id": 9483, "pid": 323482, "tid": 323482, "ts": 1714870276721475, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276721519, "dur": 2, + "args": { + "External id": 9496, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9496, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9496, "pid": 0, "tid": 7, "ts": 1714870276721519, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721511, "dur": 12, + "args": { + "External id": 9496, + "cbid": 211, "correlation": 9496 + } + }, + { + "ph": "s", "id": 9496, "pid": 323482, "tid": 323482, "ts": 1714870276721511, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276721551, "dur": 4, + "args": { + "External id": 9511, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9511, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9511, "pid": 0, "tid": 7, "ts": 1714870276721551, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721544, "dur": 14, + "args": { + "External id": 9511, + "cbid": 211, "correlation": 9511 + } + }, + { + "ph": "s", "id": 9511, "pid": 323482, "tid": 323482, "ts": 1714870276721544, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276721618, "dur": 2, + "args": { + "External id": 9533, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9533, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9533, "pid": 0, "tid": 7, "ts": 1714870276721618, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721610, "dur": 12, + "args": { + "External id": 9533, + "cbid": 211, "correlation": 9533 + } + }, + { + "ph": "s", "id": 9533, "pid": 323482, "tid": 323482, "ts": 1714870276721610, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276721689, "dur": 1, + "args": { + "External id": 9548, + "device": 0, "context": 1, + "stream": 7, "correlation": 9548, + "bytes": 7344, "memory bandwidth (GB/s)": 4.59 + } + }, + { + "ph": "f", "id": 9548, "pid": 0, "tid": 7, "ts": 1714870276721689, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276721677, "dur": 15, + "args": { + "External id": 9548, + "cbid": 41, "correlation": 9548 + } + }, + { + "ph": "s", "id": 9548, "pid": 323482, "tid": 323482, "ts": 1714870276721677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276721725, "dur": 3, + "args": { + "External id": 9558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9558, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 9558, "pid": 0, "tid": 7, "ts": 1714870276721725, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721717, "dur": 13, + "args": { + "External id": 9558, + "cbid": 211, "correlation": 9558 + } + }, + { + "ph": "s", "id": 9558, "pid": 323482, "tid": 323482, "ts": 1714870276721717, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276721762, "dur": 3, + "args": { + "External id": 9571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9571, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 9571, "pid": 0, "tid": 7, "ts": 1714870276721762, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721754, "dur": 13, + "args": { + "External id": 9571, + "cbid": 211, "correlation": 9571 + } + }, + { + "ph": "s", "id": 9571, "pid": 323482, "tid": 323482, "ts": 1714870276721754, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276721795, "dur": 7, + "args": { + "External id": 9586, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9586, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 9586, "pid": 0, "tid": 7, "ts": 1714870276721795, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721788, "dur": 17, + "args": { + "External id": 9586, + "cbid": 211, "correlation": 9586 + } + }, + { + "ph": "s", "id": 9586, "pid": 323482, "tid": 323482, "ts": 1714870276721788, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276721865, "dur": 2, + "args": { + "External id": 9608, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9608, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9608, "pid": 0, "tid": 7, "ts": 1714870276721865, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721857, "dur": 13, + "args": { + "External id": 9608, + "cbid": 211, "correlation": 9608 + } + }, + { + "ph": "s", "id": 9608, "pid": 323482, "tid": 323482, "ts": 1714870276721857, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276721936, "dur": 1, + "args": { + "External id": 9623, + "device": 0, "context": 1, + "stream": 7, "correlation": 9623, + "bytes": 112, "memory bandwidth (GB/s)": 0.07608695652173914 + } + }, + { + "ph": "f", "id": 9623, "pid": 0, "tid": 7, "ts": 1714870276721936, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276721925, "dur": 15, + "args": { + "External id": 9623, + "cbid": 41, "correlation": 9623 + } + }, + { + "ph": "s", "id": 9623, "pid": 323482, "tid": 323482, "ts": 1714870276721925, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276721972, "dur": 3, + "args": { + "External id": 9633, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9633, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9633, "pid": 0, "tid": 7, "ts": 1714870276721972, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721964, "dur": 13, + "args": { + "External id": 9633, + "cbid": 211, "correlation": 9633 + } + }, + { + "ph": "s", "id": 9633, "pid": 323482, "tid": 323482, "ts": 1714870276721964, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276722004, "dur": 3, + "args": { + "External id": 9646, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9646, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9646, "pid": 0, "tid": 7, "ts": 1714870276722004, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276721997, "dur": 12, + "args": { + "External id": 9646, + "cbid": 211, "correlation": 9646 + } + }, + { + "ph": "s", "id": 9646, "pid": 323482, "tid": 323482, "ts": 1714870276721997, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276722042, "dur": 5, + "args": { + "External id": 9661, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9661, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9661, "pid": 0, "tid": 7, "ts": 1714870276722042, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276722034, "dur": 15, + "args": { + "External id": 9661, + "cbid": 211, "correlation": 9661 + } + }, + { + "ph": "s", "id": 9661, "pid": 323482, "tid": 323482, "ts": 1714870276722034, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276722109, "dur": 2, + "args": { + "External id": 9683, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9683, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9683, "pid": 0, "tid": 7, "ts": 1714870276722109, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276722101, "dur": 12, + "args": { + "External id": 9683, + "cbid": 211, "correlation": 9683 + } + }, + { + "ph": "s", "id": 9683, "pid": 323482, "tid": 323482, "ts": 1714870276722101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276722185, "dur": 79, + "args": { + "External id": 9698, + "device": 0, "context": 1, + "stream": 7, "correlation": 9698, + "bytes": 10462264, "memory bandwidth (GB/s)": 131.04038076152304 + } + }, + { + "ph": "f", "id": 9698, "pid": 0, "tid": 7, "ts": 1714870276722185, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276722173, "dur": 93, + "args": { + "External id": 9698, + "cbid": 41, "correlation": 9698 + } + }, + { + "ph": "s", "id": 9698, "pid": 323482, "tid": 323482, "ts": 1714870276722173, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276722299, "dur": 2603, + "args": { + "External id": 9708, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9708, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9708, "pid": 0, "tid": 7, "ts": 1714870276722299, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276722291, "dur": 2614, + "args": { + "External id": 9708, + "cbid": 211, "correlation": 9708 + } + }, + { + "ph": "s", "id": 9708, "pid": 323482, "tid": 323482, "ts": 1714870276722291, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276724934, "dur": 2881, + "args": { + "External id": 9721, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9721, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9721, "pid": 0, "tid": 7, "ts": 1714870276724934, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276724926, "dur": 2891, + "args": { + "External id": 9721, + "cbid": 211, "correlation": 9721 + } + }, + { + "ph": "s", "id": 9721, "pid": 323482, "tid": 323482, "ts": 1714870276724926, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276727852, "dur": 2230, + "args": { + "External id": 9735, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9735, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9735, "pid": 0, "tid": 7, "ts": 1714870276727852, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276727843, "dur": 2241, + "args": { + "External id": 9735, + "cbid": 211, "correlation": 9735 + } + }, + { + "ph": "s", "id": 9735, "pid": 323482, "tid": 323482, "ts": 1714870276727843, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276730155, "dur": 2, + "args": { + "External id": 9757, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9757, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9757, "pid": 0, "tid": 7, "ts": 1714870276730155, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276730147, "dur": 12, + "args": { + "External id": 9757, + "cbid": 211, "correlation": 9757 + } + }, + { + "ph": "s", "id": 9757, "pid": 323482, "tid": 323482, "ts": 1714870276730147, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276730243, "dur": 26, + "args": { + "External id": 9772, + "device": 0, "context": 1, + "stream": 7, "correlation": 9772, + "bytes": 3237936, "memory bandwidth (GB/s)": 121.76353790613719 + } + }, + { + "ph": "f", "id": 9772, "pid": 0, "tid": 7, "ts": 1714870276730243, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276730231, "dur": 40, + "args": { + "External id": 9772, + "cbid": 41, "correlation": 9772 + } + }, + { + "ph": "s", "id": 9772, "pid": 323482, "tid": 323482, "ts": 1714870276730231, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276730309, "dur": 645, + "args": { + "External id": 9782, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9782, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9782, "pid": 0, "tid": 7, "ts": 1714870276730309, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276730301, "dur": 656, + "args": { + "External id": 9782, + "cbid": 211, "correlation": 9782 + } + }, + { + "ph": "s", "id": 9782, "pid": 323482, "tid": 323482, "ts": 1714870276730301, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276730986, "dur": 947, + "args": { + "External id": 9795, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9795, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9795, "pid": 0, "tid": 7, "ts": 1714870276730986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276730978, "dur": 957, + "args": { + "External id": 9795, + "cbid": 211, "correlation": 9795 + } + }, + { + "ph": "s", "id": 9795, "pid": 323482, "tid": 323482, "ts": 1714870276730978, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276731964, "dur": 696, + "args": { + "External id": 9809, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9809, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9809, "pid": 0, "tid": 7, "ts": 1714870276731964, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276731956, "dur": 706, + "args": { + "External id": 9809, + "cbid": 211, "correlation": 9809 + } + }, + { + "ph": "s", "id": 9809, "pid": 323482, "tid": 323482, "ts": 1714870276731956, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276732727, "dur": 2, + "args": { + "External id": 9831, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9831, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9831, "pid": 0, "tid": 7, "ts": 1714870276732727, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276732719, "dur": 12, + "args": { + "External id": 9831, + "cbid": 211, "correlation": 9831 + } + }, + { + "ph": "s", "id": 9831, "pid": 323482, "tid": 323482, "ts": 1714870276732719, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276732796, "dur": 120, + "args": { + "External id": 9846, + "device": 0, "context": 1, + "stream": 7, "correlation": 9846, + "bytes": 8844904, "memory bandwidth (GB/s)": 73.57020228906042 + } + }, + { + "ph": "f", "id": 9846, "pid": 0, "tid": 7, "ts": 1714870276732796, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276732784, "dur": 134, + "args": { + "External id": 9846, + "cbid": 41, "correlation": 9846 + } + }, + { + "ph": "s", "id": 9846, "pid": 323482, "tid": 323482, "ts": 1714870276732784, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276732956, "dur": 2210, + "args": { + "External id": 9856, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9856, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9856, "pid": 0, "tid": 7, "ts": 1714870276732956, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276732948, "dur": 2221, + "args": { + "External id": 9856, + "cbid": 211, "correlation": 9856 + } + }, + { + "ph": "s", "id": 9856, "pid": 323482, "tid": 323482, "ts": 1714870276732948, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276735205, "dur": 2580, + "args": { + "External id": 9869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9869, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9869, "pid": 0, "tid": 7, "ts": 1714870276735205, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276735197, "dur": 2591, + "args": { + "External id": 9869, + "cbid": 211, "correlation": 9869 + } + }, + { + "ph": "s", "id": 9869, "pid": 323482, "tid": 323482, "ts": 1714870276735197, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276737818, "dur": 1887, + "args": { + "External id": 9883, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9883, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9883, "pid": 0, "tid": 7, "ts": 1714870276737818, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276737810, "dur": 1898, + "args": { + "External id": 9883, + "cbid": 211, "correlation": 9883 + } + }, + { + "ph": "s", "id": 9883, "pid": 323482, "tid": 323482, "ts": 1714870276737810, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276739774, "dur": 2, + "args": { + "External id": 9905, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9905, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9905, "pid": 0, "tid": 7, "ts": 1714870276739774, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276739765, "dur": 13, + "args": { + "External id": 9905, + "cbid": 211, "correlation": 9905 + } + }, + { + "ph": "s", "id": 9905, "pid": 323482, "tid": 323482, "ts": 1714870276739765, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276739851, "dur": 4, + "args": { + "External id": 9920, + "device": 0, "context": 1, + "stream": 7, "correlation": 9920, + "bytes": 701712, "memory bandwidth (GB/s)": 157.75899280575538 + } + }, + { + "ph": "f", "id": 9920, "pid": 0, "tid": 7, "ts": 1714870276739851, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276739839, "dur": 18, + "args": { + "External id": 9920, + "cbid": 41, "correlation": 9920 + } + }, + { + "ph": "s", "id": 9920, "pid": 323482, "tid": 323482, "ts": 1714870276739839, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276739917, "dur": 63, + "args": { + "External id": 9930, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9930, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9930, "pid": 0, "tid": 7, "ts": 1714870276739917, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276739909, "dur": 74, + "args": { + "External id": 9930, + "cbid": 211, "correlation": 9930 + } + }, + { + "ph": "s", "id": 9930, "pid": 323482, "tid": 323482, "ts": 1714870276739909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276740017, "dur": 205, + "args": { + "External id": 9943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9943, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9943, "pid": 0, "tid": 7, "ts": 1714870276740017, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740009, "dur": 215, + "args": { + "External id": 9943, + "cbid": 211, "correlation": 9943 + } + }, + { + "ph": "s", "id": 9943, "pid": 323482, "tid": 323482, "ts": 1714870276740009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276740252, "dur": 160, + "args": { + "External id": 9957, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9957, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9957, "pid": 0, "tid": 7, "ts": 1714870276740252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740245, "dur": 169, + "args": { + "External id": 9957, + "cbid": 211, "correlation": 9957 + } + }, + { + "ph": "s", "id": 9957, "pid": 323482, "tid": 323482, "ts": 1714870276740245, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276740477, "dur": 2, + "args": { + "External id": 9979, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9979, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9979, "pid": 0, "tid": 7, "ts": 1714870276740477, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740469, "dur": 12, + "args": { + "External id": 9979, + "cbid": 211, "correlation": 9979 + } + }, + { + "ph": "s", "id": 9979, "pid": 323482, "tid": 323482, "ts": 1714870276740469, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276740550, "dur": 1, + "args": { + "External id": 9994, + "device": 0, "context": 1, + "stream": 7, "correlation": 9994, + "bytes": 72248, "memory bandwidth (GB/s)": 43.41826923076923 + } + }, + { + "ph": "f", "id": 9994, "pid": 0, "tid": 7, "ts": 1714870276740550, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276740538, "dur": 15, + "args": { + "External id": 9994, + "cbid": 41, "correlation": 9994 + } + }, + { + "ph": "s", "id": 9994, "pid": 323482, "tid": 323482, "ts": 1714870276740538, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276740586, "dur": 8, + "args": { + "External id": 10004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10004, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10004, "pid": 0, "tid": 7, "ts": 1714870276740586, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740578, "dur": 18, + "args": { + "External id": 10004, + "cbid": 211, "correlation": 10004 + } + }, + { + "ph": "s", "id": 10004, "pid": 323482, "tid": 323482, "ts": 1714870276740578, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276740623, "dur": 18, + "args": { + "External id": 10017, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10017, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10017, "pid": 0, "tid": 7, "ts": 1714870276740623, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740617, "dur": 26, + "args": { + "External id": 10017, + "cbid": 211, "correlation": 10017 + } + }, + { + "ph": "s", "id": 10017, "pid": 323482, "tid": 323482, "ts": 1714870276740617, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276740674, "dur": 22, + "args": { + "External id": 10031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10031, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10031, "pid": 0, "tid": 7, "ts": 1714870276740674, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740666, "dur": 32, + "args": { + "External id": 10031, + "cbid": 211, "correlation": 10031 + } + }, + { + "ph": "s", "id": 10031, "pid": 323482, "tid": 323482, "ts": 1714870276740666, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276740760, "dur": 2, + "args": { + "External id": 10053, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10053, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10053, "pid": 0, "tid": 7, "ts": 1714870276740760, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740752, "dur": 12, + "args": { + "External id": 10053, + "cbid": 211, "correlation": 10053 + } + }, + { + "ph": "s", "id": 10053, "pid": 323482, "tid": 323482, "ts": 1714870276740752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276740831, "dur": 1, + "args": { + "External id": 10068, + "device": 0, "context": 1, + "stream": 7, "correlation": 10068, + "bytes": 608, "memory bandwidth (GB/s)": 0.4225156358582349 + } + }, + { + "ph": "f", "id": 10068, "pid": 0, "tid": 7, "ts": 1714870276740831, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276740819, "dur": 15, + "args": { + "External id": 10068, + "cbid": 41, "correlation": 10068 + } + }, + { + "ph": "s", "id": 10068, "pid": 323482, "tid": 323482, "ts": 1714870276740819, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276740867, "dur": 2, + "args": { + "External id": 10078, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10078, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 10078, "pid": 0, "tid": 7, "ts": 1714870276740867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740859, "dur": 12, + "args": { + "External id": 10078, + "cbid": 211, "correlation": 10078 + } + }, + { + "ph": "s", "id": 10078, "pid": 323482, "tid": 323482, "ts": 1714870276740859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276740898, "dur": 2, + "args": { + "External id": 10091, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10091, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 10091, "pid": 0, "tid": 7, "ts": 1714870276740898, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740891, "dur": 11, + "args": { + "External id": 10091, + "cbid": 211, "correlation": 10091 + } + }, + { + "ph": "s", "id": 10091, "pid": 323482, "tid": 323482, "ts": 1714870276740891, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276740930, "dur": 4, + "args": { + "External id": 10106, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10106, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10106, "pid": 0, "tid": 7, "ts": 1714870276740930, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740923, "dur": 13, + "args": { + "External id": 10106, + "cbid": 211, "correlation": 10106 + } + }, + { + "ph": "s", "id": 10106, "pid": 323482, "tid": 323482, "ts": 1714870276740923, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276740999, "dur": 1, + "args": { + "External id": 10128, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10128, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10128, "pid": 0, "tid": 7, "ts": 1714870276740999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276740991, "dur": 12, + "args": { + "External id": 10128, + "cbid": 211, "correlation": 10128 + } + }, + { + "ph": "s", "id": 10128, "pid": 323482, "tid": 323482, "ts": 1714870276740991, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276741066, "dur": 1, + "args": { + "External id": 10143, + "device": 0, "context": 1, + "stream": 7, "correlation": 10143, + "bytes": 264, "memory bandwidth (GB/s)": 0.22916666666666666 + } + }, + { + "ph": "f", "id": 10143, "pid": 0, "tid": 7, "ts": 1714870276741066, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276741055, "dur": 14, + "args": { + "External id": 10143, + "cbid": 41, "correlation": 10143 + } + }, + { + "ph": "s", "id": 10143, "pid": 323482, "tid": 323482, "ts": 1714870276741055, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276741109, "dur": 2, + "args": { + "External id": 10153, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10153, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10153, "pid": 0, "tid": 7, "ts": 1714870276741109, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276741101, "dur": 12, + "args": { + "External id": 10153, + "cbid": 211, "correlation": 10153 + } + }, + { + "ph": "s", "id": 10153, "pid": 323482, "tid": 323482, "ts": 1714870276741101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276741140, "dur": 2, + "args": { + "External id": 10166, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10166, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10166, "pid": 0, "tid": 7, "ts": 1714870276741140, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276741133, "dur": 11, + "args": { + "External id": 10166, + "cbid": 211, "correlation": 10166 + } + }, + { + "ph": "s", "id": 10166, "pid": 323482, "tid": 323482, "ts": 1714870276741133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276741172, "dur": 4, + "args": { + "External id": 10181, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10181, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10181, "pid": 0, "tid": 7, "ts": 1714870276741172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276741165, "dur": 13, + "args": { + "External id": 10181, + "cbid": 211, "correlation": 10181 + } + }, + { + "ph": "s", "id": 10181, "pid": 323482, "tid": 323482, "ts": 1714870276741165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276741238, "dur": 1, + "args": { + "External id": 10203, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10203, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10203, "pid": 0, "tid": 7, "ts": 1714870276741238, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276741230, "dur": 12, + "args": { + "External id": 10203, + "cbid": 211, "correlation": 10203 + } + }, + { + "ph": "s", "id": 10203, "pid": 323482, "tid": 323482, "ts": 1714870276741230, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714870276741311, "dur": 2, + "args": { + "External id": 10214, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10214, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10214, "pid": 0, "tid": 7, "ts": 1714870276741311, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276741302, "dur": 13, + "args": { + "External id": 10214, + "cbid": 211, "correlation": 10214 + } + }, + { + "ph": "s", "id": 10214, "pid": 323482, "tid": 323482, "ts": 1714870276741302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714870276741389, "dur": 154, + "args": { + "External id": 10226, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10226, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10226, "pid": 0, "tid": 7, "ts": 1714870276741389, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276741380, "dur": 165, + "args": { + "External id": 10226, + "cbid": 211, "correlation": 10226 + } + }, + { + "ph": "s", "id": 10226, "pid": 323482, "tid": 323482, "ts": 1714870276741380, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323482, + "ts": 1714870276741636, "dur": 1, + "args": { + "External id": 10240, + "cbid": 210, "correlation": 10240 + } + }, + { + "ph": "f", "id": 10240, "pid": 323482, "tid": 323482, "ts": 1714870276741636, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714870276741648, "dur": 411, + "args": { + "External id": 10241, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10241, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 10241, "pid": 0, "tid": 7, "ts": 1714870276741648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276741639, "dur": 422, + "args": { + "External id": 10241, + "cbid": 211, "correlation": 10241 + } + }, + { + "ph": "s", "id": 10241, "pid": 323482, "tid": 323482, "ts": 1714870276741639, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714870276742070, "dur": 5, + "args": { + "External id": 10243, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10243, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10243, "pid": 0, "tid": 7, "ts": 1714870276742070, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742063, "dur": 14, + "args": { + "External id": 10243, + "cbid": 211, "correlation": 10243 + } + }, + { + "ph": "s", "id": 10243, "pid": 323482, "tid": 323482, "ts": 1714870276742063, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276742124, "dur": 1, + "args": { + "External id": 10254, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10254, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10254, "pid": 0, "tid": 7, "ts": 1714870276742124, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742116, "dur": 11, + "args": { + "External id": 10254, + "cbid": 211, "correlation": 10254 + } + }, + { + "ph": "s", "id": 10254, "pid": 323482, "tid": 323482, "ts": 1714870276742116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276742189, "dur": 1, + "args": { + "External id": 10267, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10267, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10267, "pid": 0, "tid": 7, "ts": 1714870276742189, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742180, "dur": 12, + "args": { + "External id": 10267, + "cbid": 211, "correlation": 10267 + } + }, + { + "ph": "s", "id": 10267, "pid": 323482, "tid": 323482, "ts": 1714870276742180, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714870276742213, "dur": 1, + "args": { + "External id": 10275, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10275, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10275, "pid": 0, "tid": 7, "ts": 1714870276742213, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742206, "dur": 10, + "args": { + "External id": 10275, + "cbid": 211, "correlation": 10275 + } + }, + { + "ph": "s", "id": 10275, "pid": 323482, "tid": 323482, "ts": 1714870276742206, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276742258, "dur": 1, + "args": { + "External id": 10285, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10285, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10285, "pid": 0, "tid": 7, "ts": 1714870276742258, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742250, "dur": 11, + "args": { + "External id": 10285, + "cbid": 211, "correlation": 10285 + } + }, + { + "ph": "s", "id": 10285, "pid": 323482, "tid": 323482, "ts": 1714870276742250, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276742363, "dur": 1, + "args": { + "External id": 10298, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10298, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10298, "pid": 0, "tid": 7, "ts": 1714870276742363, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742355, "dur": 12, + "args": { + "External id": 10298, + "cbid": 211, "correlation": 10298 + } + }, + { + "ph": "s", "id": 10298, "pid": 323482, "tid": 323482, "ts": 1714870276742355, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276742394, "dur": 3, + "args": { + "External id": 10310, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10310, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10310, "pid": 0, "tid": 7, "ts": 1714870276742394, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742386, "dur": 13, + "args": { + "External id": 10310, + "cbid": 211, "correlation": 10310 + } + }, + { + "ph": "s", "id": 10310, "pid": 323482, "tid": 323482, "ts": 1714870276742386, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276742422, "dur": 0, + "args": { + "External id": 10318, + "device": 0, "context": 1, + "stream": 7, "correlation": 10318, + "bytes": 4, "memory bandwidth (GB/s)": 0.004032258064516129 + } + }, + { + "ph": "f", "id": 10318, "pid": 0, "tid": 7, "ts": 1714870276742422, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276742412, "dur": 13, + "args": { + "External id": 10318, + "cbid": 41, "correlation": 10318 + } + }, + { + "ph": "s", "id": 10318, "pid": 323482, "tid": 323482, "ts": 1714870276742412, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276742752, "dur": 0, + "args": { + "External id": 10333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10333, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10333, "pid": 0, "tid": 7, "ts": 1714870276742752, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276742742, "dur": 13, + "args": { + "External id": 10333, + "cbid": 211, "correlation": 10333 + } + }, + { + "ph": "s", "id": 10333, "pid": 323482, "tid": 323482, "ts": 1714870276742742, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276742942, "dur": 1, + "args": { + "External id": 10349, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10349, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10349, "pid": 0, "tid": 7, "ts": 1714870276742942, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276742928, "dur": 20, + "args": { + "External id": 10349, + "cbid": 211, "correlation": 10349 + } + }, + { + "ph": "s", "id": 10349, "pid": 323482, "tid": 323529, "ts": 1714870276742928, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276742981, "dur": 1, + "args": { + "External id": 10353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10353, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10353, "pid": 0, "tid": 7, "ts": 1714870276742981, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276742972, "dur": 12, + "args": { + "External id": 10353, + "cbid": 211, "correlation": 10353 + } + }, + { + "ph": "s", "id": 10353, "pid": 323482, "tid": 323529, "ts": 1714870276742972, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276743058, "dur": 1, + "args": { + "External id": 10373, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10373, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10373, "pid": 0, "tid": 7, "ts": 1714870276743058, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276743049, "dur": 13, + "args": { + "External id": 10373, + "cbid": 211, "correlation": 10373 + } + }, + { + "ph": "s", "id": 10373, "pid": 323482, "tid": 323529, "ts": 1714870276743049, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714870276743143, "dur": 1, + "args": { + "External id": 10389, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10389, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10389, "pid": 0, "tid": 7, "ts": 1714870276743143, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276743133, "dur": 14, + "args": { + "External id": 10389, + "cbid": 211, "correlation": 10389 + } + }, + { + "ph": "s", "id": 10389, "pid": 323482, "tid": 323529, "ts": 1714870276743133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714870276743191, "dur": 1, + "args": { + "External id": 10401, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10401, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10401, "pid": 0, "tid": 7, "ts": 1714870276743191, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276743183, "dur": 13, 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achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10441, "pid": 0, "tid": 7, "ts": 1714870276743357, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276743348, "dur": 12, + "args": { + "External id": 10441, + "cbid": 211, "correlation": 10441 + } + }, + { + "ph": "s", "id": 10441, "pid": 323482, "tid": 323529, "ts": 1714870276743348, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323529, + "ts": 1714870276743397, "dur": 1, + "args": { + "External id": 10457, + "cbid": 210, "correlation": 10457 + } + }, + { + "ph": "f", "id": 10457, "pid": 323482, "tid": 323529, "ts": 1714870276743397, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714870276743407, "dur": 268, + 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10470 + } + }, + { + "ph": "f", "id": 10470, "pid": 323482, "tid": 323529, "ts": 1714870276743699, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714870276743709, "dur": 247, + "args": { + "External id": 10471, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10471, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10471, "pid": 0, "tid": 7, "ts": 1714870276743709, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276743701, "dur": 257, + "args": { + "External id": 10471, + "cbid": 211, "correlation": 10471 + } + }, + { + "ph": "s", "id": 10471, "pid": 323482, "tid": 323529, "ts": 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"cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744099, "dur": 177, + "args": { + "External id": 10516, + "cbid": 211, "correlation": 10516 + } + }, + { + "ph": "s", "id": 10516, "pid": 323482, "tid": 323529, "ts": 1714870276744099, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714870276744313, "dur": 149, + "args": { + "External id": 10528, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10528, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 10528, "pid": 0, "tid": 7, "ts": 1714870276744313, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744305, "dur": 159, + "args": { + "External id": 10528, + "cbid": 211, "correlation": 10528 + } + }, + { + "ph": "s", "id": 10528, "pid": 323482, "tid": 323529, "ts": 1714870276744305, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276744508, "dur": 1, + "args": { + "External id": 10539, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10539, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10539, "pid": 0, "tid": 7, "ts": 1714870276744508, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744500, "dur": 11, + "args": { + "External id": 10539, + "cbid": 211, "correlation": 10539 + } + }, + { + "ph": "s", "id": 10539, "pid": 323482, "tid": 323529, "ts": 1714870276744500, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276744729, "dur": 1, + "args": { + "External id": 10567, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10567, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10567, "pid": 0, "tid": 7, "ts": 1714870276744729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744721, "dur": 12, + "args": { + "External id": 10567, + "cbid": 211, "correlation": 10567 + } + }, + { + "ph": "s", "id": 10567, "pid": 323482, "tid": 323529, "ts": 1714870276744721, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276744762, "dur": 0, + "args": { + "External id": 10583, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10583, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10583, "pid": 0, "tid": 7, "ts": 1714870276744762, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744755, "dur": 9, + "args": { + "External id": 10583, + "cbid": 211, "correlation": 10583 + } + }, + { + "ph": "s", "id": 10583, "pid": 323482, "tid": 323529, "ts": 1714870276744755, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276744776, "dur": 3, + "args": { + "External id": 10590, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10590, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10590, "pid": 0, "tid": 7, "ts": 1714870276744776, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744770, "dur": 10, + "args": { + "External id": 10590, + "cbid": 211, "correlation": 10590 + } + }, + { + "ph": "s", "id": 10590, "pid": 323482, "tid": 323529, "ts": 1714870276744770, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276744847, "dur": 1, + "args": { + "External id": 10612, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10612, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10612, "pid": 0, "tid": 7, "ts": 1714870276744847, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744839, "dur": 11, + "args": { + "External id": 10612, + "cbid": 211, "correlation": 10612 + } + }, + { + "ph": "s", "id": 10612, "pid": 323482, "tid": 323529, "ts": 1714870276744839, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276744876, "dur": 0, + "args": { + "External id": 10628, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10628, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10628, "pid": 0, "tid": 7, "ts": 1714870276744876, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744869, "dur": 9, + "args": { + "External id": 10628, + "cbid": 211, "correlation": 10628 + } + }, + { + "ph": "s", "id": 10628, "pid": 323482, "tid": 323529, "ts": 1714870276744869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276744888, "dur": 3, + "args": { + "External id": 10635, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10635, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10635, "pid": 0, "tid": 7, "ts": 1714870276744888, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744883, "dur": 10, + "args": { + "External id": 10635, + "cbid": 211, "correlation": 10635 + } + }, + { + "ph": "s", "id": 10635, "pid": 323482, "tid": 323529, "ts": 1714870276744883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276744949, "dur": 1, + "args": { + "External id": 10657, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10657, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10657, "pid": 0, "tid": 7, "ts": 1714870276744949, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744941, "dur": 11, + "args": { + "External id": 10657, + "cbid": 211, "correlation": 10657 + } + }, + { + "ph": "s", "id": 10657, "pid": 323482, "tid": 323529, "ts": 1714870276744941, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276744976, "dur": 1, + "args": { + "External id": 10673, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10673, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10673, "pid": 0, "tid": 7, "ts": 1714870276744976, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744970, "dur": 9, + "args": { + "External id": 10673, + "cbid": 211, "correlation": 10673 + } + }, + { + "ph": "s", "id": 10673, "pid": 323482, "tid": 323529, "ts": 1714870276744970, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276744989, "dur": 2, + "args": { + "External id": 10680, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10680, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10680, "pid": 0, "tid": 7, "ts": 1714870276744989, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276744984, "dur": 9, + "args": { + "External id": 10680, + "cbid": 211, "correlation": 10680 + } + }, + { + "ph": "s", "id": 10680, "pid": 323482, "tid": 323529, "ts": 1714870276744984, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276745057, "dur": 1, + "args": { + "External id": 10702, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10702, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10702, "pid": 0, "tid": 7, "ts": 1714870276745057, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745049, "dur": 11, + "args": { + "External id": 10702, + "cbid": 211, "correlation": 10702 + } + }, + { + "ph": "s", "id": 10702, "pid": 323482, "tid": 323529, "ts": 1714870276745049, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276745085, "dur": 16, + "args": { + "External id": 10718, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10718, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10718, "pid": 0, "tid": 7, "ts": 1714870276745085, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745078, "dur": 24, + "args": { + "External id": 10718, + "cbid": 211, "correlation": 10718 + } + }, + { + "ph": "s", "id": 10718, "pid": 323482, "tid": 323529, "ts": 1714870276745078, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276745113, "dur": 3, + "args": { + "External id": 10725, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10725, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10725, "pid": 0, "tid": 7, "ts": 1714870276745113, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745107, "dur": 11, + "args": { + "External id": 10725, + "cbid": 211, "correlation": 10725 + } + }, + { + "ph": "s", "id": 10725, "pid": 323482, "tid": 323529, "ts": 1714870276745107, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276745172, "dur": 2, + "args": { + "External id": 10747, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10747, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10747, "pid": 0, "tid": 7, "ts": 1714870276745172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745165, "dur": 12, + "args": { + "External id": 10747, + "cbid": 211, "correlation": 10747 + } + }, + { + "ph": "s", "id": 10747, "pid": 323482, "tid": 323529, "ts": 1714870276745165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276745209, "dur": 229, + "args": { + "External id": 10763, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10763, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10763, "pid": 0, "tid": 7, "ts": 1714870276745209, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745202, "dur": 238, + "args": { + "External id": 10763, + "cbid": 211, "correlation": 10763 + } + }, + { + "ph": "s", "id": 10763, "pid": 323482, "tid": 323529, "ts": 1714870276745202, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276745450, "dur": 4, + "args": { + "External id": 10770, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10770, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10770, "pid": 0, "tid": 7, "ts": 1714870276745450, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745445, "dur": 11, + "args": { + "External id": 10770, + "cbid": 211, "correlation": 10770 + } + }, + { + "ph": "s", "id": 10770, "pid": 323482, "tid": 323529, "ts": 1714870276745445, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276745511, "dur": 2, + "args": { + "External id": 10792, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10792, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10792, "pid": 0, "tid": 7, "ts": 1714870276745511, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745503, "dur": 12, + "args": { + "External id": 10792, + "cbid": 211, "correlation": 10792 + } + }, + { + "ph": "s", "id": 10792, "pid": 323482, "tid": 323529, "ts": 1714870276745503, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276745539, "dur": 84, + "args": { + "External id": 10808, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10808, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10808, "pid": 0, "tid": 7, "ts": 1714870276745539, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745533, "dur": 92, + "args": { + "External id": 10808, + "cbid": 211, "correlation": 10808 + } + }, + { + "ph": "s", "id": 10808, "pid": 323482, "tid": 323529, "ts": 1714870276745533, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276745635, "dur": 3, + "args": { + "External id": 10815, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10815, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10815, "pid": 0, "tid": 7, "ts": 1714870276745635, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745630, "dur": 10, + "args": { + "External id": 10815, + "cbid": 211, "correlation": 10815 + } + }, + { + "ph": "s", "id": 10815, "pid": 323482, "tid": 323529, "ts": 1714870276745630, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276745702, "dur": 2, + "args": { + "External id": 10837, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10837, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10837, "pid": 0, "tid": 7, "ts": 1714870276745702, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745694, "dur": 12, + "args": { + "External id": 10837, + "cbid": 211, "correlation": 10837 + } + }, + { + "ph": "s", "id": 10837, "pid": 323482, "tid": 323529, "ts": 1714870276745694, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276745731, "dur": 271, + "args": { + "External id": 10853, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10853, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10853, "pid": 0, "tid": 7, "ts": 1714870276745731, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276745724, "dur": 279, + "args": { + "External id": 10853, + "cbid": 211, "correlation": 10853 + } + }, + { + "ph": "s", "id": 10853, "pid": 323482, "tid": 323529, "ts": 1714870276745724, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746014, "dur": 3, + "args": { + "External id": 10860, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10860, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10860, "pid": 0, "tid": 7, "ts": 1714870276746014, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746008, "dur": 11, + "args": { + "External id": 10860, + "cbid": 211, "correlation": 10860 + } + }, + { + "ph": "s", "id": 10860, "pid": 323482, "tid": 323529, "ts": 1714870276746008, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746074, "dur": 2, + "args": { + "External id": 10882, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10882, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10882, "pid": 0, "tid": 7, "ts": 1714870276746074, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746066, "dur": 12, + "args": { + "External id": 10882, + "cbid": 211, "correlation": 10882 + } + }, + { + "ph": "s", "id": 10882, "pid": 323482, "tid": 323529, "ts": 1714870276746066, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746102, "dur": 0, + "args": { + "External id": 10898, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10898, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10898, "pid": 0, "tid": 7, "ts": 1714870276746102, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746096, "dur": 9, + "args": { + "External id": 10898, + "cbid": 211, "correlation": 10898 + } + }, + { + "ph": "s", "id": 10898, "pid": 323482, "tid": 323529, "ts": 1714870276746096, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746114, "dur": 3, + "args": { + "External id": 10905, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10905, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10905, "pid": 0, "tid": 7, "ts": 1714870276746114, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746109, "dur": 10, + "args": { + "External id": 10905, + "cbid": 211, "correlation": 10905 + } + }, + { + "ph": "s", "id": 10905, "pid": 323482, "tid": 323529, "ts": 1714870276746109, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746220, "dur": 1, + "args": { + "External id": 10927, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10927, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10927, "pid": 0, "tid": 7, "ts": 1714870276746220, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746212, "dur": 12, + "args": { + "External id": 10927, + "cbid": 211, "correlation": 10927 + } + }, + { + "ph": "s", "id": 10927, "pid": 323482, "tid": 323529, "ts": 1714870276746212, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746249, "dur": 0, + "args": { + "External id": 10943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10943, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 10943, "pid": 0, "tid": 7, "ts": 1714870276746249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746242, "dur": 9, + "args": { + "External id": 10943, + "cbid": 211, "correlation": 10943 + } + }, + { + "ph": "s", "id": 10943, "pid": 323482, "tid": 323529, "ts": 1714870276746242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746260, "dur": 3, + "args": { + "External id": 10950, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10950, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10950, "pid": 0, "tid": 7, "ts": 1714870276746260, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746255, "dur": 10, + "args": { + "External id": 10950, + "cbid": 211, "correlation": 10950 + } + }, + { + "ph": "s", "id": 10950, "pid": 323482, "tid": 323529, "ts": 1714870276746255, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746320, "dur": 1, + "args": { + "External id": 10972, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10972, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10972, "pid": 0, "tid": 7, "ts": 1714870276746320, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746312, "dur": 11, + "args": { + "External id": 10972, + "cbid": 211, "correlation": 10972 + } + }, + { + "ph": "s", "id": 10972, "pid": 323482, "tid": 323529, "ts": 1714870276746312, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746347, "dur": 0, + "args": { + "External id": 10988, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10988, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10988, "pid": 0, "tid": 7, "ts": 1714870276746347, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746341, "dur": 8, + "args": { + "External id": 10988, + "cbid": 211, "correlation": 10988 + } + }, + { + "ph": "s", "id": 10988, "pid": 323482, "tid": 323529, "ts": 1714870276746341, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746359, "dur": 3, + "args": { + "External id": 10995, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10995, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10995, "pid": 0, "tid": 7, "ts": 1714870276746359, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746354, "dur": 10, + "args": { + "External id": 10995, + "cbid": 211, "correlation": 10995 + } + }, + { + "ph": "s", "id": 10995, "pid": 323482, "tid": 323529, "ts": 1714870276746354, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746427, "dur": 1, + "args": { + "External id": 11017, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11017, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11017, "pid": 0, "tid": 7, "ts": 1714870276746427, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746419, "dur": 11, + "args": { + "External id": 11017, + "cbid": 211, "correlation": 11017 + } + }, + { + "ph": "s", "id": 11017, "pid": 323482, "tid": 323529, "ts": 1714870276746419, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746455, "dur": 0, + "args": { + "External id": 11033, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11033, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11033, "pid": 0, "tid": 7, "ts": 1714870276746455, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746448, "dur": 9, + "args": { + "External id": 11033, + "cbid": 211, "correlation": 11033 + } + }, + { + "ph": "s", "id": 11033, "pid": 323482, "tid": 323529, "ts": 1714870276746448, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746466, "dur": 3, + "args": { + "External id": 11040, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11040, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11040, "pid": 0, "tid": 7, "ts": 1714870276746466, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746461, "dur": 10, + "args": { + "External id": 11040, + "cbid": 211, "correlation": 11040 + } + }, + { + "ph": "s", "id": 11040, "pid": 323482, "tid": 323529, "ts": 1714870276746461, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746535, "dur": 1, + "args": { + "External id": 11062, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11062, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11062, "pid": 0, "tid": 7, "ts": 1714870276746535, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746527, "dur": 12, + "args": { + "External id": 11062, + "cbid": 211, "correlation": 11062 + } + }, + { + "ph": "s", "id": 11062, "pid": 323482, "tid": 323529, "ts": 1714870276746527, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746571, "dur": 1, + "args": { + "External id": 11078, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11078, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 11078, "pid": 0, "tid": 7, "ts": 1714870276746571, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746564, "dur": 10, + "args": { + "External id": 11078, + "cbid": 211, "correlation": 11078 + } + }, + { + "ph": "s", "id": 11078, "pid": 323482, "tid": 323529, "ts": 1714870276746564, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746584, "dur": 2, + "args": { + "External id": 11085, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11085, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11085, "pid": 0, "tid": 7, "ts": 1714870276746584, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746578, "dur": 9, + "args": { + "External id": 11085, + "cbid": 211, "correlation": 11085 + } + }, + { + "ph": "s", "id": 11085, "pid": 323482, "tid": 323529, "ts": 1714870276746578, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746643, "dur": 1, + "args": { + "External id": 11107, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11107, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11107, "pid": 0, "tid": 7, "ts": 1714870276746643, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746635, "dur": 11, + "args": { + "External id": 11107, + "cbid": 211, "correlation": 11107 + } + }, + { + "ph": "s", "id": 11107, "pid": 323482, "tid": 323529, "ts": 1714870276746635, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746670, "dur": 0, + "args": { + "External id": 11123, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11123, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 11123, "pid": 0, "tid": 7, "ts": 1714870276746670, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746664, "dur": 9, + "args": { + "External id": 11123, + "cbid": 211, "correlation": 11123 + } + }, + { + "ph": "s", "id": 11123, "pid": 323482, "tid": 323529, "ts": 1714870276746664, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746682, "dur": 3, + "args": { + "External id": 11130, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11130, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11130, "pid": 0, "tid": 7, "ts": 1714870276746682, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746677, "dur": 10, + "args": { + "External id": 11130, + "cbid": 211, "correlation": 11130 + } + }, + { + "ph": "s", "id": 11130, "pid": 323482, "tid": 323529, "ts": 1714870276746677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746765, "dur": 1, + "args": { + "External id": 11152, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11152, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11152, "pid": 0, "tid": 7, "ts": 1714870276746765, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746757, "dur": 12, + "args": { + "External id": 11152, + "cbid": 211, "correlation": 11152 + } + }, + { + "ph": "s", "id": 11152, "pid": 323482, "tid": 323529, "ts": 1714870276746757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746806, "dur": 0, + "args": { + "External id": 11168, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11168, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11168, "pid": 0, "tid": 7, "ts": 1714870276746806, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746799, "dur": 9, + "args": { + "External id": 11168, + "cbid": 211, "correlation": 11168 + } + }, + { + "ph": "s", "id": 11168, "pid": 323482, "tid": 323529, "ts": 1714870276746799, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746819, "dur": 3, + "args": { + "External id": 11175, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11175, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11175, "pid": 0, "tid": 7, "ts": 1714870276746819, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746813, "dur": 9, + "args": { + "External id": 11175, + "cbid": 211, "correlation": 11175 + } + }, + { + "ph": "s", "id": 11175, "pid": 323482, "tid": 323529, "ts": 1714870276746813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276746879, "dur": 1, + "args": { + "External id": 11197, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11197, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11197, "pid": 0, "tid": 7, "ts": 1714870276746879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746871, "dur": 11, + "args": { + "External id": 11197, + "cbid": 211, "correlation": 11197 + } + }, + { + "ph": "s", "id": 11197, "pid": 323482, "tid": 323529, "ts": 1714870276746871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276746918, "dur": 15, + "args": { + "External id": 11213, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11213, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11213, "pid": 0, "tid": 7, "ts": 1714870276746918, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746910, "dur": 25, + "args": { + "External id": 11213, + "cbid": 211, "correlation": 11213 + } + }, + { + "ph": "s", "id": 11213, "pid": 323482, "tid": 323529, "ts": 1714870276746910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276746945, "dur": 3, + "args": { + "External id": 11220, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11220, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11220, "pid": 0, "tid": 7, "ts": 1714870276746945, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746940, "dur": 10, + "args": { + "External id": 11220, + "cbid": 211, "correlation": 11220 + } + }, + { + "ph": "s", "id": 11220, "pid": 323482, "tid": 323529, "ts": 1714870276746940, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747005, "dur": 2, + "args": { + "External id": 11242, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11242, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11242, "pid": 0, "tid": 7, "ts": 1714870276747005, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276746998, "dur": 11, + "args": { + "External id": 11242, + "cbid": 211, "correlation": 11242 + } + }, + { + "ph": "s", "id": 11242, "pid": 323482, "tid": 323529, "ts": 1714870276746998, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747041, "dur": 23, + "args": { + "External id": 11258, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11258, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11258, "pid": 0, "tid": 7, "ts": 1714870276747041, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747034, "dur": 32, + "args": { + "External id": 11258, + "cbid": 211, "correlation": 11258 + } + }, + { + "ph": "s", "id": 11258, "pid": 323482, "tid": 323529, "ts": 1714870276747034, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747076, "dur": 3, + "args": { + "External id": 11265, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11265, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11265, "pid": 0, "tid": 7, "ts": 1714870276747076, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747071, "dur": 11, + "args": { + "External id": 11265, + "cbid": 211, "correlation": 11265 + } + }, + { + "ph": "s", "id": 11265, "pid": 323482, "tid": 323529, "ts": 1714870276747071, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747145, "dur": 2, + "args": { + "External id": 11287, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11287, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11287, "pid": 0, "tid": 7, "ts": 1714870276747145, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747137, "dur": 12, + "args": { + "External id": 11287, + "cbid": 211, "correlation": 11287 + } + }, + { + "ph": "s", "id": 11287, "pid": 323482, "tid": 323529, "ts": 1714870276747137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747174, "dur": 177, + "args": { + "External id": 11303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11303, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11303, "pid": 0, "tid": 7, "ts": 1714870276747174, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747167, "dur": 185, + "args": { + "External id": 11303, + "cbid": 211, "correlation": 11303 + } + }, + { + "ph": "s", "id": 11303, "pid": 323482, "tid": 323529, "ts": 1714870276747167, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747362, "dur": 3, + "args": { + "External id": 11310, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11310, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11310, "pid": 0, "tid": 7, "ts": 1714870276747362, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747357, "dur": 10, + "args": { + "External id": 11310, + "cbid": 211, "correlation": 11310 + } + }, + { + "ph": "s", "id": 11310, "pid": 323482, "tid": 323529, "ts": 1714870276747357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747423, "dur": 2, + "args": { + "External id": 11332, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11332, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11332, "pid": 0, "tid": 7, "ts": 1714870276747423, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747415, "dur": 12, + "args": { + "External id": 11332, + "cbid": 211, "correlation": 11332 + } + }, + { + "ph": "s", "id": 11332, "pid": 323482, "tid": 323529, "ts": 1714870276747415, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747458, "dur": 0, + "args": { + "External id": 11348, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11348, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11348, "pid": 0, "tid": 7, "ts": 1714870276747458, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747451, "dur": 9, + "args": { + "External id": 11348, + "cbid": 211, "correlation": 11348 + } + }, + { + "ph": "s", "id": 11348, "pid": 323482, "tid": 323529, "ts": 1714870276747451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747470, "dur": 3, + "args": { + "External id": 11355, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11355, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11355, "pid": 0, "tid": 7, "ts": 1714870276747470, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747465, "dur": 10, + "args": { + "External id": 11355, + "cbid": 211, "correlation": 11355 + } + }, + { + "ph": "s", "id": 11355, "pid": 323482, "tid": 323529, "ts": 1714870276747465, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747530, "dur": 1, + "args": { + "External id": 11377, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11377, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11377, "pid": 0, "tid": 7, "ts": 1714870276747530, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747523, "dur": 11, + "args": { + "External id": 11377, + "cbid": 211, "correlation": 11377 + } + }, + { + "ph": "s", "id": 11377, "pid": 323482, "tid": 323529, "ts": 1714870276747523, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747558, "dur": 0, + "args": { + "External id": 11393, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11393, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 11393, "pid": 0, "tid": 7, "ts": 1714870276747558, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747552, "dur": 9, + "args": { + "External id": 11393, + "cbid": 211, "correlation": 11393 + } + }, + { + "ph": "s", "id": 11393, "pid": 323482, "tid": 323529, "ts": 1714870276747552, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747570, "dur": 2, + "args": { + "External id": 11400, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11400, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11400, "pid": 0, "tid": 7, "ts": 1714870276747570, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747565, "dur": 9, + "args": { + "External id": 11400, + "cbid": 211, "correlation": 11400 + } + }, + { + "ph": "s", "id": 11400, "pid": 323482, "tid": 323529, "ts": 1714870276747565, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747635, "dur": 1, + "args": { + "External id": 11422, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11422, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11422, "pid": 0, "tid": 7, "ts": 1714870276747635, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747627, "dur": 12, + "args": { + "External id": 11422, + "cbid": 211, "correlation": 11422 + } + }, + { + "ph": "s", "id": 11422, "pid": 323482, "tid": 323529, "ts": 1714870276747627, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747663, "dur": 1, + "args": { + "External id": 11438, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11438, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 11438, "pid": 0, "tid": 7, "ts": 1714870276747663, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747657, "dur": 9, + "args": { + "External id": 11438, + "cbid": 211, "correlation": 11438 + } + }, + { + "ph": "s", "id": 11438, "pid": 323482, "tid": 323529, "ts": 1714870276747657, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747676, "dur": 2, + "args": { + "External id": 11445, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11445, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11445, "pid": 0, "tid": 7, "ts": 1714870276747676, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747670, "dur": 9, + "args": { + "External id": 11445, + "cbid": 211, "correlation": 11445 + } + }, + { + "ph": "s", "id": 11445, "pid": 323482, "tid": 323529, "ts": 1714870276747670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747734, "dur": 1, + "args": { + "External id": 11467, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11467, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11467, "pid": 0, "tid": 7, "ts": 1714870276747734, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747726, "dur": 11, + "args": { + "External id": 11467, + "cbid": 211, "correlation": 11467 + } + }, + { + "ph": "s", "id": 11467, "pid": 323482, "tid": 323529, "ts": 1714870276747726, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747761, "dur": 0, + "args": { + "External id": 11483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11483, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11483, "pid": 0, "tid": 7, "ts": 1714870276747761, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747755, "dur": 9, + "args": { + "External id": 11483, + "cbid": 211, "correlation": 11483 + } + }, + { + "ph": "s", "id": 11483, "pid": 323482, "tid": 323529, "ts": 1714870276747755, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747780, "dur": 4, + "args": { + "External id": 11490, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11490, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11490, "pid": 0, "tid": 7, "ts": 1714870276747780, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747768, "dur": 18, + "args": { + "External id": 11490, + "cbid": 211, "correlation": 11490 + } + }, + { + "ph": "s", "id": 11490, "pid": 323482, "tid": 323529, "ts": 1714870276747768, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747841, "dur": 1, + "args": { + "External id": 11512, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11512, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11512, "pid": 0, "tid": 7, "ts": 1714870276747841, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747834, "dur": 11, + "args": { + "External id": 11512, + "cbid": 211, "correlation": 11512 + } + }, + { + "ph": "s", "id": 11512, "pid": 323482, "tid": 323529, "ts": 1714870276747834, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747869, "dur": 4, + "args": { + "External id": 11528, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11528, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11528, "pid": 0, "tid": 7, "ts": 1714870276747869, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747863, "dur": 12, + "args": { + "External id": 11528, + "cbid": 211, "correlation": 11528 + } + }, + { + "ph": "s", "id": 11528, "pid": 323482, "tid": 323529, "ts": 1714870276747863, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747884, "dur": 2, + "args": { + "External id": 11535, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11535, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11535, "pid": 0, "tid": 7, "ts": 1714870276747884, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747879, "dur": 9, + "args": { + "External id": 11535, + "cbid": 211, "correlation": 11535 + } + }, + { + "ph": "s", "id": 11535, "pid": 323482, "tid": 323529, "ts": 1714870276747879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276747941, "dur": 1, + "args": { + "External id": 11557, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11557, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11557, "pid": 0, "tid": 7, "ts": 1714870276747941, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747934, "dur": 11, + "args": { + "External id": 11557, + "cbid": 211, "correlation": 11557 + } + }, + { + "ph": "s", "id": 11557, "pid": 323482, "tid": 323529, "ts": 1714870276747934, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276747977, "dur": 1, + "args": { + "External id": 11573, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11573, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 11573, "pid": 0, "tid": 7, "ts": 1714870276747977, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747970, "dur": 10, + "args": { + "External id": 11573, + "cbid": 211, "correlation": 11573 + } + }, + { + "ph": "s", "id": 11573, "pid": 323482, "tid": 323529, "ts": 1714870276747970, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276747989, "dur": 3, + "args": { + "External id": 11580, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11580, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11580, "pid": 0, "tid": 7, "ts": 1714870276747989, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276747984, "dur": 10, + "args": { + "External id": 11580, + "cbid": 211, "correlation": 11580 + } + }, + { + "ph": "s", "id": 11580, "pid": 323482, "tid": 323529, "ts": 1714870276747984, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276748048, "dur": 1, + "args": { + "External id": 11602, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11602, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11602, "pid": 0, "tid": 7, "ts": 1714870276748048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748041, "dur": 11, + "args": { + "External id": 11602, + "cbid": 211, "correlation": 11602 + } + }, + { + "ph": "s", "id": 11602, "pid": 323482, "tid": 323529, "ts": 1714870276748041, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276748076, "dur": 2, + "args": { + "External id": 11618, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11618, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11618, "pid": 0, "tid": 7, "ts": 1714870276748076, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748069, "dur": 10, + "args": { + "External id": 11618, + "cbid": 211, "correlation": 11618 + } + }, + { + "ph": "s", "id": 11618, "pid": 323482, "tid": 323529, "ts": 1714870276748069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276748089, "dur": 2, + "args": { + "External id": 11625, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11625, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11625, "pid": 0, "tid": 7, "ts": 1714870276748089, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748084, "dur": 9, + "args": { + "External id": 11625, + "cbid": 211, "correlation": 11625 + } + }, + { + "ph": "s", "id": 11625, "pid": 323482, "tid": 323529, "ts": 1714870276748084, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276748146, "dur": 1, + "args": { + "External id": 11647, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11647, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11647, "pid": 0, "tid": 7, "ts": 1714870276748146, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748139, "dur": 11, + "args": { + "External id": 11647, + "cbid": 211, "correlation": 11647 + } + }, + { + "ph": "s", "id": 11647, "pid": 323482, "tid": 323529, "ts": 1714870276748139, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276748182, "dur": 3, + "args": { + "External id": 11663, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11663, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11663, "pid": 0, "tid": 7, "ts": 1714870276748182, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748175, "dur": 12, + "args": { + "External id": 11663, + "cbid": 211, "correlation": 11663 + } + }, + { + "ph": "s", "id": 11663, "pid": 323482, "tid": 323529, "ts": 1714870276748175, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276748197, "dur": 2, + "args": { + "External id": 11670, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11670, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11670, "pid": 0, "tid": 7, "ts": 1714870276748197, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748192, "dur": 9, + "args": { + "External id": 11670, + "cbid": 211, "correlation": 11670 + } + }, + { + "ph": "s", "id": 11670, "pid": 323482, "tid": 323529, "ts": 1714870276748192, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276748256, "dur": 1, + "args": { + "External id": 11692, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11692, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11692, "pid": 0, "tid": 7, "ts": 1714870276748256, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748248, "dur": 11, + "args": { + "External id": 11692, + "cbid": 211, "correlation": 11692 + } + }, + { + "ph": "s", "id": 11692, "pid": 323482, "tid": 323529, "ts": 1714870276748248, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276748283, "dur": 256, + "args": { + "External id": 11708, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11708, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11708, "pid": 0, "tid": 7, "ts": 1714870276748283, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748277, "dur": 265, + "args": { + "External id": 11708, + "cbid": 211, "correlation": 11708 + } + }, + { + "ph": "s", "id": 11708, "pid": 323482, "tid": 323529, "ts": 1714870276748277, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276748551, "dur": 3, + "args": { + "External id": 11715, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11715, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11715, "pid": 0, "tid": 7, "ts": 1714870276748551, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748546, "dur": 10, + "args": { + "External id": 11715, + "cbid": 211, "correlation": 11715 + } + }, + { + "ph": "s", "id": 11715, "pid": 323482, "tid": 323529, "ts": 1714870276748546, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323529, + "ts": 1714870276748620, "dur": 1, + "args": { + "External id": 11735, + "cbid": 210, "correlation": 11735 + } + }, + { + "ph": "f", "id": 11735, "pid": 323482, "tid": 323529, "ts": 1714870276748620, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714870276748630, "dur": 3, + "args": { + "External id": 11736, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11736, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11736, "pid": 0, "tid": 7, "ts": 1714870276748630, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748622, "dur": 14, + "args": { + "External id": 11736, + "cbid": 211, "correlation": 11736 + } + }, + { + "ph": "s", "id": 11736, "pid": 323482, "tid": 323529, "ts": 1714870276748622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323529, + "ts": 1714870276748658, "dur": 0, + "args": { + "External id": 11748, + "cbid": 210, "correlation": 11748 + } + }, + { + "ph": "f", "id": 11748, "pid": 323482, "tid": 323529, "ts": 1714870276748658, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714870276748667, "dur": 4, + "args": { + "External id": 11749, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11749, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11749, "pid": 0, "tid": 7, "ts": 1714870276748667, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748660, "dur": 13, + "args": { 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"cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748694, "dur": 15, + "args": { + "External id": 11762, + "cbid": 211, "correlation": 11762 + } + }, + { + "ph": "s", "id": 11762, "pid": 323482, "tid": 323529, "ts": 1714870276748694, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276748796, "dur": 1, + "args": { + "External id": 11788, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11788, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11788, "pid": 0, "tid": 7, "ts": 1714870276748796, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748788, "dur": 12, + "args": { + "External id": 11788, + "cbid": 211, "correlation": 11788 + } + }, + { + "ph": "s", "id": 11788, "pid": 323482, "tid": 323529, "ts": 1714870276748788, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714870276748842, "dur": 4, + "args": { + "External id": 11804, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11804, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11804, "pid": 0, "tid": 7, "ts": 1714870276748842, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748834, "dur": 13, + "args": { + "External id": 11804, + "cbid": 211, "correlation": 11804 + } + }, + { + "ph": "s", "id": 11804, "pid": 323482, "tid": 323529, "ts": 1714870276748834, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276748876, "dur": 5, + "args": { + "External id": 11817, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11817, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11817, "pid": 0, "tid": 7, "ts": 1714870276748876, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276748869, "dur": 14, + "args": { + "External id": 11817, + "cbid": 211, "correlation": 11817 + } + }, + { + "ph": "s", "id": 11817, "pid": 323482, "tid": 323529, "ts": 1714870276748869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 323482, "tid": 323482, + "ts": 1714870276749070, "dur": 1, + "args": { + "External id": 11838, + "cbid": 317, "correlation": 11838 + } + }, + { + "ph": "f", "id": 11838, "pid": 323482, "tid": 323482, "ts": 1714870276749070, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714870276749411, "dur": 836, + "args": { + "External id": 11841, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11841, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11841, "pid": 0, "tid": 7, "ts": 1714870276749411, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276749399, "dur": 852, + "args": { + "External id": 11841, + "cbid": 211, "correlation": 11841 + } + }, + { + "ph": "s", "id": 11841, "pid": 323482, "tid": 323482, "ts": 1714870276749399, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714870276750263, "dur": 827, + "args": { + "External id": 11844, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11844, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11844, "pid": 0, "tid": 7, "ts": 1714870276750263, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276750255, "dur": 837, + "args": { + "External id": 11844, + "cbid": 211, "correlation": 11844 + } + }, + { + "ph": "s", "id": 11844, "pid": 323482, "tid": 323482, "ts": 1714870276750255, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714870276751101, "dur": 848, + "args": { + "External id": 11847, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11847, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11847, "pid": 0, "tid": 7, "ts": 1714870276751101, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276751095, "dur": 856, + "args": { + "External id": 11847, + "cbid": 211, "correlation": 11847 + } + }, + { + "ph": "s", "id": 11847, "pid": 323482, "tid": 323482, "ts": 1714870276751095, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714870276751959, "dur": 853, + "args": { + "External id": 11850, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11850, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11850, "pid": 0, "tid": 7, "ts": 1714870276751959, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276751953, "dur": 860, + "args": { + "External id": 11850, + "cbid": 211, "correlation": 11850 + } + }, + { + "ph": "s", "id": 11850, "pid": 323482, "tid": 323482, "ts": 1714870276751953, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714870276752821, "dur": 306, + "args": { + "External id": 11853, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11853, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11853, "pid": 0, "tid": 7, "ts": 1714870276752821, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276752815, "dur": 313, + "args": { + "External id": 11853, + "cbid": 211, "correlation": 11853 + } + }, + { + "ph": "s", "id": 11853, "pid": 323482, "tid": 323482, "ts": 1714870276752815, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276753189, "dur": 590, + "args": { + "External id": 11859, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11859, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11859, "pid": 0, "tid": 7, "ts": 1714870276753189, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276753181, "dur": 600, + "args": { + "External id": 11859, + "cbid": 211, "correlation": 11859 + } + }, + { + "ph": "s", "id": 11859, "pid": 323482, "tid": 323482, "ts": 1714870276753181, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276753790, "dur": 581, + "args": { + "External id": 11862, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11862, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11862, "pid": 0, "tid": 7, "ts": 1714870276753790, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276753784, "dur": 588, + "args": { + "External id": 11862, + "cbid": 211, "correlation": 11862 + } + }, + { + "ph": "s", "id": 11862, "pid": 323482, "tid": 323482, "ts": 1714870276753784, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276754379, "dur": 599, + "args": { + "External id": 11865, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11865, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11865, "pid": 0, "tid": 7, "ts": 1714870276754379, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276754374, "dur": 606, + "args": { + "External id": 11865, + "cbid": 211, "correlation": 11865 + } + }, + { + "ph": "s", "id": 11865, "pid": 323482, "tid": 323482, "ts": 1714870276754374, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276754988, "dur": 595, + "args": { + "External id": 11868, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11868, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11868, "pid": 0, "tid": 7, "ts": 1714870276754988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276754982, "dur": 602, + "args": { + "External id": 11868, + "cbid": 211, "correlation": 11868 + } + }, + { + "ph": "s", "id": 11868, "pid": 323482, "tid": 323482, "ts": 1714870276754982, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276755592, "dur": 212, + "args": { + "External id": 11871, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11871, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11871, "pid": 0, "tid": 7, "ts": 1714870276755592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276755586, "dur": 219, + "args": { + "External id": 11871, + "cbid": 211, "correlation": 11871 + } + }, + { + "ph": "s", "id": 11871, "pid": 323482, "tid": 323482, "ts": 1714870276755586, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<3>, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276755867, "dur": 838, + "args": { + "External id": 11877, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11877, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11877, "pid": 0, "tid": 7, "ts": 1714870276755867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276755859, "dur": 849, + "args": { + "External id": 11877, + "cbid": 211, "correlation": 11877 + } + }, + { + "ph": "s", "id": 11877, "pid": 323482, "tid": 323482, "ts": 1714870276755859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276757545, "dur": 858, + "args": { + "External id": 11883, + "cbid": 211, "correlation": 11883 + } + }, + { + "ph": "s", "id": 11883, "pid": 323482, "tid": 323482, "ts": 1714870276757545, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<3>, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276758411, "dur": 851, + "args": { + "External id": 11886, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11886, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } 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"dur": 595, + "args": { + "External id": 12133, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12133, + "registers per thread": 27, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12133, "pid": 0, "tid": 7, "ts": 1714870276760048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276760039, "dur": 608, + "args": { + "External id": 12133, + "cbid": 211, "correlation": 12133 + } + }, + { + "ph": "s", "id": 12133, "pid": 323482, "tid": 323482, "ts": 1714870276760039, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::UnaryOpFunctor, at::native::Sqrt >(at::native::(anonymous 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12139, "pid": 323482, "tid": 323482, "ts": 1714870276761237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::UnaryOpFunctor, at::native::Sqrt >(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::UnaryOpFunctor, at::native::Sqrt)", "pid": 0, "tid": 7, + "ts": 1714870276761858, "dur": 607, + "args": { + "External id": 12142, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12142, + "registers per thread": 27, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12142, "pid": 0, "tid": 7, "ts": 1714870276761858, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276761852, "dur": 614, + "args": { + "External id": 12142, + "cbid": 211, "correlation": 12142 + } + }, + { + "ph": "s", "id": 12142, "pid": 323482, "tid": 323482, "ts": 1714870276761852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::UnaryOpFunctor, at::native::Sqrt >(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::UnaryOpFunctor, at::native::Sqrt)", "pid": 0, "tid": 7, + "ts": 1714870276762474, "dur": 213, + "args": { + "External id": 12145, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12145, + "registers per thread": 27, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12145, "pid": 0, "tid": 7, "ts": 1714870276762474, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276762468, "dur": 220, + "args": { + "External id": 12145, + "cbid": 211, "correlation": 12145 + } + }, + { + "ph": "s", "id": 12145, "pid": 323482, "tid": 323482, "ts": 1714870276762468, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276762750, "dur": 591, + "args": { + "External id": 12151, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12151, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps 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12160, "pid": 323482, "tid": 323482, "ts": 1714870276764548, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276765164, "dur": 215, + "args": { + "External id": 12163, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12163, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12163, "pid": 0, "tid": 7, "ts": 1714870276765164, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276765158, "dur": 222, + "args": { + "External id": 12163, + "cbid": 211, "correlation": 12163 + } + }, + { + "ph": "s", "id": 12163, "pid": 323482, "tid": 323482, "ts": 1714870276765158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276765429, "dur": 590, + "args": { + "External id": 12169, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12169, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12169, "pid": 0, "tid": 7, "ts": 1714870276765429, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276765421, "dur": 600, + "args": { + "External id": 12169, + "cbid": 211, "correlation": 12169 + } + }, + { + "ph": "s", "id": 12169, "pid": 323482, "tid": 323482, "ts": 1714870276765421, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276766030, "dur": 580, + "args": { + "External id": 12172, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12172, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12172, "pid": 0, "tid": 7, "ts": 1714870276766030, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276766024, "dur": 587, + "args": { + "External id": 12172, + "cbid": 211, "correlation": 12172 + } + }, + { + "ph": "s", "id": 12172, "pid": 323482, "tid": 323482, "ts": 1714870276766024, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276766619, "dur": 602, + "args": { + "External id": 12175, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12175, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12175, "pid": 0, "tid": 7, "ts": 1714870276766619, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276766613, "dur": 609, + "args": { + "External id": 12175, + "cbid": 211, "correlation": 12175 + } + }, + { + "ph": "s", "id": 12175, "pid": 323482, "tid": 323482, "ts": 1714870276766613, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276767231, "dur": 598, + "args": { + "External id": 12178, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12178, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12178, "pid": 0, "tid": 7, "ts": 1714870276767231, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276767225, "dur": 606, + "args": { + "External id": 12178, + "cbid": 211, "correlation": 12178 + } + }, + { + "ph": "s", "id": 12178, "pid": 323482, "tid": 323482, "ts": 1714870276767225, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276767838, "dur": 212, + "args": { + "External id": 12181, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12181, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12181, "pid": 0, "tid": 7, "ts": 1714870276767838, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276767832, "dur": 219, + "args": { + "External id": 12181, + "cbid": 211, "correlation": 12181 + } + }, + { + "ph": "s", "id": 12181, "pid": 323482, "tid": 323482, "ts": 1714870276767832, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276768116, "dur": 1097, + "args": { + "External id": 12187, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12187, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12187, "pid": 0, "tid": 7, "ts": 1714870276768116, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276768108, "dur": 1107, + "args": { + "External id": 12187, + "cbid": 211, "correlation": 12187 + } + }, + { + "ph": "s", "id": 12187, "pid": 323482, "tid": 323482, "ts": 1714870276768108, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276769224, "dur": 1077, + "args": { + "External id": 12190, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12190, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12190, "pid": 0, "tid": 7, "ts": 1714870276769224, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276769218, "dur": 1085, + "args": { + "External id": 12190, + "cbid": 211, "correlation": 12190 + } + }, + { + "ph": "s", "id": 12190, "pid": 323482, "tid": 323482, "ts": 1714870276769218, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276770310, "dur": 1111, + "args": { + "External id": 12193, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12193, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12193, "pid": 0, "tid": 7, "ts": 1714870276770310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276770305, "dur": 1119, + "args": { + "External id": 12193, + "cbid": 211, "correlation": 12193 + } + }, + { + "ph": "s", "id": 12193, "pid": 323482, "tid": 323482, "ts": 1714870276770305, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276771431, "dur": 1111, + "args": { + "External id": 12196, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12196, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12196, "pid": 0, "tid": 7, "ts": 1714870276771431, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276771425, "dur": 1119, + "args": { + "External id": 12196, + "cbid": 211, "correlation": 12196 + } + }, + { + "ph": "s", "id": 12196, "pid": 323482, "tid": 323482, "ts": 1714870276771425, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276772552, "dur": 400, + "args": { + "External id": 12199, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12199, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12199, "pid": 0, "tid": 7, "ts": 1714870276772552, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276772546, "dur": 407, + "args": { + "External id": 12199, + "cbid": 211, "correlation": 12199 + } + }, + { + "ph": "s", "id": 12199, "pid": 323482, "tid": 323482, "ts": 1714870276772546, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714870276773042, "dur": 1, + "args": { + "External id": 12205, + "device": 0, "context": 1, + "stream": 7, "correlation": 12205, + "bytes": 4, "memory bandwidth (GB/s)": 0.002551020408163265 + } + }, + { + "ph": "f", "id": 12205, "pid": 0, "tid": 7, "ts": 1714870276773042, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276773027, "dur": 20, + "args": { + "External id": 12205, + "cbid": 41, "correlation": 12205 + } + }, + { + "ph": "s", "id": 12205, "pid": 323482, "tid": 323482, "ts": 1714870276773027, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276773048, "dur": 2, + "args": { + "External id": 12206, + "cbid": 131, "correlation": 12206 + } + }, + { + "ph": "s", "id": 12206, "pid": 323482, "tid": 323482, "ts": 1714870276773048, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276773078, "dur": 1, + "args": { + "External id": 12215, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12215, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12215, "pid": 0, "tid": 7, "ts": 1714870276773078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276773069, "dur": 12, + "args": { + "External id": 12215, + "cbid": 211, "correlation": 12215 + } + }, + { + "ph": "s", "id": 12215, "pid": 323482, "tid": 323482, "ts": 1714870276773069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276773121, "dur": 1, + "args": { + "External id": 12225, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12225, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12225, "pid": 0, "tid": 7, "ts": 1714870276773121, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276773113, "dur": 12, + "args": { + "External id": 12225, + "cbid": 211, "correlation": 12225 + } + }, + { + "ph": "s", "id": 12225, "pid": 323482, "tid": 323482, "ts": 1714870276773113, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276773153, "dur": 1, + "args": { + "External id": 12235, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12235, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12235, "pid": 0, "tid": 7, "ts": 1714870276773153, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276773145, "dur": 12, + "args": { + "External id": 12235, + "cbid": 211, "correlation": 12235 + } + }, + { + "ph": "s", "id": 12235, "pid": 323482, "tid": 323482, "ts": 1714870276773145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276773196, "dur": 1, + "args": { + "External id": 12253, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12253, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12253, "pid": 0, "tid": 7, "ts": 1714870276773196, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276773188, "dur": 10, + "args": { + "External id": 12253, + "cbid": 211, "correlation": 12253 + } + }, + { + "ph": "s", "id": 12253, "pid": 323482, "tid": 323482, "ts": 1714870276773188, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276773215, "dur": 3, + "args": { + "External id": 12263, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12263, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12263, "pid": 0, "tid": 7, "ts": 1714870276773215, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276773208, "dur": 12, + "args": { + "External id": 12263, + "cbid": 211, "correlation": 12263 + } + }, + { + "ph": "s", "id": 12263, "pid": 323482, "tid": 323482, "ts": 1714870276773208, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714870276773241, "dur": 1, + "args": { + "External id": 12269, + "device": 0, "context": 1, + "stream": 7, "correlation": 12269, + "bytes": 8, "memory bandwidth (GB/s)": 0.004996876951905059 + } + }, + { + "ph": "f", "id": 12269, "pid": 0, "tid": 7, "ts": 1714870276773241, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276773233, "dur": 13, + "args": { + "External id": 12269, + "cbid": 41, "correlation": 12269 + } + }, + { + "ph": "s", "id": 12269, "pid": 323482, "tid": 323482, "ts": 1714870276773233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276773246, "dur": 1, + "args": { + "External id": 12270, + "cbid": 131, "correlation": 12270 + } + }, + { + "ph": "s", "id": 12270, "pid": 323482, "tid": 323482, "ts": 1714870276773246, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276774693, "dur": 0, + "args": { + "External id": 12283, + "device": 0, "context": 1, + "stream": 7, "correlation": 12283, + "bytes": 256, "memory bandwidth (GB/s)": 0.89198606271777 + } + }, + { + "ph": "f", "id": 12283, "pid": 0, "tid": 7, "ts": 1714870276774693, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276774680, "dur": 10, + "args": { + "External id": 12283, + "cbid": 41, "correlation": 12283 + } + }, + { + "ph": "s", "id": 12283, "pid": 323482, "tid": 323482, "ts": 1714870276774680, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276774691, "dur": 4, + "args": { + "External id": 12284, + "cbid": 131, "correlation": 12284 + } + }, + { + "ph": "s", "id": 12284, "pid": 323482, "tid": 323482, "ts": 1714870276774691, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276774726, "dur": 0, + "args": { + "External id": 12297, + "device": 0, "context": 1, + "stream": 7, "correlation": 12297, + "bytes": 3328, "memory bandwidth (GB/s)": 8.644155844155843 + } + }, + { + "ph": "f", "id": 12297, "pid": 0, "tid": 7, "ts": 1714870276774726, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276774717, "dur": 5, + "args": { + "External id": 12297, + "cbid": 41, "correlation": 12297 + } + }, + { + "ph": "s", "id": 12297, "pid": 323482, "tid": 323482, "ts": 1714870276774717, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276774723, "dur": 4, + "args": { + "External id": 12298, + "cbid": 131, "correlation": 12298 + } + }, + { + "ph": "s", "id": 12298, "pid": 323482, "tid": 323482, "ts": 1714870276774723, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276774755, "dur": 0, + "args": { + "External id": 12311, + "device": 0, "context": 1, + "stream": 7, "correlation": 12311, + "bytes": 13312, "memory bandwidth (GB/s)": 18.90909090909091 + } + }, + { + "ph": "f", "id": 12311, "pid": 0, "tid": 7, "ts": 1714870276774755, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276774747, "dur": 5, + "args": { + "External id": 12311, + "cbid": 41, "correlation": 12311 + } + }, + { + "ph": "s", "id": 12311, "pid": 323482, "tid": 323482, "ts": 1714870276774747, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276774752, "dur": 4, + "args": { + "External id": 12312, + "cbid": 131, "correlation": 12312 + } + }, + { + "ph": "s", "id": 12312, "pid": 323482, "tid": 323482, "ts": 1714870276774752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714870276774858, "dur": 3, + "args": { + "External id": 12325, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12325, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12325, "pid": 0, "tid": 7, "ts": 1714870276774858, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276774847, "dur": 17, + "args": { + "External id": 12325, + "cbid": 211, "correlation": 12325 + } + }, + { + "ph": "s", "id": 12325, "pid": 323482, "tid": 323482, "ts": 1714870276774847, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276774911, "dur": 1, + "args": { + "External id": 12336, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12336, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12336, "pid": 0, "tid": 7, "ts": 1714870276774911, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276774902, "dur": 12, + "args": { + "External id": 12336, + "cbid": 211, "correlation": 12336 + } + }, + { + "ph": "s", "id": 12336, "pid": 323482, "tid": 323482, "ts": 1714870276774902, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323482, + "ts": 1714870276774964, "dur": 1, + "args": { + "External id": 12352, + "cbid": 210, "correlation": 12352 + } + }, + { + "ph": "f", "id": 12352, "pid": 323482, "tid": 323482, "ts": 1714870276774964, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714870276774975, "dur": 3, + "args": { + "External id": 12353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12353, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12353, "pid": 0, "tid": 7, "ts": 1714870276774975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276774966, "dur": 14, + "args": { + "External id": 12353, + "cbid": 211, "correlation": 12353 + } + }, + { + "ph": "s", "id": 12353, "pid": 323482, "tid": 323482, "ts": 1714870276774966, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276775069, "dur": 75, + "args": { + "External id": 12368, + "device": 0, "context": 1, + "stream": 7, "correlation": 12368, + "bytes": 9879256, "memory bandwidth (GB/s)": 130.31943858168003 + } + }, + { + "ph": "f", "id": 12368, "pid": 0, "tid": 7, "ts": 1714870276775069, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276775056, "dur": 90, + "args": { + "External id": 12368, + "cbid": 41, "correlation": 12368 + } + }, + { + "ph": "s", "id": 12368, "pid": 323482, "tid": 323482, "ts": 1714870276775056, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276775183, "dur": 2467, + "args": { + "External id": 12378, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12378, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12378, "pid": 0, "tid": 7, "ts": 1714870276775183, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276775175, "dur": 2478, + "args": { + "External id": 12378, + "cbid": 211, "correlation": 12378 + } + }, + { + "ph": "s", "id": 12378, "pid": 323482, "tid": 323482, "ts": 1714870276775175, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276777683, "dur": 2889, + "args": { + "External id": 12391, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12391, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5145.467, + "warps per SM": 20581.867, + "grid": [154364, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12391, "pid": 0, "tid": 7, "ts": 1714870276777683, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276777675, "dur": 2899, + "args": { + "External id": 12391, + "cbid": 211, "correlation": 12391 + } + }, + { + "ph": "s", "id": 12391, "pid": 323482, "tid": 323482, "ts": 1714870276777675, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276780608, "dur": 2109, + "args": { + "External id": 12405, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12405, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12405, "pid": 0, "tid": 7, "ts": 1714870276780608, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276780600, "dur": 2120, + "args": { + "External id": 12405, + "cbid": 211, "correlation": 12405 + } + }, + { + "ph": "s", "id": 12405, "pid": 323482, "tid": 323482, "ts": 1714870276780600, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276782801, "dur": 2, + "args": { + "External id": 12427, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12427, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12427, "pid": 0, "tid": 7, "ts": 1714870276782801, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276782792, "dur": 13, + "args": { + "External id": 12427, + "cbid": 211, "correlation": 12427 + } + }, + { + "ph": "s", "id": 12427, "pid": 323482, "tid": 323482, "ts": 1714870276782792, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276782874, "dur": 2, + "args": { + "External id": 12442, + "device": 0, "context": 1, + "stream": 7, "correlation": 12442, + "bytes": 157456, "memory bandwidth (GB/s)": 73.44029850746269 + } + }, + { + "ph": "f", "id": 12442, "pid": 0, "tid": 7, "ts": 1714870276782874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276782863, "dur": 16, + "args": { + "External id": 12442, + "cbid": 41, "correlation": 12442 + } + }, + { + "ph": "s", "id": 12442, "pid": 323482, "tid": 323482, "ts": 1714870276782863, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276782913, "dur": 15, + "args": { + "External id": 12452, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12452, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12452, "pid": 0, "tid": 7, "ts": 1714870276782913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276782904, "dur": 26, + "args": { + "External id": 12452, + "cbid": 211, "correlation": 12452 + } + }, + { + "ph": "s", "id": 12452, "pid": 323482, "tid": 323482, "ts": 1714870276782904, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276782959, "dur": 43, + "args": { + "External id": 12465, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12465, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 82.03333, + "warps per SM": 328.13333, + "grid": [2461, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12465, "pid": 0, "tid": 7, "ts": 1714870276782959, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276782951, "dur": 53, + "args": { + "External id": 12465, + "cbid": 211, "correlation": 12465 + } + }, + { + "ph": "s", "id": 12465, "pid": 323482, "tid": 323482, "ts": 1714870276782951, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276783033, "dur": 44, + "args": { + "External id": 12479, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12479, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12479, "pid": 0, "tid": 7, "ts": 1714870276783033, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783026, "dur": 53, + "args": { + "External id": 12479, + "cbid": 211, "correlation": 12479 + } + }, + { + "ph": "s", "id": 12479, "pid": 323482, "tid": 323482, "ts": 1714870276783026, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276783146, "dur": 2, + "args": { + "External id": 12501, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12501, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12501, "pid": 0, "tid": 7, "ts": 1714870276783146, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783137, "dur": 13, + "args": { + "External id": 12501, + "cbid": 211, "correlation": 12501 + } + }, + { + "ph": "s", "id": 12501, "pid": 323482, "tid": 323482, "ts": 1714870276783137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276783215, "dur": 1, + "args": { + "External id": 12516, + "device": 0, "context": 1, + "stream": 7, "correlation": 12516, + "bytes": 110232, "memory bandwidth (GB/s)": 62.66742467310972 + } + }, + { + "ph": "f", "id": 12516, "pid": 0, "tid": 7, "ts": 1714870276783215, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276783203, "dur": 15, + "args": { + "External id": 12516, + "cbid": 41, "correlation": 12516 + } + }, + { + "ph": "s", "id": 12516, "pid": 323482, "tid": 323482, "ts": 1714870276783203, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276783252, "dur": 11, + "args": { + "External id": 12526, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12526, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12526, "pid": 0, "tid": 7, "ts": 1714870276783252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783244, "dur": 21, + "args": { + "External id": 12526, + "cbid": 211, "correlation": 12526 + } + }, + { + "ph": "s", "id": 12526, "pid": 323482, "tid": 323482, "ts": 1714870276783244, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276783305, "dur": 29, + "args": { + "External id": 12539, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12539, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 57.433334, + "warps per SM": 229.73334, + "grid": [1723, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12539, "pid": 0, "tid": 7, "ts": 1714870276783305, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783297, "dur": 39, + "args": { + "External id": 12539, + "cbid": 211, "correlation": 12539 + } + }, + { + "ph": "s", "id": 12539, "pid": 323482, "tid": 323482, "ts": 1714870276783297, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276783365, "dur": 34, + "args": { + "External id": 12553, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12553, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12553, "pid": 0, "tid": 7, "ts": 1714870276783365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783357, "dur": 43, + "args": { + "External id": 12553, + "cbid": 211, "correlation": 12553 + } + }, + { + "ph": "s", "id": 12553, "pid": 323482, "tid": 323482, "ts": 1714870276783357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276783464, "dur": 2, + "args": { + "External id": 12575, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12575, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12575, "pid": 0, "tid": 7, "ts": 1714870276783464, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783456, "dur": 12, + "args": { + "External id": 12575, + "cbid": 211, "correlation": 12575 + } + }, + { + "ph": "s", "id": 12575, "pid": 323482, "tid": 323482, "ts": 1714870276783456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276783534, "dur": 1, + "args": { + "External id": 12590, + "device": 0, "context": 1, + "stream": 7, "correlation": 12590, + "bytes": 54928, "memory bandwidth (GB/s)": 36.52127659574468 + } + }, + { + "ph": "f", "id": 12590, "pid": 0, "tid": 7, "ts": 1714870276783534, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276783522, "dur": 15, + "args": { + "External id": 12590, + "cbid": 41, "correlation": 12590 + } + }, + { + "ph": "s", "id": 12590, "pid": 323482, "tid": 323482, "ts": 1714870276783522, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276783571, "dur": 6, + "args": { + "External id": 12600, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12600, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12600, "pid": 0, "tid": 7, "ts": 1714870276783571, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783563, "dur": 16, + "args": { + "External id": 12600, + "cbid": 211, "correlation": 12600 + } + }, + { + "ph": "s", "id": 12600, "pid": 323482, "tid": 323482, "ts": 1714870276783563, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276783625, "dur": 11, + "args": { + "External id": 12613, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12613, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 28.633333, + "warps per SM": 114.53333, + "grid": [859, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12613, "pid": 0, "tid": 7, "ts": 1714870276783625, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783618, "dur": 20, + "args": { + "External id": 12613, + "cbid": 211, "correlation": 12613 + } + }, + { + "ph": "s", "id": 12613, "pid": 323482, "tid": 323482, "ts": 1714870276783618, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276783668, "dur": 27, + "args": { + "External id": 12628, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12628, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 12628, "pid": 0, "tid": 7, "ts": 1714870276783668, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783660, "dur": 37, + "args": { + "External id": 12628, + "cbid": 211, "correlation": 12628 + } + }, + { + "ph": "s", "id": 12628, "pid": 323482, "tid": 323482, "ts": 1714870276783660, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276783765, "dur": 2, + "args": { + "External id": 12650, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12650, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12650, "pid": 0, "tid": 7, "ts": 1714870276783765, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783756, "dur": 13, + "args": { + "External id": 12650, + "cbid": 211, "correlation": 12650 + } + }, + { + "ph": "s", "id": 12650, "pid": 323482, "tid": 323482, "ts": 1714870276783756, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276783834, "dur": 2, + "args": { + "External id": 12665, + "device": 0, "context": 1, + "stream": 7, "correlation": 12665, + "bytes": 147912, "memory bandwidth (GB/s)": 68.98880597014926 + } + }, + { + "ph": "f", "id": 12665, "pid": 0, "tid": 7, "ts": 1714870276783834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276783823, "dur": 15, + "args": { + "External id": 12665, + "cbid": 41, "correlation": 12665 + } + }, + { + "ph": "s", "id": 12665, "pid": 323482, "tid": 323482, "ts": 1714870276783823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276783872, "dur": 15, + "args": { + "External id": 12675, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12675, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12675, "pid": 0, "tid": 7, "ts": 1714870276783872, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783864, "dur": 25, + "args": { + "External id": 12675, + "cbid": 211, "correlation": 12675 + } + }, + { + "ph": "s", "id": 12675, "pid": 323482, "tid": 323482, "ts": 1714870276783864, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276783916, "dur": 41, + "args": { + "External id": 12688, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12688, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 77.066666, + "warps per SM": 308.26666, + "grid": [2312, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12688, "pid": 0, "tid": 7, "ts": 1714870276783916, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783909, "dur": 51, + "args": { + "External id": 12688, + "cbid": 211, "correlation": 12688 + } + }, + { + "ph": "s", "id": 12688, "pid": 323482, "tid": 323482, "ts": 1714870276783909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276783988, "dur": 43, + "args": { + "External id": 12702, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12702, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12702, "pid": 0, "tid": 7, "ts": 1714870276783988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276783980, "dur": 52, + "args": { + "External id": 12702, + "cbid": 211, "correlation": 12702 + } + }, + { + "ph": "s", "id": 12702, "pid": 323482, "tid": 323482, "ts": 1714870276783980, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276784094, "dur": 2, + "args": { + "External id": 12724, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12724, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12724, "pid": 0, "tid": 7, "ts": 1714870276784094, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784086, "dur": 12, + "args": { + "External id": 12724, + "cbid": 211, "correlation": 12724 + } + }, + { + "ph": "s", "id": 12724, "pid": 323482, "tid": 323482, "ts": 1714870276784086, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276784162, "dur": 1, + "args": { + "External id": 12739, + "device": 0, "context": 1, + "stream": 7, "correlation": 12739, + "bytes": 24, "memory bandwidth (GB/s)": 0.01744186046511628 + } + }, + { + "ph": "f", "id": 12739, "pid": 0, "tid": 7, "ts": 1714870276784162, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276784151, "dur": 15, + "args": { + "External id": 12739, + "cbid": 41, "correlation": 12739 + } + }, + { + "ph": "s", "id": 12739, "pid": 323482, "tid": 323482, "ts": 1714870276784151, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276784199, "dur": 2, + "args": { + "External id": 12749, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12749, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12749, "pid": 0, "tid": 7, "ts": 1714870276784199, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784191, "dur": 12, + "args": { + "External id": 12749, + "cbid": 211, "correlation": 12749 + } + }, + { + "ph": "s", "id": 12749, "pid": 323482, "tid": 323482, "ts": 1714870276784191, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276784230, "dur": 1, + "args": { + "External id": 12762, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12762, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12762, "pid": 0, "tid": 7, "ts": 1714870276784230, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784223, "dur": 10, + "args": { + "External id": 12762, + "cbid": 211, "correlation": 12762 + } + }, + { + "ph": "s", "id": 12762, "pid": 323482, "tid": 323482, "ts": 1714870276784223, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276784262, "dur": 4, + "args": { + "External id": 12777, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12777, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [2, 64, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12777, "pid": 0, "tid": 7, "ts": 1714870276784262, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784254, "dur": 13, + "args": { + "External id": 12777, + "cbid": 211, "correlation": 12777 + } + }, + { + "ph": "s", "id": 12777, "pid": 323482, "tid": 323482, "ts": 1714870276784254, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276784328, "dur": 1, + "args": { + "External id": 12799, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12799, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12799, "pid": 0, "tid": 7, "ts": 1714870276784328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784320, "dur": 11, + "args": { + "External id": 12799, + "cbid": 211, "correlation": 12799 + } + }, + { + "ph": "s", "id": 12799, "pid": 323482, "tid": 323482, "ts": 1714870276784320, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276784395, "dur": 1, + "args": { + "External id": 12814, + "device": 0, "context": 1, + "stream": 7, "correlation": 12814, + "bytes": 50104, "memory bandwidth (GB/s)": 39.14375 + } + }, + { + "ph": "f", "id": 12814, "pid": 0, "tid": 7, "ts": 1714870276784395, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276784384, "dur": 15, + "args": { + "External id": 12814, + "cbid": 41, "correlation": 12814 + } + }, + { + "ph": "s", "id": 12814, "pid": 323482, "tid": 323482, "ts": 1714870276784384, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276784432, "dur": 5, + "args": { + "External id": 12824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12824, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12824, "pid": 0, "tid": 7, "ts": 1714870276784432, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784424, "dur": 15, + "args": { + "External id": 12824, + "cbid": 211, "correlation": 12824 + } + }, + { + "ph": "s", "id": 12824, "pid": 323482, "tid": 323482, "ts": 1714870276784424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276784466, "dur": 11, + "args": { + "External id": 12837, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12837, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 26.1, + "warps per SM": 104.4, + "grid": [783, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12837, "pid": 0, "tid": 7, "ts": 1714870276784466, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784460, "dur": 19, + "args": { + "External id": 12837, + "cbid": 211, "correlation": 12837 + } + }, + { + "ph": "s", "id": 12837, "pid": 323482, "tid": 323482, "ts": 1714870276784460, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276784508, "dur": 24, + "args": { + "External id": 12852, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12852, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 12852, "pid": 0, "tid": 7, "ts": 1714870276784508, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784500, "dur": 34, + "args": { + "External id": 12852, + "cbid": 211, "correlation": 12852 + } + }, + { + "ph": "s", "id": 12852, "pid": 323482, "tid": 323482, "ts": 1714870276784500, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276784595, "dur": 2, + "args": { + "External id": 12874, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12874, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12874, "pid": 0, "tid": 7, "ts": 1714870276784595, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784587, "dur": 12, + "args": { + "External id": 12874, + "cbid": 211, "correlation": 12874 + } + }, + { + "ph": "s", "id": 12874, "pid": 323482, "tid": 323482, "ts": 1714870276784587, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276784663, "dur": 1, + "args": { + "External id": 12889, + "device": 0, "context": 1, + "stream": 7, "correlation": 12889, + "bytes": 9872, "memory bandwidth (GB/s)": 7.524390243902439 + } + }, + { + "ph": "f", "id": 12889, "pid": 0, "tid": 7, "ts": 1714870276784663, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276784652, "dur": 15, + "args": { + "External id": 12889, + "cbid": 41, "correlation": 12889 + } + }, + { + "ph": "s", "id": 12889, "pid": 323482, "tid": 323482, "ts": 1714870276784652, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276784700, "dur": 2, + "args": { + "External id": 12899, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12899, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 12899, "pid": 0, "tid": 7, "ts": 1714870276784700, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784692, "dur": 12, + "args": { + "External id": 12899, + "cbid": 211, "correlation": 12899 + } + }, + { + "ph": "s", "id": 12899, "pid": 323482, "tid": 323482, "ts": 1714870276784692, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276784731, "dur": 2, + "args": { + "External id": 12912, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12912, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5.1666665, + "warps per SM": 20.666666, + "grid": [155, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 65 + } + }, + { + "ph": "f", "id": 12912, "pid": 0, "tid": 7, "ts": 1714870276784731, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784724, "dur": 11, + "args": { + "External id": 12912, + "cbid": 211, "correlation": 12912 + } + }, + { + "ph": "s", "id": 12912, "pid": 323482, "tid": 323482, "ts": 1714870276784724, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276784763, "dur": 6, + "args": { + "External id": 12927, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12927, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 12927, "pid": 0, "tid": 7, "ts": 1714870276784763, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784756, "dur": 15, + "args": { + "External id": 12927, + "cbid": 211, "correlation": 12927 + } + }, + { + "ph": "s", "id": 12927, "pid": 323482, "tid": 323482, "ts": 1714870276784756, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276784833, "dur": 1, + "args": { + "External id": 12949, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12949, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12949, "pid": 0, "tid": 7, "ts": 1714870276784833, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784825, "dur": 12, + "args": { + "External id": 12949, + "cbid": 211, "correlation": 12949 + } + }, + { + "ph": "s", "id": 12949, "pid": 323482, "tid": 323482, "ts": 1714870276784825, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276784899, "dur": 1, + "args": { + "External id": 12964, + "device": 0, "context": 1, + "stream": 7, "correlation": 12964, + "bytes": 392, "memory bandwidth (GB/s)": 0.35 + } + }, + { + "ph": "f", "id": 12964, "pid": 0, "tid": 7, "ts": 1714870276784899, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276784888, "dur": 14, + "args": { + "External id": 12964, + "cbid": 41, "correlation": 12964 + } + }, + { + "ph": "s", "id": 12964, "pid": 323482, "tid": 323482, "ts": 1714870276784888, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276784938, "dur": 2, + "args": { + "External id": 12974, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12974, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12974, "pid": 0, "tid": 7, "ts": 1714870276784938, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784930, "dur": 12, + "args": { + "External id": 12974, + "cbid": 211, "correlation": 12974 + } + }, + { + "ph": "s", "id": 12974, "pid": 323482, "tid": 323482, "ts": 1714870276784930, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276784973, "dur": 2, + "args": { + "External id": 12987, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12987, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12987, "pid": 0, "tid": 7, "ts": 1714870276784973, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784966, "dur": 12, + "args": { + "External id": 12987, + "cbid": 211, "correlation": 12987 + } + }, + { + "ph": "s", "id": 12987, "pid": 323482, "tid": 323482, "ts": 1714870276784966, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276785006, "dur": 4, + "args": { + "External id": 13002, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13002, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13002, "pid": 0, "tid": 7, "ts": 1714870276785006, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276784999, "dur": 13, + "args": { + "External id": 13002, + "cbid": 211, "correlation": 13002 + } + }, + { + "ph": "s", "id": 13002, "pid": 323482, "tid": 323482, "ts": 1714870276784999, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276785077, "dur": 1, + "args": { + "External id": 13024, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13024, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13024, "pid": 0, "tid": 7, "ts": 1714870276785077, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276785069, "dur": 12, + "args": { + "External id": 13024, + "cbid": 211, "correlation": 13024 + } + }, + { + "ph": "s", "id": 13024, "pid": 323482, "tid": 323482, "ts": 1714870276785069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276785144, "dur": 55, + "args": { + "External id": 13039, + "device": 0, "context": 1, + "stream": 7, "correlation": 13039, + "bytes": 6837440, "memory bandwidth (GB/s)": 123.9385150812065 + } + }, + { + "ph": "f", "id": 13039, "pid": 0, "tid": 7, "ts": 1714870276785144, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276785133, "dur": 68, + "args": { + "External id": 13039, + "cbid": 41, "correlation": 13039 + } + }, + { + "ph": "s", "id": 13039, "pid": 323482, "tid": 323482, "ts": 1714870276785133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276785237, "dur": 1707, + "args": { + "External id": 13049, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13049, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13049, "pid": 0, "tid": 7, "ts": 1714870276785237, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276785229, "dur": 1717, + "args": { + "External id": 13049, + "cbid": 211, "correlation": 13049 + } + }, + { + "ph": "s", "id": 13049, "pid": 323482, "tid": 323482, "ts": 1714870276785229, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276786976, "dur": 1998, + "args": { + "External id": 13062, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13062, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3561.1667, + "warps per SM": 14244.667, + "grid": [106835, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13062, "pid": 0, "tid": 7, "ts": 1714870276786976, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276786969, "dur": 2008, + "args": { + "External id": 13062, + "cbid": 211, "correlation": 13062 + } + }, + { + "ph": "s", "id": 13062, "pid": 323482, "tid": 323482, "ts": 1714870276786969, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276789005, "dur": 1451, + "args": { + "External id": 13076, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13076, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13076, "pid": 0, "tid": 7, "ts": 1714870276789005, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276788997, "dur": 1461, + "args": { + "External id": 13076, + "cbid": 211, "correlation": 13076 + } + }, + { + "ph": "s", "id": 13076, "pid": 323482, "tid": 323482, "ts": 1714870276788997, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276790563, "dur": 2, + "args": { + "External id": 13098, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13098, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13098, "pid": 0, "tid": 7, "ts": 1714870276790563, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276790554, "dur": 13, + "args": { + "External id": 13098, + "cbid": 211, "correlation": 13098 + } + }, + { + "ph": "s", "id": 13098, "pid": 323482, "tid": 323482, "ts": 1714870276790554, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276790636, "dur": 5, + "args": { + "External id": 13113, + "device": 0, "context": 1, + "stream": 7, "correlation": 13113, + "bytes": 912208, "memory bandwidth (GB/s)": 174.88650306748465 + } + }, + { + "ph": "f", "id": 13113, "pid": 0, "tid": 7, "ts": 1714870276790636, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276790624, "dur": 18, + "args": { + "External id": 13113, + "cbid": 41, "correlation": 13113 + } + }, + { + "ph": "s", "id": 13113, "pid": 323482, "tid": 323482, "ts": 1714870276790624, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276790676, "dur": 81, + "args": { + "External id": 13123, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13123, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 475.13333, + "warps per SM": 1900.5333, + "grid": [14254, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13123, "pid": 0, "tid": 7, "ts": 1714870276790676, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276790668, "dur": 91, + "args": { + "External id": 13123, + "cbid": 211, "correlation": 13123 + } + }, + { 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1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13136, "pid": 0, "tid": 7, "ts": 1714870276790794, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276790782, "dur": 280, + "args": { + "External id": 13136, + "cbid": 211, "correlation": 13136 + } + }, + { + "ph": "s", "id": 13136, "pid": 323482, "tid": 323482, "ts": 1714870276790782, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276791092, "dur": 204, + "args": { + "External id": 13150, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13150, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13150, "pid": 0, "tid": 7, "ts": 1714870276791092, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276791085, "dur": 213, + "args": { + "External id": 13150, + "cbid": 211, "correlation": 13150 + } + }, + { + "ph": "s", "id": 13150, "pid": 323482, "tid": 323482, "ts": 1714870276791085, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276791360, "dur": 2, + "args": { + "External id": 13172, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13172, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13172, "pid": 0, "tid": 7, "ts": 1714870276791360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276791351, "dur": 12, + "args": { + "External id": 13172, + "cbid": 211, "correlation": 13172 + } + }, + { + "ph": "s", "id": 13172, "pid": 323482, "tid": 323482, "ts": 1714870276791351, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276791431, "dur": 4, + "args": { + "External id": 13187, + "device": 0, "context": 1, + "stream": 7, "correlation": 13187, + "bytes": 605880, "memory bandwidth (GB/s)": 147.919921875 + } + }, + { + "ph": "f", "id": 13187, "pid": 0, "tid": 7, "ts": 1714870276791431, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276791420, "dur": 17, + "args": { + "External id": 13187, + "cbid": 41, "correlation": 13187 + } + }, + { + "ph": "s", "id": 13187, "pid": 323482, "tid": 323482, "ts": 1714870276791420, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276791470, "dur": 55, + "args": { + "External id": 13197, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13197, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13197, "pid": 0, "tid": 7, "ts": 1714870276791470, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276791463, "dur": 65, + "args": { + "External id": 13197, + "cbid": 211, "correlation": 13197 + } + }, + { + "ph": "s", "id": 13197, "pid": 323482, "tid": 323482, "ts": 1714870276791463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276791555, "dur": 177, + "args": { + "External id": 13210, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13210, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 315.56668, + "warps per SM": 1262.2667, + "grid": [9467, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13210, "pid": 0, "tid": 7, "ts": 1714870276791555, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276791547, "dur": 186, + "args": { + "External id": 13210, + "cbid": 211, "correlation": 13210 + } + }, + { + "ph": "s", "id": 13210, "pid": 323482, "tid": 323482, "ts": 1714870276791547, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276791766, "dur": 139, + "args": { + "External id": 13224, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13224, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13224, "pid": 0, "tid": 7, "ts": 1714870276791766, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276791758, "dur": 149, + "args": { + "External id": 13224, + "cbid": 211, "correlation": 13224 + } + }, + { + "ph": "s", "id": 13224, "pid": 323482, "tid": 323482, "ts": 1714870276791758, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276791969, "dur": 2, + "args": { + "External id": 13246, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13246, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13246, "pid": 0, "tid": 7, "ts": 1714870276791969, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276791961, "dur": 12, + "args": { + "External id": 13246, + "cbid": 211, "correlation": 13246 + } + }, + { + "ph": "s", "id": 13246, "pid": 323482, "tid": 323482, "ts": 1714870276791961, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276792040, "dur": 1, + "args": { + "External id": 13261, + "device": 0, "context": 1, + "stream": 7, "correlation": 13261, + "bytes": 80, "memory bandwidth (GB/s)": 0.05813953488372093 + } + }, + { + "ph": "f", "id": 13261, "pid": 0, "tid": 7, "ts": 1714870276792040, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276792029, "dur": 15, + "args": { + "External id": 13261, + "cbid": 41, "correlation": 13261 + } + }, + { + "ph": "s", "id": 13261, "pid": 323482, "tid": 323482, "ts": 1714870276792029, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276792076, "dur": 2, + "args": { + "External id": 13271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13271, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13271, "pid": 0, "tid": 7, "ts": 1714870276792076, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792068, "dur": 13, + "args": { + "External id": 13271, + "cbid": 211, "correlation": 13271 + } + }, + { + "ph": "s", "id": 13271, "pid": 323482, "tid": 323482, "ts": 1714870276792068, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276792108, "dur": 2, + "args": { + "External id": 13284, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13284, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13284, "pid": 0, "tid": 7, "ts": 1714870276792108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792101, "dur": 11, + "args": { + "External id": 13284, + "cbid": 211, "correlation": 13284 + } + }, + { + "ph": "s", "id": 13284, "pid": 323482, "tid": 323482, "ts": 1714870276792101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276792140, "dur": 5, + "args": { + "External id": 13299, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13299, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 13299, "pid": 0, "tid": 7, "ts": 1714870276792140, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792133, "dur": 14, + "args": { + "External id": 13299, + "cbid": 211, "correlation": 13299 + } + }, + { + "ph": "s", "id": 13299, "pid": 323482, "tid": 323482, "ts": 1714870276792133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276792216, "dur": 1, + "args": { + "External id": 13321, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13321, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13321, "pid": 0, "tid": 7, "ts": 1714870276792216, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792208, "dur": 11, + "args": { + "External id": 13321, + "cbid": 211, "correlation": 13321 + } + }, + { + "ph": "s", "id": 13321, "pid": 323482, "tid": 323482, "ts": 1714870276792208, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276792281, "dur": 1, + "args": { + "External id": 13336, + "device": 0, "context": 1, + "stream": 7, "correlation": 13336, + "bytes": 17272, "memory bandwidth (GB/s)": 15.42142857142857 + } + }, + { + "ph": "f", "id": 13336, "pid": 0, "tid": 7, "ts": 1714870276792281, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276792271, "dur": 14, + "args": { + "External id": 13336, + "cbid": 41, "correlation": 13336 + } + }, + { + "ph": "s", "id": 13336, "pid": 323482, "tid": 323482, "ts": 1714870276792271, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276792322, "dur": 3, + "args": { + "External id": 13346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13346, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13346, "pid": 0, "tid": 7, "ts": 1714870276792322, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792314, "dur": 13, + "args": { + "External id": 13346, + "cbid": 211, "correlation": 13346 + } + }, + { + "ph": "s", "id": 13346, "pid": 323482, "tid": 323482, "ts": 1714870276792314, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276792354, "dur": 4, + "args": { + "External id": 13359, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13359, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 9, + "warps per SM": 36, + "grid": [270, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13359, "pid": 0, "tid": 7, "ts": 1714870276792354, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792347, "dur": 13, + "args": { + "External id": 13359, + "cbid": 211, "correlation": 13359 + } + }, + { + "ph": "s", "id": 13359, "pid": 323482, "tid": 323482, "ts": 1714870276792347, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276792388, "dur": 8, + "args": { + "External id": 13374, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13374, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13374, "pid": 0, "tid": 7, "ts": 1714870276792388, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792380, "dur": 17, + "args": { + "External id": 13374, + "cbid": 211, "correlation": 13374 + } + }, + { + "ph": "s", "id": 13374, "pid": 323482, "tid": 323482, "ts": 1714870276792380, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276792461, "dur": 1, + "args": { + "External id": 13396, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13396, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13396, "pid": 0, "tid": 7, "ts": 1714870276792461, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792453, "dur": 12, + "args": { + "External id": 13396, + "cbid": 211, "correlation": 13396 + } + }, + { + "ph": "s", "id": 13396, "pid": 323482, "tid": 323482, "ts": 1714870276792453, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276792528, "dur": 1, + "args": { + "External id": 13411, + "device": 0, "context": 1, + "stream": 7, "correlation": 13411, + "bytes": 60256, "memory bandwidth (GB/s)": 45.926829268292686 + } + }, + { + "ph": "f", "id": 13411, "pid": 0, "tid": 7, "ts": 1714870276792528, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276792517, "dur": 14, + "args": { + "External id": 13411, + "cbid": 41, "correlation": 13411 + } + }, + { + "ph": "s", "id": 13411, "pid": 323482, "tid": 323482, "ts": 1714870276792517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276792570, "dur": 6, + "args": { + "External id": 13421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13421, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13421, "pid": 0, "tid": 7, "ts": 1714870276792570, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792562, "dur": 17, + "args": { + "External id": 13421, + "cbid": 211, "correlation": 13421 + } + }, + { + "ph": "s", "id": 13421, "pid": 323482, "tid": 323482, "ts": 1714870276792562, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276792609, "dur": 15, + "args": { + "External id": 13434, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13434, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 31.4, + "warps per SM": 125.6, + "grid": [942, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13434, "pid": 0, "tid": 7, "ts": 1714870276792609, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792600, "dur": 26, + "args": { + "External id": 13434, + "cbid": 211, "correlation": 13434 + } + }, + { + "ph": "s", "id": 13434, "pid": 323482, "tid": 323482, "ts": 1714870276792600, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276792655, "dur": 30, + "args": { + "External id": 13449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13449, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13449, "pid": 0, "tid": 7, "ts": 1714870276792655, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792647, "dur": 39, + "args": { + "External id": 13449, + "cbid": 211, "correlation": 13449 + } + }, + { + "ph": "s", "id": 13449, "pid": 323482, "tid": 323482, "ts": 1714870276792647, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276792747, "dur": 2, + "args": { + "External id": 13471, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13471, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13471, "pid": 0, "tid": 7, "ts": 1714870276792747, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792739, "dur": 12, + "args": { + "External id": 13471, + "cbid": 211, "correlation": 13471 + } + }, + { + "ph": "s", "id": 13471, "pid": 323482, "tid": 323482, "ts": 1714870276792739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276792817, "dur": 1, + "args": { + "External id": 13486, + "device": 0, "context": 1, + "stream": 7, "correlation": 13486, + "bytes": 488, "memory bandwidth (GB/s)": 0.3465909090909091 + } + }, + { + "ph": "f", "id": 13486, "pid": 0, "tid": 7, "ts": 1714870276792817, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276792806, "dur": 14, + "args": { + "External id": 13486, + "cbid": 41, "correlation": 13486 + } + }, + { + "ph": "s", "id": 13486, "pid": 323482, "tid": 323482, "ts": 1714870276792806, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276792854, "dur": 2, + "args": { + "External id": 13496, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13496, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13496, "pid": 0, "tid": 7, "ts": 1714870276792854, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792846, "dur": 12, + "args": { + "External id": 13496, + "cbid": 211, "correlation": 13496 + } + }, + { + "ph": "s", "id": 13496, "pid": 323482, "tid": 323482, "ts": 1714870276792846, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276792889, "dur": 2, + "args": { + "External id": 13509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13509, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13509, "pid": 0, "tid": 7, "ts": 1714870276792889, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792881, "dur": 12, + "args": { + "External id": 13509, + "cbid": 211, "correlation": 13509 + } + }, + { + "ph": "s", "id": 13509, "pid": 323482, "tid": 323482, "ts": 1714870276792881, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276792921, "dur": 4, + "args": { + "External id": 13524, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13524, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13524, "pid": 0, "tid": 7, "ts": 1714870276792921, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792914, "dur": 13, + "args": { + "External id": 13524, + "cbid": 211, "correlation": 13524 + } + }, + { + "ph": "s", "id": 13524, "pid": 323482, "tid": 323482, "ts": 1714870276792914, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276792986, "dur": 1, + "args": { + "External id": 13546, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13546, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13546, "pid": 0, "tid": 7, "ts": 1714870276792986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276792979, "dur": 11, + "args": { + "External id": 13546, + "cbid": 211, "correlation": 13546 + } + }, + { + "ph": "s", "id": 13546, "pid": 323482, "tid": 323482, "ts": 1714870276792979, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276793056, "dur": 1, + "args": { + "External id": 13561, + "device": 0, "context": 1, + "stream": 7, "correlation": 13561, + "bytes": 32, "memory bandwidth (GB/s)": 0.029411764705882353 + } + }, + { + "ph": "f", "id": 13561, "pid": 0, "tid": 7, "ts": 1714870276793056, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276793045, "dur": 14, + "args": { + "External id": 13561, + "cbid": 41, "correlation": 13561 + } + }, + { + "ph": "s", "id": 13561, "pid": 323482, "tid": 323482, "ts": 1714870276793045, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276793092, "dur": 1, + "args": { + "External id": 13571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13571, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13571, "pid": 0, "tid": 7, "ts": 1714870276793092, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793084, "dur": 12, + "args": { + "External id": 13571, + "cbid": 211, "correlation": 13571 + } + }, + { + "ph": "s", "id": 13571, "pid": 323482, "tid": 323482, "ts": 1714870276793084, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276793123, "dur": 1, + "args": { + "External id": 13584, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13584, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13584, "pid": 0, "tid": 7, "ts": 1714870276793123, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793116, "dur": 11, + "args": { + "External id": 13584, + "cbid": 211, "correlation": 13584 + } + }, + { + "ph": "s", "id": 13584, "pid": 323482, "tid": 323482, "ts": 1714870276793116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276793158, "dur": 3, + "args": { + "External id": 13599, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13599, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [4, 64, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13599, "pid": 0, "tid": 7, "ts": 1714870276793158, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793151, "dur": 12, + "args": { + "External id": 13599, + "cbid": 211, "correlation": 13599 + } + }, + { + "ph": "s", "id": 13599, "pid": 323482, "tid": 323482, "ts": 1714870276793151, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276793222, "dur": 1, + "args": { + "External id": 13621, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13621, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13621, "pid": 0, "tid": 7, "ts": 1714870276793222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793214, "dur": 11, + "args": { + "External id": 13621, + "cbid": 211, "correlation": 13621 + } + }, + { + "ph": "s", "id": 13621, "pid": 323482, "tid": 323482, "ts": 1714870276793214, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276793294, "dur": 1, + "args": { + "External id": 13636, + "device": 0, "context": 1, + "stream": 7, "correlation": 13636, + "bytes": 7344, "memory bandwidth (GB/s)": 6.375 + } + }, + { + "ph": "f", "id": 13636, "pid": 0, "tid": 7, "ts": 1714870276793294, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276793283, "dur": 14, + "args": { + "External id": 13636, + "cbid": 41, "correlation": 13636 + } + }, + { + "ph": "s", "id": 13636, "pid": 323482, "tid": 323482, "ts": 1714870276793283, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276793329, "dur": 2, + "args": { + "External id": 13646, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13646, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 13646, "pid": 0, "tid": 7, "ts": 1714870276793329, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793321, "dur": 12, + "args": { + "External id": 13646, + "cbid": 211, "correlation": 13646 + } + }, + { + "ph": "s", "id": 13646, "pid": 323482, "tid": 323482, "ts": 1714870276793321, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276793360, "dur": 2, + "args": { + "External id": 13659, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13659, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 3.8333333, + "warps per SM": 15.333333, + "grid": [115, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 48 + } + }, + { + "ph": "f", "id": 13659, "pid": 0, "tid": 7, "ts": 1714870276793360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793353, "dur": 11, + "args": { + "External id": 13659, + "cbid": 211, "correlation": 13659 + } + }, + { + "ph": "s", "id": 13659, "pid": 323482, "tid": 323482, "ts": 1714870276793353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276793396, "dur": 5, + "args": { + "External id": 13674, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13674, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 13674, "pid": 0, "tid": 7, "ts": 1714870276793396, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793388, "dur": 15, + "args": { + "External id": 13674, + "cbid": 211, "correlation": 13674 + } + }, + { + "ph": "s", "id": 13674, "pid": 323482, "tid": 323482, "ts": 1714870276793388, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276793464, "dur": 1, + "args": { + "External id": 13696, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13696, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13696, "pid": 0, "tid": 7, "ts": 1714870276793464, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793456, "dur": 12, + "args": { + "External id": 13696, + "cbid": 211, "correlation": 13696 + } + }, + { + "ph": "s", "id": 13696, "pid": 323482, "tid": 323482, "ts": 1714870276793456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276793533, "dur": 1, + "args": { + "External id": 13711, + "device": 0, "context": 1, + "stream": 7, "correlation": 13711, + "bytes": 112, "memory bandwidth (GB/s)": 0.09722222222222222 + } + }, + { + "ph": "f", "id": 13711, "pid": 0, "tid": 7, "ts": 1714870276793533, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276793519, "dur": 17, + "args": { + "External id": 13711, + "cbid": 41, "correlation": 13711 + } + }, + { + "ph": "s", "id": 13711, "pid": 323482, "tid": 323482, "ts": 1714870276793519, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276793569, "dur": 2, + "args": { + "External id": 13721, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13721, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13721, "pid": 0, "tid": 7, "ts": 1714870276793569, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793561, "dur": 12, + "args": { + "External id": 13721, + "cbid": 211, "correlation": 13721 + } + }, + { + "ph": "s", "id": 13721, "pid": 323482, "tid": 323482, "ts": 1714870276793561, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276793601, "dur": 2, + "args": { + "External id": 13734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13734, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13734, "pid": 0, "tid": 7, "ts": 1714870276793601, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793594, "dur": 11, + "args": { + "External id": 13734, + "cbid": 211, "correlation": 13734 + } + }, + { + "ph": "s", "id": 13734, "pid": 323482, "tid": 323482, "ts": 1714870276793594, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276793633, "dur": 4, + "args": { + "External id": 13749, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13749, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.53333336, + "grid": [1, 1, 1], + "block": [8, 64, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 13749, "pid": 0, "tid": 7, "ts": 1714870276793633, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793625, "dur": 13, + "args": { + "External id": 13749, + "cbid": 211, "correlation": 13749 + } + }, + { + "ph": "s", "id": 13749, "pid": 323482, "tid": 323482, "ts": 1714870276793625, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276793702, "dur": 1, + "args": { + "External id": 13771, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13771, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13771, "pid": 0, "tid": 7, "ts": 1714870276793702, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793694, "dur": 12, + "args": { + "External id": 13771, + "cbid": 211, "correlation": 13771 + } + }, + { + "ph": "s", "id": 13771, "pid": 323482, "tid": 323482, "ts": 1714870276793694, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276793767, "dur": 79, + "args": { + "External id": 13786, + "device": 0, "context": 1, + "stream": 7, "correlation": 13786, + "bytes": 10462264, "memory bandwidth (GB/s)": 131.9926322163908 + } + }, + { + "ph": "f", "id": 13786, "pid": 0, "tid": 7, "ts": 1714870276793767, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276793757, "dur": 91, + "args": { + "External id": 13786, + "cbid": 41, "correlation": 13786 + } + }, + { + "ph": "s", "id": 13786, "pid": 323482, "tid": 323482, "ts": 1714870276793757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276793887, "dur": 2614, + "args": { + "External id": 13796, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13796, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13796, "pid": 0, "tid": 7, "ts": 1714870276793887, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276793879, "dur": 2625, + "args": { + "External id": 13796, + "cbid": 211, "correlation": 13796 + } + }, + { + "ph": "s", "id": 13796, "pid": 323482, "tid": 323482, "ts": 1714870276793879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276796535, "dur": 3062, + "args": { + "External id": 13809, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13809, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 5449.1, + "warps per SM": 21796.4, + "grid": [163473, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13809, "pid": 0, "tid": 7, "ts": 1714870276796535, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276796527, "dur": 3072, + "args": { + "External id": 13809, + "cbid": 211, "correlation": 13809 + } + }, + { + "ph": "s", "id": 13809, "pid": 323482, "tid": 323482, "ts": 1714870276796527, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276799629, "dur": 2225, + "args": { + "External id": 13823, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13823, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13823, "pid": 0, "tid": 7, "ts": 1714870276799629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276799621, "dur": 2235, + "args": { + "External id": 13823, + "cbid": 211, "correlation": 13823 + } + }, + { + "ph": "s", "id": 13823, "pid": 323482, "tid": 323482, "ts": 1714870276799621, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276801918, "dur": 2, + "args": { + "External id": 13845, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13845, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13845, "pid": 0, "tid": 7, "ts": 1714870276801918, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276801910, "dur": 12, + "args": { + "External id": 13845, + "cbid": 211, "correlation": 13845 + } + }, + { + "ph": "s", "id": 13845, "pid": 323482, "tid": 323482, "ts": 1714870276801910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276801991, "dur": 26, + "args": { + "External id": 13860, + "device": 0, "context": 1, + "stream": 7, "correlation": 13860, + "bytes": 3237936, "memory bandwidth (GB/s)": 122.79327998786454 + } + }, + { + "ph": "f", "id": 13860, "pid": 0, "tid": 7, "ts": 1714870276801991, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276801980, "dur": 39, + "args": { + "External id": 13860, + "cbid": 41, "correlation": 13860 + } + }, + { + "ph": "s", "id": 13860, "pid": 323482, "tid": 323482, "ts": 1714870276801980, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276802052, "dur": 645, + "args": { + "External id": 13870, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13870, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13870, "pid": 0, "tid": 7, "ts": 1714870276802052, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276802044, "dur": 655, + "args": { + "External id": 13870, + "cbid": 211, "correlation": 13870 + } + }, + { + "ph": "s", "id": 13870, "pid": 323482, "tid": 323482, "ts": 1714870276802044, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276802727, "dur": 947, + "args": { + "External id": 13883, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13883, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 1686.4333, + "warps per SM": 6745.7334, + "grid": [50593, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13883, "pid": 0, "tid": 7, "ts": 1714870276802727, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276802720, "dur": 957, + "args": { + "External id": 13883, + "cbid": 211, "correlation": 13883 + } + }, + { + "ph": "s", "id": 13883, "pid": 323482, "tid": 323482, "ts": 1714870276802720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276803710, "dur": 697, + "args": { + "External id": 13897, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13897, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13897, "pid": 0, "tid": 7, "ts": 1714870276803710, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276803702, "dur": 707, + "args": { + "External id": 13897, + "cbid": 211, "correlation": 13897 + } + }, + { + "ph": "s", "id": 13897, "pid": 323482, "tid": 323482, "ts": 1714870276803702, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276804471, "dur": 2, + "args": { + "External id": 13919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13919, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13919, "pid": 0, "tid": 7, "ts": 1714870276804471, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276804463, "dur": 12, + "args": { + "External id": 13919, + "cbid": 211, "correlation": 13919 + } + }, + { + "ph": "s", "id": 13919, "pid": 323482, "tid": 323482, "ts": 1714870276804463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276804542, "dur": 65, + "args": { + "External id": 13934, + "device": 0, "context": 1, + "stream": 7, "correlation": 13934, + "bytes": 8844904, "memory bandwidth (GB/s)": 135.9583128381702 + } + }, + { + "ph": "f", "id": 13934, "pid": 0, "tid": 7, "ts": 1714870276804542, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276804530, "dur": 78, + "args": { + "External id": 13934, + "cbid": 41, "correlation": 13934 + } + }, + { + "ph": "s", "id": 13934, "pid": 323482, "tid": 323482, "ts": 1714870276804530, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276804641, "dur": 2211, + "args": { + "External id": 13944, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13944, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13944, "pid": 0, "tid": 7, "ts": 1714870276804641, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276804633, "dur": 2222, + "args": { + "External id": 13944, + "cbid": 211, "correlation": 13944 + } + }, + { + "ph": "s", "id": 13944, "pid": 323482, "tid": 323482, "ts": 1714870276804633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276806884, "dur": 2598, + "args": { + "External id": 13957, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13957, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4606.7334, + "warps per SM": 18426.934, + "grid": [138202, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13957, "pid": 0, "tid": 7, "ts": 1714870276806884, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276806876, "dur": 2607, + "args": { + "External id": 13957, + "cbid": 211, "correlation": 13957 + } + }, + { + "ph": "s", "id": 13957, "pid": 323482, "tid": 323482, "ts": 1714870276806876, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276809516, "dur": 1885, + "args": { + "External id": 13971, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13971, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13971, "pid": 0, "tid": 7, "ts": 1714870276809516, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276809508, "dur": 1895, + "args": { + "External id": 13971, + "cbid": 211, "correlation": 13971 + } + }, + { + "ph": "s", "id": 13971, "pid": 323482, "tid": 323482, "ts": 1714870276809508, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276811472, "dur": 2, + "args": { + "External id": 13993, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13993, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13993, "pid": 0, "tid": 7, "ts": 1714870276811472, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276811464, "dur": 12, + "args": { + "External id": 13993, + "cbid": 211, "correlation": 13993 + } + }, + { + "ph": "s", "id": 13993, "pid": 323482, "tid": 323482, "ts": 1714870276811464, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276811544, "dur": 4, + "args": { + "External id": 14008, + "device": 0, "context": 1, + "stream": 7, "correlation": 14008, + "bytes": 701712, "memory bandwidth (GB/s)": 160.06204379562044 + } + }, + { + "ph": "f", "id": 14008, "pid": 0, "tid": 7, "ts": 1714870276811544, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276811533, "dur": 17, + "args": { + "External id": 14008, + "cbid": 41, "correlation": 14008 + } + }, + { + "ph": "s", "id": 14008, "pid": 323482, "tid": 323482, "ts": 1714870276811533, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276811583, "dur": 63, + "args": { + "External id": 14018, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14018, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14018, "pid": 0, "tid": 7, "ts": 1714870276811583, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276811576, "dur": 73, + "args": { + "External id": 14018, + "cbid": 211, "correlation": 14018 + } + }, + { + "ph": "s", "id": 14018, "pid": 323482, "tid": 323482, "ts": 1714870276811576, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276811676, "dur": 204, + "args": { + "External id": 14031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14031, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 365.5, + "warps per SM": 1462, + "grid": [10965, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14031, "pid": 0, "tid": 7, "ts": 1714870276811676, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276811669, "dur": 214, + "args": { + "External id": 14031, + "cbid": 211, "correlation": 14031 + } + }, + { + "ph": "s", "id": 14031, "pid": 323482, "tid": 323482, "ts": 1714870276811669, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276811914, "dur": 160, + "args": { + "External id": 14045, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14045, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14045, "pid": 0, "tid": 7, "ts": 1714870276811914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276811906, "dur": 169, + "args": { + "External id": 14045, + "cbid": 211, "correlation": 14045 + } + }, + { + "ph": "s", "id": 14045, "pid": 323482, "tid": 323482, "ts": 1714870276811906, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276812137, "dur": 2, + "args": { + "External id": 14067, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14067, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14067, "pid": 0, "tid": 7, "ts": 1714870276812137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812129, "dur": 12, + "args": { + "External id": 14067, + "cbid": 211, "correlation": 14067 + } + }, + { + "ph": "s", "id": 14067, "pid": 323482, "tid": 323482, "ts": 1714870276812129, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276812204, "dur": 1, + "args": { + "External id": 14082, + "device": 0, "context": 1, + "stream": 7, "correlation": 14082, + "bytes": 72248, "memory bandwidth (GB/s)": 45.155 + } + }, + { + "ph": "f", "id": 14082, "pid": 0, "tid": 7, "ts": 1714870276812204, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276812193, "dur": 15, + "args": { + "External id": 14082, + "cbid": 41, "correlation": 14082 + } + }, + { + "ph": "s", "id": 14082, "pid": 323482, "tid": 323482, "ts": 1714870276812193, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276812244, "dur": 8, + "args": { + "External id": 14092, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14092, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14092, "pid": 0, "tid": 7, "ts": 1714870276812244, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812237, "dur": 17, + "args": { + "External id": 14092, + "cbid": 211, "correlation": 14092 + } + }, + { + "ph": "s", "id": 14092, "pid": 323482, "tid": 323482, "ts": 1714870276812237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276812281, "dur": 18, + "args": { + "External id": 14105, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14105, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 37.633335, + "warps per SM": 150.53334, + "grid": [1129, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14105, "pid": 0, "tid": 7, "ts": 1714870276812281, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812274, "dur": 27, + "args": { + "External id": 14105, + "cbid": 211, "correlation": 14105 + } + }, + { + "ph": "s", "id": 14105, "pid": 323482, "tid": 323482, "ts": 1714870276812274, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276812329, "dur": 22, + "args": { + "External id": 14119, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14119, + "registers per thread": 48, + "shared memory": 8208, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [64, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14119, "pid": 0, "tid": 7, "ts": 1714870276812329, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812321, "dur": 31, + "args": { + "External id": 14119, + "cbid": 211, "correlation": 14119 + } + }, + { + "ph": "s", "id": 14119, "pid": 323482, "tid": 323482, "ts": 1714870276812321, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276812425, "dur": 2, + "args": { + "External id": 14141, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14141, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14141, "pid": 0, "tid": 7, "ts": 1714870276812425, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812416, "dur": 12, + "args": { + "External id": 14141, + "cbid": 211, "correlation": 14141 + } + }, + { + "ph": "s", "id": 14141, "pid": 323482, "tid": 323482, "ts": 1714870276812416, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276812492, "dur": 1, + "args": { + "External id": 14156, + "device": 0, "context": 1, + "stream": 7, "correlation": 14156, + "bytes": 608, "memory bandwidth (GB/s)": 0.4421818181818182 + } + }, + { + "ph": "f", "id": 14156, "pid": 0, "tid": 7, "ts": 1714870276812492, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276812481, "dur": 14, + "args": { + "External id": 14156, + "cbid": 41, "correlation": 14156 + } + }, + { + "ph": "s", "id": 14156, "pid": 323482, "tid": 323482, "ts": 1714870276812481, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276812528, "dur": 2, + "args": { + "External id": 14166, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14166, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 14166, "pid": 0, "tid": 7, "ts": 1714870276812528, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812520, "dur": 12, + "args": { + "External id": 14166, + "cbid": 211, "correlation": 14166 + } + }, + { + "ph": "s", "id": 14166, "pid": 323482, "tid": 323482, "ts": 1714870276812520, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276812563, "dur": 2, + "args": { + "External id": 14179, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14179, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.33333334, + "warps per SM": 1.3333334, + "grid": [10, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 4 + } + }, + { + "ph": "f", "id": 14179, "pid": 0, "tid": 7, "ts": 1714870276812563, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812555, "dur": 12, + "args": { + "External id": 14179, + "cbid": 211, "correlation": 14179 + } + }, + { + "ph": "s", "id": 14179, "pid": 323482, "tid": 323482, "ts": 1714870276812555, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276812595, "dur": 4, + "args": { + "External id": 14194, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14194, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14194, "pid": 0, "tid": 7, "ts": 1714870276812595, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812588, "dur": 13, + "args": { + "External id": 14194, + "cbid": 211, "correlation": 14194 + } + }, + { + "ph": "s", "id": 14194, "pid": 323482, "tid": 323482, "ts": 1714870276812588, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276812661, "dur": 1, + "args": { + "External id": 14216, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14216, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14216, "pid": 0, "tid": 7, "ts": 1714870276812661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812653, "dur": 11, + "args": { + "External id": 14216, + "cbid": 211, "correlation": 14216 + } + }, + { + "ph": "s", "id": 14216, "pid": 323482, "tid": 323482, "ts": 1714870276812653, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276812733, "dur": 1, + "args": { + "External id": 14231, + "device": 0, "context": 1, + "stream": 7, "correlation": 14231, + "bytes": 264, "memory bandwidth (GB/s)": 0.2357142857142857 + } + }, + { + "ph": "f", "id": 14231, "pid": 0, "tid": 7, "ts": 1714870276812733, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276812722, "dur": 14, + "args": { + "External id": 14231, + "cbid": 41, "correlation": 14231 + } + }, + { + "ph": "s", "id": 14231, "pid": 323482, "tid": 323482, "ts": 1714870276812722, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 4, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast > >(at::TensorIteratorBase&, at::native::BinaryFunctor > const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276812768, "dur": 2, + "args": { + "External id": 14241, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14241, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14241, "pid": 0, "tid": 7, "ts": 1714870276812768, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812760, "dur": 12, + "args": { + "External id": 14241, + "cbid": 211, "correlation": 14241 + } + }, + { + "ph": "s", "id": 14241, "pid": 323482, "tid": 323482, "ts": 1714870276812760, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276812802, "dur": 2, + "args": { + "External id": 14254, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14254, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14254, "pid": 0, "tid": 7, "ts": 1714870276812802, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812795, "dur": 11, + "args": { + "External id": 14254, + "cbid": 211, "correlation": 14254 + } + }, + { + "ph": "s", "id": 14254, "pid": 323482, "tid": 323482, "ts": 1714870276812795, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, long, 4> >(at::native::ReduceOp, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276812834, "dur": 3, + "args": { + "External id": 14269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14269, + "registers per thread": 48, + "shared memory": 16, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [4, 1, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14269, "pid": 0, "tid": 7, "ts": 1714870276812834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812827, "dur": 12, + "args": { + "External id": 14269, + "cbid": 211, "correlation": 14269 + } + }, + { + "ph": "s", "id": 14269, "pid": 323482, "tid": 323482, "ts": 1714870276812827, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714870276812903, "dur": 1, + "args": { + "External id": 14291, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14291, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14291, "pid": 0, "tid": 7, "ts": 1714870276812903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812895, "dur": 11, + "args": { + "External id": 14291, + "cbid": 211, "correlation": 14291 + } + }, + { + "ph": "s", "id": 14291, "pid": 323482, "tid": 323482, "ts": 1714870276812895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714870276812973, "dur": 2, + "args": { + "External id": 14302, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14302, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 14302, "pid": 0, "tid": 7, "ts": 1714870276812973, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276812965, "dur": 13, + "args": { + "External id": 14302, + "cbid": 211, "correlation": 14302 + } + }, + { + "ph": "s", "id": 14302, "pid": 323482, "tid": 323482, "ts": 1714870276812965, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714870276813040, "dur": 154, + "args": { + "External id": 14314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14314, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14314, "pid": 0, "tid": 7, "ts": 1714870276813040, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813031, "dur": 164, + "args": { + "External id": 14314, + "cbid": 211, "correlation": 14314 + } + }, + { + "ph": "s", "id": 14314, "pid": 323482, "tid": 323482, "ts": 1714870276813031, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323482, + "ts": 1714870276813279, "dur": 1, + "args": { + "External id": 14328, + "cbid": 210, "correlation": 14328 + } + }, + { + "ph": "f", "id": 14328, "pid": 323482, "tid": 323482, "ts": 1714870276813279, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714870276813291, "dur": 410, + "args": { + "External id": 14329, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14329, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 14329, "pid": 0, "tid": 7, "ts": 1714870276813291, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813282, "dur": 421, + "args": { + "External id": 14329, + "cbid": 211, "correlation": 14329 + } + }, + { + "ph": "s", "id": 14329, "pid": 323482, "tid": 323482, "ts": 1714870276813282, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714870276813711, "dur": 5, + "args": { + "External id": 14331, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14331, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 14331, "pid": 0, "tid": 7, "ts": 1714870276813711, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813705, "dur": 13, + "args": { + "External id": 14331, + "cbid": 211, "correlation": 14331 + } + }, + { + "ph": "s", "id": 14331, "pid": 323482, "tid": 323482, "ts": 1714870276813705, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276813761, "dur": 1, + "args": { + "External id": 14342, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14342, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14342, "pid": 0, "tid": 7, "ts": 1714870276813761, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813753, "dur": 11, + "args": { + "External id": 14342, + "cbid": 211, "correlation": 14342 + } + }, + { + "ph": "s", "id": 14342, "pid": 323482, "tid": 323482, "ts": 1714870276813753, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276813825, "dur": 1, + "args": { + "External id": 14355, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14355, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14355, "pid": 0, "tid": 7, "ts": 1714870276813825, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813813, "dur": 15, + "args": { + "External id": 14355, + "cbid": 211, "correlation": 14355 + } + }, + { + "ph": "s", "id": 14355, "pid": 323482, "tid": 323482, "ts": 1714870276813813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714870276813848, "dur": 1, + "args": { + "External id": 14363, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14363, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14363, "pid": 0, "tid": 7, "ts": 1714870276813848, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813841, "dur": 10, + "args": { + "External id": 14363, + "cbid": 211, "correlation": 14363 + } + }, + { + "ph": "s", "id": 14363, "pid": 323482, "tid": 323482, "ts": 1714870276813841, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276813892, "dur": 1, + "args": { + "External id": 14373, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14373, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14373, "pid": 0, "tid": 7, "ts": 1714870276813892, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813884, "dur": 10, + "args": { + "External id": 14373, + "cbid": 211, "correlation": 14373 + } + }, + { + "ph": "s", "id": 14373, "pid": 323482, "tid": 323482, "ts": 1714870276813884, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276814005, "dur": 1, + "args": { + "External id": 14386, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14386, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14386, "pid": 0, "tid": 7, "ts": 1714870276814005, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276813996, "dur": 13, + "args": { + "External id": 14386, + "cbid": 211, "correlation": 14386 + } + }, + { + "ph": "s", "id": 14386, "pid": 323482, "tid": 323482, "ts": 1714870276813996, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714870276814035, "dur": 3, + "args": { + "External id": 14398, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14398, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14398, "pid": 0, "tid": 7, "ts": 1714870276814035, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276814027, "dur": 13, + "args": { + "External id": 14398, + "cbid": 211, "correlation": 14398 + } + }, + { + "ph": "s", "id": 14398, "pid": 323482, "tid": 323482, "ts": 1714870276814027, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714870276814062, "dur": 1, + "args": { + "External id": 14406, + "device": 0, "context": 1, + "stream": 7, "correlation": 14406, + "bytes": 4, "memory bandwidth (GB/s)": 0.0035714285714285713 + } + }, + { + "ph": "f", "id": 14406, "pid": 0, "tid": 7, "ts": 1714870276814062, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276814053, "dur": 13, + "args": { + "External id": 14406, + "cbid": 41, "correlation": 14406 + } + }, + { + "ph": "s", "id": 14406, "pid": 323482, "tid": 323482, "ts": 1714870276814053, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276814367, "dur": 0, + "args": { + "External id": 14421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14421, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14421, "pid": 0, "tid": 7, "ts": 1714870276814367, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276814357, "dur": 12, + "args": { + "External id": 14421, + "cbid": 211, "correlation": 14421 + } + }, + { + "ph": "s", "id": 14421, "pid": 323482, "tid": 323482, "ts": 1714870276814357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276814507, "dur": 1, + "args": { + "External id": 14437, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14437, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14437, "pid": 0, "tid": 7, "ts": 1714870276814507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276814496, "dur": 16, + "args": { + "External id": 14437, + "cbid": 211, "correlation": 14437 + } + }, + { + "ph": "s", "id": 14437, "pid": 323482, "tid": 323529, "ts": 1714870276814496, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276814536, "dur": 1, + "args": { + "External id": 14441, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14441, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14441, "pid": 0, "tid": 7, "ts": 1714870276814536, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276814529, "dur": 10, + "args": { + "External id": 14441, + "cbid": 211, "correlation": 14441 + } + }, + { + "ph": "s", "id": 14441, "pid": 323482, "tid": 323529, "ts": 1714870276814529, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276814593, "dur": 1, + "args": { + "External id": 14461, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14461, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14461, "pid": 0, "tid": 7, "ts": 1714870276814593, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276814585, "dur": 11, + "args": { + "External id": 14461, + "cbid": 211, "correlation": 14461 + } + }, + { + "ph": "s", "id": 14461, "pid": 323482, "tid": 323529, "ts": 1714870276814585, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714870276814647, "dur": 1, + "args": { + "External id": 14477, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14477, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14477, "pid": 0, "tid": 7, "ts": 1714870276814647, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276814639, "dur": 11, + "args": { + "External id": 14477, + "cbid": 211, "correlation": 14477 + } + }, + { + "ph": "s", "id": 14477, "pid": 323482, "tid": 323529, "ts": 1714870276814639, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714870276814693, "dur": 1, + "args": { + "External id": 14489, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14489, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14489, "pid": 0, "tid": 7, "ts": 1714870276814693, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276814685, "dur": 11, 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achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14529, "pid": 0, "tid": 7, "ts": 1714870276814837, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276814829, "dur": 12, + "args": { + "External id": 14529, + "cbid": 211, "correlation": 14529 + } + }, + { + "ph": "s", "id": 14529, "pid": 323482, "tid": 323529, "ts": 1714870276814829, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323529, + "ts": 1714870276814877, "dur": 1, + "args": { + "External id": 14545, + "cbid": 210, "correlation": 14545 + } + }, + { + "ph": "f", "id": 14545, "pid": 323482, "tid": 323529, "ts": 1714870276814877, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714870276814887, "dur": 273, + 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"cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276815603, "dur": 179, + "args": { + "External id": 14604, + "cbid": 211, "correlation": 14604 + } + }, + { + "ph": "s", "id": 14604, "pid": 323482, "tid": 323529, "ts": 1714870276815603, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714870276815817, "dur": 148, + "args": { + "External id": 14616, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14616, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 14616, "pid": 0, "tid": 7, "ts": 1714870276815817, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276815809, "dur": 159, + "args": { + "External id": 14616, + "cbid": 211, "correlation": 14616 + } + }, + { + "ph": "s", "id": 14616, "pid": 323482, "tid": 323529, "ts": 1714870276815809, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276816014, "dur": 1, + "args": { + "External id": 14627, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14627, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 14627, "pid": 0, "tid": 7, "ts": 1714870276816014, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816005, "dur": 12, + "args": { + "External id": 14627, + "cbid": 211, "correlation": 14627 + } + }, + { + "ph": "s", "id": 14627, "pid": 323482, "tid": 323529, "ts": 1714870276816005, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276816263, "dur": 1, + "args": { + "External id": 14655, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14655, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14655, "pid": 0, "tid": 7, "ts": 1714870276816263, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816254, "dur": 12, + "args": { + "External id": 14655, + "cbid": 211, "correlation": 14655 + } + }, + { + "ph": "s", "id": 14655, "pid": 323482, "tid": 323529, "ts": 1714870276816254, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276816302, "dur": 0, + "args": { + "External id": 14671, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14671, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 14671, "pid": 0, "tid": 7, "ts": 1714870276816302, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816295, "dur": 10, + "args": { + "External id": 14671, + "cbid": 211, "correlation": 14671 + } + }, + { + "ph": "s", "id": 14671, "pid": 323482, "tid": 323529, "ts": 1714870276816295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276816316, "dur": 3, + "args": { + "External id": 14678, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14678, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14678, "pid": 0, "tid": 7, "ts": 1714870276816316, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816310, "dur": 11, + "args": { + "External id": 14678, + "cbid": 211, "correlation": 14678 + } + }, + { + "ph": "s", "id": 14678, "pid": 323482, "tid": 323529, "ts": 1714870276816310, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276816382, "dur": 1, + "args": { + "External id": 14700, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14700, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14700, "pid": 0, "tid": 7, "ts": 1714870276816382, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816374, "dur": 11, + "args": { + "External id": 14700, + "cbid": 211, "correlation": 14700 + } + }, + { + "ph": "s", "id": 14700, "pid": 323482, "tid": 323529, "ts": 1714870276816374, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276816409, "dur": 0, + "args": { + "External id": 14716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14716, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 14716, "pid": 0, "tid": 7, "ts": 1714870276816409, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816403, "dur": 8, + "args": { + "External id": 14716, + "cbid": 211, "correlation": 14716 + } + }, + { + "ph": "s", "id": 14716, "pid": 323482, "tid": 323529, "ts": 1714870276816403, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276816422, "dur": 3, + "args": { + "External id": 14723, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14723, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14723, "pid": 0, "tid": 7, "ts": 1714870276816422, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816416, "dur": 10, + "args": { + "External id": 14723, + "cbid": 211, "correlation": 14723 + } + }, + { + "ph": "s", "id": 14723, "pid": 323482, "tid": 323529, "ts": 1714870276816416, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276816491, "dur": 1, + "args": { + "External id": 14745, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14745, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14745, "pid": 0, "tid": 7, "ts": 1714870276816491, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816483, "dur": 11, + "args": { + "External id": 14745, + "cbid": 211, "correlation": 14745 + } + }, + { + "ph": "s", "id": 14745, "pid": 323482, "tid": 323529, "ts": 1714870276816483, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276816526, "dur": 1, + "args": { + "External id": 14761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14761, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14761, "pid": 0, "tid": 7, "ts": 1714870276816526, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816519, "dur": 10, + "args": { + "External id": 14761, + "cbid": 211, "correlation": 14761 + } + }, + { + "ph": "s", "id": 14761, "pid": 323482, "tid": 323529, "ts": 1714870276816519, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276816539, "dur": 2, + "args": { + "External id": 14768, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14768, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14768, "pid": 0, "tid": 7, "ts": 1714870276816539, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816534, "dur": 9, + "args": { + "External id": 14768, + "cbid": 211, "correlation": 14768 + } + }, + { + "ph": "s", "id": 14768, "pid": 323482, "tid": 323529, "ts": 1714870276816534, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276816599, "dur": 1, + "args": { + "External id": 14790, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14790, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14790, "pid": 0, "tid": 7, "ts": 1714870276816599, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816591, "dur": 11, + "args": { + "External id": 14790, + "cbid": 211, "correlation": 14790 + } + }, + { + "ph": "s", "id": 14790, "pid": 323482, "tid": 323529, "ts": 1714870276816591, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276816626, "dur": 16, + "args": { + "External id": 14806, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14806, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14806, "pid": 0, "tid": 7, "ts": 1714870276816626, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816620, "dur": 24, + "args": { + "External id": 14806, + "cbid": 211, "correlation": 14806 + } + }, + { + "ph": "s", "id": 14806, "pid": 323482, "tid": 323529, "ts": 1714870276816620, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276816654, "dur": 4, + "args": { + "External id": 14813, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14813, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14813, "pid": 0, "tid": 7, "ts": 1714870276816654, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816648, "dur": 11, + "args": { + "External id": 14813, + "cbid": 211, "correlation": 14813 + } + }, + { + "ph": "s", "id": 14813, "pid": 323482, "tid": 323529, "ts": 1714870276816648, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276816721, "dur": 2, + "args": { + "External id": 14835, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14835, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14835, "pid": 0, "tid": 7, "ts": 1714870276816721, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816714, "dur": 12, + "args": { + "External id": 14835, + "cbid": 211, "correlation": 14835 + } + }, + { + "ph": "s", "id": 14835, "pid": 323482, "tid": 323529, "ts": 1714870276816714, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276816750, "dur": 230, + "args": { + "External id": 14851, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14851, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14851, "pid": 0, "tid": 7, "ts": 1714870276816750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816743, "dur": 238, + "args": { + "External id": 14851, + "cbid": 211, "correlation": 14851 + } + }, + { + "ph": "s", "id": 14851, "pid": 323482, "tid": 323529, "ts": 1714870276816743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276816992, "dur": 4, + "args": { + "External id": 14858, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14858, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14858, "pid": 0, "tid": 7, "ts": 1714870276816992, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276816986, "dur": 11, + "args": { + "External id": 14858, + "cbid": 211, "correlation": 14858 + } + }, + { + "ph": "s", "id": 14858, "pid": 323482, "tid": 323529, "ts": 1714870276816986, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276817052, "dur": 2, + "args": { + "External id": 14880, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14880, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14880, "pid": 0, "tid": 7, "ts": 1714870276817052, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817044, "dur": 11, + "args": { + "External id": 14880, + "cbid": 211, "correlation": 14880 + } + }, + { + "ph": "s", "id": 14880, "pid": 323482, "tid": 323529, "ts": 1714870276817044, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276817087, "dur": 83, + "args": { + "External id": 14896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14896, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14896, "pid": 0, "tid": 7, "ts": 1714870276817087, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817081, "dur": 92, + "args": { + "External id": 14896, + "cbid": 211, "correlation": 14896 + } + }, + { + "ph": "s", "id": 14896, "pid": 323482, "tid": 323529, "ts": 1714870276817081, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276817183, "dur": 4, + "args": { + "External id": 14903, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14903, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14903, "pid": 0, "tid": 7, "ts": 1714870276817183, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817177, "dur": 11, + "args": { + "External id": 14903, + "cbid": 211, "correlation": 14903 + } + }, + { + "ph": "s", "id": 14903, "pid": 323482, "tid": 323529, "ts": 1714870276817177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276817244, "dur": 2, + "args": { + "External id": 14925, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14925, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14925, "pid": 0, "tid": 7, "ts": 1714870276817244, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817236, "dur": 11, + "args": { + "External id": 14925, + "cbid": 211, "correlation": 14925 + } + }, + { + "ph": "s", "id": 14925, "pid": 323482, "tid": 323529, "ts": 1714870276817236, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276817272, "dur": 272, + "args": { + "External id": 14941, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14941, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 14941, "pid": 0, "tid": 7, "ts": 1714870276817272, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817265, "dur": 280, + "args": { + "External id": 14941, + "cbid": 211, "correlation": 14941 + } + }, + { + "ph": "s", "id": 14941, "pid": 323482, "tid": 323529, "ts": 1714870276817265, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276817555, "dur": 3, + "args": { + "External id": 14948, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14948, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14948, "pid": 0, "tid": 7, "ts": 1714870276817555, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817550, "dur": 10, + "args": { + "External id": 14948, + "cbid": 211, "correlation": 14948 + } + }, + { + "ph": "s", "id": 14948, "pid": 323482, "tid": 323529, "ts": 1714870276817550, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276817616, "dur": 2, + "args": { + "External id": 14970, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14970, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 14970, "pid": 0, "tid": 7, "ts": 1714870276817616, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817608, "dur": 11, + "args": { + "External id": 14970, + "cbid": 211, "correlation": 14970 + } + }, + { + "ph": "s", "id": 14970, "pid": 323482, "tid": 323529, "ts": 1714870276817608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276817659, "dur": 0, + "args": { + "External id": 14986, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14986, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 14986, "pid": 0, "tid": 7, "ts": 1714870276817659, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817652, "dur": 9, + "args": { + "External id": 14986, + "cbid": 211, "correlation": 14986 + } + }, + { + "ph": "s", "id": 14986, "pid": 323482, "tid": 323529, "ts": 1714870276817652, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276817671, "dur": 3, + "args": { + "External id": 14993, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 14993, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 14993, "pid": 0, "tid": 7, "ts": 1714870276817671, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817666, "dur": 10, + "args": { + "External id": 14993, + "cbid": 211, "correlation": 14993 + } + }, + { + "ph": "s", "id": 14993, "pid": 323482, "tid": 323529, "ts": 1714870276817666, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276817732, "dur": 1, + "args": { + "External id": 15015, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15015, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15015, "pid": 0, "tid": 7, "ts": 1714870276817732, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817724, "dur": 11, + "args": { + "External id": 15015, + "cbid": 211, "correlation": 15015 + } + }, + { + "ph": "s", "id": 15015, "pid": 323482, "tid": 323529, "ts": 1714870276817724, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276817759, "dur": 0, + "args": { + "External id": 15031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15031, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 15031, "pid": 0, "tid": 7, "ts": 1714870276817759, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817753, "dur": 8, + "args": { + "External id": 15031, + "cbid": 211, "correlation": 15031 + } + }, + { + "ph": "s", "id": 15031, "pid": 323482, "tid": 323529, "ts": 1714870276817753, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276817771, "dur": 3, + "args": { + "External id": 15038, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15038, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15038, "pid": 0, "tid": 7, "ts": 1714870276817771, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817766, "dur": 10, + "args": { + "External id": 15038, + "cbid": 211, "correlation": 15038 + } + }, + { + "ph": "s", "id": 15038, "pid": 323482, "tid": 323529, "ts": 1714870276817766, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276817830, "dur": 1, + "args": { + "External id": 15060, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15060, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15060, "pid": 0, "tid": 7, "ts": 1714870276817830, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817823, "dur": 11, + "args": { + "External id": 15060, + "cbid": 211, "correlation": 15060 + } + }, + { + "ph": "s", "id": 15060, "pid": 323482, "tid": 323529, "ts": 1714870276817823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276817866, "dur": 0, + "args": { + "External id": 15076, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15076, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15076, "pid": 0, "tid": 7, "ts": 1714870276817866, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817859, "dur": 9, + "args": { + "External id": 15076, + "cbid": 211, "correlation": 15076 + } + }, + { + "ph": "s", "id": 15076, "pid": 323482, "tid": 323529, "ts": 1714870276817859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276817878, "dur": 3, + "args": { + "External id": 15083, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15083, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15083, "pid": 0, "tid": 7, "ts": 1714870276817878, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817873, "dur": 10, + "args": { + "External id": 15083, + "cbid": 211, "correlation": 15083 + } + }, + { + "ph": "s", "id": 15083, "pid": 323482, "tid": 323529, "ts": 1714870276817873, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276817950, "dur": 1, + "args": { + "External id": 15105, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15105, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15105, "pid": 0, "tid": 7, "ts": 1714870276817950, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817942, "dur": 11, + "args": { + "External id": 15105, + "cbid": 211, "correlation": 15105 + } + }, + { + "ph": "s", "id": 15105, "pid": 323482, "tid": 323529, "ts": 1714870276817942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276817977, "dur": 0, + "args": { + "External id": 15121, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15121, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 15121, "pid": 0, "tid": 7, "ts": 1714870276817977, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817971, "dur": 8, + "args": { + "External id": 15121, + "cbid": 211, "correlation": 15121 + } + }, + { + "ph": "s", "id": 15121, "pid": 323482, "tid": 323529, "ts": 1714870276817971, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276817989, "dur": 3, + "args": { + "External id": 15128, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15128, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15128, "pid": 0, "tid": 7, "ts": 1714870276817989, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276817984, "dur": 10, + "args": { + "External id": 15128, + "cbid": 211, "correlation": 15128 + } + }, + { + "ph": "s", "id": 15128, "pid": 323482, "tid": 323529, "ts": 1714870276817984, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276818049, "dur": 1, + "args": { + "External id": 15150, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15150, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15150, "pid": 0, "tid": 7, "ts": 1714870276818049, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818042, "dur": 11, + "args": { + "External id": 15150, + "cbid": 211, "correlation": 15150 + } + }, + { + "ph": "s", "id": 15150, "pid": 323482, "tid": 323529, "ts": 1714870276818042, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276818085, "dur": 1, + "args": { + "External id": 15166, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15166, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 15166, "pid": 0, "tid": 7, "ts": 1714870276818085, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818078, "dur": 10, + "args": { + "External id": 15166, + "cbid": 211, "correlation": 15166 + } + }, + { + "ph": "s", "id": 15166, "pid": 323482, "tid": 323529, "ts": 1714870276818078, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276818097, "dur": 2, + "args": { + "External id": 15173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15173, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15173, "pid": 0, "tid": 7, "ts": 1714870276818097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818092, "dur": 9, + "args": { + "External id": 15173, + "cbid": 211, "correlation": 15173 + } + }, + { + "ph": "s", "id": 15173, "pid": 323482, "tid": 323529, "ts": 1714870276818092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276818156, "dur": 1, + "args": { + "External id": 15195, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15195, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15195, "pid": 0, "tid": 7, "ts": 1714870276818156, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818149, "dur": 11, + "args": { + "External id": 15195, + "cbid": 211, "correlation": 15195 + } + }, + { + "ph": "s", "id": 15195, "pid": 323482, "tid": 323529, "ts": 1714870276818149, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276818184, "dur": 0, + "args": { + "External id": 15211, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15211, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 15211, "pid": 0, "tid": 7, "ts": 1714870276818184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818177, "dur": 8, + "args": { + "External id": 15211, + "cbid": 211, "correlation": 15211 + } + }, + { + "ph": "s", "id": 15211, "pid": 323482, "tid": 323529, "ts": 1714870276818177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276818195, "dur": 3, + "args": { + "External id": 15218, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15218, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15218, "pid": 0, "tid": 7, "ts": 1714870276818195, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818190, "dur": 10, + "args": { + "External id": 15218, + "cbid": 211, "correlation": 15218 + } + }, + { + "ph": "s", "id": 15218, "pid": 323482, "tid": 323529, "ts": 1714870276818190, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276818261, "dur": 1, + "args": { + "External id": 15240, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15240, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15240, "pid": 0, "tid": 7, "ts": 1714870276818261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818251, "dur": 14, + "args": { + "External id": 15240, + "cbid": 211, "correlation": 15240 + } + }, + { + "ph": "s", "id": 15240, "pid": 323482, "tid": 323529, "ts": 1714870276818251, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276818290, "dur": 0, + "args": { + "External id": 15256, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15256, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15256, "pid": 0, "tid": 7, "ts": 1714870276818290, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818283, "dur": 9, + "args": { + "External id": 15256, + "cbid": 211, "correlation": 15256 + } + }, + { + "ph": "s", "id": 15256, "pid": 323482, "tid": 323529, "ts": 1714870276818283, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276818302, "dur": 3, + "args": { + "External id": 15263, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15263, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15263, "pid": 0, "tid": 7, "ts": 1714870276818302, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818297, "dur": 9, + "args": { + "External id": 15263, + "cbid": 211, "correlation": 15263 + } + }, + { + "ph": "s", "id": 15263, "pid": 323482, "tid": 323529, "ts": 1714870276818297, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276818360, "dur": 1, + "args": { + "External id": 15285, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15285, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15285, "pid": 0, "tid": 7, "ts": 1714870276818360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818353, "dur": 11, + "args": { + "External id": 15285, + "cbid": 211, "correlation": 15285 + } + }, + { + "ph": "s", "id": 15285, "pid": 323482, "tid": 323529, "ts": 1714870276818353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276818388, "dur": 15, + "args": { + "External id": 15301, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15301, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15301, "pid": 0, "tid": 7, "ts": 1714870276818388, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818382, "dur": 23, + "args": { + "External id": 15301, + "cbid": 211, "correlation": 15301 + } + }, + { + "ph": "s", "id": 15301, "pid": 323482, "tid": 323529, "ts": 1714870276818382, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276818415, "dur": 3, + "args": { + "External id": 15308, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15308, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15308, "pid": 0, "tid": 7, "ts": 1714870276818415, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818410, "dur": 10, + "args": { + "External id": 15308, + "cbid": 211, "correlation": 15308 + } + }, + { + "ph": "s", "id": 15308, "pid": 323482, "tid": 323529, "ts": 1714870276818410, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276818482, "dur": 2, + "args": { + "External id": 15330, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15330, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15330, "pid": 0, "tid": 7, "ts": 1714870276818482, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818474, "dur": 11, + "args": { + "External id": 15330, + "cbid": 211, "correlation": 15330 + } + }, + { + "ph": "s", "id": 15330, "pid": 323482, "tid": 323529, "ts": 1714870276818474, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276818509, "dur": 24, + "args": { + "External id": 15346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15346, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15346, "pid": 0, "tid": 7, "ts": 1714870276818509, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818503, "dur": 32, + "args": { + "External id": 15346, + "cbid": 211, "correlation": 15346 + } + }, + { + "ph": "s", "id": 15346, "pid": 323482, "tid": 323529, "ts": 1714870276818503, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276818545, "dur": 3, + "args": { + "External id": 15353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15353, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15353, "pid": 0, "tid": 7, "ts": 1714870276818545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818540, "dur": 10, + "args": { + "External id": 15353, + "cbid": 211, "correlation": 15353 + } + }, + { + "ph": "s", "id": 15353, "pid": 323482, "tid": 323529, "ts": 1714870276818540, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276818604, "dur": 1, + "args": { + "External id": 15375, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15375, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15375, "pid": 0, "tid": 7, "ts": 1714870276818604, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818597, "dur": 11, + "args": { + "External id": 15375, + "cbid": 211, "correlation": 15375 + } + }, + { + "ph": "s", "id": 15375, "pid": 323482, "tid": 323529, "ts": 1714870276818597, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276818632, "dur": 177, + "args": { + "External id": 15391, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15391, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15391, "pid": 0, "tid": 7, "ts": 1714870276818632, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818626, "dur": 186, + "args": { + "External id": 15391, + "cbid": 211, "correlation": 15391 + } + }, + { + "ph": "s", "id": 15391, "pid": 323482, "tid": 323529, "ts": 1714870276818626, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276818824, "dur": 3, + "args": { + "External id": 15398, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15398, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15398, "pid": 0, "tid": 7, "ts": 1714870276818824, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818817, "dur": 12, + "args": { + "External id": 15398, + "cbid": 211, "correlation": 15398 + } + }, + { + "ph": "s", "id": 15398, "pid": 323482, "tid": 323529, "ts": 1714870276818817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276818901, "dur": 2, + "args": { + "External id": 15420, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15420, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15420, "pid": 0, "tid": 7, "ts": 1714870276818901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818893, "dur": 12, + "args": { + "External id": 15420, + "cbid": 211, "correlation": 15420 + } + }, + { + "ph": "s", "id": 15420, "pid": 323482, "tid": 323529, "ts": 1714870276818893, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276818929, "dur": 0, + "args": { + "External id": 15436, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15436, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 15436, "pid": 0, "tid": 7, "ts": 1714870276818929, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818923, "dur": 9, + "args": { + "External id": 15436, + "cbid": 211, "correlation": 15436 + } + }, + { + "ph": "s", "id": 15436, "pid": 323482, "tid": 323529, "ts": 1714870276818923, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276818941, "dur": 3, + "args": { + "External id": 15443, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15443, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15443, "pid": 0, "tid": 7, "ts": 1714870276818941, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818936, "dur": 10, + "args": { + "External id": 15443, + "cbid": 211, "correlation": 15443 + } + }, + { + "ph": "s", "id": 15443, "pid": 323482, "tid": 323529, "ts": 1714870276818936, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819001, "dur": 1, + "args": { + "External id": 15465, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15465, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15465, "pid": 0, "tid": 7, "ts": 1714870276819001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276818993, "dur": 11, + "args": { + "External id": 15465, + "cbid": 211, "correlation": 15465 + } + }, + { + "ph": "s", "id": 15465, "pid": 323482, "tid": 323529, "ts": 1714870276818993, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819029, "dur": 0, + "args": { + "External id": 15481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15481, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 15481, "pid": 0, "tid": 7, "ts": 1714870276819029, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819022, "dur": 9, + "args": { + "External id": 15481, + "cbid": 211, "correlation": 15481 + } + }, + { + "ph": "s", "id": 15481, "pid": 323482, "tid": 323529, "ts": 1714870276819022, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276819041, "dur": 2, + "args": { + "External id": 15488, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15488, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15488, "pid": 0, "tid": 7, "ts": 1714870276819041, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819035, "dur": 9, + "args": { + "External id": 15488, + "cbid": 211, "correlation": 15488 + } + }, + { + "ph": "s", "id": 15488, "pid": 323482, "tid": 323529, "ts": 1714870276819035, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819107, "dur": 1, + "args": { + "External id": 15510, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15510, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15510, "pid": 0, "tid": 7, "ts": 1714870276819107, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819099, "dur": 11, + "args": { + "External id": 15510, + "cbid": 211, "correlation": 15510 + } + }, + { + "ph": "s", "id": 15510, "pid": 323482, "tid": 323529, "ts": 1714870276819099, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819135, "dur": 1, + "args": { + "External id": 15526, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15526, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 15526, "pid": 0, "tid": 7, "ts": 1714870276819135, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819129, "dur": 9, + "args": { + "External id": 15526, + "cbid": 211, "correlation": 15526 + } + }, + { + "ph": "s", "id": 15526, "pid": 323482, "tid": 323529, "ts": 1714870276819129, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276819147, "dur": 2, + "args": { + "External id": 15533, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15533, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15533, "pid": 0, "tid": 7, "ts": 1714870276819147, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819142, "dur": 9, + "args": { + "External id": 15533, + "cbid": 211, "correlation": 15533 + } + }, + { + "ph": "s", "id": 15533, "pid": 323482, "tid": 323529, "ts": 1714870276819142, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819205, "dur": 1, + "args": { + "External id": 15555, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15555, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15555, "pid": 0, "tid": 7, "ts": 1714870276819205, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819197, "dur": 11, + "args": { + "External id": 15555, + "cbid": 211, "correlation": 15555 + } + }, + { + "ph": "s", "id": 15555, "pid": 323482, "tid": 323529, "ts": 1714870276819197, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819239, "dur": 0, + "args": { + "External id": 15571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15571, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 15571, "pid": 0, "tid": 7, "ts": 1714870276819239, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819233, "dur": 9, + "args": { + "External id": 15571, + "cbid": 211, "correlation": 15571 + } + }, + { + "ph": "s", "id": 15571, "pid": 323482, "tid": 323529, "ts": 1714870276819233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276819252, "dur": 4, + "args": { + "External id": 15578, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15578, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15578, "pid": 0, "tid": 7, "ts": 1714870276819252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819246, "dur": 11, + "args": { + "External id": 15578, + "cbid": 211, "correlation": 15578 + } + }, + { + "ph": "s", "id": 15578, "pid": 323482, "tid": 323529, "ts": 1714870276819246, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819312, "dur": 1, + "args": { + "External id": 15600, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15600, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15600, "pid": 0, "tid": 7, "ts": 1714870276819312, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819304, "dur": 11, + "args": { + "External id": 15600, + "cbid": 211, "correlation": 15600 + } + }, + { + "ph": "s", "id": 15600, "pid": 323482, "tid": 323529, "ts": 1714870276819304, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819339, "dur": 4, + "args": { + "External id": 15616, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15616, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15616, "pid": 0, "tid": 7, "ts": 1714870276819339, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819333, "dur": 12, + "args": { + "External id": 15616, + "cbid": 211, "correlation": 15616 + } + }, + { + "ph": "s", "id": 15616, "pid": 323482, "tid": 323529, "ts": 1714870276819333, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276819355, "dur": 2, + "args": { + "External id": 15623, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15623, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15623, "pid": 0, "tid": 7, "ts": 1714870276819355, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819349, "dur": 9, + "args": { + "External id": 15623, + "cbid": 211, "correlation": 15623 + } + }, + { + "ph": "s", "id": 15623, "pid": 323482, "tid": 323529, "ts": 1714870276819349, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819412, "dur": 1, + "args": { + "External id": 15645, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15645, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15645, "pid": 0, "tid": 7, "ts": 1714870276819412, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819405, "dur": 11, + "args": { + "External id": 15645, + "cbid": 211, "correlation": 15645 + } + }, + { + "ph": "s", "id": 15645, "pid": 323482, "tid": 323529, "ts": 1714870276819405, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819447, "dur": 1, + "args": { + "External id": 15661, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15661, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 15661, "pid": 0, "tid": 7, "ts": 1714870276819447, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819441, "dur": 10, + "args": { + "External id": 15661, + "cbid": 211, "correlation": 15661 + } + }, + { + "ph": "s", "id": 15661, "pid": 323482, "tid": 323529, "ts": 1714870276819441, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276819460, "dur": 3, + "args": { + "External id": 15668, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15668, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15668, "pid": 0, "tid": 7, "ts": 1714870276819460, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819455, "dur": 9, + "args": { + "External id": 15668, + "cbid": 211, "correlation": 15668 + } + }, + { + "ph": "s", "id": 15668, "pid": 323482, "tid": 323529, "ts": 1714870276819455, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819518, "dur": 1, + "args": { + "External id": 15690, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15690, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15690, "pid": 0, "tid": 7, "ts": 1714870276819518, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819511, "dur": 11, + "args": { + "External id": 15690, + "cbid": 211, "correlation": 15690 + } + }, + { + "ph": "s", "id": 15690, "pid": 323482, "tid": 323529, "ts": 1714870276819511, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819545, "dur": 2, + "args": { + "External id": 15706, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15706, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15706, "pid": 0, "tid": 7, "ts": 1714870276819545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819539, "dur": 10, + "args": { + "External id": 15706, + "cbid": 211, "correlation": 15706 + } + }, + { + "ph": "s", "id": 15706, "pid": 323482, "tid": 323529, "ts": 1714870276819539, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276819559, "dur": 2, + "args": { + "External id": 15713, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15713, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15713, "pid": 0, "tid": 7, "ts": 1714870276819559, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819554, "dur": 9, + "args": { + "External id": 15713, + "cbid": 211, "correlation": 15713 + } + }, + { + "ph": "s", "id": 15713, "pid": 323482, "tid": 323529, "ts": 1714870276819554, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819617, "dur": 1, + "args": { + "External id": 15735, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15735, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15735, "pid": 0, "tid": 7, "ts": 1714870276819617, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819609, "dur": 11, + "args": { + "External id": 15735, + "cbid": 211, "correlation": 15735 + } + }, + { + "ph": "s", "id": 15735, "pid": 323482, "tid": 323529, "ts": 1714870276819609, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819651, "dur": 3, + "args": { + "External id": 15751, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15751, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15751, "pid": 0, "tid": 7, "ts": 1714870276819651, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819644, "dur": 12, + "args": { + "External id": 15751, + "cbid": 211, "correlation": 15751 + } + }, + { + "ph": "s", "id": 15751, "pid": 323482, "tid": 323529, "ts": 1714870276819644, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276819666, "dur": 2, + "args": { + "External id": 15758, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15758, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15758, "pid": 0, "tid": 7, "ts": 1714870276819666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819661, "dur": 9, + "args": { + "External id": 15758, + "cbid": 211, "correlation": 15758 + } + }, + { + "ph": "s", "id": 15758, "pid": 323482, "tid": 323529, "ts": 1714870276819661, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714870276819724, "dur": 1, + "args": { + "External id": 15780, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15780, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 15780, "pid": 0, "tid": 7, "ts": 1714870276819724, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819717, "dur": 11, + "args": { + "External id": 15780, + "cbid": 211, "correlation": 15780 + } + }, + { + "ph": "s", "id": 15780, "pid": 323482, "tid": 323529, "ts": 1714870276819717, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276819787, "dur": 254, + "args": { + "External id": 15796, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15796, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15796, "pid": 0, "tid": 7, "ts": 1714870276819787, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276819780, "dur": 263, + "args": { + "External id": 15796, + "cbid": 211, "correlation": 15796 + } + }, + { + "ph": "s", "id": 15796, "pid": 323482, "tid": 323529, "ts": 1714870276819780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714870276820053, "dur": 4, + "args": { + "External id": 15803, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15803, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 15803, "pid": 0, "tid": 7, "ts": 1714870276820053, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276820047, "dur": 11, + "args": { + "External id": 15803, + "cbid": 211, "correlation": 15803 + } + }, + { + "ph": "s", "id": 15803, "pid": 323482, "tid": 323529, "ts": 1714870276820047, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 323482, "tid": 323529, + "ts": 1714870276820116, "dur": 1, + "args": { + "External id": 15823, + "cbid": 210, "correlation": 15823 + } + }, + { + "ph": "f", "id": 15823, "pid": 323482, "tid": 323529, "ts": 1714870276820116, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + 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"cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323529, + "ts": 1714870276820189, "dur": 15, + "args": { + "External id": 15850, + "cbid": 211, "correlation": 15850 + } + }, + { + "ph": "s", "id": 15850, "pid": 323482, "tid": 323529, "ts": 1714870276820189, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276820301, "dur": 1, + "args": { + "External id": 15876, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15876, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy 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at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714870276820912, "dur": 840, + "args": { + "External id": 15929, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15929, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15929, "pid": 0, "tid": 7, "ts": 1714870276820912, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276820901, "dur": 856, + "args": { + "External id": 15929, + "cbid": 211, "correlation": 15929 + } + }, + { + "ph": "s", "id": 15929, "pid": 323482, 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323482, "tid": 323482, + "ts": 1714870276821759, "dur": 834, + "args": { + "External id": 15932, + "cbid": 211, "correlation": 15932 + } + }, + { + "ph": "s", "id": 15932, "pid": 323482, "tid": 323482, "ts": 1714870276821759, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714870276822602, "dur": 848, + "args": { + "External id": 15935, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15935, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + 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589, + "args": { + "External id": 15950, + "cbid": 211, "correlation": 15950 + } + }, + { + "ph": "s", "id": 15950, "pid": 323482, "tid": 323482, "ts": 1714870276825306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714870276825902, "dur": 602, + "args": { + "External id": 15953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 15953, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 15953, "pid": 0, "tid": 7, "ts": 1714870276825902, + "cat": 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1714870276833988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276833983, "dur": 220, + "args": { + "External id": 16233, + "cbid": 211, "correlation": 16233 + } + }, + { + "ph": "s", "id": 16233, "pid": 323482, "tid": 323482, "ts": 1714870276833983, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276834260, "dur": 587, + "args": { + "External id": 16239, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16239, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps 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16248, "pid": 323482, "tid": 323482, "ts": 1714870276836048, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276836661, "dur": 217, + "args": { + "External id": 16251, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16251, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16251, "pid": 0, "tid": 7, "ts": 1714870276836661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276836655, "dur": 224, + "args": { + "External id": 16251, + "cbid": 211, "correlation": 16251 + } + }, + { + "ph": "s", "id": 16251, "pid": 323482, "tid": 323482, "ts": 1714870276836655, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276836922, "dur": 590, + "args": { + "External id": 16257, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16257, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16257, "pid": 0, "tid": 7, "ts": 1714870276836922, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276836915, "dur": 599, + "args": { + "External id": 16257, + "cbid": 211, "correlation": 16257 + } + }, + { + "ph": "s", "id": 16257, "pid": 323482, "tid": 323482, "ts": 1714870276836915, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276837522, "dur": 575, + "args": { + "External id": 16260, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16260, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16260, "pid": 0, "tid": 7, "ts": 1714870276837522, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276837517, "dur": 582, + "args": { + "External id": 16260, + "cbid": 211, "correlation": 16260 + } + }, + { + "ph": "s", "id": 16260, "pid": 323482, "tid": 323482, "ts": 1714870276837517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276838106, "dur": 600, + "args": { + "External id": 16263, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16263, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16263, "pid": 0, "tid": 7, "ts": 1714870276838106, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276838101, "dur": 607, + "args": { + "External id": 16263, + "cbid": 211, "correlation": 16263 + } + }, + { + "ph": "s", "id": 16263, "pid": 323482, "tid": 323482, "ts": 1714870276838101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276838715, "dur": 604, + "args": { + "External id": 16266, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16266, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16266, "pid": 0, "tid": 7, "ts": 1714870276838715, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276838710, "dur": 611, + "args": { + "External id": 16266, + "cbid": 211, "correlation": 16266 + } + }, + { + "ph": "s", "id": 16266, "pid": 323482, "tid": 323482, "ts": 1714870276838710, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714870276839329, "dur": 212, + "args": { + "External id": 16269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16269, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16269, "pid": 0, "tid": 7, "ts": 1714870276839329, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276839323, "dur": 219, + "args": { + "External id": 16269, + "cbid": 211, "correlation": 16269 + } + }, + { + "ph": "s", "id": 16269, "pid": 323482, "tid": 323482, "ts": 1714870276839323, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276839611, "dur": 1097, + "args": { + "External id": 16275, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16275, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16275, "pid": 0, "tid": 7, "ts": 1714870276839611, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276839603, "dur": 1108, + "args": { + "External id": 16275, + "cbid": 211, "correlation": 16275 + } + }, + { + "ph": "s", "id": 16275, "pid": 323482, "tid": 323482, "ts": 1714870276839603, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276840719, "dur": 1079, + "args": { + "External id": 16278, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16278, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16278, "pid": 0, "tid": 7, "ts": 1714870276840719, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276840714, "dur": 1087, + "args": { + "External id": 16278, + "cbid": 211, "correlation": 16278 + } + }, + { + "ph": "s", "id": 16278, "pid": 323482, "tid": 323482, "ts": 1714870276840714, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276841808, "dur": 1113, + "args": { + "External id": 16281, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16281, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16281, "pid": 0, "tid": 7, "ts": 1714870276841808, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276841802, "dur": 1120, + "args": { + "External id": 16281, + "cbid": 211, "correlation": 16281 + } + }, + { + "ph": "s", "id": 16281, "pid": 323482, "tid": 323482, "ts": 1714870276841802, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276842930, "dur": 1111, + "args": { + "External id": 16284, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16284, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16284, "pid": 0, "tid": 7, "ts": 1714870276842930, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276842925, "dur": 1119, + "args": { + "External id": 16284, + "cbid": 211, "correlation": 16284 + } + }, + { + "ph": "s", "id": 16284, "pid": 323482, "tid": 323482, "ts": 1714870276842925, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714870276844222, "dur": 402, + "args": { + "External id": 16287, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16287, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 16287, "pid": 0, "tid": 7, "ts": 1714870276844222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276844045, "dur": 580, + "args": { + "External id": 16287, + "cbid": 211, "correlation": 16287 + } + }, + { + "ph": "s", "id": 16287, "pid": 323482, "tid": 323482, "ts": 1714870276844045, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714870276844708, "dur": 1, + "args": { + "External id": 16293, + "device": 0, "context": 1, + "stream": 7, "correlation": 16293, + "bytes": 4, "memory bandwidth (GB/s)": 0.0021929824561403508 + } + }, + { + "ph": "f", "id": 16293, "pid": 0, "tid": 7, "ts": 1714870276844708, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 323482, "tid": 323482, + "ts": 1714870276844694, "dur": 19, + "args": { + "External id": 16293, + "cbid": 41, "correlation": 16293 + } + }, + { + "ph": "s", "id": 16293, "pid": 323482, "tid": 323482, "ts": 1714870276844694, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 323482, "tid": 323482, + "ts": 1714870276844714, "dur": 2, + "args": { + "External id": 16294, + "cbid": 131, "correlation": 16294 + } + }, + { + "ph": "s", "id": 16294, "pid": 323482, "tid": 323482, "ts": 1714870276844714, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276844745, "dur": 1, + "args": { + "External id": 16303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16303, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16303, "pid": 0, "tid": 7, "ts": 1714870276844745, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276844737, "dur": 12, + "args": { + "External id": 16303, + "cbid": 211, "correlation": 16303 + } + }, + { + "ph": "s", "id": 16303, "pid": 323482, "tid": 323482, "ts": 1714870276844737, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714870276844788, "dur": 1, + "args": { + "External id": 16313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16313, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16313, "pid": 0, "tid": 7, "ts": 1714870276844788, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276844780, "dur": 11, + "args": { + "External id": 16313, + "cbid": 211, "correlation": 16313 + } + }, + { + "ph": "s", "id": 16313, "pid": 323482, "tid": 323482, "ts": 1714870276844780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714870276844820, "dur": 1, + "args": { + "External id": 16323, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 16323, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 16323, "pid": 0, "tid": 7, "ts": 1714870276844820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 323482, "tid": 323482, + "ts": 1714870276844813, "dur": 11, + "args": { + "External id": 16323, + "cbid": 211, "correlation": 16323 + } + }, + { + "ph": "s", "id": 16323, "pid": 323482, "tid": 323482, "ts": 1714870276844813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, 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"pid": 0, "tid": 7, + "ts": 1714872489747783, "dur": 1, + "args": { + "External id": 3414, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3414, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3414, "pid": 0, "tid": 7, "ts": 1714872489747783, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489747773, "dur": 14, + "args": { + "External id": 3414, + "cbid": 211, "correlation": 3414 + } + }, + { + "ph": "s", "id": 3414, "pid": 328255, "tid": 328255, "ts": 1714872489747773, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489747816, "dur": 1, + "args": { + "External id": 3424, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3424, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3424, "pid": 0, "tid": 7, "ts": 1714872489747816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489747808, "dur": 11, + "args": { + "External id": 3424, + "cbid": 211, "correlation": 3424 + } + }, + { + "ph": "s", "id": 3424, "pid": 328255, "tid": 328255, "ts": 1714872489747808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489747920, "dur": 2, + "args": { + "External id": 3446, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3446, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3446, "pid": 0, "tid": 7, "ts": 1714872489747920, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489747910, "dur": 15, + "args": { + "External id": 3446, + "cbid": 211, "correlation": 3446 + } + }, + { + "ph": "s", "id": 3446, "pid": 328255, "tid": 328255, "ts": 1714872489747910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489747977, "dur": 1, + "args": { + "External id": 3459, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3459, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3459, "pid": 0, "tid": 7, "ts": 1714872489747977, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489747969, "dur": 12, + "args": { + "External id": 3459, + "cbid": 211, "correlation": 3459 + } + }, + { + "ph": "s", "id": 3459, "pid": 328255, "tid": 328255, "ts": 1714872489747969, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489748005, "dur": 1, + "args": { + "External id": 3469, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3469, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3469, "pid": 0, "tid": 7, "ts": 1714872489748005, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489747998, "dur": 10, + "args": { + "External id": 3469, + "cbid": 211, "correlation": 3469 + } + }, + { + "ph": "s", "id": 3469, "pid": 328255, "tid": 328255, "ts": 1714872489747998, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489748073, "dur": 2, + "args": { + "External id": 3491, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3491, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3491, "pid": 0, "tid": 7, "ts": 1714872489748073, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748064, "dur": 13, + "args": { + "External id": 3491, + "cbid": 211, "correlation": 3491 + } + }, + { + "ph": "s", "id": 3491, "pid": 328255, "tid": 328255, "ts": 1714872489748064, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489748124, "dur": 1, + "args": { + "External id": 3504, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3504, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3504, "pid": 0, "tid": 7, "ts": 1714872489748124, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748116, "dur": 11, + "args": { + "External id": 3504, + "cbid": 211, "correlation": 3504 + } + }, + { + "ph": "s", "id": 3504, "pid": 328255, "tid": 328255, "ts": 1714872489748116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489748152, "dur": 1, + "args": { + "External id": 3514, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3514, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3514, "pid": 0, "tid": 7, "ts": 1714872489748152, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748145, "dur": 10, + "args": { + "External id": 3514, + "cbid": 211, "correlation": 3514 + } + }, + { + "ph": "s", "id": 3514, "pid": 328255, "tid": 328255, "ts": 1714872489748145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489748216, "dur": 2, + "args": { + "External id": 3536, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3536, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3536, "pid": 0, "tid": 7, "ts": 1714872489748216, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748208, "dur": 13, + "args": { + "External id": 3536, + "cbid": 211, "correlation": 3536 + } + }, + { + "ph": "s", "id": 3536, "pid": 328255, "tid": 328255, "ts": 1714872489748208, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489748267, "dur": 1, + "args": { + "External id": 3549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3549, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3549, "pid": 0, "tid": 7, "ts": 1714872489748267, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748260, "dur": 11, + "args": { + "External id": 3549, + "cbid": 211, "correlation": 3549 + } + }, + { + "ph": "s", "id": 3549, "pid": 328255, "tid": 328255, "ts": 1714872489748260, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489748295, "dur": 1, + "args": { + "External id": 3559, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3559, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3559, "pid": 0, "tid": 7, "ts": 1714872489748295, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748288, "dur": 10, + "args": { + "External id": 3559, + "cbid": 211, "correlation": 3559 + } + }, + { + "ph": "s", "id": 3559, "pid": 328255, "tid": 328255, "ts": 1714872489748288, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489748362, "dur": 2, + "args": { + "External id": 3581, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3581, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3581, "pid": 0, "tid": 7, "ts": 1714872489748362, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748354, "dur": 12, + "args": { + "External id": 3581, + "cbid": 211, "correlation": 3581 + } + }, + { + "ph": "s", "id": 3581, "pid": 328255, "tid": 328255, "ts": 1714872489748354, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489748412, "dur": 1, + "args": { + "External id": 3594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3594, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3594, "pid": 0, "tid": 7, "ts": 1714872489748412, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748404, "dur": 11, + "args": { + "External id": 3594, + "cbid": 211, "correlation": 3594 + } + }, + { + "ph": "s", "id": 3594, "pid": 328255, "tid": 328255, "ts": 1714872489748404, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489748439, "dur": 1, + "args": { + "External id": 3604, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3604, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3604, "pid": 0, "tid": 7, "ts": 1714872489748439, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748432, "dur": 10, + "args": { + "External id": 3604, + "cbid": 211, "correlation": 3604 + } + }, + { + "ph": "s", "id": 3604, "pid": 328255, "tid": 328255, "ts": 1714872489748432, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489748514, "dur": 2, + "args": { + "External id": 3626, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3626, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3626, "pid": 0, "tid": 7, "ts": 1714872489748514, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748505, "dur": 13, + "args": { + "External id": 3626, + "cbid": 211, "correlation": 3626 + } + }, + { + "ph": "s", "id": 3626, "pid": 328255, "tid": 328255, "ts": 1714872489748505, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489748565, "dur": 1, + "args": { + "External id": 3639, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3639, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3639, "pid": 0, "tid": 7, "ts": 1714872489748565, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748557, "dur": 11, + "args": { + "External id": 3639, + "cbid": 211, "correlation": 3639 + } + }, + { + "ph": "s", "id": 3639, "pid": 328255, "tid": 328255, "ts": 1714872489748557, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489748592, "dur": 1, + "args": { + "External id": 3649, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3649, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3649, "pid": 0, "tid": 7, "ts": 1714872489748592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748585, "dur": 10, + "args": { + "External id": 3649, + "cbid": 211, "correlation": 3649 + } + }, + { + "ph": "s", "id": 3649, "pid": 328255, "tid": 328255, "ts": 1714872489748585, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489748656, "dur": 2, + "args": { + "External id": 3671, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3671, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3671, "pid": 0, "tid": 7, "ts": 1714872489748656, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748647, "dur": 13, + "args": { + "External id": 3671, + "cbid": 211, "correlation": 3671 + } + }, + { + "ph": "s", "id": 3671, "pid": 328255, "tid": 328255, "ts": 1714872489748647, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489748728, "dur": 1, + "args": { + "External id": 3684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3684, "pid": 0, "tid": 7, "ts": 1714872489748728, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748720, "dur": 12, + "args": { + "External id": 3684, + "cbid": 211, "correlation": 3684 + } + }, + { + "ph": "s", "id": 3684, "pid": 328255, "tid": 328255, "ts": 1714872489748720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489748756, "dur": 1, + "args": { + "External id": 3694, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3694, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3694, "pid": 0, "tid": 7, "ts": 1714872489748756, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748749, "dur": 10, + "args": { + "External id": 3694, + "cbid": 211, "correlation": 3694 + } + }, + { + "ph": "s", "id": 3694, "pid": 328255, "tid": 328255, "ts": 1714872489748749, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489748819, "dur": 2, + "args": { + "External id": 3716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3716, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3716, "pid": 0, "tid": 7, "ts": 1714872489748819, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748811, "dur": 12, + "args": { + "External id": 3716, + "cbid": 211, "correlation": 3716 + } + }, + { + "ph": "s", "id": 3716, "pid": 328255, "tid": 328255, "ts": 1714872489748811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489748869, "dur": 1, + "args": { + "External id": 3729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3729, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3729, "pid": 0, "tid": 7, "ts": 1714872489748869, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748861, "dur": 11, + "args": { + "External id": 3729, + "cbid": 211, "correlation": 3729 + } + }, + { + "ph": "s", "id": 3729, "pid": 328255, "tid": 328255, "ts": 1714872489748861, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489748895, "dur": 1, + "args": { + "External id": 3739, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3739, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3739, "pid": 0, "tid": 7, "ts": 1714872489748895, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748888, "dur": 10, + "args": { + "External id": 3739, + "cbid": 211, "correlation": 3739 + } + }, + { + "ph": "s", "id": 3739, "pid": 328255, "tid": 328255, "ts": 1714872489748888, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489748958, "dur": 2, + "args": { + "External id": 3761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3761, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3761, "pid": 0, "tid": 7, "ts": 1714872489748958, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489748950, "dur": 12, + "args": { + "External id": 3761, + "cbid": 211, "correlation": 3761 + } + }, + { + "ph": "s", "id": 3761, "pid": 328255, "tid": 328255, "ts": 1714872489748950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489749008, "dur": 1, + "args": { + "External id": 3774, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3774, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3774, "pid": 0, "tid": 7, "ts": 1714872489749008, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749000, "dur": 11, + "args": { + "External id": 3774, + "cbid": 211, "correlation": 3774 + } + }, + { + "ph": "s", "id": 3774, "pid": 328255, "tid": 328255, "ts": 1714872489749000, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489749034, "dur": 1, + "args": { + "External id": 3784, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3784, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3784, "pid": 0, "tid": 7, "ts": 1714872489749034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749028, "dur": 9, + "args": { + "External id": 3784, + "cbid": 211, "correlation": 3784 + } + }, + { + "ph": "s", "id": 3784, "pid": 328255, "tid": 328255, "ts": 1714872489749028, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489749097, "dur": 2, + "args": { + "External id": 3806, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3806, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3806, "pid": 0, "tid": 7, "ts": 1714872489749097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749089, "dur": 12, + "args": { + "External id": 3806, + "cbid": 211, "correlation": 3806 + } + }, + { + "ph": "s", "id": 3806, "pid": 328255, "tid": 328255, "ts": 1714872489749089, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489749147, "dur": 1, + "args": { + "External id": 3819, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3819, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3819, "pid": 0, "tid": 7, "ts": 1714872489749147, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749140, "dur": 11, + "args": { + "External id": 3819, + "cbid": 211, "correlation": 3819 + } + }, + { + "ph": "s", "id": 3819, "pid": 328255, "tid": 328255, "ts": 1714872489749140, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489749174, "dur": 1, + "args": { + "External id": 3829, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3829, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3829, "pid": 0, "tid": 7, "ts": 1714872489749174, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749167, "dur": 10, + "args": { + "External id": 3829, + "cbid": 211, "correlation": 3829 + } + }, + { + "ph": "s", "id": 3829, "pid": 328255, "tid": 328255, "ts": 1714872489749167, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489749241, "dur": 2, + "args": { + "External id": 3851, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3851, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3851, "pid": 0, "tid": 7, "ts": 1714872489749241, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749233, "dur": 13, + "args": { + "External id": 3851, + "cbid": 211, "correlation": 3851 + } + }, + { + "ph": "s", "id": 3851, "pid": 328255, "tid": 328255, "ts": 1714872489749233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489749291, "dur": 1, + "args": { + "External id": 3864, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3864, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3864, "pid": 0, "tid": 7, "ts": 1714872489749291, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749283, "dur": 11, + "args": { + "External id": 3864, + "cbid": 211, "correlation": 3864 + } + }, + { + "ph": "s", "id": 3864, "pid": 328255, "tid": 328255, "ts": 1714872489749283, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489749318, "dur": 1, + "args": { + "External id": 3874, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3874, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3874, "pid": 0, "tid": 7, "ts": 1714872489749318, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749312, "dur": 10, + "args": { + "External id": 3874, + "cbid": 211, "correlation": 3874 + } + }, + { + "ph": "s", "id": 3874, "pid": 328255, "tid": 328255, "ts": 1714872489749312, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489749382, "dur": 2, + "args": { + "External id": 3896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3896, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps 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"queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3909, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3909, "pid": 0, "tid": 7, "ts": 1714872489749432, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749424, "dur": 11, + "args": { + "External id": 3909, + "cbid": 211, "correlation": 3909 + } + }, + { + "ph": "s", "id": 3909, "pid": 328255, "tid": 328255, "ts": 1714872489749424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489749459, "dur": 1, + "args": { + "External id": 3919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3919, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3919, "pid": 0, "tid": 7, "ts": 1714872489749459, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749452, "dur": 10, + "args": { + "External id": 3919, + "cbid": 211, "correlation": 3919 + } + }, + { + "ph": "s", "id": 3919, "pid": 328255, "tid": 328255, "ts": 1714872489749452, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489749525, "dur": 2, + "args": { + "External id": 3941, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3941, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3941, "pid": 0, "tid": 7, "ts": 1714872489749525, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749517, "dur": 13, + "args": { + "External id": 3941, + "cbid": 211, "correlation": 3941 + } + }, + { + "ph": "s", "id": 3941, "pid": 328255, "tid": 328255, "ts": 1714872489749517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489749576, "dur": 1, + "args": { + "External id": 3954, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3954, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3954, "pid": 0, "tid": 7, "ts": 1714872489749576, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749568, "dur": 11, + "args": { + "External id": 3954, + "cbid": 211, "correlation": 3954 + } + }, + { + "ph": "s", "id": 3954, "pid": 328255, "tid": 328255, "ts": 1714872489749568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489749602, "dur": 1, + "args": { + "External id": 3964, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3964, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3964, "pid": 0, "tid": 7, "ts": 1714872489749602, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749596, "dur": 10, + "args": { + "External id": 3964, + "cbid": 211, "correlation": 3964 + } + }, + { + "ph": "s", "id": 3964, "pid": 328255, "tid": 328255, "ts": 1714872489749596, 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"id": 3986, "pid": 328255, "tid": 328255, "ts": 1714872489749668, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489749727, "dur": 1, + "args": { + "External id": 3999, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3999, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3999, "pid": 0, "tid": 7, "ts": 1714872489749727, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749719, "dur": 11, + "args": { + "External id": 3999, + "cbid": 211, "correlation": 3999 + } + }, + { + "ph": "s", "id": 3999, "pid": 328255, "tid": 328255, "ts": 1714872489749719, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489749754, "dur": 1, + "args": { + "External id": 4009, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4009, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4009, "pid": 0, "tid": 7, "ts": 1714872489749754, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749747, "dur": 10, + "args": { + "External id": 4009, + "cbid": 211, "correlation": 4009 + } + }, + { + "ph": "s", "id": 4009, "pid": 328255, "tid": 328255, "ts": 1714872489749747, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489749817, "dur": 2, + "args": { + "External id": 4031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4031, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4031, "pid": 0, "tid": 7, "ts": 1714872489749817, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749809, "dur": 12, + "args": { + "External id": 4031, + "cbid": 211, "correlation": 4031 + } + }, + { + "ph": "s", "id": 4031, "pid": 328255, "tid": 328255, "ts": 1714872489749809, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489749867, "dur": 1, + "args": { + "External id": 4044, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4044, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4044, "pid": 0, "tid": 7, "ts": 1714872489749867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749859, "dur": 12, + "args": { + "External id": 4044, + "cbid": 211, "correlation": 4044 + } + }, + { + "ph": "s", "id": 4044, "pid": 328255, "tid": 328255, "ts": 1714872489749859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489749894, "dur": 1, + "args": { + "External id": 4054, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4054, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4054, "pid": 0, "tid": 7, "ts": 1714872489749894, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749887, "dur": 10, + "args": { + "External id": 4054, + "cbid": 211, "correlation": 4054 + } + }, + { + "ph": "s", "id": 4054, "pid": 328255, "tid": 328255, "ts": 1714872489749887, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489749960, "dur": 2, + "args": { + "External id": 4076, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4076, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4076, "pid": 0, "tid": 7, "ts": 1714872489749960, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489749952, "dur": 12, + "args": { + "External id": 4076, + "cbid": 211, "correlation": 4076 + } + }, + { + "ph": "s", "id": 4076, "pid": 328255, "tid": 328255, "ts": 1714872489749952, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489750010, "dur": 1, + "args": { + "External id": 4089, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4089, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4089, "pid": 0, "tid": 7, "ts": 1714872489750010, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750002, "dur": 11, + "args": { + "External id": 4089, + "cbid": 211, "correlation": 4089 + } + }, + { + "ph": "s", "id": 4089, "pid": 328255, "tid": 328255, "ts": 1714872489750002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489750040, "dur": 1, + "args": { + "External id": 4099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4099, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4099, "pid": 0, "tid": 7, "ts": 1714872489750040, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750032, "dur": 11, + "args": { + "External id": 4099, + "cbid": 211, "correlation": 4099 + } + }, + { + "ph": "s", "id": 4099, "pid": 328255, "tid": 328255, "ts": 1714872489750032, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489750103, "dur": 2, + "args": { + "External id": 4121, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4121, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4121, "pid": 0, "tid": 7, "ts": 1714872489750103, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750095, "dur": 12, + "args": { + "External id": 4121, + "cbid": 211, "correlation": 4121 + } + }, + { + "ph": "s", "id": 4121, "pid": 328255, "tid": 328255, "ts": 1714872489750095, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489750156, "dur": 1, + "args": { + "External id": 4134, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4134, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4134, "pid": 0, "tid": 7, "ts": 1714872489750156, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750148, "dur": 12, + "args": { + "External id": 4134, + "cbid": 211, "correlation": 4134 + } + }, + { + "ph": "s", "id": 4134, "pid": 328255, "tid": 328255, "ts": 1714872489750148, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489750184, "dur": 1, + "args": { + "External id": 4144, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4144, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4144, "pid": 0, "tid": 7, "ts": 1714872489750184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750177, "dur": 10, + "args": { + "External id": 4144, + "cbid": 211, "correlation": 4144 + } + }, + { + "ph": "s", "id": 4144, "pid": 328255, "tid": 328255, "ts": 1714872489750177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489750246, "dur": 2, + "args": { + "External id": 4166, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4166, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4166, "pid": 0, "tid": 7, "ts": 1714872489750246, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750238, "dur": 12, + "args": { + "External id": 4166, + "cbid": 211, "correlation": 4166 + } + }, + { + "ph": "s", "id": 4166, "pid": 328255, "tid": 328255, "ts": 1714872489750238, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489750305, "dur": 1, + "args": { + "External id": 4179, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4179, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4179, "pid": 0, "tid": 7, "ts": 1714872489750305, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750297, "dur": 12, + "args": { + "External id": 4179, + "cbid": 211, "correlation": 4179 + } + }, + { + "ph": "s", "id": 4179, "pid": 328255, "tid": 328255, "ts": 1714872489750297, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489750333, "dur": 1, + "args": { + "External id": 4189, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4189, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4189, "pid": 0, "tid": 7, "ts": 1714872489750333, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750326, "dur": 10, + "args": { + "External id": 4189, + "cbid": 211, "correlation": 4189 + } + }, + { + "ph": "s", "id": 4189, "pid": 328255, "tid": 328255, "ts": 1714872489750326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489750399, "dur": 2, + "args": { + "External id": 4211, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4211, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4211, "pid": 0, "tid": 7, "ts": 1714872489750399, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750390, "dur": 12, + "args": { + "External id": 4211, + "cbid": 211, "correlation": 4211 + } + }, + { + "ph": "s", "id": 4211, "pid": 328255, "tid": 328255, "ts": 1714872489750390, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489750449, "dur": 1, + "args": { + "External id": 4224, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4224, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4224, "pid": 0, "tid": 7, "ts": 1714872489750449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750441, "dur": 11, + "args": { + "External id": 4224, + "cbid": 211, "correlation": 4224 + } + }, + { + "ph": "s", "id": 4224, "pid": 328255, "tid": 328255, "ts": 1714872489750441, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489750476, "dur": 1, + "args": { + "External id": 4234, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4234, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4234, "pid": 0, "tid": 7, "ts": 1714872489750476, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750469, "dur": 10, + "args": { + "External id": 4234, + "cbid": 211, "correlation": 4234 + } + }, + { + "ph": "s", "id": 4234, "pid": 328255, "tid": 328255, "ts": 1714872489750469, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489750542, "dur": 2, + "args": { + "External id": 4256, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4256, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4256, "pid": 0, "tid": 7, "ts": 1714872489750542, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750534, "dur": 12, + "args": { + "External id": 4256, + "cbid": 211, "correlation": 4256 + } + }, + { + "ph": "s", "id": 4256, "pid": 328255, "tid": 328255, "ts": 1714872489750534, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489750592, "dur": 1, + "args": { + "External id": 4269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4269, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4269, "pid": 0, "tid": 7, "ts": 1714872489750592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750584, "dur": 11, + "args": { + "External id": 4269, + "cbid": 211, "correlation": 4269 + } + }, + { + "ph": "s", "id": 4269, "pid": 328255, "tid": 328255, "ts": 1714872489750584, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489750623, "dur": 1, + "args": { + "External id": 4279, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4279, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4279, "pid": 0, "tid": 7, "ts": 1714872489750623, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750615, "dur": 10, + "args": { + "External id": 4279, + "cbid": 211, "correlation": 4279 + } + }, + { + "ph": "s", "id": 4279, "pid": 328255, "tid": 328255, "ts": 1714872489750615, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489750685, "dur": 2, + "args": { + "External id": 4301, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4301, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4301, "pid": 0, "tid": 7, "ts": 1714872489750685, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750677, "dur": 12, + "args": { + "External id": 4301, + "cbid": 211, "correlation": 4301 + } + }, + { + "ph": "s", "id": 4301, "pid": 328255, "tid": 328255, "ts": 1714872489750677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489750739, "dur": 1, + "args": { + "External id": 4314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4314, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4314, "pid": 0, "tid": 7, "ts": 1714872489750739, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750731, "dur": 12, + "args": { + "External id": 4314, + "cbid": 211, "correlation": 4314 + } + }, + { + "ph": "s", "id": 4314, "pid": 328255, "tid": 328255, "ts": 1714872489750731, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489750766, "dur": 1, + "args": { + "External id": 4324, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4324, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4324, "pid": 0, "tid": 7, "ts": 1714872489750766, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750759, "dur": 10, + "args": { + "External id": 4324, + "cbid": 211, "correlation": 4324 + } + }, + { + "ph": "s", "id": 4324, "pid": 328255, "tid": 328255, "ts": 1714872489750759, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489750836, "dur": 2, + "args": { + "External id": 4346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4346, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4346, "pid": 0, "tid": 7, "ts": 1714872489750836, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750827, "dur": 13, + "args": { + "External id": 4346, + "cbid": 211, "correlation": 4346 + } + }, + { + "ph": "s", "id": 4346, "pid": 328255, "tid": 328255, "ts": 1714872489750827, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489750890, "dur": 1, + "args": { + "External id": 4359, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4359, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4359, "pid": 0, "tid": 7, "ts": 1714872489750890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750882, "dur": 12, + "args": { + "External id": 4359, + "cbid": 211, "correlation": 4359 + } + }, + { + "ph": "s", "id": 4359, "pid": 328255, "tid": 328255, "ts": 1714872489750882, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489750917, "dur": 1, + "args": { + "External id": 4369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4369, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4369, "pid": 0, "tid": 7, "ts": 1714872489750917, 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"ph": "f", "id": 4391, "pid": 0, "tid": 7, "ts": 1714872489750983, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489750974, "dur": 12, + "args": { + "External id": 4391, + "cbid": 211, "correlation": 4391 + } + }, + { + "ph": "s", "id": 4391, "pid": 328255, "tid": 328255, "ts": 1714872489750974, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489751033, "dur": 1, + "args": { + "External id": 4404, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4404, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4404, "pid": 0, "tid": 7, "ts": 1714872489751033, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751025, "dur": 11, + "args": { + "External id": 4404, + "cbid": 211, "correlation": 4404 + } + }, + { + "ph": "s", "id": 4404, "pid": 328255, "tid": 328255, "ts": 1714872489751025, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489751063, "dur": 1, + "args": { + "External id": 4414, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4414, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4414, "pid": 0, "tid": 7, "ts": 1714872489751063, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751056, "dur": 10, + "args": { + "External id": 4414, + "cbid": 211, "correlation": 4414 + } + }, + { + "ph": "s", "id": 4414, "pid": 328255, "tid": 328255, "ts": 1714872489751056, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489751126, "dur": 2, + "args": { + "External id": 4436, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4436, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4436, "pid": 0, "tid": 7, "ts": 1714872489751126, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751118, "dur": 12, + "args": { + "External id": 4436, + "cbid": 211, "correlation": 4436 + } + }, + { + "ph": "s", "id": 4436, "pid": 328255, "tid": 328255, "ts": 1714872489751118, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489751180, "dur": 1, + "args": { + "External id": 4449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4449, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4449, "pid": 0, "tid": 7, "ts": 1714872489751180, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751172, "dur": 12, + "args": { + "External id": 4449, + "cbid": 211, "correlation": 4449 + } + }, + { + "ph": "s", "id": 4449, "pid": 328255, "tid": 328255, "ts": 1714872489751172, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489751208, "dur": 1, + "args": { + "External id": 4459, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4459, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4459, "pid": 0, "tid": 7, "ts": 1714872489751208, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751201, "dur": 10, + "args": { + "External id": 4459, + "cbid": 211, "correlation": 4459 + } + }, + { + "ph": "s", "id": 4459, "pid": 328255, "tid": 328255, "ts": 1714872489751201, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489751270, "dur": 2, + "args": { + "External id": 4481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4481, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4481, "pid": 0, "tid": 7, "ts": 1714872489751270, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751262, "dur": 12, + "args": { + "External id": 4481, + "cbid": 211, "correlation": 4481 + } + }, + { + "ph": "s", "id": 4481, "pid": 328255, "tid": 328255, "ts": 1714872489751262, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489751324, "dur": 1, + "args": { + "External id": 4494, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4494, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4494, "pid": 0, "tid": 7, "ts": 1714872489751324, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751316, "dur": 12, + "args": { + "External id": 4494, + "cbid": 211, "correlation": 4494 + } + }, + { + "ph": "s", "id": 4494, "pid": 328255, "tid": 328255, "ts": 1714872489751316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489751351, "dur": 1, + "args": { + "External id": 4504, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4504, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4504, "pid": 0, "tid": 7, "ts": 1714872489751351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751344, "dur": 10, + "args": { + "External id": 4504, + "cbid": 211, "correlation": 4504 + } + }, + { + "ph": "s", "id": 4504, "pid": 328255, "tid": 328255, "ts": 1714872489751344, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489751470, "dur": 2, + "args": { + "External id": 4526, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4526, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4526, "pid": 0, "tid": 7, "ts": 1714872489751470, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751460, "dur": 15, + "args": { + "External id": 4526, + "cbid": 211, "correlation": 4526 + } + }, + { + "ph": "s", "id": 4526, "pid": 328255, "tid": 328255, "ts": 1714872489751460, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489751553, "dur": 1, + "args": { + "External id": 4539, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4539, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4539, "pid": 0, "tid": 7, "ts": 1714872489751553, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751544, "dur": 13, + "args": { + "External id": 4539, + "cbid": 211, "correlation": 4539 + } + }, + { + "ph": "s", "id": 4539, "pid": 328255, "tid": 328255, "ts": 1714872489751544, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489751582, "dur": 1, + "args": { + "External id": 4549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4549, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4549, "pid": 0, "tid": 7, "ts": 1714872489751582, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751575, "dur": 10, + "args": { + "External id": 4549, + "cbid": 211, "correlation": 4549 + } + }, + { + "ph": "s", "id": 4549, "pid": 328255, "tid": 328255, "ts": 1714872489751575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489751653, "dur": 2, + "args": { + "External id": 4571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4571, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4571, "pid": 0, "tid": 7, "ts": 1714872489751653, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751644, "dur": 13, + "args": { + "External id": 4571, + "cbid": 211, "correlation": 4571 + } + }, + { + "ph": "s", "id": 4571, "pid": 328255, "tid": 328255, "ts": 1714872489751644, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714872489751731, "dur": 3, + "args": { + "External id": 4582, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4582, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 4582, "pid": 0, "tid": 7, "ts": 1714872489751731, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751722, "dur": 14, + "args": { + "External id": 4582, + "cbid": 211, "correlation": 4582 + } + }, + { + "ph": "s", "id": 4582, "pid": 328255, "tid": 328255, "ts": 1714872489751722, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714872489751799, "dur": 155, + "args": { + "External id": 4594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4594, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4594, "pid": 0, "tid": 7, "ts": 1714872489751799, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489751790, "dur": 165, + "args": { + "External id": 4594, + "cbid": 211, "correlation": 4594 + } + }, + { + "ph": "s", "id": 4594, "pid": 328255, "tid": 328255, "ts": 1714872489751790, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328255, + "ts": 1714872489752056, "dur": 1, + "args": { + "External id": 4608, + "cbid": 210, "correlation": 4608 + } + }, + { + "ph": "f", "id": 4608, "pid": 328255, "tid": 328255, "ts": 1714872489752056, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714872489752068, "dur": 445, + "args": { + "External id": 4609, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4609, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 4609, "pid": 0, "tid": 7, "ts": 1714872489752068, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752059, "dur": 458, + "args": { + "External id": 4609, + "cbid": 211, "correlation": 4609 + } + }, + { + "ph": "s", "id": 4609, "pid": 328255, "tid": 328255, "ts": 1714872489752059, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714872489752527, "dur": 7, + "args": { + "External id": 4611, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4611, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4611, "pid": 0, "tid": 7, "ts": 1714872489752527, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752519, "dur": 17, + "args": { + "External id": 4611, + "cbid": 211, "correlation": 4611 + } + }, + { + "ph": "s", "id": 4611, "pid": 328255, "tid": 328255, "ts": 1714872489752519, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489752581, "dur": 1, + "args": { + "External id": 4622, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4622, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4622, "pid": 0, "tid": 7, "ts": 1714872489752581, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752573, "dur": 12, + "args": { + "External id": 4622, + "cbid": 211, "correlation": 4622 + } + }, + { + "ph": "s", "id": 4622, "pid": 328255, "tid": 328255, "ts": 1714872489752573, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489752653, "dur": 2, + "args": { + "External id": 4635, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4635, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4635, "pid": 0, "tid": 7, "ts": 1714872489752653, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752644, "dur": 13, + "args": { + "External id": 4635, + "cbid": 211, "correlation": 4635 + } + }, + { + "ph": "s", "id": 4635, "pid": 328255, "tid": 328255, "ts": 1714872489752644, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714872489752678, "dur": 2, + "args": { + "External id": 4643, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4643, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4643, "pid": 0, "tid": 7, "ts": 1714872489752678, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752671, "dur": 11, + "args": { + "External id": 4643, + "cbid": 211, "correlation": 4643 + } + }, + { + "ph": "s", "id": 4643, "pid": 328255, "tid": 328255, "ts": 1714872489752671, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489752726, "dur": 1, + "args": { + "External id": 4653, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4653, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4653, "pid": 0, "tid": 7, "ts": 1714872489752726, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752718, "dur": 12, + "args": { + "External id": 4653, + "cbid": 211, "correlation": 4653 + } + }, + { + "ph": "s", "id": 4653, "pid": 328255, "tid": 328255, "ts": 1714872489752718, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489752841, "dur": 2, + "args": { + "External id": 4666, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4666, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4666, "pid": 0, "tid": 7, "ts": 1714872489752841, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752831, "dur": 13, + "args": { + "External id": 4666, + "cbid": 211, "correlation": 4666 + } + }, + { + "ph": "s", "id": 4666, "pid": 328255, "tid": 328255, "ts": 1714872489752831, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489752875, "dur": 4, + "args": { + "External id": 4678, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4678, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4678, "pid": 0, "tid": 7, "ts": 1714872489752875, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489752867, "dur": 14, + "args": { + "External id": 4678, + "cbid": 211, "correlation": 4678 + } + }, + { + "ph": "s", "id": 4678, "pid": 328255, "tid": 328255, "ts": 1714872489752867, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489752907, "dur": 1, + "args": { + "External id": 4686, + "device": 0, "context": 1, + "stream": 7, "correlation": 4686, + "bytes": 4, "memory bandwidth (GB/s)": 0.0026578073089701 + } + }, + { + "ph": "f", "id": 4686, "pid": 0, "tid": 7, "ts": 1714872489752907, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489752895, "dur": 16, + "args": { + "External id": 4686, + "cbid": 41, "correlation": 4686 + } + }, + { + "ph": "s", "id": 4686, "pid": 328255, "tid": 328255, "ts": 1714872489752895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489753322, "dur": 1, + "args": { + "External id": 4701, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4701, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4701, "pid": 0, "tid": 7, "ts": 1714872489753322, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489753313, "dur": 14, + "args": { + "External id": 4701, + "cbid": 211, "correlation": 4701 + } + }, + { + "ph": "s", "id": 4701, "pid": 328255, "tid": 328255, "ts": 1714872489753313, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489753578, "dur": 2, + "args": { + "External id": 4717, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4717, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4717, "pid": 0, "tid": 7, "ts": 1714872489753578, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753564, "dur": 21, + "args": { + "External id": 4717, + "cbid": 211, "correlation": 4717 + } + }, + { + "ph": "s", "id": 4717, "pid": 328255, "tid": 328301, "ts": 1714872489753564, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489753613, "dur": 1, + "args": { + "External id": 4721, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4721, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4721, "pid": 0, "tid": 7, "ts": 1714872489753613, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753604, "dur": 12, + "args": { + "External id": 4721, + "cbid": 211, "correlation": 4721 + } + }, + { + "ph": "s", "id": 4721, "pid": 328255, "tid": 328301, "ts": 1714872489753604, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489753675, "dur": 1, + "args": { + "External id": 4741, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4741, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4741, "pid": 0, "tid": 7, "ts": 1714872489753675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753666, "dur": 12, + "args": { + "External id": 4741, + "cbid": 211, "correlation": 4741 + } + }, + { + "ph": "s", "id": 4741, "pid": 328255, "tid": 328301, "ts": 1714872489753666, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714872489753727, "dur": 1, + "args": { + "External id": 4757, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4757, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4757, "pid": 0, "tid": 7, "ts": 1714872489753727, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753719, "dur": 13, + "args": { + "External id": 4757, + "cbid": 211, "correlation": 4757 + } + }, + { + "ph": "s", "id": 4757, "pid": 328255, "tid": 328301, "ts": 1714872489753719, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489753762, "dur": 2, + "args": { + "External id": 4769, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4769, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4769, "pid": 0, "tid": 7, "ts": 1714872489753762, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753754, "dur": 12, + "args": { + "External id": 4769, + "cbid": 211, "correlation": 4769 + } + }, + { + "ph": "s", "id": 4769, "pid": 328255, "tid": 328301, "ts": 1714872489753754, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489753806, "dur": 5, + "args": { + "External id": 4783, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4783, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4783, "pid": 0, "tid": 7, "ts": 1714872489753806, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753797, "dur": 15, + "args": { + "External id": 4783, + "cbid": 211, "correlation": 4783 + } + }, + { + "ph": "s", "id": 4783, "pid": 328255, "tid": 328301, "ts": 1714872489753797, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489753904, "dur": 1, + "args": { + "External id": 4809, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4809, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4809, "pid": 0, "tid": 7, "ts": 1714872489753904, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753895, "dur": 12, + "args": { + "External id": 4809, + "cbid": 211, "correlation": 4809 + } + }, + { + "ph": "s", "id": 4809, "pid": 328255, "tid": 328301, "ts": 1714872489753895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489753944, "dur": 1, + "args": { + "External id": 4825, + "cbid": 210, "correlation": 4825 + } + }, + { + "ph": "f", "id": 4825, "pid": 328255, "tid": 328301, "ts": 1714872489753944, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714872489753955, "dur": 269, + "args": { + "External id": 4826, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4826, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 4826, "pid": 0, "tid": 7, "ts": 1714872489753955, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489753946, "dur": 280, + "args": { + "External id": 4826, + "cbid": 211, "correlation": 4826 + } + }, + { + "ph": "s", "id": 4826, "pid": 328255, "tid": 328301, "ts": 1714872489753946, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489754256, "dur": 1, + "args": { + "External id": 4838, + "cbid": 210, "correlation": 4838 + } + }, + { + "ph": "f", "id": 4838, "pid": 328255, "tid": 328301, "ts": 1714872489754256, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714872489754266, "dur": 267, + "args": { + "External id": 4839, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4839, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4839, "pid": 0, "tid": 7, "ts": 1714872489754266, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489754258, "dur": 278, + "args": { + "External id": 4839, + "cbid": 211, "correlation": 4839 + } + }, + { + "ph": "s", "id": 4839, "pid": 328255, "tid": 328301, "ts": 1714872489754258, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489754570, "dur": 9, + "args": { + "External id": 4852, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4852, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4852, "pid": 0, "tid": 7, "ts": 1714872489754570, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489754559, "dur": 23, + "args": { + "External id": 4852, + "cbid": 211, "correlation": 4852 + } + }, + { + "ph": "s", "id": 4852, "pid": 328255, "tid": 328301, "ts": 1714872489754559, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489754779, "dur": 169, + "args": { + "External id": 4884, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4884, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4884, "pid": 0, "tid": 7, "ts": 1714872489754779, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489754769, "dur": 182, + "args": { + "External id": 4884, + "cbid": 211, "correlation": 4884 + } + }, + { + "ph": "s", "id": 4884, "pid": 328255, "tid": 328301, "ts": 1714872489754769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489754984, "dur": 151, + "args": { + "External id": 4896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4896, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 4896, "pid": 0, "tid": 7, "ts": 1714872489754984, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489754976, "dur": 162, + "args": { + "External id": 4896, + "cbid": 211, "correlation": 4896 + } + }, + { + "ph": "s", "id": 4896, "pid": 328255, "tid": 328301, "ts": 1714872489754976, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489755184, "dur": 2, + "args": { + "External id": 4907, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4907, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 4907, "pid": 0, "tid": 7, "ts": 1714872489755184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755175, "dur": 13, + "args": { + "External id": 4907, + "cbid": 211, "correlation": 4907 + } + }, + { + "ph": "s", "id": 4907, "pid": 328255, "tid": 328301, "ts": 1714872489755175, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489755404, "dur": 2, + "args": { + "External id": 4935, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4935, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4935, "pid": 0, "tid": 7, "ts": 1714872489755404, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755393, "dur": 16, + "args": { + "External id": 4935, + "cbid": 211, "correlation": 4935 + } + }, + { + "ph": "s", "id": 4935, "pid": 328255, "tid": 328301, "ts": 1714872489755393, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489755437, "dur": 1, + "args": { + "External id": 4951, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4951, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4951, "pid": 0, "tid": 7, "ts": 1714872489755437, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755431, "dur": 9, + "args": { + "External id": 4951, + "cbid": 211, "correlation": 4951 + } + }, + { + "ph": "s", "id": 4951, "pid": 328255, "tid": 328301, "ts": 1714872489755431, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489755452, "dur": 4, + "args": { + "External id": 4958, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4958, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4958, "pid": 0, "tid": 7, "ts": 1714872489755452, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755445, "dur": 12, + "args": { + "External id": 4958, + "cbid": 211, "correlation": 4958 + } + }, + { + "ph": "s", "id": 4958, "pid": 328255, "tid": 328301, "ts": 1714872489755445, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489755519, "dur": 2, + "args": { + "External id": 4980, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4980, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4980, "pid": 0, "tid": 7, "ts": 1714872489755519, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755510, "dur": 12, + "args": { + "External id": 4980, + "cbid": 211, "correlation": 4980 + } + }, + { + "ph": "s", "id": 4980, "pid": 328255, "tid": 328301, "ts": 1714872489755510, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489755548, "dur": 1, + "args": { + "External id": 4996, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4996, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4996, "pid": 0, "tid": 7, "ts": 1714872489755548, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755541, "dur": 10, + "args": { + "External id": 4996, + "cbid": 211, "correlation": 4996 + } + }, + { + "ph": "s", "id": 4996, "pid": 328255, "tid": 328301, "ts": 1714872489755541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489755561, "dur": 5, + "args": { + "External id": 5003, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5003, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5003, "pid": 0, "tid": 7, "ts": 1714872489755561, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755555, "dur": 12, + "args": { + "External id": 5003, + "cbid": 211, "correlation": 5003 + } + }, + { + "ph": "s", "id": 5003, "pid": 328255, "tid": 328301, "ts": 1714872489755555, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489755633, "dur": 2, + "args": { + "External id": 5025, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5025, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5025, "pid": 0, "tid": 7, "ts": 1714872489755633, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755624, "dur": 12, + "args": { + "External id": 5025, + "cbid": 211, "correlation": 5025 + } + }, + { + "ph": "s", "id": 5025, "pid": 328255, "tid": 328301, "ts": 1714872489755624, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489755661, "dur": 2, + "args": { + "External id": 5041, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5041, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5041, "pid": 0, "tid": 7, "ts": 1714872489755661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755654, "dur": 10, + "args": { + "External id": 5041, + "cbid": 211, "correlation": 5041 + } + }, + { + "ph": "s", "id": 5041, "pid": 328255, "tid": 328301, "ts": 1714872489755654, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489755675, "dur": 3, + "args": { + "External id": 5048, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5048, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5048, "pid": 0, "tid": 7, "ts": 1714872489755675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755669, "dur": 11, + "args": { + "External id": 5048, + "cbid": 211, "correlation": 5048 + } + }, + { + "ph": "s", "id": 5048, "pid": 328255, "tid": 328301, "ts": 1714872489755669, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489755753, "dur": 1, + "args": { + "External id": 5070, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5070, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5070, "pid": 0, "tid": 7, "ts": 1714872489755753, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755744, "dur": 13, + "args": { + "External id": 5070, + "cbid": 211, "correlation": 5070 + } + }, + { + "ph": "s", "id": 5070, "pid": 328255, "tid": 328301, "ts": 1714872489755744, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489755789, "dur": 17, + "args": { + "External id": 5086, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5086, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5086, "pid": 0, "tid": 7, "ts": 1714872489755789, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755775, "dur": 33, + "args": { + "External id": 5086, + "cbid": 211, "correlation": 5086 + } + }, + { + "ph": "s", "id": 5086, "pid": 328255, "tid": 328301, "ts": 1714872489755775, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489755820, "dur": 5, + "args": { + "External id": 5093, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5093, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5093, "pid": 0, "tid": 7, "ts": 1714872489755820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755813, "dur": 13, + "args": { + "External id": 5093, + "cbid": 211, "correlation": 5093 + } + }, + { + "ph": "s", "id": 5093, "pid": 328255, "tid": 328301, "ts": 1714872489755813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489755894, "dur": 2, + "args": { + "External id": 5115, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5115, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5115, "pid": 0, "tid": 7, "ts": 1714872489755894, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755885, "dur": 13, + "args": { + "External id": 5115, + "cbid": 211, "correlation": 5115 + } + }, + { + "ph": "s", "id": 5115, "pid": 328255, "tid": 328301, "ts": 1714872489755885, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489755923, "dur": 231, + "args": { + "External id": 5131, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5131, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5131, "pid": 0, "tid": 7, "ts": 1714872489755923, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489755916, "dur": 240, + "args": { + "External id": 5131, + "cbid": 211, "correlation": 5131 + } + }, + { + "ph": "s", "id": 5131, "pid": 328255, "tid": 328301, "ts": 1714872489755916, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489756167, "dur": 5, + "args": { + "External id": 5138, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5138, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5138, "pid": 0, "tid": 7, "ts": 1714872489756167, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756161, "dur": 12, + "args": { + "External id": 5138, + "cbid": 211, "correlation": 5138 + } + }, + { + "ph": "s", "id": 5138, "pid": 328255, "tid": 328301, "ts": 1714872489756161, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489756230, "dur": 2, + "args": { + "External id": 5160, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5160, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5160, "pid": 0, "tid": 7, "ts": 1714872489756230, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756222, "dur": 13, + "args": { + "External id": 5160, + "cbid": 211, "correlation": 5160 + } + }, + { + "ph": "s", "id": 5160, "pid": 328255, "tid": 328301, "ts": 1714872489756222, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489756274, "dur": 84, + "args": { + "External id": 5176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5176, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5176, "pid": 0, "tid": 7, "ts": 1714872489756274, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756267, "dur": 94, + "args": { + "External id": 5176, + "cbid": 211, "correlation": 5176 + } + }, + { + "ph": "s", "id": 5176, "pid": 328255, "tid": 328301, "ts": 1714872489756267, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489756372, "dur": 4, + "args": { + "External id": 5183, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5183, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5183, "pid": 0, "tid": 7, "ts": 1714872489756372, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756366, "dur": 12, + "args": { + "External id": 5183, + "cbid": 211, "correlation": 5183 + } + }, + { + "ph": "s", "id": 5183, "pid": 328255, "tid": 328301, "ts": 1714872489756366, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489756435, "dur": 2, + "args": { + "External id": 5205, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5205, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5205, "pid": 0, "tid": 7, "ts": 1714872489756435, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756427, "dur": 13, + "args": { + "External id": 5205, + "cbid": 211, "correlation": 5205 + } + }, + { + "ph": "s", "id": 5205, "pid": 328255, "tid": 328301, "ts": 1714872489756427, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489756465, "dur": 273, + "args": { + "External id": 5221, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5221, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5221, "pid": 0, "tid": 7, "ts": 1714872489756465, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756458, "dur": 282, + "args": { + "External id": 5221, + "cbid": 211, "correlation": 5221 + } + }, + { + "ph": "s", "id": 5221, "pid": 328255, "tid": 328301, "ts": 1714872489756458, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489756750, "dur": 5, + "args": { + "External id": 5228, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5228, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5228, "pid": 0, "tid": 7, "ts": 1714872489756750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756744, "dur": 12, + "args": { + "External id": 5228, + "cbid": 211, "correlation": 5228 + } + }, + { + "ph": "s", "id": 5228, "pid": 328255, "tid": 328301, "ts": 1714872489756744, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489756828, "dur": 2, + "args": { + "External id": 5250, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5250, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5250, "pid": 0, "tid": 7, "ts": 1714872489756828, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756819, "dur": 14, + "args": { + "External id": 5250, + "cbid": 211, "correlation": 5250 + } + }, + { + "ph": "s", "id": 5250, "pid": 328255, "tid": 328301, "ts": 1714872489756819, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489756866, "dur": 1, + "args": { + "External id": 5266, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5266, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5266, "pid": 0, "tid": 7, "ts": 1714872489756866, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756859, "dur": 10, + "args": { + "External id": 5266, + "cbid": 211, "correlation": 5266 + } + }, + { + "ph": "s", "id": 5266, "pid": 328255, "tid": 328301, "ts": 1714872489756859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489756880, "dur": 5, + "args": { + "External id": 5273, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5273, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5273, "pid": 0, "tid": 7, "ts": 1714872489756880, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756874, "dur": 13, + "args": { + "External id": 5273, + "cbid": 211, "correlation": 5273 + } + }, + { + "ph": "s", "id": 5273, "pid": 328255, "tid": 328301, "ts": 1714872489756874, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489756945, "dur": 2, + "args": { + "External id": 5295, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5295, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5295, "pid": 0, "tid": 7, "ts": 1714872489756945, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756937, "dur": 12, + "args": { + "External id": 5295, + "cbid": 211, "correlation": 5295 + } + }, + { + "ph": "s", "id": 5295, "pid": 328255, "tid": 328301, "ts": 1714872489756937, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489756974, "dur": 1, + "args": { + "External id": 5311, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5311, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 5311, "pid": 0, "tid": 7, "ts": 1714872489756974, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756968, "dur": 9, + "args": { + "External id": 5311, + "cbid": 211, "correlation": 5311 + } + }, + { + "ph": "s", "id": 5311, "pid": 328255, "tid": 328301, "ts": 1714872489756968, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489756987, "dur": 5, + "args": { + "External id": 5318, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5318, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5318, "pid": 0, "tid": 7, "ts": 1714872489756987, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489756982, "dur": 12, + "args": { + "External id": 5318, + "cbid": 211, "correlation": 5318 + } + }, + { + "ph": "s", "id": 5318, "pid": 328255, "tid": 328301, "ts": 1714872489756982, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757050, "dur": 2, + "args": { + "External id": 5340, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5340, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5340, "pid": 0, "tid": 7, "ts": 1714872489757050, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757042, "dur": 12, + "args": { + "External id": 5340, + "cbid": 211, "correlation": 5340 + } + }, + { + "ph": "s", "id": 5340, "pid": 328255, "tid": 328301, "ts": 1714872489757042, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757088, "dur": 1, + "args": { + "External id": 5356, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5356, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5356, "pid": 0, "tid": 7, "ts": 1714872489757088, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757080, "dur": 10, + "args": { + "External id": 5356, + "cbid": 211, "correlation": 5356 + } + }, + { + "ph": "s", "id": 5356, "pid": 328255, "tid": 328301, "ts": 1714872489757080, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489757101, "dur": 5, + "args": { + "External id": 5363, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5363, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5363, "pid": 0, "tid": 7, "ts": 1714872489757101, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757095, "dur": 12, + "args": { + "External id": 5363, + "cbid": 211, "correlation": 5363 + } + }, + { + "ph": "s", "id": 5363, "pid": 328255, "tid": 328301, "ts": 1714872489757095, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757164, "dur": 2, + "args": { + "External id": 5385, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5385, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5385, "pid": 0, "tid": 7, "ts": 1714872489757164, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757156, "dur": 12, + "args": { + "External id": 5385, + "cbid": 211, "correlation": 5385 + } + }, + { + "ph": "s", "id": 5385, "pid": 328255, "tid": 328301, "ts": 1714872489757156, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757193, "dur": 1, + "args": { + "External id": 5401, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5401, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5401, "pid": 0, "tid": 7, "ts": 1714872489757193, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757186, "dur": 9, + "args": { + "External id": 5401, + "cbid": 211, "correlation": 5401 + } + }, + { + "ph": "s", "id": 5401, "pid": 328255, "tid": 328301, "ts": 1714872489757186, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489757210, "dur": 4, + "args": { + "External id": 5408, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5408, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5408, "pid": 0, "tid": 7, "ts": 1714872489757210, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757201, "dur": 16, + "args": { + "External id": 5408, + "cbid": 211, "correlation": 5408 + } + }, + { + "ph": "s", "id": 5408, "pid": 328255, "tid": 328301, "ts": 1714872489757201, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757276, "dur": 2, + "args": { + "External id": 5430, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5430, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5430, "pid": 0, "tid": 7, "ts": 1714872489757276, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757268, "dur": 13, + "args": { + "External id": 5430, + "cbid": 211, "correlation": 5430 + } + }, + { + "ph": "s", "id": 5430, "pid": 328255, "tid": 328301, "ts": 1714872489757268, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757314, "dur": 1, + "args": { + "External id": 5446, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5446, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 5446, "pid": 0, "tid": 7, "ts": 1714872489757314, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757307, "dur": 11, + "args": { + "External id": 5446, + "cbid": 211, "correlation": 5446 + } + }, + { + "ph": "s", "id": 5446, "pid": 328255, "tid": 328301, "ts": 1714872489757307, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489757328, "dur": 3, + "args": { + "External id": 5453, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5453, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5453, "pid": 0, "tid": 7, "ts": 1714872489757328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757323, "dur": 11, + "args": { + "External id": 5453, + "cbid": 211, "correlation": 5453 + } + }, + { + "ph": "s", "id": 5453, "pid": 328255, "tid": 328301, "ts": 1714872489757323, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757391, "dur": 2, + "args": { + "External id": 5475, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5475, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5475, "pid": 0, "tid": 7, "ts": 1714872489757391, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757382, "dur": 13, + "args": { + "External id": 5475, + "cbid": 211, "correlation": 5475 + } + }, + { + "ph": "s", "id": 5475, "pid": 328255, "tid": 328301, "ts": 1714872489757382, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757420, "dur": 1, + "args": { + "External id": 5491, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5491, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 5491, "pid": 0, "tid": 7, "ts": 1714872489757420, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757413, "dur": 10, + "args": { + "External id": 5491, + "cbid": 211, "correlation": 5491 + } + }, + { + "ph": "s", "id": 5491, "pid": 328255, "tid": 328301, "ts": 1714872489757413, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489757433, "dur": 5, + "args": { + "External id": 5498, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5498, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5498, "pid": 0, "tid": 7, "ts": 1714872489757433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757427, "dur": 12, + "args": { + "External id": 5498, + "cbid": 211, "correlation": 5498 + } + }, + { + "ph": "s", "id": 5498, "pid": 328255, "tid": 328301, "ts": 1714872489757427, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757495, "dur": 2, + "args": { + "External id": 5520, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5520, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5520, "pid": 0, "tid": 7, "ts": 1714872489757495, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757487, "dur": 12, + "args": { + "External id": 5520, + "cbid": 211, "correlation": 5520 + } + }, + { + "ph": "s", "id": 5520, "pid": 328255, "tid": 328301, "ts": 1714872489757487, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757532, "dur": 1, + "args": { + "External id": 5536, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5536, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5536, "pid": 0, "tid": 7, "ts": 1714872489757532, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757525, "dur": 10, + "args": { + "External id": 5536, + "cbid": 211, "correlation": 5536 + } + }, + { + "ph": "s", "id": 5536, "pid": 328255, "tid": 328301, "ts": 1714872489757525, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489757545, "dur": 4, + "args": { + "External id": 5543, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5543, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5543, "pid": 0, "tid": 7, "ts": 1714872489757545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757539, "dur": 12, + "args": { + "External id": 5543, + "cbid": 211, "correlation": 5543 + } + }, + { + "ph": "s", "id": 5543, "pid": 328255, "tid": 328301, "ts": 1714872489757539, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757608, "dur": 2, + "args": { + "External id": 5565, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5565, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5565, "pid": 0, "tid": 7, "ts": 1714872489757608, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757600, "dur": 12, + "args": { + "External id": 5565, + "cbid": 211, "correlation": 5565 + } + }, + { + "ph": "s", "id": 5565, "pid": 328255, "tid": 328301, "ts": 1714872489757600, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757637, "dur": 16, + "args": { + "External id": 5581, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5581, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5581, "pid": 0, "tid": 7, "ts": 1714872489757637, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757630, "dur": 25, + "args": { + "External id": 5581, + "cbid": 211, "correlation": 5581 + } + }, + { + "ph": "s", "id": 5581, "pid": 328255, "tid": 328301, "ts": 1714872489757630, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489757666, "dur": 4, + "args": { + "External id": 5588, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5588, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5588, "pid": 0, "tid": 7, "ts": 1714872489757666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757660, "dur": 12, + "args": { + "External id": 5588, + "cbid": 211, "correlation": 5588 + } + }, + { + "ph": "s", "id": 5588, "pid": 328255, "tid": 328301, "ts": 1714872489757660, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757734, "dur": 2, + "args": { + "External id": 5610, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5610, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5610, "pid": 0, "tid": 7, "ts": 1714872489757734, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757719, "dur": 19, + "args": { + "External id": 5610, + "cbid": 211, "correlation": 5610 + } + }, + { + "ph": "s", "id": 5610, "pid": 328255, "tid": 328301, "ts": 1714872489757719, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757765, "dur": 24, + "args": { + "External id": 5626, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5626, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5626, "pid": 0, "tid": 7, "ts": 1714872489757765, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757758, "dur": 33, + "args": { + "External id": 5626, + "cbid": 211, "correlation": 5626 + } + }, + { + "ph": "s", "id": 5626, "pid": 328255, "tid": 328301, "ts": 1714872489757758, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489757802, "dur": 4, + "args": { + "External id": 5633, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5633, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5633, "pid": 0, "tid": 7, "ts": 1714872489757802, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757796, "dur": 12, + "args": { + "External id": 5633, + "cbid": 211, "correlation": 5633 + } + }, + { + "ph": "s", "id": 5633, "pid": 328255, "tid": 328301, "ts": 1714872489757796, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489757878, "dur": 2, + "args": { + "External id": 5655, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5655, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5655, "pid": 0, "tid": 7, "ts": 1714872489757878, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757869, "dur": 13, + "args": { + "External id": 5655, + "cbid": 211, "correlation": 5655 + } + }, + { + "ph": "s", "id": 5655, "pid": 328255, "tid": 328301, "ts": 1714872489757869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489757908, "dur": 178, + "args": { + "External id": 5671, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5671, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5671, "pid": 0, "tid": 7, "ts": 1714872489757908, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489757901, "dur": 187, + "args": { + "External id": 5671, + "cbid": 211, "correlation": 5671 + } + }, + { + "ph": "s", "id": 5671, "pid": 328255, "tid": 328301, "ts": 1714872489757901, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489758100, "dur": 5, + "args": { + "External id": 5678, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5678, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5678, "pid": 0, "tid": 7, "ts": 1714872489758100, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758093, "dur": 13, + "args": { + "External id": 5678, + "cbid": 211, "correlation": 5678 + } + }, + { + "ph": "s", "id": 5678, "pid": 328255, "tid": 328301, "ts": 1714872489758093, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489758172, "dur": 2, + "args": { + "External id": 5700, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5700, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5700, "pid": 0, "tid": 7, "ts": 1714872489758172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758156, "dur": 20, + "args": { + "External id": 5700, + "cbid": 211, "correlation": 5700 + } + }, + { + "ph": "s", "id": 5700, "pid": 328255, "tid": 328301, "ts": 1714872489758156, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489758203, "dur": 1, + "args": { + "External id": 5716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5716, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5716, "pid": 0, "tid": 7, "ts": 1714872489758203, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758196, "dur": 9, + "args": { + "External id": 5716, + "cbid": 211, "correlation": 5716 + } + }, + { + "ph": "s", "id": 5716, "pid": 328255, "tid": 328301, "ts": 1714872489758196, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489758215, "dur": 5, + "args": { + "External id": 5723, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5723, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5723, "pid": 0, "tid": 7, "ts": 1714872489758215, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758210, "dur": 12, + "args": { + "External id": 5723, + "cbid": 211, "correlation": 5723 + } + }, + { + "ph": "s", "id": 5723, "pid": 328255, "tid": 328301, "ts": 1714872489758210, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489758314, "dur": 2, + "args": { + "External id": 5745, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5745, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5745, "pid": 0, "tid": 7, "ts": 1714872489758314, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758306, "dur": 13, + "args": { + "External id": 5745, + "cbid": 211, "correlation": 5745 + } + }, + { + "ph": "s", "id": 5745, "pid": 328255, "tid": 328301, "ts": 1714872489758306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489758345, "dur": 1, + "args": { + "External id": 5761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5761, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 5761, "pid": 0, "tid": 7, "ts": 1714872489758345, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758338, "dur": 10, + "args": { + "External id": 5761, + "cbid": 211, "correlation": 5761 + } + }, + { + "ph": "s", "id": 5761, "pid": 328255, "tid": 328301, "ts": 1714872489758338, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489758358, "dur": 3, + "args": { + "External id": 5768, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5768, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5768, "pid": 0, "tid": 7, "ts": 1714872489758358, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758352, "dur": 11, + "args": { + "External id": 5768, + "cbid": 211, "correlation": 5768 + } + }, + { + "ph": "s", "id": 5768, "pid": 328255, "tid": 328301, "ts": 1714872489758352, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489758433, "dur": 2, + "args": { + "External id": 5790, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5790, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5790, "pid": 0, "tid": 7, "ts": 1714872489758433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758425, "dur": 13, + "args": { + "External id": 5790, + "cbid": 211, "correlation": 5790 + } + }, + { + "ph": "s", "id": 5790, "pid": 328255, "tid": 328301, "ts": 1714872489758425, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489758463, "dur": 1, + "args": { + "External id": 5806, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5806, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 5806, "pid": 0, "tid": 7, "ts": 1714872489758463, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758456, "dur": 10, + "args": { + "External id": 5806, + "cbid": 211, "correlation": 5806 + } + }, + { + "ph": "s", "id": 5806, "pid": 328255, "tid": 328301, "ts": 1714872489758456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489758476, "dur": 3, + "args": { + "External id": 5813, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5813, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5813, "pid": 0, "tid": 7, "ts": 1714872489758476, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758470, "dur": 11, + "args": { + "External id": 5813, + "cbid": 211, "correlation": 5813 + } + }, + { + "ph": "s", "id": 5813, "pid": 328255, "tid": 328301, "ts": 1714872489758470, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489758537, "dur": 2, + "args": { + "External id": 5835, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5835, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5835, "pid": 0, "tid": 7, "ts": 1714872489758537, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758529, "dur": 12, + "args": { + "External id": 5835, + "cbid": 211, "correlation": 5835 + } + }, + { + "ph": "s", "id": 5835, "pid": 328255, "tid": 328301, "ts": 1714872489758529, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489758566, "dur": 1, + "args": { + "External id": 5851, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5851, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5851, "pid": 0, "tid": 7, "ts": 1714872489758566, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758559, "dur": 9, + "args": { + "External id": 5851, + "cbid": 211, "correlation": 5851 + } + }, + { + "ph": "s", "id": 5851, "pid": 328255, "tid": 328301, "ts": 1714872489758559, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489758579, "dur": 6, + "args": { + "External id": 5858, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5858, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5858, "pid": 0, "tid": 7, "ts": 1714872489758579, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758573, "dur": 13, + "args": { + "External id": 5858, + "cbid": 211, "correlation": 5858 + } + }, + { + "ph": "s", "id": 5858, "pid": 328255, "tid": 328301, "ts": 1714872489758573, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489758650, "dur": 2, + "args": { + "External id": 5880, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5880, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5880, "pid": 0, "tid": 7, "ts": 1714872489758650, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758642, "dur": 12, + "args": { + "External id": 5880, + "cbid": 211, "correlation": 5880 + } + }, + { + "ph": "s", "id": 5880, "pid": 328255, "tid": 328301, "ts": 1714872489758642, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489758679, "dur": 4, + "args": { + "External id": 5896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5896, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5896, "pid": 0, "tid": 7, "ts": 1714872489758679, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758673, "dur": 13, + "args": { + "External id": 5896, + "cbid": 211, "correlation": 5896 + } + }, + { + "ph": "s", "id": 5896, "pid": 328255, "tid": 328301, "ts": 1714872489758673, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489758695, "dur": 4, + "args": { + "External id": 5903, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5903, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5903, "pid": 0, "tid": 7, "ts": 1714872489758695, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758690, "dur": 11, + "args": { + "External id": 5903, + "cbid": 211, "correlation": 5903 + } + }, + { + "ph": "s", "id": 5903, "pid": 328255, "tid": 328301, "ts": 1714872489758690, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489758769, "dur": 2, + "args": { + "External id": 5925, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5925, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5925, "pid": 0, "tid": 7, "ts": 1714872489758769, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758761, "dur": 13, + "args": { + "External id": 5925, + "cbid": 211, "correlation": 5925 + } + }, + { + "ph": "s", "id": 5925, "pid": 328255, "tid": 328301, "ts": 1714872489758761, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489758820, "dur": 1, + "args": { + "External id": 5941, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5941, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 5941, "pid": 0, "tid": 7, "ts": 1714872489758820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758811, "dur": 14, + "args": { + "External id": 5941, + "cbid": 211, "correlation": 5941 + } + }, + { + "ph": "s", "id": 5941, "pid": 328255, "tid": 328301, "ts": 1714872489758811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489758844, "dur": 4, + "args": { + "External id": 5948, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5948, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5948, "pid": 0, "tid": 7, "ts": 1714872489758844, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758835, "dur": 15, + "args": { + "External id": 5948, + "cbid": 211, "correlation": 5948 + } + }, + { + "ph": "s", "id": 5948, "pid": 328255, "tid": 328301, "ts": 1714872489758835, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489758955, "dur": 2, + "args": { + "External id": 5970, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5970, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5970, "pid": 0, "tid": 7, "ts": 1714872489758955, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758946, "dur": 14, + "args": { + "External id": 5970, + "cbid": 211, "correlation": 5970 + } + }, + { + "ph": "s", "id": 5970, "pid": 328255, "tid": 328301, "ts": 1714872489758946, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489758986, "dur": 2, + "args": { + "External id": 5986, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5986, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5986, "pid": 0, "tid": 7, "ts": 1714872489758986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758979, "dur": 11, + "args": { + "External id": 5986, + "cbid": 211, "correlation": 5986 + } + }, + { + "ph": "s", "id": 5986, "pid": 328255, "tid": 328301, "ts": 1714872489758979, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489759001, "dur": 3, + "args": { + "External id": 5993, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5993, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5993, "pid": 0, "tid": 7, "ts": 1714872489759001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489758995, "dur": 11, + "args": { + "External id": 5993, + "cbid": 211, "correlation": 5993 + } + }, + { + "ph": "s", "id": 5993, "pid": 328255, "tid": 328301, "ts": 1714872489758995, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489759064, "dur": 2, + "args": { + "External id": 6015, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6015, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6015, "pid": 0, "tid": 7, "ts": 1714872489759064, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759056, "dur": 12, + "args": { + "External id": 6015, + "cbid": 211, "correlation": 6015 + } + }, + { + "ph": "s", "id": 6015, "pid": 328255, "tid": 328301, "ts": 1714872489759056, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489759101, "dur": 4, + "args": { + "External id": 6031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6031, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6031, "pid": 0, "tid": 7, "ts": 1714872489759101, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759094, "dur": 14, + "args": { + "External id": 6031, + "cbid": 211, "correlation": 6031 + } + }, + { + "ph": "s", "id": 6031, "pid": 328255, "tid": 328301, "ts": 1714872489759094, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489759119, "dur": 3, + "args": { + "External id": 6038, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6038, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6038, "pid": 0, "tid": 7, "ts": 1714872489759119, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759113, "dur": 11, + "args": { + "External id": 6038, + "cbid": 211, "correlation": 6038 + } + }, + { + "ph": "s", "id": 6038, "pid": 328255, "tid": 328301, "ts": 1714872489759113, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489759180, "dur": 2, + "args": { + "External id": 6060, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6060, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6060, "pid": 0, "tid": 7, "ts": 1714872489759180, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759172, "dur": 12, + "args": { + "External id": 6060, + "cbid": 211, "correlation": 6060 + } + }, + { + "ph": "s", "id": 6060, "pid": 328255, "tid": 328301, "ts": 1714872489759172, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489759209, "dur": 256, + "args": { + "External id": 6076, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6076, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6076, "pid": 0, "tid": 7, "ts": 1714872489759209, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759203, "dur": 265, + "args": { + "External id": 6076, + "cbid": 211, "correlation": 6076 + } + }, + { + "ph": "s", "id": 6076, "pid": 328255, "tid": 328301, "ts": 1714872489759203, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489759478, "dur": 5, + "args": { + "External id": 6083, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6083, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6083, "pid": 0, "tid": 7, "ts": 1714872489759478, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759472, "dur": 12, + "args": { + "External id": 6083, + "cbid": 211, "correlation": 6083 + } + }, + { + "ph": "s", "id": 6083, "pid": 328255, "tid": 328301, "ts": 1714872489759472, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489759537, "dur": 1, + "args": { + "External id": 6103, + "cbid": 210, "correlation": 6103 + } + }, + { + "ph": "f", "id": 6103, "pid": 328255, "tid": 328301, "ts": 1714872489759537, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714872489759548, "dur": 4, + "args": { + "External id": 6104, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6104, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6104, "pid": 0, "tid": 7, "ts": 1714872489759548, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759539, "dur": 15, + "args": { + "External id": 6104, + "cbid": 211, "correlation": 6104 + } + }, + { + "ph": "s", "id": 6104, "pid": 328255, "tid": 328301, "ts": 1714872489759539, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489759585, "dur": 0, + "args": { + "External id": 6116, + "cbid": 210, "correlation": 6116 + } + }, + { + "ph": "f", "id": 6116, "pid": 328255, "tid": 328301, "ts": 1714872489759585, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714872489759594, "dur": 6, + "args": { + "External id": 6117, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6117, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6117, "pid": 0, "tid": 7, "ts": 1714872489759594, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759586, "dur": 16, + "args": { + "External id": 6117, + "cbid": 211, "correlation": 6117 + } + }, + { + "ph": "s", "id": 6117, "pid": 328255, "tid": 328301, "ts": 1714872489759586, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489759632, "dur": 8, + "args": { + "External id": 6130, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6130, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6130, "pid": 0, "tid": 7, "ts": 1714872489759632, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759624, "dur": 18, + "args": { + "External id": 6130, + "cbid": 211, "correlation": 6130 + } + }, + { + "ph": "s", "id": 6130, "pid": 328255, "tid": 328301, "ts": 1714872489759624, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489759731, "dur": 1, + "args": { + "External id": 6156, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6156, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6156, "pid": 0, "tid": 7, "ts": 1714872489759731, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759722, "dur": 13, + "args": { + "External id": 6156, + "cbid": 211, "correlation": 6156 + } + }, + { + "ph": "s", "id": 6156, "pid": 328255, "tid": 328301, "ts": 1714872489759722, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714872489759779, "dur": 5, + "args": { + "External id": 6172, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6172, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6172, "pid": 0, "tid": 7, "ts": 1714872489759779, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759771, "dur": 16, + "args": { + "External id": 6172, + "cbid": 211, "correlation": 6172 + } + }, + { + "ph": "s", "id": 6172, "pid": 328255, "tid": 328301, "ts": 1714872489759771, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489759816, "dur": 7, + "args": { + "External id": 6185, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6185, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6185, "pid": 0, "tid": 7, "ts": 1714872489759816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489759808, "dur": 17, + "args": { + "External id": 6185, + "cbid": 211, "correlation": 6185 + } + }, + { + "ph": "s", "id": 6185, "pid": 328255, "tid": 328301, "ts": 1714872489759808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 328255, "tid": 328255, + "ts": 1714872489760046, "dur": 1, + "args": { + "External id": 6206, + "cbid": 317, "correlation": 6206 + } + }, + { + "ph": "f", "id": 6206, "pid": 328255, "tid": 328255, "ts": 1714872489760046, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714872489760434, "dur": 826, + "args": { + "External id": 6209, + "queued": 0, "device": 0, "context": 1, + "stream": 7, 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at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714872489765911, "dur": 594, + "args": { + "External id": 6236, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6236, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6236, "pid": 0, "tid": 7, "ts": 1714872489765911, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489765906, "dur": 602, + "args": { + "External id": 6236, + "cbid": 211, "correlation": 6236 + } + }, + { + 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"cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489766509, "dur": 215, + "args": { + "External id": 6239, + "cbid": 211, "correlation": 6239 + } + }, + { + "ph": "s", "id": 6239, "pid": 328255, "tid": 328255, "ts": 1714872489766509, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<3>, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714872489766793, "dur": 826, + "args": { + "External id": 6245, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6245, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, 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211, "correlation": 6257 + } + }, + { + "ph": "s", "id": 6257, "pid": 328255, "tid": 328255, "ts": 1714872489770144, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::UnaryOpFunctor, at::native::Sqrt >(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::UnaryOpFunctor, at::native::Sqrt)", "pid": 0, "tid": 7, + "ts": 1714872489770935, "dur": 582, + "args": { + "External id": 6501, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6501, + "registers per thread": 27, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6501, "pid": 0, "tid": 7, "ts": 1714872489770935, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", 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"bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489774758, "dur": 592, + "args": { + "External id": 6525, + "cbid": 211, "correlation": 6525 + } + }, + { + "ph": "s", "id": 6525, "pid": 328255, "tid": 328255, "ts": 1714872489774758, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489775358, "dur": 585, + "args": { + "External id": 6528, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6528, + "registers per thread": 38, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6528, "pid": 0, "tid": 7, "ts": 1714872489775358, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489775352, "dur": 593, + "args": { + "External id": 6528, + "cbid": 211, "correlation": 6528 + } + }, + { + "ph": "s", "id": 6528, "pid": 328255, "tid": 328255, "ts": 1714872489775352, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::BinaryOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489775952, "dur": 209, + "args": { + "External id": 6531, + "queued": 0, "device": 0, "context": 1, + "stream": 7, 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"id": 6549, "pid": 0, "tid": 7, "ts": 1714872489778581, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489778575, "dur": 215, + "args": { + "External id": 6549, + "cbid": 211, "correlation": 6549 + } + }, + { + "ph": "s", "id": 6549, "pid": 328255, "tid": 328255, "ts": 1714872489778575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489778861, "dur": 1084, + "args": { + "External id": 6555, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6555, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6555, "pid": 0, "tid": 7, "ts": 1714872489778861, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489778853, "dur": 1095, + "args": { + "External id": 6555, + "cbid": 211, "correlation": 6555 + } + }, + { + "ph": "s", "id": 6555, "pid": 328255, "tid": 328255, "ts": 1714872489778853, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489779956, "dur": 1071, + "args": { + "External id": 6558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6558, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6558, "pid": 0, "tid": 7, "ts": 1714872489779956, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489779950, "dur": 1079, + "args": { + "External id": 6558, + "cbid": 211, "correlation": 6558 + } + }, + { + "ph": "s", "id": 6558, "pid": 328255, "tid": 328255, "ts": 1714872489779950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489781037, "dur": 1096, + "args": { + "External id": 6561, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6561, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6561, "pid": 0, "tid": 7, "ts": 1714872489781037, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489781031, "dur": 1104, + "args": { + "External id": 6561, + "cbid": 211, "correlation": 6561 + } + }, + { + "ph": "s", "id": 6561, "pid": 328255, "tid": 328255, "ts": 1714872489781031, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489782143, "dur": 1099, + "args": { + "External id": 6564, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6564, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6564, "pid": 0, "tid": 7, "ts": 1714872489782143, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489782137, "dur": 1107, + "args": { + "External id": 6564, + "cbid": 211, "correlation": 6564 + } + }, + { + "ph": "s", "id": 6564, "pid": 328255, "tid": 328255, "ts": 1714872489782137, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489783252, "dur": 397, + "args": { + "External id": 6567, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6567, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6567, "pid": 0, "tid": 7, "ts": 1714872489783252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489783246, "dur": 404, + "args": { + "External id": 6567, + "cbid": 211, "correlation": 6567 + } + }, + { + "ph": "s", "id": 6567, "pid": 328255, "tid": 328255, "ts": 1714872489783246, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714872489783840, "dur": 2, + "args": { + "External id": 6573, + "device": 0, "context": 1, + "stream": 7, "correlation": 6573, + "bytes": 4, "memory bandwidth (GB/s)": 0.001953125 + } + }, + { + "ph": "f", "id": 6573, "pid": 0, "tid": 7, "ts": 1714872489783840, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489783824, "dur": 21, + "args": { + "External id": 6573, + "cbid": 41, "correlation": 6573 + } + }, + { + "ph": "s", "id": 6573, "pid": 328255, "tid": 328255, "ts": 1714872489783824, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489783846, "dur": 2, + "args": { + "External id": 6574, + "cbid": 131, "correlation": 6574 + } + }, + { + "ph": "s", "id": 6574, "pid": 328255, "tid": 328255, "ts": 1714872489783846, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489783879, "dur": 2, + "args": { + "External id": 6583, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6583, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6583, "pid": 0, "tid": 7, "ts": 1714872489783879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489783869, "dur": 14, + "args": { + "External id": 6583, + "cbid": 211, "correlation": 6583 + } + }, + { + "ph": "s", "id": 6583, "pid": 328255, "tid": 328255, "ts": 1714872489783869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489783923, "dur": 2, + "args": { + "External id": 6593, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6593, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6593, "pid": 0, "tid": 7, "ts": 1714872489783923, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489783915, "dur": 12, + "args": { + "External id": 6593, + "cbid": 211, "correlation": 6593 + } + }, + { + "ph": "s", "id": 6593, "pid": 328255, "tid": 328255, "ts": 1714872489783915, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714872489783958, "dur": 2, + "args": { + "External id": 6603, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6603, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6603, "pid": 0, "tid": 7, "ts": 1714872489783958, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489783950, "dur": 12, + "args": { + "External id": 6603, + "cbid": 211, "correlation": 6603 + } + }, + { + "ph": "s", "id": 6603, "pid": 328255, "tid": 328255, "ts": 1714872489783950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714872489784089, "dur": 2, + "args": { + "External id": 6621, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6621, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6621, "pid": 0, "tid": 7, "ts": 1714872489784089, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489784081, "dur": 13, + "args": { + "External id": 6621, + "cbid": 211, "correlation": 6621 + } + }, + { + "ph": "s", "id": 6621, "pid": 328255, "tid": 328255, "ts": 1714872489784081, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489784110, "dur": 5, + "args": { + "External id": 6631, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6631, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6631, "pid": 0, "tid": 7, "ts": 1714872489784110, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489784103, "dur": 14, + "args": { + "External id": 6631, + "cbid": 211, "correlation": 6631 + } + }, + { + "ph": "s", "id": 6631, "pid": 328255, "tid": 328255, "ts": 1714872489784103, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714872489784140, "dur": 1, + "args": { + "External id": 6637, + "device": 0, "context": 1, + "stream": 7, "correlation": 6637, + "bytes": 8, "memory bandwidth (GB/s)": 0.004629629629629629 + } + }, + { + "ph": "f", "id": 6637, "pid": 0, "tid": 7, "ts": 1714872489784140, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489784130, "dur": 14, + "args": { + "External id": 6637, + "cbid": 41, "correlation": 6637 + } + }, + { + "ph": "s", "id": 6637, "pid": 328255, "tid": 328255, "ts": 1714872489784130, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489784145, "dur": 1, + "args": { + "External id": 6638, + "cbid": 131, "correlation": 6638 + } + }, + { + "ph": "s", "id": 6638, "pid": 328255, "tid": 328255, "ts": 1714872489784145, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489785567, "dur": 0, + "args": { + "External id": 6651, + "device": 0, "context": 1, + "stream": 7, "correlation": 6651, + "bytes": 256, "memory bandwidth (GB/s)": 0.6666666666666666 + } + }, + { + "ph": "f", "id": 6651, "pid": 0, "tid": 7, "ts": 1714872489785567, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489785554, "dur": 9, + "args": { + "External id": 6651, + "cbid": 41, "correlation": 6651 + } + }, + { + "ph": "s", "id": 6651, "pid": 328255, "tid": 328255, "ts": 1714872489785554, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489785564, "dur": 4, + "args": { + "External id": 6652, + "cbid": 131, "correlation": 6652 + } + }, + { + "ph": "s", "id": 6652, "pid": 328255, "tid": 328255, "ts": 1714872489785564, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489785600, "dur": 0, + "args": { + "External id": 6665, + "device": 0, "context": 1, + "stream": 7, "correlation": 6665, + "bytes": 3328, "memory bandwidth (GB/s)": 6.5 + } + }, + { + "ph": "f", "id": 6665, "pid": 0, "tid": 7, "ts": 1714872489785600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489785591, "dur": 5, + "args": { + "External id": 6665, + "cbid": 41, "correlation": 6665 + } + }, + { + "ph": "s", "id": 6665, "pid": 328255, "tid": 328255, "ts": 1714872489785591, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489785597, "dur": 5, + "args": { + "External id": 6666, + "cbid": 131, "correlation": 6666 + } + }, + { + "ph": "s", "id": 6666, "pid": 328255, "tid": 328255, "ts": 1714872489785597, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489785628, "dur": 0, + "args": { + "External id": 6679, + "device": 0, "context": 1, + "stream": 7, "correlation": 6679, + "bytes": 13312, "memory bandwidth (GB/s)": 13.419354838709678 + } + }, + { + "ph": "f", "id": 6679, "pid": 0, "tid": 7, "ts": 1714872489785628, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489785621, "dur": 4, + "args": { + "External id": 6679, + "cbid": 41, "correlation": 6679 + } + }, + { + "ph": "s", "id": 6679, "pid": 328255, "tid": 328255, "ts": 1714872489785621, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489785626, "dur": 5, + "args": { + "External id": 6680, + "cbid": 131, "correlation": 6680 + } + }, + { + "ph": "s", "id": 6680, "pid": 328255, "tid": 328255, "ts": 1714872489785626, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714872489785725, "dur": 5, + "args": { + "External id": 6693, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6693, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6693, "pid": 0, "tid": 7, "ts": 1714872489785725, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489785714, "dur": 18, + "args": { + "External id": 6693, + "cbid": 211, "correlation": 6693 + } + }, + { + "ph": "s", "id": 6693, "pid": 328255, "tid": 328255, "ts": 1714872489785714, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489785778, "dur": 1, + "args": { + "External id": 6704, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6704, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6704, "pid": 0, "tid": 7, "ts": 1714872489785778, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489785769, "dur": 13, + "args": { + "External id": 6704, + "cbid": 211, "correlation": 6704 + } + }, + { + "ph": "s", "id": 6704, "pid": 328255, "tid": 328255, "ts": 1714872489785769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328255, + "ts": 1714872489785830, "dur": 1, + "args": { + "External id": 6720, + "cbid": 210, "correlation": 6720 + } + }, + { + "ph": "f", "id": 6720, "pid": 328255, "tid": 328255, "ts": 1714872489785830, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714872489785841, "dur": 5, + "args": { + "External id": 6721, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6721, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6721, "pid": 0, "tid": 7, "ts": 1714872489785841, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489785832, "dur": 16, + "args": { + "External id": 6721, + "cbid": 211, "correlation": 6721 + } + }, + { + "ph": "s", "id": 6721, "pid": 328255, "tid": 328255, "ts": 1714872489785832, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489785919, "dur": 1, + "args": { + "External id": 6734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6734, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6734, "pid": 0, "tid": 7, "ts": 1714872489785919, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489785909, "dur": 13, + "args": { + "External id": 6734, + "cbid": 211, "correlation": 6734 + } + }, + { + "ph": "s", "id": 6734, "pid": 328255, "tid": 328255, "ts": 1714872489785909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489785953, "dur": 1, + "args": { + "External id": 6744, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6744, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6744, "pid": 0, "tid": 7, "ts": 1714872489785953, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489785945, "dur": 11, + "args": { + "External id": 6744, + "cbid": 211, "correlation": 6744 + } + }, + { + "ph": "s", "id": 6744, "pid": 328255, "tid": 328255, "ts": 1714872489785945, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489786030, "dur": 2, + "args": { + "External id": 6766, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6766, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6766, "pid": 0, "tid": 7, "ts": 1714872489786030, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786020, "dur": 14, + "args": { + "External id": 6766, + "cbid": 211, "correlation": 6766 + } + }, + { + "ph": "s", "id": 6766, "pid": 328255, "tid": 328255, "ts": 1714872489786020, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489786082, "dur": 1, + "args": { + "External id": 6779, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6779, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6779, "pid": 0, "tid": 7, "ts": 1714872489786082, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786074, "dur": 12, + "args": { + "External id": 6779, + "cbid": 211, "correlation": 6779 + } + }, + { + "ph": "s", "id": 6779, "pid": 328255, "tid": 328255, "ts": 1714872489786074, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489786110, "dur": 1, + "args": { + "External id": 6789, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6789, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6789, "pid": 0, "tid": 7, "ts": 1714872489786110, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786103, "dur": 10, + "args": { + "External id": 6789, + "cbid": 211, "correlation": 6789 + } + }, + { + "ph": "s", "id": 6789, "pid": 328255, "tid": 328255, "ts": 1714872489786103, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489786172, "dur": 2, + "args": { + "External id": 6811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6811, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6811, "pid": 0, "tid": 7, "ts": 1714872489786172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786164, "dur": 12, + "args": { + "External id": 6811, + "cbid": 211, "correlation": 6811 + } + }, + { + "ph": "s", "id": 6811, "pid": 328255, "tid": 328255, "ts": 1714872489786164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489786223, "dur": 1, + "args": { + "External id": 6824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6824, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6824, "pid": 0, "tid": 7, "ts": 1714872489786223, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786215, "dur": 11, + "args": { + "External id": 6824, + "cbid": 211, "correlation": 6824 + } + }, + { + "ph": "s", "id": 6824, "pid": 328255, "tid": 328255, "ts": 1714872489786215, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489786250, "dur": 1, + "args": { + "External id": 6834, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6834, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], 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"queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6869, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6869, "pid": 0, "tid": 7, "ts": 1714872489786359, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786351, "dur": 11, + "args": { + "External id": 6869, + "cbid": 211, "correlation": 6869 + } + }, + { + "ph": "s", "id": 6869, "pid": 328255, "tid": 328255, "ts": 1714872489786351, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489786386, "dur": 1, + "args": { + "External id": 6879, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6879, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6879, "pid": 0, "tid": 7, "ts": 1714872489786386, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786379, "dur": 9, + "args": { + "External id": 6879, + "cbid": 211, "correlation": 6879 + } + }, + { + "ph": "s", "id": 6879, "pid": 328255, "tid": 328255, "ts": 1714872489786379, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489786444, "dur": 2, + "args": { + "External id": 6901, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6901, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6901, "pid": 0, "tid": 7, "ts": 1714872489786444, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786436, "dur": 12, + "args": { + "External id": 6901, + "cbid": 211, "correlation": 6901 + } + }, + { + "ph": "s", "id": 6901, "pid": 328255, "tid": 328255, "ts": 1714872489786436, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489786494, "dur": 1, + "args": { + "External id": 6914, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6914, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6914, "pid": 0, "tid": 7, "ts": 1714872489786494, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786486, "dur": 11, + "args": { + "External id": 6914, + "cbid": 211, "correlation": 6914 + } + }, + { + "ph": "s", "id": 6914, "pid": 328255, "tid": 328255, "ts": 1714872489786486, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489786520, "dur": 1, + "args": { + "External id": 6924, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6924, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6924, "pid": 0, "tid": 7, "ts": 1714872489786520, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786513, "dur": 10, + "args": { + "External id": 6924, + "cbid": 211, "correlation": 6924 + } + }, + { + "ph": "s", "id": 6924, "pid": 328255, "tid": 328255, "ts": 1714872489786513, 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"id": 6946, "pid": 328255, "tid": 328255, "ts": 1714872489786571, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489786629, "dur": 1, + "args": { + "External id": 6959, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6959, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6959, "pid": 0, "tid": 7, "ts": 1714872489786629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786621, "dur": 11, + "args": { + "External id": 6959, + "cbid": 211, "correlation": 6959 + } + }, + { + "ph": "s", "id": 6959, "pid": 328255, "tid": 328255, "ts": 1714872489786621, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489786656, "dur": 1, + "args": { + "External id": 6969, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6969, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6969, "pid": 0, "tid": 7, "ts": 1714872489786656, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786649, "dur": 10, + "args": { + "External id": 6969, + "cbid": 211, "correlation": 6969 + } + }, + { + "ph": "s", "id": 6969, "pid": 328255, "tid": 328255, "ts": 1714872489786649, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489786715, "dur": 2, + "args": { + "External id": 6991, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6991, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6991, "pid": 0, "tid": 7, "ts": 1714872489786715, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786707, "dur": 12, + "args": { + "External id": 6991, + "cbid": 211, "correlation": 6991 + } + }, + { + "ph": "s", "id": 6991, "pid": 328255, "tid": 328255, "ts": 1714872489786707, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489786765, "dur": 1, + "args": { + "External id": 7004, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7004, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7004, "pid": 0, "tid": 7, "ts": 1714872489786765, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786757, "dur": 11, + "args": { + "External id": 7004, + "cbid": 211, "correlation": 7004 + } + }, + { + "ph": "s", "id": 7004, "pid": 328255, "tid": 328255, "ts": 1714872489786757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489786799, "dur": 1, + "args": { + "External id": 7014, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7014, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7014, "pid": 0, "tid": 7, "ts": 1714872489786799, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786785, "dur": 17, + "args": { + "External id": 7014, + "cbid": 211, "correlation": 7014 + } + }, + { + "ph": "s", "id": 7014, "pid": 328255, "tid": 328255, "ts": 1714872489786785, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489786859, "dur": 2, + "args": { + "External id": 7036, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7036, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7036, "pid": 0, "tid": 7, "ts": 1714872489786859, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786851, "dur": 12, + "args": { + "External id": 7036, + "cbid": 211, "correlation": 7036 + } + }, + { + "ph": "s", "id": 7036, "pid": 328255, "tid": 328255, "ts": 1714872489786851, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489786909, "dur": 1, + "args": { + "External id": 7049, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7049, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7049, "pid": 0, "tid": 7, "ts": 1714872489786909, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786901, "dur": 11, + "args": { + "External id": 7049, + "cbid": 211, "correlation": 7049 + } + }, + { + "ph": "s", "id": 7049, "pid": 328255, "tid": 328255, "ts": 1714872489786901, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489786937, "dur": 1, + "args": { + "External id": 7059, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7059, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7059, "pid": 0, "tid": 7, "ts": 1714872489786937, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786930, "dur": 10, + "args": { + "External id": 7059, + "cbid": 211, "correlation": 7059 + } + }, + { + "ph": "s", "id": 7059, "pid": 328255, "tid": 328255, "ts": 1714872489786930, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489786995, "dur": 2, + "args": { + "External id": 7081, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7081, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7081, "pid": 0, "tid": 7, "ts": 1714872489786995, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489786987, "dur": 12, + "args": { + "External id": 7081, + "cbid": 211, "correlation": 7081 + } + }, + { + "ph": "s", "id": 7081, "pid": 328255, "tid": 328255, "ts": 1714872489786987, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489787045, "dur": 1, + "args": { + "External id": 7094, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7094, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7094, "pid": 0, "tid": 7, "ts": 1714872489787045, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787037, "dur": 11, + "args": { + "External id": 7094, + "cbid": 211, "correlation": 7094 + } + }, + { + "ph": "s", "id": 7094, "pid": 328255, "tid": 328255, "ts": 1714872489787037, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489787072, "dur": 1, + "args": { + "External id": 7104, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7104, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7104, "pid": 0, "tid": 7, "ts": 1714872489787072, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787065, "dur": 10, + "args": { + "External id": 7104, + "cbid": 211, "correlation": 7104 + } + }, + { + "ph": "s", "id": 7104, "pid": 328255, "tid": 328255, "ts": 1714872489787065, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489787130, "dur": 2, + "args": { + "External id": 7126, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7126, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7126, "pid": 0, "tid": 7, "ts": 1714872489787130, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787121, "dur": 12, + "args": { + "External id": 7126, + "cbid": 211, "correlation": 7126 + } + }, + { + "ph": "s", "id": 7126, "pid": 328255, "tid": 328255, "ts": 1714872489787121, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489787179, "dur": 1, + "args": { + "External id": 7139, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7139, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7139, "pid": 0, "tid": 7, "ts": 1714872489787179, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787171, "dur": 11, + "args": { + "External id": 7139, + "cbid": 211, "correlation": 7139 + } + }, + { + "ph": "s", "id": 7139, "pid": 328255, "tid": 328255, "ts": 1714872489787171, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489787206, "dur": 1, + "args": { + "External id": 7149, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7149, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7149, "pid": 0, "tid": 7, "ts": 1714872489787206, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, 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1714872489787265, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787257, "dur": 12, + "args": { + "External id": 7171, + "cbid": 211, "correlation": 7171 + } + }, + { + "ph": "s", "id": 7171, "pid": 328255, "tid": 328255, "ts": 1714872489787257, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489787315, "dur": 1, + "args": { + "External id": 7184, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7184, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7184, "pid": 0, "tid": 7, "ts": 1714872489787315, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787307, "dur": 11, + "args": { + "External id": 7184, + "cbid": 211, "correlation": 7184 + } + }, + { + "ph": "s", "id": 7184, "pid": 328255, "tid": 328255, "ts": 1714872489787307, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489787342, "dur": 1, + "args": { + "External id": 7194, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7194, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7194, "pid": 0, "tid": 7, "ts": 1714872489787342, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787335, "dur": 10, + "args": { + "External id": 7194, + "cbid": 211, "correlation": 7194 + } + }, + { + "ph": "s", "id": 7194, "pid": 328255, "tid": 328255, "ts": 1714872489787335, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489787399, "dur": 2, + "args": { + "External id": 7216, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7216, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7216, "pid": 0, "tid": 7, "ts": 1714872489787399, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787391, "dur": 12, + "args": { + "External id": 7216, + "cbid": 211, "correlation": 7216 + } + }, + { + "ph": "s", "id": 7216, "pid": 328255, "tid": 328255, "ts": 1714872489787391, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489787449, "dur": 1, + "args": { + "External id": 7229, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7229, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7229, "pid": 0, "tid": 7, "ts": 1714872489787449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787441, "dur": 11, + "args": { + "External id": 7229, + "cbid": 211, "correlation": 7229 + } + }, + { + "ph": "s", "id": 7229, "pid": 328255, "tid": 328255, "ts": 1714872489787441, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489787476, "dur": 1, + "args": { + "External id": 7239, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7239, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7239, "pid": 0, "tid": 7, "ts": 1714872489787476, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787469, "dur": 10, + "args": { + "External id": 7239, + "cbid": 211, "correlation": 7239 + } + }, + { + "ph": "s", "id": 7239, "pid": 328255, "tid": 328255, "ts": 1714872489787469, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489787539, "dur": 2, + "args": { + "External id": 7261, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7261, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7261, "pid": 0, "tid": 7, "ts": 1714872489787539, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787530, "dur": 12, + "args": { + "External id": 7261, + "cbid": 211, "correlation": 7261 + } + }, + { + "ph": "s", "id": 7261, "pid": 328255, "tid": 328255, "ts": 1714872489787530, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489787589, "dur": 1, + "args": { + "External id": 7274, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7274, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7274, "pid": 0, "tid": 7, "ts": 1714872489787589, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787581, "dur": 12, + "args": { + "External id": 7274, + "cbid": 211, "correlation": 7274 + } + }, + { + "ph": "s", "id": 7274, "pid": 328255, "tid": 328255, "ts": 1714872489787581, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489787616, "dur": 1, + "args": { + "External id": 7284, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7284, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7284, "pid": 0, "tid": 7, "ts": 1714872489787616, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787609, "dur": 10, + "args": { + "External id": 7284, + "cbid": 211, "correlation": 7284 + } + }, + { + "ph": "s", "id": 7284, "pid": 328255, "tid": 328255, "ts": 1714872489787609, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489787675, "dur": 2, + "args": { + "External id": 7306, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7306, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7306, "pid": 0, "tid": 7, "ts": 1714872489787675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787667, "dur": 12, + "args": { + "External id": 7306, + "cbid": 211, "correlation": 7306 + } + }, + { + "ph": "s", "id": 7306, "pid": 328255, "tid": 328255, "ts": 1714872489787667, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489787736, "dur": 1, + "args": { + "External id": 7319, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7319, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7319, "pid": 0, "tid": 7, "ts": 1714872489787736, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787728, "dur": 12, + "args": { + "External id": 7319, + "cbid": 211, "correlation": 7319 + } + }, + { + "ph": "s", "id": 7319, "pid": 328255, "tid": 328255, "ts": 1714872489787728, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489787764, "dur": 1, + "args": { + "External id": 7329, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7329, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7329, "pid": 0, "tid": 7, "ts": 1714872489787764, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787757, "dur": 10, + "args": { + "External id": 7329, + "cbid": 211, "correlation": 7329 + } + }, + { + "ph": "s", "id": 7329, "pid": 328255, "tid": 328255, "ts": 1714872489787757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489787824, "dur": 2, + "args": { + "External id": 7351, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7351, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7351, "pid": 0, "tid": 7, "ts": 1714872489787824, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787815, "dur": 12, + "args": { + "External id": 7351, + "cbid": 211, "correlation": 7351 + } + }, + { + "ph": "s", "id": 7351, "pid": 328255, "tid": 328255, "ts": 1714872489787815, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489787874, "dur": 1, + "args": { + "External id": 7364, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7364, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7364, "pid": 0, "tid": 7, "ts": 1714872489787874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787866, "dur": 11, + "args": { + "External id": 7364, + "cbid": 211, "correlation": 7364 + } + }, + { + "ph": "s", "id": 7364, "pid": 328255, "tid": 328255, "ts": 1714872489787866, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489787901, "dur": 1, + "args": { + "External id": 7374, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7374, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7374, "pid": 0, "tid": 7, "ts": 1714872489787901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787894, "dur": 10, + "args": { + "External id": 7374, + "cbid": 211, "correlation": 7374 + } + }, + { + "ph": "s", "id": 7374, "pid": 328255, "tid": 328255, "ts": 1714872489787894, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489787972, "dur": 2, + "args": { + "External id": 7396, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7396, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7396, "pid": 0, "tid": 7, "ts": 1714872489787972, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489787963, "dur": 13, + "args": { + "External id": 7396, + "cbid": 211, "correlation": 7396 + } + }, + { + "ph": "s", "id": 7396, "pid": 328255, "tid": 328255, "ts": 1714872489787963, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489788022, "dur": 1, + "args": { + "External id": 7409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7409, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7409, "pid": 0, "tid": 7, "ts": 1714872489788022, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788014, "dur": 11, + "args": { + "External id": 7409, + "cbid": 211, "correlation": 7409 + } + }, + { + "ph": "s", "id": 7409, "pid": 328255, "tid": 328255, "ts": 1714872489788014, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489788049, "dur": 1, + "args": { + "External id": 7419, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7419, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7419, "pid": 0, "tid": 7, "ts": 1714872489788049, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788042, "dur": 10, + "args": { + "External id": 7419, + "cbid": 211, "correlation": 7419 + } + }, + { + "ph": "s", "id": 7419, "pid": 328255, "tid": 328255, "ts": 1714872489788042, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489788111, "dur": 2, + "args": { + "External id": 7441, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7441, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7441, "pid": 0, "tid": 7, "ts": 1714872489788111, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788103, "dur": 12, + "args": { + "External id": 7441, + "cbid": 211, "correlation": 7441 + } + }, + { + "ph": "s", "id": 7441, "pid": 328255, "tid": 328255, "ts": 1714872489788103, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489788161, "dur": 1, + "args": { + "External id": 7454, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7454, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7454, "pid": 0, "tid": 7, "ts": 1714872489788161, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788153, "dur": 11, + "args": { + "External id": 7454, + "cbid": 211, "correlation": 7454 + } + }, + { + "ph": "s", "id": 7454, "pid": 328255, "tid": 328255, "ts": 1714872489788153, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489788191, "dur": 1, + "args": { + "External id": 7464, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7464, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7464, "pid": 0, "tid": 7, "ts": 1714872489788191, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788184, "dur": 11, + "args": { + "External id": 7464, + "cbid": 211, "correlation": 7464 + } + }, + { + "ph": "s", "id": 7464, "pid": 328255, "tid": 328255, "ts": 1714872489788184, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489788250, "dur": 2, + "args": { + "External id": 7486, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7486, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7486, "pid": 0, "tid": 7, "ts": 1714872489788250, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788242, "dur": 12, + "args": { + "External id": 7486, + "cbid": 211, "correlation": 7486 + } + }, + { + "ph": "s", "id": 7486, "pid": 328255, "tid": 328255, "ts": 1714872489788242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489788299, "dur": 1, + "args": { + "External id": 7499, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7499, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7499, "pid": 0, "tid": 7, "ts": 1714872489788299, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788292, "dur": 11, + "args": { + "External id": 7499, + "cbid": 211, "correlation": 7499 + } + }, + { + "ph": "s", "id": 7499, "pid": 328255, "tid": 328255, "ts": 1714872489788292, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489788330, "dur": 1, + "args": { + "External id": 7509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7509, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7509, "pid": 0, "tid": 7, "ts": 1714872489788330, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788323, "dur": 10, + "args": { + "External id": 7509, + "cbid": 211, "correlation": 7509 + } + }, + { + "ph": "s", "id": 7509, "pid": 328255, "tid": 328255, "ts": 1714872489788323, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489788388, "dur": 2, + "args": { + "External id": 7531, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7531, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7531, "pid": 0, "tid": 7, "ts": 1714872489788388, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788380, "dur": 12, + "args": { + "External id": 7531, + "cbid": 211, "correlation": 7531 + } + }, + { + "ph": "s", "id": 7531, "pid": 328255, "tid": 328255, "ts": 1714872489788380, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489788441, "dur": 1, + "args": { + "External id": 7544, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7544, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7544, "pid": 0, "tid": 7, "ts": 1714872489788441, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788432, "dur": 12, + "args": { + "External id": 7544, + "cbid": 211, "correlation": 7544 + } + }, + { + "ph": "s", "id": 7544, "pid": 328255, "tid": 328255, "ts": 1714872489788432, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489788467, "dur": 1, + "args": { + "External id": 7554, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7554, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7554, "pid": 0, "tid": 7, "ts": 1714872489788467, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788461, "dur": 10, + "args": { + "External id": 7554, + "cbid": 211, "correlation": 7554 + } + }, + { + "ph": "s", "id": 7554, "pid": 328255, "tid": 328255, "ts": 1714872489788461, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489788525, "dur": 2, + "args": { + "External id": 7576, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7576, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7576, "pid": 0, "tid": 7, "ts": 1714872489788525, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788517, "dur": 12, + "args": { + "External id": 7576, + "cbid": 211, "correlation": 7576 + } + }, + { + "ph": "s", "id": 7576, "pid": 328255, "tid": 328255, "ts": 1714872489788517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489788620, "dur": 1, + "args": { + "External id": 7589, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7589, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7589, "pid": 0, "tid": 7, "ts": 1714872489788620, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788611, "dur": 12, + "args": { + "External id": 7589, + "cbid": 211, "correlation": 7589 + } + }, + { + "ph": "s", "id": 7589, "pid": 328255, "tid": 328255, "ts": 1714872489788611, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489788648, "dur": 1, + "args": { + "External id": 7599, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7599, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7599, "pid": 0, "tid": 7, "ts": 1714872489788648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788641, "dur": 10, + "args": { + "External id": 7599, + "cbid": 211, "correlation": 7599 + } + }, + { + "ph": "s", "id": 7599, "pid": 328255, "tid": 328255, "ts": 1714872489788641, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489788706, "dur": 2, + "args": { + "External id": 7621, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7621, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7621, "pid": 0, "tid": 7, "ts": 1714872489788706, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788698, "dur": 12, + "args": { + "External id": 7621, + "cbid": 211, "correlation": 7621 + } + }, + { + "ph": "s", "id": 7621, "pid": 328255, "tid": 328255, "ts": 1714872489788698, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489788759, "dur": 1, + "args": { + "External id": 7634, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7634, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7634, "pid": 0, "tid": 7, "ts": 1714872489788759, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788751, "dur": 11, + "args": { + "External id": 7634, + "cbid": 211, "correlation": 7634 + } + }, + { + "ph": "s", "id": 7634, "pid": 328255, "tid": 328255, "ts": 1714872489788751, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489788786, "dur": 1, + "args": { + "External id": 7644, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7644, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7644, "pid": 0, "tid": 7, "ts": 1714872489788786, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788779, "dur": 10, + "args": { + "External id": 7644, + "cbid": 211, "correlation": 7644 + } + }, + { + "ph": "s", "id": 7644, "pid": 328255, "tid": 328255, "ts": 1714872489788779, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489788844, "dur": 2, + "args": { + "External id": 7666, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7666, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7666, "pid": 0, "tid": 7, "ts": 1714872489788844, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788836, "dur": 12, + "args": { + "External id": 7666, + "cbid": 211, "correlation": 7666 + } + }, + { + "ph": "s", "id": 7666, "pid": 328255, "tid": 328255, "ts": 1714872489788836, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489788897, "dur": 1, + "args": { + "External id": 7679, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7679, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7679, "pid": 0, "tid": 7, "ts": 1714872489788897, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788889, "dur": 12, + "args": { + "External id": 7679, + "cbid": 211, "correlation": 7679 + } + }, + { + "ph": "s", "id": 7679, "pid": 328255, "tid": 328255, "ts": 1714872489788889, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489788924, "dur": 1, + "args": { + "External id": 7689, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7689, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], 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per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7711, "pid": 0, "tid": 7, "ts": 1714872489788986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489788978, "dur": 12, + "args": { + "External id": 7711, + "cbid": 211, "correlation": 7711 + } + }, + { + "ph": "s", "id": 7711, "pid": 328255, "tid": 328255, "ts": 1714872489788978, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489789036, "dur": 1, + "args": { + "External id": 7724, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7724, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7724, "pid": 0, "tid": 7, "ts": 1714872489789036, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789028, "dur": 11, + "args": { + "External id": 7724, + "cbid": 211, "correlation": 7724 + } + }, + { + "ph": "s", "id": 7724, "pid": 328255, "tid": 328255, "ts": 1714872489789028, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489789062, "dur": 1, + "args": { + "External id": 7734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7734, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7734, "pid": 0, "tid": 7, "ts": 1714872489789062, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789055, "dur": 10, + "args": { + "External id": 7734, + "cbid": 211, "correlation": 7734 + } + }, + { + "ph": "s", "id": 7734, "pid": 328255, "tid": 328255, "ts": 1714872489789055, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489789123, "dur": 2, + "args": { + "External id": 7756, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7756, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7756, "pid": 0, "tid": 7, "ts": 1714872489789123, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789115, "dur": 12, + "args": { + "External id": 7756, + "cbid": 211, "correlation": 7756 + } + }, + { + "ph": "s", "id": 7756, "pid": 328255, "tid": 328255, "ts": 1714872489789115, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489789173, "dur": 1, + "args": { + "External id": 7769, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7769, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7769, "pid": 0, "tid": 7, "ts": 1714872489789173, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789165, "dur": 11, + "args": { + "External id": 7769, + "cbid": 211, "correlation": 7769 + } + }, + { + "ph": "s", "id": 7769, "pid": 328255, "tid": 328255, "ts": 1714872489789165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489789203, "dur": 1, + "args": { + "External id": 7779, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7779, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7779, "pid": 0, "tid": 7, "ts": 1714872489789203, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789195, "dur": 10, + "args": { + "External id": 7779, + "cbid": 211, "correlation": 7779 + } + }, + { + "ph": "s", "id": 7779, "pid": 328255, "tid": 328255, "ts": 1714872489789195, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489789261, "dur": 2, + "args": { + "External id": 7801, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7801, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7801, "pid": 0, "tid": 7, "ts": 1714872489789261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789253, "dur": 12, + "args": { + "External id": 7801, + "cbid": 211, "correlation": 7801 + } + }, + { + "ph": "s", "id": 7801, "pid": 328255, "tid": 328255, "ts": 1714872489789253, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489789310, "dur": 1, + "args": { + "External id": 7814, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7814, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7814, "pid": 0, "tid": 7, "ts": 1714872489789310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789302, "dur": 11, + "args": { + "External id": 7814, + "cbid": 211, "correlation": 7814 + } + }, + { + "ph": "s", "id": 7814, "pid": 328255, "tid": 328255, "ts": 1714872489789302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489789341, "dur": 1, + "args": { + "External id": 7824, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7824, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7824, "pid": 0, "tid": 7, "ts": 1714872489789341, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789333, "dur": 11, + "args": { + "External id": 7824, + "cbid": 211, "correlation": 7824 + } + }, + { + "ph": "s", "id": 7824, "pid": 328255, "tid": 328255, "ts": 1714872489789333, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489789398, "dur": 2, + "args": { + "External id": 7846, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7846, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7846, "pid": 0, "tid": 7, "ts": 1714872489789398, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789390, "dur": 12, + "args": { + "External id": 7846, + "cbid": 211, "correlation": 7846 + } + }, + { + "ph": "s", "id": 7846, "pid": 328255, "tid": 328255, "ts": 1714872489789390, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489789451, "dur": 1, + "args": { + "External id": 7859, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7859, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7859, "pid": 0, "tid": 7, "ts": 1714872489789451, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789443, "dur": 12, + "args": { + "External id": 7859, + "cbid": 211, "correlation": 7859 + } + }, + { + "ph": "s", "id": 7859, "pid": 328255, "tid": 328255, "ts": 1714872489789443, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489789478, "dur": 1, + "args": { + "External id": 7869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7869, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7869, "pid": 0, "tid": 7, "ts": 1714872489789478, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789471, "dur": 10, + "args": { + "External id": 7869, + "cbid": 211, "correlation": 7869 + } + }, + { + "ph": "s", "id": 7869, "pid": 328255, "tid": 328255, "ts": 1714872489789471, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489789536, "dur": 2, + "args": { + "External id": 7891, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7891, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7891, "pid": 0, "tid": 7, "ts": 1714872489789536, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789528, "dur": 12, + "args": { + "External id": 7891, + "cbid": 211, "correlation": 7891 + } + }, + { + "ph": "s", "id": 7891, "pid": 328255, "tid": 328255, "ts": 1714872489789528, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714872489789601, "dur": 3, + "args": { + "External id": 7902, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7902, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 7902, "pid": 0, "tid": 7, "ts": 1714872489789601, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789592, "dur": 14, + "args": { + "External id": 7902, + "cbid": 211, "correlation": 7902 + } + }, + { + "ph": "s", "id": 7902, "pid": 328255, "tid": 328255, "ts": 1714872489789592, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714872489789665, "dur": 155, + "args": { + "External id": 7914, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7914, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7914, "pid": 0, "tid": 7, "ts": 1714872489789665, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789656, "dur": 166, + "args": { + "External id": 7914, + "cbid": 211, "correlation": 7914 + } + }, + { + "ph": "s", "id": 7914, "pid": 328255, "tid": 328255, "ts": 1714872489789656, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328255, + "ts": 1714872489789893, "dur": 1, + "args": { + "External id": 7928, + "cbid": 210, "correlation": 7928 + } + }, + { + "ph": "f", "id": 7928, "pid": 328255, "tid": 328255, "ts": 1714872489789893, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714872489789905, "dur": 447, + "args": { + "External id": 7929, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7929, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 7929, "pid": 0, "tid": 7, "ts": 1714872489789905, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489789896, "dur": 458, + "args": { + "External id": 7929, + "cbid": 211, "correlation": 7929 + } + }, + { + "ph": "s", "id": 7929, "pid": 328255, "tid": 328255, "ts": 1714872489789896, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714872489790362, "dur": 7, + "args": { + "External id": 7931, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7931, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 7931, "pid": 0, "tid": 7, "ts": 1714872489790362, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790356, "dur": 15, + "args": { + "External id": 7931, + "cbid": 211, "correlation": 7931 + } + }, + { + "ph": "s", "id": 7931, "pid": 328255, "tid": 328255, "ts": 1714872489790356, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489790413, "dur": 1, + "args": { + "External id": 7942, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7942, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7942, "pid": 0, "tid": 7, "ts": 1714872489790413, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790405, "dur": 11, + "args": { + "External id": 7942, + "cbid": 211, "correlation": 7942 + } + }, + { + "ph": "s", "id": 7942, "pid": 328255, "tid": 328255, "ts": 1714872489790405, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489790474, "dur": 2, + "args": { + "External id": 7955, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7955, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7955, "pid": 0, "tid": 7, "ts": 1714872489790474, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790466, "dur": 12, + "args": { + "External id": 7955, + "cbid": 211, "correlation": 7955 + } + }, + { + "ph": "s", "id": 7955, "pid": 328255, "tid": 328255, "ts": 1714872489790466, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714872489790497, "dur": 2, + "args": { + "External id": 7963, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7963, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7963, "pid": 0, "tid": 7, "ts": 1714872489790497, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790490, "dur": 11, + "args": { + "External id": 7963, + "cbid": 211, "correlation": 7963 + } + }, + { + "ph": "s", "id": 7963, "pid": 328255, "tid": 328255, "ts": 1714872489790490, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489790539, "dur": 1, + "args": { + "External id": 7973, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7973, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7973, "pid": 0, "tid": 7, "ts": 1714872489790539, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790532, "dur": 11, + "args": { + "External id": 7973, + "cbid": 211, "correlation": 7973 + } + }, + { + "ph": "s", "id": 7973, "pid": 328255, "tid": 328255, "ts": 1714872489790532, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489790638, "dur": 2, + "args": { + "External id": 7986, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7986, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7986, "pid": 0, "tid": 7, "ts": 1714872489790638, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790629, "dur": 13, + "args": { + "External id": 7986, + "cbid": 211, "correlation": 7986 + } + }, + { + "ph": "s", "id": 7986, "pid": 328255, "tid": 328255, "ts": 1714872489790629, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489790668, "dur": 4, + "args": { + "External id": 7998, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7998, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7998, "pid": 0, "tid": 7, "ts": 1714872489790668, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790661, "dur": 14, + "args": { + "External id": 7998, + "cbid": 211, "correlation": 7998 + } + }, + { + "ph": "s", "id": 7998, "pid": 328255, "tid": 328255, "ts": 1714872489790661, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489790699, "dur": 1, + "args": { + "External id": 8006, + "device": 0, "context": 1, + "stream": 7, "correlation": 8006, + "bytes": 4, "memory bandwidth (GB/s)": 0.0026595744680851063 + } + }, + { + "ph": "f", "id": 8006, "pid": 0, "tid": 7, "ts": 1714872489790699, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489790687, "dur": 15, + "args": { + "External id": 8006, + "cbid": 41, "correlation": 8006 + } + }, + { + "ph": "s", "id": 8006, "pid": 328255, "tid": 328255, "ts": 1714872489790687, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489790998, "dur": 1, + "args": { + "External id": 8021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8021, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8021, "pid": 0, "tid": 7, "ts": 1714872489790998, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489790987, "dur": 14, + "args": { + "External id": 8021, + "cbid": 211, "correlation": 8021 + } + }, + { + "ph": "s", "id": 8021, "pid": 328255, "tid": 328255, "ts": 1714872489790987, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489791143, "dur": 2, + "args": { + "External id": 8037, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8037, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8037, "pid": 0, "tid": 7, "ts": 1714872489791143, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791131, "dur": 17, + "args": { + "External id": 8037, + "cbid": 211, "correlation": 8037 + } + }, + { + "ph": "s", "id": 8037, "pid": 328255, "tid": 328301, "ts": 1714872489791131, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489791171, "dur": 1, + "args": { + "External id": 8041, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8041, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8041, "pid": 0, "tid": 7, "ts": 1714872489791171, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791164, "dur": 10, + "args": { + "External id": 8041, + "cbid": 211, "correlation": 8041 + } + }, + { + "ph": "s", "id": 8041, "pid": 328255, "tid": 328301, "ts": 1714872489791164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489791230, "dur": 1, + "args": { + "External id": 8061, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8061, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8061, "pid": 0, "tid": 7, "ts": 1714872489791230, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791222, "dur": 12, + "args": { + "External id": 8061, + "cbid": 211, "correlation": 8061 + } + }, + { + "ph": "s", "id": 8061, "pid": 328255, "tid": 328301, "ts": 1714872489791222, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714872489791295, "dur": 1, + "args": { + "External id": 8077, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8077, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8077, "pid": 0, "tid": 7, "ts": 1714872489791295, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791287, "dur": 13, + "args": { + "External id": 8077, + "cbid": 211, "correlation": 8077 + } + }, + { + "ph": "s", "id": 8077, "pid": 328255, "tid": 328301, "ts": 1714872489791287, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489791332, "dur": 2, + "args": { + "External id": 8089, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8089, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8089, "pid": 0, "tid": 7, "ts": 1714872489791332, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791324, "dur": 13, + "args": { + "External id": 8089, + "cbid": 211, "correlation": 8089 + } + }, + { + "ph": "s", "id": 8089, "pid": 328255, "tid": 328301, "ts": 1714872489791324, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489791369, "dur": 5, + "args": { + "External id": 8103, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8103, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8103, "pid": 0, "tid": 7, "ts": 1714872489791369, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, 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achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8129, "pid": 0, "tid": 7, "ts": 1714872489791474, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791465, "dur": 13, + "args": { + "External id": 8129, + "cbid": 211, "correlation": 8129 + } + }, + { + "ph": "s", "id": 8129, "pid": 328255, "tid": 328301, "ts": 1714872489791465, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489791516, "dur": 1, + "args": { + "External id": 8145, + "cbid": 210, "correlation": 8145 + } + }, + { + "ph": "f", "id": 8145, "pid": 328255, "tid": 328301, "ts": 1714872489791516, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714872489791528, "dur": 270, + "args": { + "External id": 8146, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8146, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 8146, "pid": 0, "tid": 7, "ts": 1714872489791528, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791519, "dur": 282, + "args": { + "External id": 8146, + "cbid": 211, "correlation": 8146 + } + }, + { + "ph": "s", "id": 8146, "pid": 328255, "tid": 328301, "ts": 1714872489791519, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489791826, "dur": 1, + "args": { + "External id": 8158, + "cbid": 210, "correlation": 8158 + } + }, + { + "ph": "f", "id": 8158, "pid": 328255, "tid": 328301, "ts": 1714872489791826, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714872489791837, "dur": 268, + "args": { + "External id": 8159, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8159, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8159, "pid": 0, "tid": 7, "ts": 1714872489791837, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489791828, "dur": 278, + "args": { + "External id": 8159, + "cbid": 211, "correlation": 8159 + } + }, + { + "ph": "s", "id": 8159, "pid": 328255, "tid": 328301, "ts": 1714872489791828, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489792137, "dur": 9, + "args": { + "External id": 8172, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8172, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8172, "pid": 0, "tid": 7, "ts": 1714872489792137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489792129, "dur": 19, + "args": { + "External id": 8172, + "cbid": 211, "correlation": 8172 + } + }, + { + "ph": "s", "id": 8172, "pid": 328255, "tid": 328301, "ts": 1714872489792129, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489792261, "dur": 169, + "args": { + "External id": 8204, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8204, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8204, "pid": 0, "tid": 7, "ts": 1714872489792261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489792252, "dur": 180, + "args": { + "External id": 8204, + "cbid": 211, "correlation": 8204 + } + }, + { + "ph": "s", "id": 8204, "pid": 328255, "tid": 328301, "ts": 1714872489792252, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489792469, "dur": 151, + "args": { + "External id": 8216, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8216, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 8216, "pid": 0, "tid": 7, "ts": 1714872489792469, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489792461, "dur": 162, + "args": { + "External id": 8216, + "cbid": 211, "correlation": 8216 + } + }, + { + "ph": "s", "id": 8216, "pid": 328255, "tid": 328301, "ts": 1714872489792461, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489792679, "dur": 2, + "args": { + "External id": 8227, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8227, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 8227, "pid": 0, "tid": 7, "ts": 1714872489792679, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489792670, "dur": 14, + "args": { + "External id": 8227, + "cbid": 211, "correlation": 8227 + } + }, + { + "ph": "s", "id": 8227, "pid": 328255, "tid": 328301, "ts": 1714872489792670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489792903, "dur": 2, + "args": { + "External id": 8255, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8255, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8255, "pid": 0, "tid": 7, "ts": 1714872489792903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489792894, "dur": 14, + "args": { + "External id": 8255, + "cbid": 211, "correlation": 8255 + } + }, + { + "ph": "s", "id": 8255, "pid": 328255, "tid": 328301, "ts": 1714872489792894, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489792936, "dur": 1, + "args": { + "External id": 8271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8271, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8271, "pid": 0, "tid": 7, "ts": 1714872489792936, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489792929, "dur": 10, + "args": { + "External id": 8271, + "cbid": 211, "correlation": 8271 + } + }, + { + "ph": "s", "id": 8271, "pid": 328255, "tid": 328301, "ts": 1714872489792929, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489792950, "dur": 4, + "args": { + "External id": 8278, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8278, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8278, "pid": 0, "tid": 7, "ts": 1714872489792950, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489792943, "dur": 12, + "args": { + "External id": 8278, + "cbid": 211, "correlation": 8278 + } + }, + { + "ph": "s", "id": 8278, "pid": 328255, "tid": 328301, "ts": 1714872489792943, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489793017, "dur": 2, + "args": { + "External id": 8300, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8300, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8300, "pid": 0, "tid": 7, "ts": 1714872489793017, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793009, "dur": 12, + "args": { + "External id": 8300, + "cbid": 211, "correlation": 8300 + } + }, + { + "ph": "s", "id": 8300, "pid": 328255, "tid": 328301, "ts": 1714872489793009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489793055, "dur": 1, + "args": { + "External id": 8316, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8316, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8316, "pid": 0, "tid": 7, "ts": 1714872489793055, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793047, "dur": 10, + "args": { + "External id": 8316, + "cbid": 211, "correlation": 8316 + } + }, + { + "ph": "s", "id": 8316, "pid": 328255, "tid": 328301, "ts": 1714872489793047, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489793068, "dur": 4, + "args": { + "External id": 8323, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8323, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8323, "pid": 0, "tid": 7, "ts": 1714872489793068, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793062, "dur": 11, + "args": { + "External id": 8323, + "cbid": 211, "correlation": 8323 + } + }, + { + "ph": "s", "id": 8323, "pid": 328255, "tid": 328301, "ts": 1714872489793062, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489793131, "dur": 1, + "args": { + "External id": 8345, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8345, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8345, "pid": 0, "tid": 7, "ts": 1714872489793131, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793123, "dur": 12, + "args": { + "External id": 8345, + "cbid": 211, "correlation": 8345 + } + }, + { + "ph": "s", "id": 8345, "pid": 328255, "tid": 328301, "ts": 1714872489793123, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489793160, "dur": 2, + "args": { + "External id": 8361, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8361, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8361, "pid": 0, "tid": 7, "ts": 1714872489793160, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793153, "dur": 10, + "args": { + "External id": 8361, + "cbid": 211, "correlation": 8361 + } + }, + { + "ph": "s", "id": 8361, "pid": 328255, "tid": 328301, "ts": 1714872489793153, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489793173, "dur": 3, + "args": { + "External id": 8368, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8368, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8368, "pid": 0, "tid": 7, "ts": 1714872489793173, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793167, "dur": 10, + "args": { + "External id": 8368, + "cbid": 211, "correlation": 8368 + } + }, + { + "ph": "s", "id": 8368, "pid": 328255, "tid": 328301, "ts": 1714872489793167, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489793235, "dur": 1, + "args": { + "External id": 8390, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8390, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8390, "pid": 0, "tid": 7, "ts": 1714872489793235, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793226, "dur": 12, + "args": { + "External id": 8390, + "cbid": 211, "correlation": 8390 + } + }, + { + "ph": "s", "id": 8390, "pid": 328255, "tid": 328301, "ts": 1714872489793226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489793272, "dur": 16, + "args": { + "External id": 8406, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8406, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8406, "pid": 0, "tid": 7, "ts": 1714872489793272, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793265, "dur": 26, + "args": { + "External id": 8406, + "cbid": 211, "correlation": 8406 + } + }, + { + "ph": "s", "id": 8406, "pid": 328255, "tid": 328301, "ts": 1714872489793265, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489793301, "dur": 5, + "args": { + "External id": 8413, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8413, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8413, "pid": 0, "tid": 7, "ts": 1714872489793301, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793295, "dur": 13, + "args": { + "External id": 8413, + "cbid": 211, "correlation": 8413 + } + }, + { + "ph": "s", "id": 8413, "pid": 328255, "tid": 328301, "ts": 1714872489793295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489793365, "dur": 2, + "args": { + "External id": 8435, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8435, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8435, "pid": 0, "tid": 7, "ts": 1714872489793365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793357, "dur": 13, + "args": { + "External id": 8435, + "cbid": 211, "correlation": 8435 + } + }, + { + "ph": "s", "id": 8435, "pid": 328255, "tid": 328301, "ts": 1714872489793357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489793394, "dur": 232, + "args": { + "External id": 8451, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8451, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8451, "pid": 0, "tid": 7, "ts": 1714872489793394, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793387, "dur": 240, + "args": { + "External id": 8451, + "cbid": 211, "correlation": 8451 + } + }, + { + "ph": "s", "id": 8451, "pid": 328255, "tid": 328301, "ts": 1714872489793387, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489793638, "dur": 5, + "args": { + "External id": 8458, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8458, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8458, "pid": 0, "tid": 7, "ts": 1714872489793638, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793632, "dur": 12, + "args": { + "External id": 8458, + "cbid": 211, "correlation": 8458 + } + }, + { + "ph": "s", "id": 8458, "pid": 328255, "tid": 328301, "ts": 1714872489793632, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489793714, "dur": 2, + "args": { + "External id": 8480, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8480, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8480, "pid": 0, "tid": 7, "ts": 1714872489793714, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793704, "dur": 16, + "args": { + "External id": 8480, + "cbid": 211, "correlation": 8480 + } + }, + { + "ph": "s", "id": 8480, "pid": 328255, "tid": 328301, "ts": 1714872489793704, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489793748, "dur": 85, + "args": { + "External id": 8496, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8496, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8496, "pid": 0, "tid": 7, "ts": 1714872489793748, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793741, "dur": 94, + "args": { + "External id": 8496, + "cbid": 211, "correlation": 8496 + } + }, + { + "ph": "s", "id": 8496, "pid": 328255, "tid": 328301, "ts": 1714872489793741, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489793846, "dur": 5, + "args": { + "External id": 8503, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8503, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8503, "pid": 0, "tid": 7, "ts": 1714872489793846, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793840, "dur": 12, + "args": { + "External id": 8503, + "cbid": 211, "correlation": 8503 + } + }, + { + "ph": "s", "id": 8503, "pid": 328255, "tid": 328301, "ts": 1714872489793840, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489793912, "dur": 2, + "args": { + "External id": 8525, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8525, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8525, "pid": 0, "tid": 7, "ts": 1714872489793912, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793904, "dur": 13, + "args": { + "External id": 8525, + "cbid": 211, "correlation": 8525 + } + }, + { + "ph": "s", "id": 8525, "pid": 328255, "tid": 328301, "ts": 1714872489793904, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489793942, "dur": 273, + "args": { + "External id": 8541, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8541, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8541, "pid": 0, "tid": 7, "ts": 1714872489793942, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489793935, "dur": 281, + "args": { + "External id": 8541, + "cbid": 211, "correlation": 8541 + } + }, + { + "ph": "s", "id": 8541, "pid": 328255, "tid": 328301, "ts": 1714872489793935, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489794227, "dur": 5, + "args": { + "External id": 8548, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8548, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8548, "pid": 0, "tid": 7, "ts": 1714872489794227, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794221, "dur": 12, + "args": { + "External id": 8548, + "cbid": 211, "correlation": 8548 + } + }, + { + "ph": "s", "id": 8548, "pid": 328255, "tid": 328301, "ts": 1714872489794221, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489794299, "dur": 2, + "args": { + "External id": 8570, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8570, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8570, "pid": 0, "tid": 7, "ts": 1714872489794299, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794290, "dur": 13, + "args": { + "External id": 8570, + "cbid": 211, "correlation": 8570 + } + }, + { + "ph": "s", "id": 8570, "pid": 328255, "tid": 328301, "ts": 1714872489794290, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489794328, "dur": 1, + "args": { + "External id": 8586, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8586, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8586, "pid": 0, "tid": 7, "ts": 1714872489794328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794321, "dur": 9, + "args": { + "External id": 8586, + "cbid": 211, "correlation": 8586 + } + }, + { + "ph": "s", "id": 8586, "pid": 328255, "tid": 328301, "ts": 1714872489794321, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489794340, "dur": 4, + "args": { + "External id": 8593, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8593, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8593, "pid": 0, "tid": 7, "ts": 1714872489794340, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794335, "dur": 11, + "args": { + "External id": 8593, + "cbid": 211, "correlation": 8593 + } + }, + { + "ph": "s", "id": 8593, "pid": 328255, "tid": 328301, "ts": 1714872489794335, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489794442, "dur": 2, + "args": { + "External id": 8615, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8615, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8615, "pid": 0, "tid": 7, "ts": 1714872489794442, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794433, "dur": 13, + "args": { + "External id": 8615, + "cbid": 211, "correlation": 8615 + } + }, + { + "ph": "s", "id": 8615, "pid": 328255, "tid": 328301, "ts": 1714872489794433, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489794471, "dur": 1, + "args": { + "External id": 8631, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8631, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 8631, "pid": 0, "tid": 7, "ts": 1714872489794471, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794464, "dur": 9, + "args": { + "External id": 8631, + "cbid": 211, "correlation": 8631 + } + }, + { + "ph": "s", "id": 8631, "pid": 328255, "tid": 328301, "ts": 1714872489794464, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489794484, "dur": 5, + "args": { + "External id": 8638, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8638, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8638, "pid": 0, "tid": 7, "ts": 1714872489794484, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794478, "dur": 12, + "args": { + "External id": 8638, + "cbid": 211, "correlation": 8638 + } + }, + { + "ph": "s", "id": 8638, "pid": 328255, "tid": 328301, "ts": 1714872489794478, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489794556, "dur": 2, + "args": { + "External id": 8660, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8660, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8660, "pid": 0, "tid": 7, "ts": 1714872489794556, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794548, "dur": 12, + "args": { + "External id": 8660, + "cbid": 211, "correlation": 8660 + } + }, + { + "ph": "s", "id": 8660, "pid": 328255, "tid": 328301, "ts": 1714872489794548, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489794585, "dur": 1, + "args": { + "External id": 8676, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8676, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8676, "pid": 0, "tid": 7, "ts": 1714872489794585, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794578, "dur": 9, + "args": { + "External id": 8676, + "cbid": 211, "correlation": 8676 + } + }, + { + "ph": "s", "id": 8676, "pid": 328255, "tid": 328301, "ts": 1714872489794578, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489794598, "dur": 5, + "args": { + "External id": 8683, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8683, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8683, "pid": 0, "tid": 7, "ts": 1714872489794598, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794592, "dur": 12, + "args": { + "External id": 8683, + "cbid": 211, "correlation": 8683 + } + }, + { + "ph": "s", "id": 8683, "pid": 328255, "tid": 328301, "ts": 1714872489794592, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489794661, "dur": 2, + "args": { + "External id": 8705, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8705, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8705, "pid": 0, "tid": 7, "ts": 1714872489794661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794653, "dur": 12, + "args": { + "External id": 8705, + "cbid": 211, "correlation": 8705 + } + }, + { + "ph": "s", "id": 8705, "pid": 328255, "tid": 328301, "ts": 1714872489794653, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489794689, "dur": 1, + "args": { + "External id": 8721, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8721, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8721, "pid": 0, "tid": 7, "ts": 1714872489794689, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794682, "dur": 9, + "args": { + "External id": 8721, + "cbid": 211, "correlation": 8721 + } + }, + { + "ph": "s", "id": 8721, "pid": 328255, "tid": 328301, "ts": 1714872489794682, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489794702, "dur": 5, + "args": { + "External id": 8728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8728, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8728, "pid": 0, "tid": 7, "ts": 1714872489794702, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794696, "dur": 12, + "args": { + "External id": 8728, + "cbid": 211, "correlation": 8728 + } + }, + { + "ph": "s", "id": 8728, "pid": 328255, "tid": 328301, "ts": 1714872489794696, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489794786, "dur": 2, + "args": { + "External id": 8750, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8750, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8750, "pid": 0, "tid": 7, "ts": 1714872489794786, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794776, "dur": 20, + "args": { + "External id": 8750, + "cbid": 211, "correlation": 8750 + } + }, + { + "ph": "s", "id": 8750, "pid": 328255, "tid": 328301, "ts": 1714872489794776, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489794834, "dur": 1, + "args": { + "External id": 8766, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8766, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 8766, "pid": 0, "tid": 7, "ts": 1714872489794834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794826, "dur": 12, + "args": { + "External id": 8766, + "cbid": 211, "correlation": 8766 + } + }, + { + "ph": "s", "id": 8766, "pid": 328255, "tid": 328301, "ts": 1714872489794826, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489794848, "dur": 3, + "args": { + "External id": 8773, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8773, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8773, "pid": 0, "tid": 7, "ts": 1714872489794848, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794842, "dur": 11, + "args": { + "External id": 8773, + "cbid": 211, "correlation": 8773 + } + }, + { + "ph": "s", "id": 8773, "pid": 328255, "tid": 328301, "ts": 1714872489794842, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489794913, "dur": 2, + "args": { + "External id": 8795, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8795, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8795, "pid": 0, "tid": 7, "ts": 1714872489794913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794905, "dur": 13, + "args": { + "External id": 8795, + "cbid": 211, "correlation": 8795 + } + }, + { + "ph": "s", "id": 8795, "pid": 328255, "tid": 328301, "ts": 1714872489794905, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489794943, "dur": 1, + "args": { + "External id": 8811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8811, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 8811, "pid": 0, "tid": 7, "ts": 1714872489794943, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794936, "dur": 9, + "args": { + "External id": 8811, + "cbid": 211, "correlation": 8811 + } + }, + { + "ph": "s", "id": 8811, "pid": 328255, "tid": 328301, "ts": 1714872489794936, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489794956, "dur": 5, + "args": { + "External id": 8818, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8818, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8818, "pid": 0, "tid": 7, "ts": 1714872489794956, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489794950, "dur": 12, + "args": { + "External id": 8818, + "cbid": 211, "correlation": 8818 + } + }, + { + "ph": "s", "id": 8818, "pid": 328255, "tid": 328301, "ts": 1714872489794950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489795050, "dur": 2, + "args": { + "External id": 8840, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8840, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8840, "pid": 0, "tid": 7, "ts": 1714872489795050, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795042, "dur": 13, + "args": { + "External id": 8840, + "cbid": 211, "correlation": 8840 + } + }, + { + "ph": "s", "id": 8840, "pid": 328255, "tid": 328301, "ts": 1714872489795042, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489795080, "dur": 1, + "args": { + "External id": 8856, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8856, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8856, "pid": 0, "tid": 7, "ts": 1714872489795080, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795073, "dur": 9, + "args": { + "External id": 8856, + "cbid": 211, "correlation": 8856 + } + }, + { + "ph": "s", "id": 8856, "pid": 328255, "tid": 328301, "ts": 1714872489795073, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489795093, "dur": 4, + "args": { + "External id": 8863, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8863, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8863, "pid": 0, "tid": 7, "ts": 1714872489795093, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795087, "dur": 12, + "args": { + "External id": 8863, + "cbid": 211, "correlation": 8863 + } + }, + { + "ph": "s", "id": 8863, "pid": 328255, "tid": 328301, "ts": 1714872489795087, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489795155, "dur": 2, + "args": { + "External id": 8885, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8885, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8885, "pid": 0, "tid": 7, "ts": 1714872489795155, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795147, "dur": 12, + "args": { + "External id": 8885, + "cbid": 211, "correlation": 8885 + } + }, + { + "ph": "s", "id": 8885, "pid": 328255, "tid": 328301, "ts": 1714872489795147, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489795199, "dur": 16, + "args": { + "External id": 8901, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8901, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8901, "pid": 0, "tid": 7, "ts": 1714872489795199, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795191, "dur": 26, + "args": { + "External id": 8901, + "cbid": 211, "correlation": 8901 + } + }, + { + "ph": "s", "id": 8901, "pid": 328255, "tid": 328301, "ts": 1714872489795191, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489795228, "dur": 4, + "args": { + "External id": 8908, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8908, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8908, "pid": 0, "tid": 7, "ts": 1714872489795228, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795222, "dur": 12, + "args": { + "External id": 8908, + "cbid": 211, "correlation": 8908 + } + }, + { + "ph": "s", "id": 8908, "pid": 328255, "tid": 328301, "ts": 1714872489795222, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489795291, "dur": 2, + "args": { + "External id": 8930, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8930, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8930, "pid": 0, "tid": 7, "ts": 1714872489795291, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795282, "dur": 13, + "args": { + "External id": 8930, + "cbid": 211, "correlation": 8930 + } + }, + { + "ph": "s", "id": 8930, "pid": 328255, "tid": 328301, "ts": 1714872489795282, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489795320, "dur": 24, + "args": { + "External id": 8946, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8946, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8946, "pid": 0, "tid": 7, "ts": 1714872489795320, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795313, "dur": 33, + "args": { + "External id": 8946, + "cbid": 211, "correlation": 8946 + } + }, + { + "ph": "s", "id": 8946, "pid": 328255, "tid": 328301, "ts": 1714872489795313, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489795356, "dur": 5, + "args": { + "External id": 8953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8953, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8953, "pid": 0, "tid": 7, "ts": 1714872489795356, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795350, "dur": 12, + "args": { + "External id": 8953, + "cbid": 211, "correlation": 8953 + } + }, + { + "ph": "s", "id": 8953, "pid": 328255, "tid": 328301, "ts": 1714872489795350, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489795427, "dur": 2, + "args": { + "External id": 8975, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8975, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8975, "pid": 0, "tid": 7, "ts": 1714872489795427, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795419, "dur": 13, + "args": { + "External id": 8975, + "cbid": 211, "correlation": 8975 + } + }, + { + "ph": "s", "id": 8975, "pid": 328255, "tid": 328301, "ts": 1714872489795419, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489795464, "dur": 179, + "args": { + "External id": 8991, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8991, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8991, "pid": 0, "tid": 7, "ts": 1714872489795464, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795456, "dur": 189, + "args": { + "External id": 8991, + "cbid": 211, "correlation": 8991 + } + }, + { + "ph": "s", "id": 8991, "pid": 328255, "tid": 328301, "ts": 1714872489795456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489795656, "dur": 5, + "args": { + "External id": 8998, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8998, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8998, "pid": 0, "tid": 7, "ts": 1714872489795656, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795650, "dur": 12, + "args": { + "External id": 8998, + "cbid": 211, "correlation": 8998 + } + }, + { + "ph": "s", "id": 8998, "pid": 328255, "tid": 328301, "ts": 1714872489795650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489795719, "dur": 2, + "args": { + "External id": 9020, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9020, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9020, "pid": 0, "tid": 7, "ts": 1714872489795719, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795711, "dur": 13, + "args": { + "External id": 9020, + "cbid": 211, "correlation": 9020 + } + }, + { + "ph": "s", "id": 9020, "pid": 328255, "tid": 328301, "ts": 1714872489795711, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489795748, "dur": 1, + "args": { + "External id": 9036, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9036, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9036, "pid": 0, "tid": 7, "ts": 1714872489795748, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795741, "dur": 9, + "args": { + "External id": 9036, + "cbid": 211, "correlation": 9036 + } + }, + { + "ph": "s", "id": 9036, "pid": 328255, "tid": 328301, "ts": 1714872489795741, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489795761, "dur": 4, + "args": { + "External id": 9043, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9043, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9043, "pid": 0, "tid": 7, "ts": 1714872489795761, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795755, "dur": 12, + "args": { + "External id": 9043, + "cbid": 211, "correlation": 9043 + } + }, + { + "ph": "s", "id": 9043, "pid": 328255, "tid": 328301, "ts": 1714872489795755, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489795823, "dur": 2, + "args": { + "External id": 9065, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9065, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9065, "pid": 0, "tid": 7, "ts": 1714872489795823, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795815, "dur": 12, + "args": { + "External id": 9065, + "cbid": 211, "correlation": 9065 + } + }, + { + "ph": "s", "id": 9065, "pid": 328255, "tid": 328301, "ts": 1714872489795815, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489795873, "dur": 1, + "args": { + "External id": 9081, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9081, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 9081, "pid": 0, "tid": 7, "ts": 1714872489795873, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795865, "dur": 11, + "args": { + "External id": 9081, + "cbid": 211, "correlation": 9081 + } + }, + { + "ph": "s", "id": 9081, "pid": 328255, "tid": 328301, "ts": 1714872489795865, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489795887, "dur": 3, + "args": { + "External id": 9088, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9088, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9088, "pid": 0, "tid": 7, "ts": 1714872489795887, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795881, "dur": 11, + "args": { + "External id": 9088, + "cbid": 211, "correlation": 9088 + } + }, + { + "ph": "s", "id": 9088, "pid": 328255, "tid": 328301, "ts": 1714872489795881, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489795951, "dur": 2, + "args": { + "External id": 9110, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9110, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9110, "pid": 0, "tid": 7, "ts": 1714872489795951, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795942, "dur": 13, + "args": { + "External id": 9110, + "cbid": 211, "correlation": 9110 + } + }, + { + "ph": "s", "id": 9110, "pid": 328255, "tid": 328301, "ts": 1714872489795942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489795980, "dur": 1, + "args": { + "External id": 9126, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9126, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 9126, "pid": 0, "tid": 7, "ts": 1714872489795980, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795973, "dur": 10, + "args": { + "External id": 9126, + "cbid": 211, "correlation": 9126 + } + }, + { + "ph": "s", "id": 9126, "pid": 328255, "tid": 328301, "ts": 1714872489795973, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489795994, "dur": 3, + "args": { + "External id": 9133, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9133, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9133, "pid": 0, "tid": 7, "ts": 1714872489795994, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489795988, "dur": 10, + "args": { + "External id": 9133, + "cbid": 211, "correlation": 9133 + } + }, + { + "ph": "s", "id": 9133, "pid": 328255, "tid": 328301, "ts": 1714872489795988, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489796054, "dur": 2, + "args": { + "External id": 9155, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9155, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9155, "pid": 0, "tid": 7, "ts": 1714872489796054, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796046, "dur": 12, + "args": { + "External id": 9155, + "cbid": 211, "correlation": 9155 + } + }, + { + "ph": "s", "id": 9155, "pid": 328255, "tid": 328301, "ts": 1714872489796046, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489796091, "dur": 1, + "args": { + "External id": 9171, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9171, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9171, "pid": 0, "tid": 7, "ts": 1714872489796091, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796084, "dur": 10, + "args": { + "External id": 9171, + "cbid": 211, "correlation": 9171 + } + }, + { + "ph": "s", "id": 9171, "pid": 328255, "tid": 328301, "ts": 1714872489796084, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489796104, "dur": 6, + "args": { + "External id": 9178, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9178, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9178, "pid": 0, "tid": 7, "ts": 1714872489796104, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796099, "dur": 13, + "args": { + "External id": 9178, + "cbid": 211, "correlation": 9178 + } + }, + { + "ph": "s", "id": 9178, "pid": 328255, "tid": 328301, "ts": 1714872489796099, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489796168, "dur": 2, + "args": { + "External id": 9200, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9200, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9200, "pid": 0, "tid": 7, "ts": 1714872489796168, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796159, "dur": 12, + "args": { + "External id": 9200, + "cbid": 211, "correlation": 9200 + } + }, + { + "ph": "s", "id": 9200, "pid": 328255, "tid": 328301, "ts": 1714872489796159, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489796196, "dur": 4, + "args": { + "External id": 9216, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9216, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9216, "pid": 0, "tid": 7, "ts": 1714872489796196, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796189, "dur": 13, + "args": { + "External id": 9216, + "cbid": 211, "correlation": 9216 + } + }, + { + "ph": "s", "id": 9216, "pid": 328255, "tid": 328301, "ts": 1714872489796189, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489796212, "dur": 4, + "args": { + "External id": 9223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9223, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9223, "pid": 0, "tid": 7, "ts": 1714872489796212, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796207, "dur": 11, + "args": { + "External id": 9223, + "cbid": 211, "correlation": 9223 + } + }, + { + "ph": "s", "id": 9223, "pid": 328255, "tid": 328301, "ts": 1714872489796207, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489796279, "dur": 2, + "args": { + "External id": 9245, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9245, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9245, "pid": 0, "tid": 7, "ts": 1714872489796279, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796264, "dur": 19, + "args": { + "External id": 9245, + "cbid": 211, "correlation": 9245 + } + }, + { + "ph": "s", "id": 9245, "pid": 328255, "tid": 328301, "ts": 1714872489796264, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489796309, "dur": 1, + "args": { + "External id": 9261, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9261, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 9261, "pid": 0, "tid": 7, "ts": 1714872489796309, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796302, "dur": 10, + "args": { + "External id": 9261, + "cbid": 211, "correlation": 9261 + } + }, + { + "ph": "s", "id": 9261, "pid": 328255, "tid": 328301, "ts": 1714872489796302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489796323, "dur": 4, + "args": { + "External id": 9268, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9268, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9268, "pid": 0, "tid": 7, "ts": 1714872489796323, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796317, "dur": 11, + "args": { + "External id": 9268, + "cbid": 211, "correlation": 9268 + } + }, + { + "ph": "s", "id": 9268, "pid": 328255, "tid": 328301, "ts": 1714872489796317, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489796385, "dur": 2, + "args": { + "External id": 9290, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9290, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9290, "pid": 0, "tid": 7, "ts": 1714872489796385, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796377, "dur": 12, + "args": { + "External id": 9290, + "cbid": 211, "correlation": 9290 + } + }, + { + "ph": "s", "id": 9290, "pid": 328255, "tid": 328301, "ts": 1714872489796377, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489796414, "dur": 2, + "args": { + "External id": 9306, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9306, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9306, "pid": 0, "tid": 7, "ts": 1714872489796414, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796407, "dur": 11, + "args": { + "External id": 9306, + "cbid": 211, "correlation": 9306 + } + }, + { + "ph": "s", "id": 9306, "pid": 328255, "tid": 328301, "ts": 1714872489796407, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489796428, "dur": 3, + "args": { + "External id": 9313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9313, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9313, "pid": 0, "tid": 7, "ts": 1714872489796428, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796422, "dur": 10, + "args": { + "External id": 9313, + "cbid": 211, "correlation": 9313 + } + }, + { + "ph": "s", "id": 9313, "pid": 328255, "tid": 328301, "ts": 1714872489796422, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489796499, "dur": 2, + "args": { + "External id": 9335, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9335, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9335, "pid": 0, "tid": 7, "ts": 1714872489796499, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796491, "dur": 13, + "args": { + "External id": 9335, + "cbid": 211, "correlation": 9335 + } + }, + { + "ph": "s", "id": 9335, "pid": 328255, "tid": 328301, "ts": 1714872489796491, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489796528, "dur": 4, + "args": { + "External id": 9351, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9351, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9351, "pid": 0, "tid": 7, "ts": 1714872489796528, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796521, "dur": 13, + "args": { + "External id": 9351, + "cbid": 211, "correlation": 9351 + } + }, + { + "ph": "s", "id": 9351, "pid": 328255, "tid": 328301, "ts": 1714872489796521, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489796545, "dur": 3, + "args": { + "External id": 9358, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9358, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9358, "pid": 0, "tid": 7, "ts": 1714872489796545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796539, "dur": 11, + "args": { + "External id": 9358, + "cbid": 211, "correlation": 9358 + } + }, + { + "ph": "s", "id": 9358, "pid": 328255, "tid": 328301, "ts": 1714872489796539, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489796606, "dur": 2, + "args": { + "External id": 9380, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9380, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9380, "pid": 0, "tid": 7, "ts": 1714872489796606, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796598, "dur": 12, + "args": { + "External id": 9380, + "cbid": 211, "correlation": 9380 + } + }, + { + "ph": "s", "id": 9380, "pid": 328255, "tid": 328301, "ts": 1714872489796598, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489796634, "dur": 255, + "args": { + "External id": 9396, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9396, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9396, "pid": 0, "tid": 7, "ts": 1714872489796634, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796628, "dur": 264, + "args": { + "External id": 9396, + "cbid": 211, "correlation": 9396 + } + }, + { + "ph": "s", "id": 9396, "pid": 328255, "tid": 328301, "ts": 1714872489796628, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489796902, "dur": 5, + "args": { + "External id": 9403, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9403, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9403, "pid": 0, "tid": 7, "ts": 1714872489796902, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796896, "dur": 13, + "args": { + "External id": 9403, + "cbid": 211, "correlation": 9403 + } + }, + { + "ph": "s", "id": 9403, "pid": 328255, "tid": 328301, "ts": 1714872489796896, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489796984, "dur": 1, + "args": { + "External id": 9423, + "cbid": 210, "correlation": 9423 + } + }, + { + "ph": "f", "id": 9423, "pid": 328255, "tid": 328301, "ts": 1714872489796984, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714872489796995, "dur": 4, + "args": { + "External id": 9424, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9424, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9424, "pid": 0, "tid": 7, "ts": 1714872489796995, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489796986, "dur": 16, + "args": { + "External id": 9424, + "cbid": 211, "correlation": 9424 + } + }, + { + "ph": "s", "id": 9424, "pid": 328255, "tid": 328301, "ts": 1714872489796986, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489797024, "dur": 0, + "args": { + "External id": 9436, + "cbid": 210, "correlation": 9436 + } + }, + { + "ph": "f", "id": 9436, "pid": 328255, "tid": 328301, "ts": 1714872489797024, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714872489797033, "dur": 6, + "args": { + "External id": 9437, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9437, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9437, "pid": 0, "tid": 7, "ts": 1714872489797033, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489797025, "dur": 15, + "args": { + "External id": 9437, + "cbid": 211, "correlation": 9437 + } + }, + { + "ph": "s", "id": 9437, "pid": 328255, "tid": 328301, "ts": 1714872489797025, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, 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at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489797170, "dur": 1, + "args": { + "External id": 9476, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9476, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9476, "pid": 0, "tid": 7, "ts": 1714872489797170, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489797162, "dur": 12, + "args": { + "External id": 9476, + "cbid": 211, "correlation": 9476 + } + }, + { + "ph": "s", "id": 9476, "pid": 328255, "tid": 328301, "ts": 1714872489797162, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714872489797219, "dur": 5, + "args": { + "External id": 9492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9492, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9492, "pid": 0, "tid": 7, "ts": 1714872489797219, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489797210, "dur": 16, + "args": { + "External id": 9492, + "cbid": 211, "correlation": 9492 + } + }, + { + "ph": "s", "id": 9492, "pid": 328255, "tid": 328301, "ts": 1714872489797210, + "cat": "ac2g", "name": 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"correlation": 9505 + } + }, + { + "ph": "s", "id": 9505, "pid": 328255, "tid": 328301, "ts": 1714872489797247, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 328255, "tid": 328255, + "ts": 1714872489797451, "dur": 1, + "args": { + "External id": 9526, + "cbid": 317, "correlation": 9526 + } + }, + { + "ph": "f", "id": 9526, "pid": 328255, "tid": 328255, "ts": 1714872489797451, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714872489797792, "dur": 824, + "args": { + "External id": 9529, + "queued": 0, "device": 0, "context": 1, + "stream": 7, 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at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714872489798630, "dur": 816, + "args": { + "External id": 9532, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9532, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9532, "pid": 0, "tid": 7, "ts": 1714872489798630, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489798623, "dur": 825, + "args": { + "External id": 9532, + "cbid": 211, "correlation": 9532 + } + }, + { + "ph": "s", "id": 9532, "pid": 328255, "tid": 328255, "ts": 1714872489798623, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous 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1714872489799450, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714872489800304, "dur": 837, + "args": { + "External id": 9538, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9538, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9538, "pid": 0, "tid": 7, "ts": 1714872489800304, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489800298, "dur": 845, + "args": { + "External id": 9538, + "cbid": 211, "correlation": 9538 + } + }, + { + "ph": "s", "id": 9538, "pid": 328255, "tid": 328255, "ts": 1714872489800298, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714872489801150, "dur": 304, + "args": { + "External id": 9541, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9541, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9541, "pid": 0, 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10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9547, "pid": 0, "tid": 7, "ts": 1714872489801508, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489801499, "dur": 587, + "args": { + "External id": 9547, + "cbid": 211, "correlation": 9547 + } + }, + { + "ph": "s", "id": 9547, "pid": 328255, "tid": 328255, "ts": 1714872489801499, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714872489802095, "dur": 568, + "args": { + 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at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714872489803266, "dur": 592, + "args": { + "External id": 9556, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9556, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9556, "pid": 0, "tid": 7, "ts": 1714872489803266, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489803260, "dur": 600, + "args": { + "External id": 9556, + "cbid": 211, "correlation": 9556 + } + }, + { + "ph": "s", "id": 9556, "pid": 328255, "tid": 328255, "ts": 1714872489803260, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714872489803867, "dur": 208, + "args": { + "External id": 9559, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9559, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9559, "pid": 0, "tid": 7, "ts": 1714872489803867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489803861, "dur": 216, + "args": { + "External id": 9559, + "cbid": 211, "correlation": 9559 + } + }, + { + "ph": "s", "id": 9559, "pid": 328255, "tid": 328255, "ts": 1714872489803861, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float>(at::native::(anonymous namespace)::TensorListMetadata<3>, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, float)", "pid": 0, "tid": 7, + "ts": 1714872489804141, "dur": 826, + "args": { + "External id": 9565, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9565, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, 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1714872489805799, "dur": 835, + "args": { + "External id": 9571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9571, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9571, "pid": 0, "tid": 7, "ts": 1714872489805799, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489805793, "dur": 843, + "args": { + "External id": 9571, + "cbid": 211, "correlation": 9571 + } + }, + { + "ph": "s", "id": 9571, "pid": 328255, "tid": 328255, "ts": 1714872489805793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarFunctor, std::multiplies, 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"id": 9869, "pid": 0, "tid": 7, "ts": 1714872489815898, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489815893, "dur": 215, + "args": { + "External id": 9869, + "cbid": 211, "correlation": 9869 + } + }, + { + "ph": "s", "id": 9869, "pid": 328255, "tid": 328255, "ts": 1714872489815893, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489816172, "dur": 1086, + "args": { + "External id": 9875, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9875, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9875, "pid": 0, "tid": 7, "ts": 1714872489816172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489816164, "dur": 1096, + "args": { + "External id": 9875, + "cbid": 211, "correlation": 9875 + } + }, + { + "ph": "s", "id": 9875, "pid": 328255, "tid": 328255, "ts": 1714872489816164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489817269, "dur": 1070, + "args": { + "External id": 9878, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9878, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9878, "pid": 0, "tid": 7, "ts": 1714872489817269, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489817263, "dur": 1078, + "args": { + "External id": 9878, + "cbid": 211, "correlation": 9878 + } + }, + { + "ph": "s", "id": 9878, "pid": 328255, "tid": 328255, "ts": 1714872489817263, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489818349, "dur": 1097, + "args": { + "External id": 9881, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9881, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9881, "pid": 0, "tid": 7, "ts": 1714872489818349, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489818343, "dur": 1105, + "args": { + "External id": 9881, + "cbid": 211, "correlation": 9881 + } + }, + { + "ph": "s", "id": 9881, "pid": 328255, "tid": 328255, "ts": 1714872489818343, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489819457, "dur": 1095, + "args": { + "External id": 9884, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9884, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9884, "pid": 0, "tid": 7, "ts": 1714872489819457, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489819451, "dur": 1103, + "args": { + "External id": 9884, + "cbid": 211, "correlation": 9884 + } + }, + { + "ph": "s", "id": 9884, "pid": 328255, "tid": 328255, "ts": 1714872489819451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489820562, "dur": 394, + "args": { + "External id": 9887, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9887, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9887, "pid": 0, "tid": 7, "ts": 1714872489820562, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489820556, "dur": 402, + "args": { + "External id": 9887, + "cbid": 211, "correlation": 9887 + } + }, + { + "ph": "s", "id": 9887, "pid": 328255, "tid": 328255, "ts": 1714872489820556, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714872489821049, "dur": 2, + "args": { + "External id": 9893, + "device": 0, "context": 1, + "stream": 7, "correlation": 9893, + "bytes": 4, "memory bandwidth (GB/s)": 0.0019230769230769232 + } + }, + { + "ph": "f", "id": 9893, "pid": 0, "tid": 7, "ts": 1714872489821049, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489821034, "dur": 20, + "args": { + "External id": 9893, + "cbid": 41, "correlation": 9893 + } + }, + { + "ph": "s", "id": 9893, "pid": 328255, "tid": 328255, "ts": 1714872489821034, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489821055, "dur": 2, + "args": { + "External id": 9894, + "cbid": 131, "correlation": 9894 + } + }, + { + "ph": "s", "id": 9894, "pid": 328255, "tid": 328255, "ts": 1714872489821055, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489821086, "dur": 2, + "args": { + "External id": 9903, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9903, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9903, "pid": 0, "tid": 7, "ts": 1714872489821086, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489821076, "dur": 13, + "args": { + "External id": 9903, + "cbid": 211, "correlation": 9903 + } + }, + { + "ph": "s", "id": 9903, "pid": 328255, "tid": 328255, "ts": 1714872489821076, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489821130, "dur": 2, + "args": { + "External id": 9913, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9913, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9913, "pid": 0, "tid": 7, "ts": 1714872489821130, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489821122, "dur": 12, + "args": { + "External id": 9913, + "cbid": 211, "correlation": 9913 + } + }, + { + "ph": "s", "id": 9913, "pid": 328255, "tid": 328255, "ts": 1714872489821122, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714872489821203, "dur": 2, + "args": { + "External id": 9923, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9923, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9923, "pid": 0, "tid": 7, "ts": 1714872489821203, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489821194, "dur": 13, + "args": { + "External id": 9923, + "cbid": 211, "correlation": 9923 + } + }, + { + "ph": "s", "id": 9923, "pid": 328255, "tid": 328255, "ts": 1714872489821194, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714872489821249, "dur": 2, + "args": { + "External id": 9941, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9941, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9941, "pid": 0, "tid": 7, "ts": 1714872489821249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489821241, "dur": 12, + "args": { + "External id": 9941, + "cbid": 211, "correlation": 9941 + } + }, + { + "ph": "s", "id": 9941, "pid": 328255, "tid": 328255, "ts": 1714872489821241, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489821270, "dur": 5, + "args": { + "External id": 9951, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9951, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9951, "pid": 0, "tid": 7, "ts": 1714872489821270, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489821263, "dur": 13, + "args": { + "External id": 9951, + "cbid": 211, "correlation": 9951 + } + }, + { + "ph": "s", "id": 9951, "pid": 328255, "tid": 328255, "ts": 1714872489821263, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714872489821298, "dur": 1, + "args": { + "External id": 9957, + "device": 0, "context": 1, + "stream": 7, "correlation": 9957, + "bytes": 8, "memory bandwidth (GB/s)": 0.004545454545454545 + } + }, + { + "ph": "f", "id": 9957, "pid": 0, "tid": 7, "ts": 1714872489821298, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489821288, "dur": 14, + "args": { + "External id": 9957, + "cbid": 41, "correlation": 9957 + } + }, + { + "ph": "s", "id": 9957, "pid": 328255, "tid": 328255, "ts": 1714872489821288, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489821303, "dur": 1, + "args": { + "External id": 9958, + "cbid": 131, "correlation": 9958 + } + }, + { + "ph": "s", "id": 9958, "pid": 328255, "tid": 328255, "ts": 1714872489821303, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489823031, "dur": 0, + "args": { + "External id": 9971, + "device": 0, "context": 1, + "stream": 7, "correlation": 9971, + "bytes": 256, "memory bandwidth (GB/s)": 0.6666666666666666 + } + }, + { + "ph": "f", "id": 9971, "pid": 0, "tid": 7, "ts": 1714872489823031, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489823017, "dur": 10, + "args": { + "External id": 9971, + "cbid": 41, "correlation": 9971 + } + }, + { + "ph": "s", "id": 9971, "pid": 328255, "tid": 328255, "ts": 1714872489823017, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489823028, "dur": 4, + "args": { + "External id": 9972, + "cbid": 131, "correlation": 9972 + } + }, + { + "ph": "s", "id": 9972, "pid": 328255, "tid": 328255, "ts": 1714872489823028, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489823065, "dur": 0, + "args": { + "External id": 9985, + "device": 0, "context": 1, + "stream": 7, "correlation": 9985, + "bytes": 3328, "memory bandwidth (GB/s)": 6.117647058823529 + } + }, + { + "ph": "f", "id": 9985, "pid": 0, "tid": 7, "ts": 1714872489823065, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489823056, "dur": 5, + "args": { + "External id": 9985, + "cbid": 41, "correlation": 9985 + } + }, + { + "ph": "s", "id": 9985, "pid": 328255, "tid": 328255, "ts": 1714872489823056, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489823061, "dur": 5, + "args": { + "External id": 9986, + "cbid": 131, "correlation": 9986 + } + }, + { + "ph": "s", "id": 9986, "pid": 328255, "tid": 328255, "ts": 1714872489823061, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489823094, "dur": 1, + "args": { + "External id": 9999, + "device": 0, "context": 1, + "stream": 7, "correlation": 9999, + "bytes": 13312, "memory bandwidth (GB/s)": 12.235294117647058 + } + }, + { + "ph": "f", "id": 9999, "pid": 0, "tid": 7, "ts": 1714872489823094, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489823085, "dur": 5, + "args": { + "External id": 9999, + "cbid": 41, "correlation": 9999 + } + }, + { + "ph": "s", "id": 9999, "pid": 328255, "tid": 328255, "ts": 1714872489823085, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 328255, "tid": 328255, + "ts": 1714872489823091, "dur": 5, + "args": { + "External id": 10000, + "cbid": 131, "correlation": 10000 + } + }, + { + "ph": "s", "id": 10000, "pid": 328255, "tid": 328255, "ts": 1714872489823091, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714872489823197, "dur": 5, + "args": { + "External id": 10013, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10013, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10013, "pid": 0, "tid": 7, "ts": 1714872489823197, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823186, "dur": 19, + "args": { + "External id": 10013, + "cbid": 211, "correlation": 10013 + } + }, + { + "ph": "s", "id": 10013, "pid": 328255, "tid": 328255, "ts": 1714872489823186, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489823252, "dur": 1, + "args": { + "External id": 10024, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10024, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10024, "pid": 0, "tid": 7, "ts": 1714872489823252, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823243, "dur": 13, + "args": { + "External id": 10024, + "cbid": 211, "correlation": 10024 + } + }, + { + "ph": "s", "id": 10024, "pid": 328255, "tid": 328255, "ts": 1714872489823243, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328255, + "ts": 1714872489823305, "dur": 1, + "args": { + "External id": 10040, + "cbid": 210, "correlation": 10040 + } + }, + { + "ph": "f", "id": 10040, "pid": 328255, "tid": 328255, "ts": 1714872489823305, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714872489823317, "dur": 5, 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at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489823396, "dur": 1, + "args": { + "External id": 10054, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10054, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10054, "pid": 0, "tid": 7, "ts": 1714872489823396, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823386, "dur": 14, + "args": { + "External id": 10054, + "cbid": 211, "correlation": 10054 + } + }, + { + "ph": "s", "id": 10054, "pid": 328255, "tid": 328255, "ts": 1714872489823386, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489823429, "dur": 1, + "args": { + "External id": 10064, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10064, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10064, "pid": 0, "tid": 7, "ts": 1714872489823429, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823421, "dur": 11, + "args": { + "External id": 10064, + "cbid": 211, "correlation": 10064 + } + }, + { + "ph": "s", "id": 10064, "pid": 328255, "tid": 328255, "ts": 1714872489823421, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489823506, "dur": 2, + "args": { + "External id": 10086, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10086, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10086, "pid": 0, "tid": 7, "ts": 1714872489823506, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823497, "dur": 14, + "args": { + "External id": 10086, + "cbid": 211, "correlation": 10086 + } + }, + { + "ph": "s", "id": 10086, "pid": 328255, "tid": 328255, "ts": 1714872489823497, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489823559, "dur": 1, + "args": { + "External id": 10099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10099, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10099, "pid": 0, "tid": 7, "ts": 1714872489823559, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823551, "dur": 12, + "args": { + "External id": 10099, + "cbid": 211, "correlation": 10099 + } + }, + { + "ph": "s", "id": 10099, "pid": 328255, "tid": 328255, "ts": 1714872489823551, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489823587, "dur": 1, + "args": { + "External id": 10109, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10109, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10109, "pid": 0, "tid": 7, "ts": 1714872489823587, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823580, "dur": 10, + "args": { + "External id": 10109, + "cbid": 211, "correlation": 10109 + } + }, + { + "ph": "s", "id": 10109, "pid": 328255, "tid": 328255, "ts": 1714872489823580, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489823648, "dur": 2, + "args": { + "External id": 10131, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10131, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10131, "pid": 0, "tid": 7, "ts": 1714872489823648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823639, "dur": 12, + "args": { + "External id": 10131, + "cbid": 211, "correlation": 10131 + } + }, + { + "ph": "s", "id": 10131, "pid": 328255, "tid": 328255, "ts": 1714872489823639, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489823698, "dur": 1, + "args": { + "External id": 10144, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10144, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10144, "pid": 0, "tid": 7, "ts": 1714872489823698, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823690, "dur": 12, + "args": { + "External id": 10144, + "cbid": 211, "correlation": 10144 + } + }, + { + "ph": "s", "id": 10144, "pid": 328255, "tid": 328255, "ts": 1714872489823690, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489823726, "dur": 1, + "args": { + "External id": 10154, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10154, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10154, "pid": 0, "tid": 7, "ts": 1714872489823726, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823718, "dur": 10, + "args": { + "External id": 10154, + "cbid": 211, "correlation": 10154 + } + }, + { + "ph": "s", "id": 10154, "pid": 328255, "tid": 328255, "ts": 1714872489823718, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489823785, "dur": 2, + "args": { + "External id": 10176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10176, + "registers per thread": 32, + "shared memory": 0, + "blocks per 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"External id": 10189, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10189, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10189, "pid": 0, "tid": 7, "ts": 1714872489823836, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823828, "dur": 12, + "args": { + "External id": 10189, + "cbid": 211, "correlation": 10189 + } + }, + { + "ph": "s", "id": 10189, "pid": 328255, "tid": 328255, "ts": 1714872489823828, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489823863, "dur": 1, + "args": { + "External id": 10199, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10199, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10199, "pid": 0, "tid": 7, "ts": 1714872489823863, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823856, "dur": 10, + "args": { + "External id": 10199, + "cbid": 211, "correlation": 10199 + } + }, + { + "ph": "s", "id": 10199, "pid": 328255, "tid": 328255, "ts": 1714872489823856, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489823922, "dur": 2, + "args": { + "External id": 10221, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10221, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10221, "pid": 0, "tid": 7, "ts": 1714872489823922, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823914, "dur": 11, + "args": { + "External id": 10221, + "cbid": 211, "correlation": 10221 + } + }, + { + "ph": "s", "id": 10221, "pid": 328255, "tid": 328255, "ts": 1714872489823914, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489823971, "dur": 1, + "args": { + "External id": 10234, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10234, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10234, "pid": 0, "tid": 7, "ts": 1714872489823971, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823963, "dur": 11, + "args": { + "External id": 10234, + "cbid": 211, "correlation": 10234 + } + }, + { + "ph": "s", "id": 10234, "pid": 328255, "tid": 328255, "ts": 1714872489823963, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489823998, "dur": 1, + "args": { + "External id": 10244, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10244, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10244, "pid": 0, "tid": 7, "ts": 1714872489823998, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489823991, "dur": 10, + "args": { + "External id": 10244, + "cbid": 211, "correlation": 10244 + } + }, + { + "ph": "s", "id": 10244, "pid": 328255, "tid": 328255, "ts": 1714872489823991, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489824063, "dur": 2, + "args": { + "External id": 10266, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10266, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10266, "pid": 0, "tid": 7, "ts": 1714872489824063, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824054, "dur": 12, + "args": { + "External id": 10266, + "cbid": 211, "correlation": 10266 + } + }, + { + "ph": "s", "id": 10266, "pid": 328255, "tid": 328255, "ts": 1714872489824054, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489824113, "dur": 1, + "args": { + "External id": 10279, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10279, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10279, "pid": 0, "tid": 7, "ts": 1714872489824113, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824105, "dur": 12, + "args": { + "External id": 10279, + "cbid": 211, "correlation": 10279 + } + }, + { + "ph": "s", "id": 10279, "pid": 328255, "tid": 328255, "ts": 1714872489824105, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489824141, "dur": 1, + "args": { + "External id": 10289, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10289, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10289, "pid": 0, "tid": 7, "ts": 1714872489824141, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824133, "dur": 11, + "args": { + "External id": 10289, + "cbid": 211, "correlation": 10289 + } + }, + { + "ph": "s", "id": 10289, "pid": 328255, "tid": 328255, "ts": 1714872489824133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489824199, "dur": 2, + "args": { + "External id": 10311, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10311, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10311, "pid": 0, "tid": 7, "ts": 1714872489824199, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824191, "dur": 12, + "args": { + "External id": 10311, + "cbid": 211, "correlation": 10311 + } + }, + { + "ph": "s", "id": 10311, "pid": 328255, "tid": 328255, "ts": 1714872489824191, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489824249, "dur": 1, + "args": { + "External id": 10324, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10324, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10324, "pid": 0, "tid": 7, "ts": 1714872489824249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824241, "dur": 11, + "args": { + "External id": 10324, + "cbid": 211, "correlation": 10324 + } + }, + { + "ph": "s", "id": 10324, "pid": 328255, "tid": 328255, "ts": 1714872489824241, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489824276, "dur": 1, + "args": { + "External id": 10334, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10334, + "registers per thread": 34, + "shared 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"stream": 7, "correlation": 10356, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10356, "pid": 0, "tid": 7, "ts": 1714872489824335, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824327, "dur": 12, + "args": { + "External id": 10356, + "cbid": 211, "correlation": 10356 + } + }, + { + "ph": "s", "id": 10356, "pid": 328255, "tid": 328255, "ts": 1714872489824327, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489824384, "dur": 1, + "args": { + "External id": 10369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10369, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10369, "pid": 0, "tid": 7, "ts": 1714872489824384, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824376, "dur": 11, + "args": { + "External id": 10369, + "cbid": 211, "correlation": 10369 + } + }, + { + "ph": "s", "id": 10369, "pid": 328255, "tid": 328255, "ts": 1714872489824376, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489824411, "dur": 1, + "args": { + "External id": 10379, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10379, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10379, "pid": 0, "tid": 7, "ts": 1714872489824411, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824404, "dur": 10, + "args": { + "External id": 10379, + "cbid": 211, "correlation": 10379 + } + }, + { + "ph": "s", "id": 10379, "pid": 328255, "tid": 328255, "ts": 1714872489824404, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489824470, "dur": 2, + "args": { + "External id": 10401, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10401, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10401, "pid": 0, "tid": 7, "ts": 1714872489824470, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824462, "dur": 12, + "args": { + "External id": 10401, + "cbid": 211, "correlation": 10401 + } + }, + { + "ph": "s", "id": 10401, "pid": 328255, "tid": 328255, "ts": 1714872489824462, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489824520, "dur": 1, + "args": { + "External id": 10414, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10414, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10414, "pid": 0, "tid": 7, "ts": 1714872489824520, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824512, "dur": 12, + "args": { + "External id": 10414, + "cbid": 211, "correlation": 10414 + } + }, + { + "ph": "s", "id": 10414, "pid": 328255, "tid": 328255, "ts": 1714872489824512, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489824547, "dur": 1, + "args": { + "External id": 10424, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10424, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10424, "pid": 0, "tid": 7, "ts": 1714872489824547, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824540, "dur": 10, + "args": { + "External id": 10424, + "cbid": 211, "correlation": 10424 + } + }, + { + "ph": "s", "id": 10424, "pid": 328255, "tid": 328255, "ts": 1714872489824540, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489824605, "dur": 2, + "args": { + "External id": 10446, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10446, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10446, "pid": 0, "tid": 7, "ts": 1714872489824605, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824597, "dur": 12, + "args": { + "External id": 10446, + "cbid": 211, "correlation": 10446 + } + }, + { + "ph": "s", "id": 10446, "pid": 328255, "tid": 328255, "ts": 1714872489824597, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489824655, "dur": 1, + "args": { + "External id": 10459, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10459, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10459, "pid": 0, "tid": 7, "ts": 1714872489824655, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824647, "dur": 12, + "args": { + "External id": 10459, + "cbid": 211, "correlation": 10459 + } + }, + { + "ph": "s", "id": 10459, "pid": 328255, "tid": 328255, "ts": 1714872489824647, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489824682, "dur": 1, + "args": { + "External id": 10469, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10469, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10469, "pid": 0, "tid": 7, "ts": 1714872489824682, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824675, "dur": 10, + "args": { + "External id": 10469, + "cbid": 211, "correlation": 10469 + } + }, + { + "ph": "s", "id": 10469, "pid": 328255, "tid": 328255, "ts": 1714872489824675, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489824740, "dur": 2, + "args": { + "External id": 10491, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10491, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 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1714872489824927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489824962, "dur": 1, + "args": { + "External id": 10559, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10559, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10559, "pid": 0, "tid": 7, "ts": 1714872489824962, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489824955, "dur": 10, + "args": { + "External id": 10559, + "cbid": 211, "correlation": 10559 + } + }, + { + "ph": "s", "id": 10559, "pid": 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211, "correlation": 10581 + } + }, + { + "ph": "s", "id": 10581, "pid": 328255, "tid": 328255, "ts": 1714872489825013, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489825071, "dur": 1, + "args": { + "External id": 10594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10594, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10594, "pid": 0, "tid": 7, "ts": 1714872489825071, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825063, "dur": 11, + "args": { + "External id": 10594, + "cbid": 211, "correlation": 10594 + } + }, + { + "ph": "s", "id": 10594, "pid": 328255, "tid": 328255, "ts": 1714872489825063, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489825098, "dur": 1, + "args": { + "External id": 10604, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10604, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10604, "pid": 0, "tid": 7, "ts": 1714872489825098, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825091, "dur": 10, + "args": { + "External id": 10604, + "cbid": 211, "correlation": 10604 + } + }, + { + "ph": "s", "id": 10604, "pid": 328255, "tid": 328255, "ts": 1714872489825091, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489825156, "dur": 2, + "args": { + "External id": 10626, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10626, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10626, "pid": 0, "tid": 7, "ts": 1714872489825156, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825148, "dur": 12, + "args": { + "External id": 10626, + "cbid": 211, "correlation": 10626 + } + }, + { + "ph": "s", "id": 10626, "pid": 328255, "tid": 328255, "ts": 1714872489825148, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489825214, "dur": 1, + "args": { + "External id": 10639, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10639, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10639, "pid": 0, "tid": 7, "ts": 1714872489825214, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825205, "dur": 12, + "args": { + "External id": 10639, + "cbid": 211, "correlation": 10639 + } + }, + { + "ph": "s", "id": 10639, "pid": 328255, "tid": 328255, "ts": 1714872489825205, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489825241, "dur": 1, + "args": { + "External id": 10649, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10649, + "registers per thread": 34, + "shared 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at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489825354, "dur": 1, + "args": { + "External id": 10684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10684, "pid": 0, "tid": 7, "ts": 1714872489825354, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825346, "dur": 12, + "args": { + "External id": 10684, + "cbid": 211, "correlation": 10684 + } + }, + { + "ph": "s", "id": 10684, "pid": 328255, "tid": 328255, "ts": 1714872489825346, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489825381, "dur": 1, + "args": { + "External id": 10694, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10694, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10694, "pid": 0, "tid": 7, "ts": 1714872489825381, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825374, "dur": 10, + "args": { + "External id": 10694, + "cbid": 211, "correlation": 10694 + } + }, + { + "ph": "s", "id": 10694, "pid": 328255, "tid": 328255, "ts": 1714872489825374, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489825442, "dur": 2, + "args": { + "External id": 10716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10716, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10716, "pid": 0, "tid": 7, "ts": 1714872489825442, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825434, "dur": 12, + "args": { + "External id": 10716, + "cbid": 211, "correlation": 10716 + } + }, + { + "ph": "s", "id": 10716, "pid": 328255, "tid": 328255, "ts": 1714872489825434, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489825492, "dur": 1, + "args": { + "External id": 10729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10729, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10729, "pid": 0, "tid": 7, "ts": 1714872489825492, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825484, "dur": 12, + "args": { + "External id": 10729, + "cbid": 211, "correlation": 10729 + } + }, + { + "ph": "s", "id": 10729, "pid": 328255, "tid": 328255, "ts": 1714872489825484, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489825519, "dur": 1, + "args": { + "External id": 10739, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10739, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10739, "pid": 0, "tid": 7, "ts": 1714872489825519, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825512, "dur": 10, + "args": { + "External id": 10739, + "cbid": 211, "correlation": 10739 + } + }, + { + "ph": "s", "id": 10739, "pid": 328255, "tid": 328255, "ts": 1714872489825512, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489825581, "dur": 2, + "args": { + "External id": 10761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10761, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10761, "pid": 0, "tid": 7, "ts": 1714872489825581, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825573, "dur": 12, + "args": { + "External id": 10761, + "cbid": 211, "correlation": 10761 + } + }, + { + "ph": "s", "id": 10761, "pid": 328255, "tid": 328255, "ts": 1714872489825573, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489825631, "dur": 1, + "args": { + "External id": 10774, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10774, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10774, "pid": 0, "tid": 7, "ts": 1714872489825631, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825622, "dur": 12, + "args": { + "External id": 10774, + "cbid": 211, "correlation": 10774 + } + }, + { + "ph": "s", "id": 10774, "pid": 328255, "tid": 328255, "ts": 1714872489825622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489825661, "dur": 1, + "args": { + "External id": 10784, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10784, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10784, "pid": 0, "tid": 7, "ts": 1714872489825661, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825654, "dur": 10, + "args": { + "External id": 10784, + "cbid": 211, "correlation": 10784 + } + }, + { + "ph": "s", "id": 10784, "pid": 328255, "tid": 328255, "ts": 1714872489825654, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489825720, "dur": 2, + "args": { + "External id": 10806, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10806, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10806, "pid": 0, "tid": 7, "ts": 1714872489825720, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825712, "dur": 12, + "args": { + "External id": 10806, + "cbid": 211, "correlation": 10806 + } + }, + { + "ph": "s", "id": 10806, "pid": 328255, "tid": 328255, "ts": 1714872489825712, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489825770, "dur": 1, + "args": { + "External id": 10819, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10819, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10819, "pid": 0, "tid": 7, "ts": 1714872489825770, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825761, "dur": 12, + "args": { + "External id": 10819, + "cbid": 211, "correlation": 10819 + } + }, + { + "ph": "s", "id": 10819, "pid": 328255, "tid": 328255, "ts": 1714872489825761, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489825800, "dur": 1, + "args": { + "External id": 10829, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10829, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10829, "pid": 0, "tid": 7, "ts": 1714872489825800, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825793, "dur": 10, + "args": { + "External id": 10829, + "cbid": 211, "correlation": 10829 + } + }, + { + "ph": "s", "id": 10829, "pid": 328255, "tid": 328255, "ts": 1714872489825793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489825858, "dur": 2, + "args": { + "External id": 10851, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10851, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10851, "pid": 0, "tid": 7, "ts": 1714872489825858, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825850, "dur": 12, + "args": { + "External id": 10851, + "cbid": 211, "correlation": 10851 + } + }, + { + "ph": "s", "id": 10851, "pid": 328255, "tid": 328255, "ts": 1714872489825850, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489825913, "dur": 1, + "args": { + "External id": 10864, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10864, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10864, "pid": 0, "tid": 7, "ts": 1714872489825913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825904, "dur": 12, + "args": { + "External id": 10864, + "cbid": 211, "correlation": 10864 + } + }, + { + "ph": "s", "id": 10864, "pid": 328255, "tid": 328255, "ts": 1714872489825904, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489825940, "dur": 1, + "args": { + "External id": 10874, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10874, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10874, "pid": 0, "tid": 7, "ts": 1714872489825940, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825933, "dur": 9, + "args": { + "External id": 10874, + "cbid": 211, "correlation": 10874 + } + }, + { + "ph": "s", "id": 10874, "pid": 328255, "tid": 328255, "ts": 1714872489825933, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489825998, "dur": 2, + "args": { + "External id": 10896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10896, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10896, "pid": 0, "tid": 7, "ts": 1714872489825998, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489825990, "dur": 12, + "args": { + "External id": 10896, + "cbid": 211, "correlation": 10896 + } + }, + { + "ph": "s", "id": 10896, "pid": 328255, "tid": 328255, "ts": 1714872489825990, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489826051, "dur": 1, + "args": { + "External id": 10909, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10909, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10909, "pid": 0, "tid": 7, "ts": 1714872489826051, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826043, "dur": 12, + "args": { + "External id": 10909, + "cbid": 211, "correlation": 10909 + } + }, + { + "ph": "s", "id": 10909, "pid": 328255, "tid": 328255, "ts": 1714872489826043, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489826078, "dur": 1, + "args": { + "External id": 10919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10919, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10919, "pid": 0, "tid": 7, "ts": 1714872489826078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826071, "dur": 10, + "args": { + "External id": 10919, + "cbid": 211, "correlation": 10919 + } + }, + { + "ph": "s", "id": 10919, "pid": 328255, "tid": 328255, "ts": 1714872489826071, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489826136, "dur": 2, + "args": { + "External id": 10941, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10941, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10941, "pid": 0, "tid": 7, "ts": 1714872489826136, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826128, "dur": 12, + "args": { + "External id": 10941, + "cbid": 211, "correlation": 10941 + } + }, + { + "ph": "s", "id": 10941, "pid": 328255, "tid": 328255, "ts": 1714872489826128, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489826189, "dur": 1, + "args": { + "External id": 10954, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10954, + "registers per thread": 16, + "shared memory": 0, + "blocks per 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at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489826334, "dur": 1, + "args": { + "External id": 10999, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10999, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10999, "pid": 0, "tid": 7, "ts": 1714872489826334, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826326, "dur": 11, + "args": { + "External id": 10999, + "cbid": 211, "correlation": 10999 + } + }, + { + "ph": "s", "id": 10999, "pid": 328255, "tid": 328255, "ts": 1714872489826326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, 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at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489826423, "dur": 2, + "args": { + "External id": 11031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11031, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11031, "pid": 0, "tid": 7, "ts": 1714872489826423, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826414, "dur": 12, + "args": { + "External id": 11031, + "cbid": 211, "correlation": 11031 + } + }, + { + "ph": "s", "id": 11031, "pid": 328255, "tid": 328255, "ts": 1714872489826414, + "cat": 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"args": { + "External id": 11044, + "cbid": 211, "correlation": 11044 + } + }, + { + "ph": "s", "id": 11044, "pid": 328255, "tid": 328255, "ts": 1714872489826465, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489826503, "dur": 1, + "args": { + "External id": 11054, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11054, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11054, "pid": 0, "tid": 7, "ts": 1714872489826503, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826496, "dur": 11, + "args": { + "External id": 11054, + "cbid": 211, "correlation": 11054 + } + }, + { + "ph": "s", "id": 11054, "pid": 328255, "tid": 328255, "ts": 1714872489826496, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489826561, "dur": 2, + "args": { + "External id": 11076, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11076, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11076, "pid": 0, "tid": 7, "ts": 1714872489826561, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826553, "dur": 12, + "args": { + "External id": 11076, + "cbid": 211, "correlation": 11076 + } + }, + { + "ph": "s", "id": 11076, "pid": 328255, "tid": 328255, "ts": 1714872489826553, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489826610, "dur": 1, + "args": { + "External id": 11089, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11089, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11089, "pid": 0, "tid": 7, "ts": 1714872489826610, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826602, "dur": 11, + "args": { + "External id": 11089, + "cbid": 211, "correlation": 11089 + } + }, + { + "ph": "s", "id": 11089, "pid": 328255, "tid": 328255, "ts": 1714872489826602, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489826641, "dur": 1, + "args": { + "External id": 11099, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11099, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11099, "pid": 0, "tid": 7, "ts": 1714872489826641, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826633, "dur": 11, + "args": { + "External id": 11099, + "cbid": 211, "correlation": 11099 + } + }, + { + "ph": "s", "id": 11099, "pid": 328255, "tid": 328255, "ts": 1714872489826633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489826699, "dur": 2, + "args": { + "External id": 11121, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11121, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11121, "pid": 0, "tid": 7, "ts": 1714872489826699, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826691, "dur": 12, + "args": { + "External id": 11121, + "cbid": 211, "correlation": 11121 + } + }, + { + "ph": "s", "id": 11121, "pid": 328255, "tid": 328255, "ts": 1714872489826691, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489826751, "dur": 1, + "args": { + "External id": 11134, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11134, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11134, "pid": 0, "tid": 7, "ts": 1714872489826751, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826743, "dur": 12, + "args": { + "External id": 11134, + "cbid": 211, "correlation": 11134 + } + }, + { + "ph": "s", "id": 11134, "pid": 328255, "tid": 328255, "ts": 1714872489826743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489826778, "dur": 1, + "args": { + "External id": 11144, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11144, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11144, "pid": 0, "tid": 7, "ts": 1714872489826778, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826772, "dur": 10, + "args": { + "External id": 11144, + "cbid": 211, "correlation": 11144 + } + }, + { + "ph": "s", "id": 11144, "pid": 328255, "tid": 328255, "ts": 1714872489826772, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489826848, "dur": 2, + "args": { + "External id": 11166, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11166, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11166, "pid": 0, "tid": 7, "ts": 1714872489826848, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826839, "dur": 13, + "args": { + "External id": 11166, + "cbid": 211, "correlation": 11166 + } + }, + { + "ph": "s", "id": 11166, "pid": 328255, "tid": 328255, "ts": 1714872489826839, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::CUDAFunctorOnSelf_add const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489826901, "dur": 1, + "args": { + "External id": 11179, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11179, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11179, "pid": 0, "tid": 7, "ts": 1714872489826901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826893, "dur": 12, + "args": { + "External id": 11179, + "cbid": 211, "correlation": 11179 + } + }, + { + "ph": "s", "id": 11179, "pid": 328255, "tid": 328255, "ts": 1714872489826893, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor, at::detail::Array >(int, at::native::BUnaryFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489826928, "dur": 1, + "args": { + "External id": 11189, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11189, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11189, "pid": 0, "tid": 7, "ts": 1714872489826928, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826921, "dur": 10, + "args": { + "External id": 11189, + "cbid": 211, "correlation": 11189 + } + }, + { + "ph": "s", "id": 11189, "pid": 328255, "tid": 328255, "ts": 1714872489826921, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714872489826987, "dur": 2, + "args": { + "External id": 11211, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11211, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11211, "pid": 0, "tid": 7, "ts": 1714872489826987, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489826979, "dur": 13, + "args": { + "External id": 11211, + "cbid": 211, "correlation": 11211 + } + }, + { + "ph": "s", "id": 11211, "pid": 328255, "tid": 328255, "ts": 1714872489826979, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714872489827052, "dur": 3, + "args": { + "External id": 11222, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11222, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 11222, "pid": 0, "tid": 7, "ts": 1714872489827052, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827043, "dur": 14, + "args": { + "External id": 11222, + "cbid": 211, "correlation": 11222 + } + }, + { + "ph": "s", "id": 11222, "pid": 328255, "tid": 328255, "ts": 1714872489827043, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714872489827114, "dur": 155, + "args": { + "External id": 11234, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11234, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11234, "pid": 0, "tid": 7, "ts": 1714872489827114, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827106, "dur": 166, + "args": { + "External id": 11234, + "cbid": 211, "correlation": 11234 + } + }, + { + "ph": "s", "id": 11234, "pid": 328255, "tid": 328255, "ts": 1714872489827106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328255, + "ts": 1714872489827345, "dur": 1, + "args": { + "External id": 11248, + "cbid": 210, "correlation": 11248 + } + }, + { + "ph": "f", "id": 11248, "pid": 328255, "tid": 328255, "ts": 1714872489827345, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714872489827356, "dur": 444, + "args": { + "External id": 11249, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11249, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 11249, "pid": 0, "tid": 7, "ts": 1714872489827356, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827348, "dur": 455, + "args": { + "External id": 11249, + "cbid": 211, "correlation": 11249 + } + }, + { + "ph": "s", "id": 11249, "pid": 328255, "tid": 328255, "ts": 1714872489827348, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714872489827811, "dur": 7, + "args": { + "External id": 11251, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11251, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 11251, "pid": 0, "tid": 7, "ts": 1714872489827811, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827804, "dur": 15, + "args": { + "External id": 11251, + "cbid": 211, "correlation": 11251 + } + }, + { + "ph": "s", "id": 11251, "pid": 328255, "tid": 328255, "ts": 1714872489827804, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489827858, "dur": 1, + "args": { + "External id": 11262, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11262, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11262, "pid": 0, "tid": 7, "ts": 1714872489827858, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827849, "dur": 11, + "args": { + "External id": 11262, + "cbid": 211, "correlation": 11262 + } + }, + { + "ph": "s", "id": 11262, "pid": 328255, "tid": 328255, "ts": 1714872489827849, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489827923, "dur": 2, + "args": { + "External id": 11275, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11275, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11275, "pid": 0, "tid": 7, "ts": 1714872489827923, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827915, "dur": 12, + "args": { + "External id": 11275, + "cbid": 211, "correlation": 11275 + } + }, + { + "ph": "s", "id": 11275, "pid": 328255, "tid": 328255, "ts": 1714872489827915, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714872489827946, "dur": 2, + "args": { + "External id": 11283, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11283, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11283, "pid": 0, "tid": 7, "ts": 1714872489827946, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827939, "dur": 11, + "args": { + "External id": 11283, + "cbid": 211, "correlation": 11283 + } + }, + { + "ph": "s", "id": 11283, "pid": 328255, "tid": 328255, "ts": 1714872489827939, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489827988, "dur": 1, + "args": { + "External id": 11293, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11293, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11293, "pid": 0, "tid": 7, "ts": 1714872489827988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489827980, "dur": 11, + "args": { + "External id": 11293, + "cbid": 211, "correlation": 11293 + } + }, + { + "ph": "s", "id": 11293, "pid": 328255, "tid": 328255, "ts": 1714872489827980, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489828096, "dur": 2, + "args": { + "External id": 11306, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11306, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11306, "pid": 0, "tid": 7, "ts": 1714872489828096, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489828087, "dur": 13, + "args": { + "External id": 11306, + "cbid": 211, "correlation": 11306 + } + }, + { + "ph": "s", "id": 11306, "pid": 328255, "tid": 328255, "ts": 1714872489828087, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489828127, "dur": 4, + "args": { + "External id": 11318, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11318, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11318, "pid": 0, "tid": 7, "ts": 1714872489828127, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489828119, "dur": 14, + "args": { + "External id": 11318, + "cbid": 211, "correlation": 11318 + } + }, + { + "ph": "s", "id": 11318, "pid": 328255, "tid": 328255, "ts": 1714872489828119, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714872489828158, "dur": 1, + "args": { + "External id": 11326, + "device": 0, "context": 1, + "stream": 7, "correlation": 11326, + "bytes": 4, "memory bandwidth (GB/s)": 0.0025 + } + }, + { + "ph": "f", "id": 11326, "pid": 0, "tid": 7, "ts": 1714872489828158, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489828146, "dur": 16, + "args": { + "External id": 11326, + "cbid": 41, "correlation": 11326 + } + }, + { + "ph": "s", "id": 11326, "pid": 328255, "tid": 328255, "ts": 1714872489828146, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489828426, "dur": 1, + "args": { + "External id": 11341, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11341, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11341, "pid": 0, "tid": 7, "ts": 1714872489828426, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489828416, "dur": 14, + "args": { + "External id": 11341, + "cbid": 211, "correlation": 11341 + } + }, + { + "ph": "s", "id": 11341, "pid": 328255, "tid": 328255, "ts": 1714872489828416, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489828559, "dur": 2, + "args": { + "External id": 11357, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11357, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11357, "pid": 0, "tid": 7, "ts": 1714872489828559, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489828546, "dur": 19, + "args": { + "External id": 11357, + "cbid": 211, "correlation": 11357 + } + }, + { + "ph": "s", "id": 11357, "pid": 328255, "tid": 328301, "ts": 1714872489828546, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489828598, "dur": 1, + "args": { + "External id": 11361, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11361, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11361, "pid": 0, "tid": 7, "ts": 1714872489828598, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489828586, "dur": 16, + "args": { + "External id": 11361, + "cbid": 211, "correlation": 11361 + } + }, + { + "ph": "s", "id": 11361, "pid": 328255, "tid": 328301, "ts": 1714872489828586, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489828694, "dur": 1, + "args": { + "External id": 11381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11381, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11381, "pid": 0, "tid": 7, "ts": 1714872489828694, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489828683, "dur": 16, + "args": { + "External id": 11381, + "cbid": 211, "correlation": 11381 + } + }, + { + "ph": "s", "id": 11381, "pid": 328255, "tid": 328301, "ts": 1714872489828683, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714872489828790, "dur": 1, + "args": { + "External id": 11397, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11397, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11397, "pid": 0, "tid": 7, "ts": 1714872489828790, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489828780, "dur": 15, + "args": { + "External id": 11397, + "cbid": 211, "correlation": 11397 + } + }, + { + "ph": "s", "id": 11397, "pid": 328255, "tid": 328301, "ts": 1714872489828780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489828842, "dur": 2, + "args": { + "External id": 11409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11409, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11409, "pid": 0, "tid": 7, "ts": 1714872489828842, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489828833, "dur": 14, + "args": { + "External id": 11409, + "cbid": 211, "correlation": 11409 + } + }, + { + "ph": "s", "id": 11409, "pid": 328255, "tid": 328301, "ts": 1714872489828833, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489828895, "dur": 5, + "args": { + "External id": 11423, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11423, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11423, "pid": 0, "tid": 7, "ts": 1714872489828895, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489828886, "dur": 17, + "args": { + "External id": 11423, + "cbid": 211, "correlation": 11423 + } + }, + { + "ph": "s", "id": 11423, "pid": 328255, "tid": 328301, "ts": 1714872489828886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489829053, "dur": 1, + "args": { + "External id": 11449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11449, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11449, "pid": 0, "tid": 7, "ts": 1714872489829053, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489829043, "dur": 14, + "args": { + "External id": 11449, + "cbid": 211, "correlation": 11449 + } + }, + { + "ph": "s", "id": 11449, "pid": 328255, "tid": 328301, "ts": 1714872489829043, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489829126, "dur": 1, + "args": { + "External id": 11465, + "cbid": 210, "correlation": 11465 + } + }, + { + "ph": "f", "id": 11465, "pid": 328255, "tid": 328301, "ts": 1714872489829126, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714872489829139, "dur": 270, + "args": { + "External id": 11466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11466, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 11466, "pid": 0, "tid": 7, "ts": 1714872489829139, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489829129, "dur": 283, + "args": { + "External id": 11466, + "cbid": 211, "correlation": 11466 + } + }, + { + "ph": "s", "id": 11466, "pid": 328255, "tid": 328301, "ts": 1714872489829129, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489829447, "dur": 1, + "args": { + "External id": 11478, + "cbid": 210, "correlation": 11478 + } + }, + { + "ph": "f", "id": 11478, "pid": 328255, "tid": 328301, "ts": 1714872489829447, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714872489829459, "dur": 266, + "args": { + "External id": 11479, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11479, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11479, "pid": 0, "tid": 7, "ts": 1714872489829459, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489829450, "dur": 278, + "args": { + "External id": 11479, + "cbid": 211, "correlation": 11479 + } + }, + { + "ph": "s", "id": 11479, "pid": 328255, "tid": 328301, "ts": 1714872489829450, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489829777, "dur": 8, + "args": { + "External id": 11492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11492, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11492, "pid": 0, "tid": 7, "ts": 1714872489829777, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489829767, "dur": 22, + "args": { + "External id": 11492, + "cbid": 211, "correlation": 11492 + } + }, + { + "ph": "s", "id": 11492, "pid": 328255, "tid": 328301, "ts": 1714872489829767, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489829991, "dur": 168, + "args": { + "External id": 11524, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11524, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11524, "pid": 0, "tid": 7, "ts": 1714872489829991, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489829981, "dur": 182, + "args": { + "External id": 11524, + "cbid": 211, "correlation": 11524 + } + }, + { + "ph": "s", "id": 11524, "pid": 328255, "tid": 328301, "ts": 1714872489829981, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714872489830206, "dur": 151, + "args": { + "External id": 11536, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11536, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 11536, "pid": 0, "tid": 7, "ts": 1714872489830206, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489830197, "dur": 163, + "args": { + "External id": 11536, + "cbid": 211, "correlation": 11536 + } + }, + { + "ph": "s", "id": 11536, "pid": 328255, "tid": 328301, "ts": 1714872489830197, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489830434, "dur": 2, + "args": { + "External id": 11547, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11547, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 11547, "pid": 0, "tid": 7, "ts": 1714872489830434, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489830424, "dur": 15, + "args": { + "External id": 11547, + "cbid": 211, "correlation": 11547 + } + }, + { + "ph": "s", "id": 11547, "pid": 328255, "tid": 328301, "ts": 1714872489830424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489830869, "dur": 2, + "args": { + "External id": 11575, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11575, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11575, "pid": 0, "tid": 7, "ts": 1714872489830869, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489830859, "dur": 15, + "args": { + "External id": 11575, + "cbid": 211, "correlation": 11575 + } + }, + { + "ph": "s", "id": 11575, "pid": 328255, "tid": 328301, "ts": 1714872489830859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489830903, "dur": 1, + "args": { + "External id": 11591, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11591, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11591, "pid": 0, "tid": 7, "ts": 1714872489830903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489830895, "dur": 10, + "args": { + "External id": 11591, + "cbid": 211, "correlation": 11591 + } + }, + { + "ph": "s", "id": 11591, "pid": 328255, "tid": 328301, "ts": 1714872489830895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489830918, "dur": 4, + "args": { + "External id": 11598, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11598, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11598, "pid": 0, "tid": 7, "ts": 1714872489830918, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489830912, "dur": 12, + "args": { + "External id": 11598, + "cbid": 211, "correlation": 11598 + } + }, + { + "ph": "s", "id": 11598, "pid": 328255, "tid": 328301, "ts": 1714872489830912, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489830987, "dur": 2, + "args": { + "External id": 11620, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11620, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11620, "pid": 0, "tid": 7, "ts": 1714872489830987, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489830978, "dur": 12, + "args": { + "External id": 11620, + "cbid": 211, "correlation": 11620 + } + }, + { + "ph": "s", "id": 11620, "pid": 328255, "tid": 328301, "ts": 1714872489830978, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489831023, "dur": 1, + "args": { + "External id": 11636, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11636, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11636, "pid": 0, "tid": 7, "ts": 1714872489831023, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831009, "dur": 17, + "args": { + "External id": 11636, + "cbid": 211, "correlation": 11636 + } + }, + { + "ph": "s", "id": 11636, "pid": 328255, "tid": 328301, "ts": 1714872489831009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489831037, "dur": 4, + "args": { + "External id": 11643, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11643, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11643, "pid": 0, "tid": 7, "ts": 1714872489831037, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831031, "dur": 12, + "args": { + "External id": 11643, + "cbid": 211, "correlation": 11643 + } + }, + { + "ph": "s", "id": 11643, "pid": 328255, "tid": 328301, "ts": 1714872489831031, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489831110, "dur": 2, + "args": { + "External id": 11665, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11665, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11665, "pid": 0, "tid": 7, "ts": 1714872489831110, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831102, "dur": 12, + "args": { + "External id": 11665, + "cbid": 211, "correlation": 11665 + } + }, + { + "ph": "s", "id": 11665, "pid": 328255, "tid": 328301, "ts": 1714872489831102, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489831140, "dur": 2, + "args": { + "External id": 11681, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11681, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11681, "pid": 0, "tid": 7, "ts": 1714872489831140, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831133, "dur": 10, + "args": { + "External id": 11681, + "cbid": 211, "correlation": 11681 + } + }, + { + "ph": "s", "id": 11681, "pid": 328255, "tid": 328301, "ts": 1714872489831133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489831154, "dur": 3, + "args": { + "External id": 11688, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11688, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11688, "pid": 0, "tid": 7, "ts": 1714872489831154, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831148, "dur": 11, + "args": { + "External id": 11688, + "cbid": 211, "correlation": 11688 + } + }, + { + "ph": "s", "id": 11688, "pid": 328255, "tid": 328301, "ts": 1714872489831148, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489831216, "dur": 2, + "args": { + "External id": 11710, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11710, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11710, "pid": 0, "tid": 7, "ts": 1714872489831216, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831208, "dur": 12, + "args": { + "External id": 11710, + "cbid": 211, "correlation": 11710 + } + }, + { + "ph": "s", "id": 11710, "pid": 328255, "tid": 328301, "ts": 1714872489831208, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489831253, "dur": 17, + "args": { + "External id": 11726, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11726, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11726, "pid": 0, "tid": 7, "ts": 1714872489831253, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831246, "dur": 26, + "args": { + "External id": 11726, + "cbid": 211, "correlation": 11726 + } + }, + { + "ph": "s", "id": 11726, "pid": 328255, "tid": 328301, "ts": 1714872489831246, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489831282, "dur": 5, + "args": { + "External id": 11733, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11733, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11733, "pid": 0, "tid": 7, "ts": 1714872489831282, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831276, "dur": 12, + "args": { + "External id": 11733, + "cbid": 211, "correlation": 11733 + } + }, + { + "ph": "s", "id": 11733, "pid": 328255, "tid": 328301, "ts": 1714872489831276, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489831346, "dur": 2, + "args": { + "External id": 11755, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11755, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11755, "pid": 0, "tid": 7, "ts": 1714872489831346, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831338, "dur": 13, + "args": { + "External id": 11755, + "cbid": 211, "correlation": 11755 + } + }, + { + "ph": "s", "id": 11755, "pid": 328255, "tid": 328301, "ts": 1714872489831338, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489831375, "dur": 232, + "args": { + "External id": 11771, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11771, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11771, "pid": 0, "tid": 7, "ts": 1714872489831375, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831368, "dur": 240, + "args": { + "External id": 11771, + "cbid": 211, "correlation": 11771 + } + }, + { + "ph": "s", "id": 11771, "pid": 328255, "tid": 328301, "ts": 1714872489831368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489831619, "dur": 5, + "args": { + "External id": 11778, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11778, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11778, "pid": 0, "tid": 7, "ts": 1714872489831619, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831613, "dur": 12, + "args": { + "External id": 11778, + "cbid": 211, "correlation": 11778 + } + }, + { + "ph": "s", "id": 11778, "pid": 328255, "tid": 328301, "ts": 1714872489831613, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489831687, "dur": 2, + "args": { + "External id": 11800, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11800, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11800, "pid": 0, "tid": 7, "ts": 1714872489831687, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831677, "dur": 15, + "args": { + "External id": 11800, + "cbid": 211, "correlation": 11800 + } + }, + { + "ph": "s", "id": 11800, "pid": 328255, "tid": 328301, "ts": 1714872489831677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489831729, "dur": 84, + "args": { + "External id": 11816, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11816, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11816, "pid": 0, "tid": 7, "ts": 1714872489831729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831721, "dur": 94, + "args": { + "External id": 11816, + "cbid": 211, "correlation": 11816 + } + }, + { + "ph": "s", "id": 11816, "pid": 328255, "tid": 328301, "ts": 1714872489831721, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489831826, "dur": 5, + "args": { + "External id": 11823, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11823, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11823, "pid": 0, "tid": 7, "ts": 1714872489831826, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831820, "dur": 12, + "args": { + "External id": 11823, + "cbid": 211, "correlation": 11823 + } + }, + { + "ph": "s", "id": 11823, "pid": 328255, "tid": 328301, "ts": 1714872489831820, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489831891, "dur": 2, + "args": { + "External id": 11845, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11845, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11845, "pid": 0, "tid": 7, "ts": 1714872489831891, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831883, "dur": 12, + "args": { + "External id": 11845, + "cbid": 211, "correlation": 11845 + } + }, + { + "ph": "s", "id": 11845, "pid": 328255, "tid": 328301, "ts": 1714872489831883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489831921, "dur": 273, + "args": { + "External id": 11861, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11861, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11861, "pid": 0, "tid": 7, "ts": 1714872489831921, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489831913, "dur": 283, + "args": { + "External id": 11861, + "cbid": 211, "correlation": 11861 + } + }, + { + "ph": "s", "id": 11861, "pid": 328255, "tid": 328301, "ts": 1714872489831913, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489832209, "dur": 5, + "args": { + "External id": 11868, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11868, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11868, "pid": 0, "tid": 7, "ts": 1714872489832209, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832202, "dur": 13, + "args": { + "External id": 11868, + "cbid": 211, "correlation": 11868 + } + }, + { + "ph": "s", "id": 11868, "pid": 328255, "tid": 328301, "ts": 1714872489832202, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489832286, "dur": 2, + "args": { + "External id": 11890, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11890, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11890, "pid": 0, "tid": 7, "ts": 1714872489832286, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832278, "dur": 13, + "args": { + "External id": 11890, + "cbid": 211, "correlation": 11890 + } + }, + { + "ph": "s", "id": 11890, "pid": 328255, "tid": 328301, "ts": 1714872489832278, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489832327, "dur": 1, + "args": { + "External id": 11906, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11906, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11906, "pid": 0, "tid": 7, "ts": 1714872489832327, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832319, "dur": 10, + "args": { + "External id": 11906, + "cbid": 211, "correlation": 11906 + } + }, + { + "ph": "s", "id": 11906, "pid": 328255, "tid": 328301, "ts": 1714872489832319, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489832340, "dur": 5, + "args": { + "External id": 11913, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11913, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11913, "pid": 0, "tid": 7, "ts": 1714872489832340, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832334, "dur": 12, + "args": { + "External id": 11913, + "cbid": 211, "correlation": 11913 + } + }, + { + "ph": "s", "id": 11913, "pid": 328255, "tid": 328301, "ts": 1714872489832334, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489832404, "dur": 2, + "args": { + "External id": 11935, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11935, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11935, "pid": 0, "tid": 7, "ts": 1714872489832404, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832397, "dur": 11, + "args": { + "External id": 11935, + "cbid": 211, "correlation": 11935 + } + }, + { + "ph": "s", "id": 11935, "pid": 328255, "tid": 328301, "ts": 1714872489832397, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489832433, "dur": 1, + "args": { + "External id": 11951, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11951, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 11951, "pid": 0, "tid": 7, "ts": 1714872489832433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832426, "dur": 10, + "args": { + "External id": 11951, + "cbid": 211, "correlation": 11951 + } + }, + { + "ph": "s", "id": 11951, "pid": 328255, "tid": 328301, "ts": 1714872489832426, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489832446, "dur": 5, + "args": { + "External id": 11958, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11958, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11958, "pid": 0, "tid": 7, "ts": 1714872489832446, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832441, "dur": 12, + "args": { + "External id": 11958, + "cbid": 211, "correlation": 11958 + } + }, + { + "ph": "s", "id": 11958, "pid": 328255, "tid": 328301, "ts": 1714872489832441, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489832516, "dur": 2, + "args": { + "External id": 11980, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11980, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11980, "pid": 0, "tid": 7, "ts": 1714872489832516, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832508, "dur": 13, + "args": { + "External id": 11980, + "cbid": 211, "correlation": 11980 + } + }, + { + "ph": "s", "id": 11980, "pid": 328255, "tid": 328301, "ts": 1714872489832508, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489832545, "dur": 1, + "args": { + "External id": 11996, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11996, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11996, "pid": 0, "tid": 7, "ts": 1714872489832545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832538, "dur": 9, + "args": { + "External id": 11996, + "cbid": 211, "correlation": 11996 + } + }, + { + "ph": "s", "id": 11996, "pid": 328255, "tid": 328301, "ts": 1714872489832538, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489832558, "dur": 5, + "args": { + "External id": 12003, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12003, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12003, "pid": 0, "tid": 7, "ts": 1714872489832558, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832552, "dur": 12, + "args": { + "External id": 12003, + "cbid": 211, "correlation": 12003 + } + }, + { + "ph": "s", "id": 12003, "pid": 328255, "tid": 328301, "ts": 1714872489832552, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489832631, "dur": 2, + "args": { + "External id": 12025, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12025, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12025, "pid": 0, "tid": 7, "ts": 1714872489832631, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832623, "dur": 13, + "args": { + "External id": 12025, + "cbid": 211, "correlation": 12025 + } + }, + { + "ph": "s", "id": 12025, "pid": 328255, "tid": 328301, "ts": 1714872489832623, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489832660, "dur": 1, + "args": { + "External id": 12041, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12041, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12041, "pid": 0, "tid": 7, "ts": 1714872489832660, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832653, "dur": 9, + "args": { + "External id": 12041, + "cbid": 211, "correlation": 12041 + } + }, + { + "ph": "s", "id": 12041, "pid": 328255, "tid": 328301, "ts": 1714872489832653, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489832673, "dur": 5, + "args": { + "External id": 12048, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12048, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12048, "pid": 0, "tid": 7, "ts": 1714872489832673, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832667, "dur": 12, + "args": { + "External id": 12048, + "cbid": 211, "correlation": 12048 + } + }, + { + "ph": "s", "id": 12048, "pid": 328255, "tid": 328301, "ts": 1714872489832667, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489832746, "dur": 2, + "args": { + "External id": 12070, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12070, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12070, "pid": 0, "tid": 7, "ts": 1714872489832746, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832736, "dur": 16, + "args": { + "External id": 12070, + "cbid": 211, "correlation": 12070 + } + }, + { + "ph": "s", "id": 12070, "pid": 328255, "tid": 328301, "ts": 1714872489832736, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489832783, "dur": 1, + "args": { + "External id": 12086, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12086, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 12086, "pid": 0, "tid": 7, "ts": 1714872489832783, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832775, "dur": 11, + "args": { + "External id": 12086, + "cbid": 211, "correlation": 12086 + } + }, + { + "ph": "s", "id": 12086, "pid": 328255, "tid": 328301, "ts": 1714872489832775, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489832797, "dur": 3, + "args": { + "External id": 12093, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12093, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12093, "pid": 0, "tid": 7, "ts": 1714872489832797, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832791, "dur": 11, + "args": { + "External id": 12093, + "cbid": 211, "correlation": 12093 + } + }, + { + "ph": "s", "id": 12093, "pid": 328255, "tid": 328301, "ts": 1714872489832791, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489832861, "dur": 2, + "args": { + "External id": 12115, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12115, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12115, "pid": 0, "tid": 7, "ts": 1714872489832861, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832852, "dur": 13, + "args": { + "External id": 12115, + "cbid": 211, "correlation": 12115 + } + }, + { + "ph": "s", "id": 12115, "pid": 328255, "tid": 328301, "ts": 1714872489832852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489832890, "dur": 1, + "args": { + "External id": 12131, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12131, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 12131, "pid": 0, "tid": 7, "ts": 1714872489832890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832883, "dur": 10, + "args": { + "External id": 12131, + "cbid": 211, "correlation": 12131 + } + }, + { + "ph": "s", "id": 12131, "pid": 328255, "tid": 328301, "ts": 1714872489832883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489832903, "dur": 5, + "args": { + "External id": 12138, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12138, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12138, "pid": 0, "tid": 7, "ts": 1714872489832903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832897, "dur": 12, + "args": { + "External id": 12138, + "cbid": 211, "correlation": 12138 + } + }, + { + "ph": "s", "id": 12138, "pid": 328255, "tid": 328301, "ts": 1714872489832897, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489832975, "dur": 2, + "args": { + "External id": 12160, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12160, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12160, "pid": 0, "tid": 7, "ts": 1714872489832975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832966, "dur": 13, + "args": { + "External id": 12160, + "cbid": 211, "correlation": 12160 + } + }, + { + "ph": "s", "id": 12160, "pid": 328255, "tid": 328301, "ts": 1714872489832966, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489833004, "dur": 1, + "args": { + "External id": 12176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12176, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12176, "pid": 0, "tid": 7, "ts": 1714872489833004, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489832997, "dur": 9, + "args": { + "External id": 12176, + "cbid": 211, "correlation": 12176 + } + }, + { + "ph": "s", "id": 12176, "pid": 328255, "tid": 328301, "ts": 1714872489832997, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489833016, "dur": 4, + "args": { + "External id": 12183, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12183, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12183, "pid": 0, "tid": 7, "ts": 1714872489833016, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833011, "dur": 12, + "args": { + "External id": 12183, + "cbid": 211, "correlation": 12183 + } + }, + { + "ph": "s", "id": 12183, "pid": 328255, "tid": 328301, "ts": 1714872489833011, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489833079, "dur": 2, + "args": { + "External id": 12205, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12205, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12205, "pid": 0, "tid": 7, "ts": 1714872489833079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833071, "dur": 12, + "args": { + "External id": 12205, + "cbid": 211, "correlation": 12205 + } + }, + { + "ph": "s", "id": 12205, "pid": 328255, "tid": 328301, "ts": 1714872489833071, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489833108, "dur": 16, + "args": { + "External id": 12221, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12221, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12221, "pid": 0, "tid": 7, "ts": 1714872489833108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833101, "dur": 25, + "args": { + "External id": 12221, + "cbid": 211, "correlation": 12221 + } + }, + { + "ph": "s", "id": 12221, "pid": 328255, "tid": 328301, "ts": 1714872489833101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489833136, "dur": 4, + "args": { + "External id": 12228, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12228, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12228, "pid": 0, "tid": 7, "ts": 1714872489833136, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833130, "dur": 12, + "args": { + "External id": 12228, + "cbid": 211, "correlation": 12228 + } + }, + { + "ph": "s", "id": 12228, "pid": 328255, "tid": 328301, "ts": 1714872489833130, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489833206, "dur": 2, + "args": { + "External id": 12250, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12250, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12250, "pid": 0, "tid": 7, "ts": 1714872489833206, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833198, "dur": 13, + "args": { + "External id": 12250, + "cbid": 211, "correlation": 12250 + } + }, + { + "ph": "s", "id": 12250, "pid": 328255, "tid": 328301, "ts": 1714872489833198, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489833236, "dur": 24, + "args": { + "External id": 12266, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12266, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12266, "pid": 0, "tid": 7, "ts": 1714872489833236, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833229, "dur": 33, + "args": { + "External id": 12266, + "cbid": 211, "correlation": 12266 + } + }, + { + "ph": "s", "id": 12266, "pid": 328255, "tid": 328301, "ts": 1714872489833229, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489833272, "dur": 5, + "args": { + "External id": 12273, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12273, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12273, "pid": 0, "tid": 7, "ts": 1714872489833272, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833266, "dur": 12, + "args": { + "External id": 12273, + "cbid": 211, "correlation": 12273 + } + }, + { + "ph": "s", "id": 12273, "pid": 328255, "tid": 328301, "ts": 1714872489833266, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489833334, "dur": 2, + "args": { + "External id": 12295, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12295, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12295, "pid": 0, "tid": 7, "ts": 1714872489833334, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833326, "dur": 12, + "args": { + "External id": 12295, + "cbid": 211, "correlation": 12295 + } + }, + { + "ph": "s", "id": 12295, "pid": 328255, "tid": 328301, "ts": 1714872489833326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489833363, "dur": 179, + "args": { + "External id": 12311, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12311, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12311, "pid": 0, "tid": 7, "ts": 1714872489833363, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833356, "dur": 188, + "args": { + "External id": 12311, + "cbid": 211, "correlation": 12311 + } + }, + { + "ph": "s", "id": 12311, "pid": 328255, "tid": 328301, "ts": 1714872489833356, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489833555, "dur": 5, + "args": { + "External id": 12318, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12318, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12318, "pid": 0, "tid": 7, "ts": 1714872489833555, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833549, "dur": 12, + "args": { + "External id": 12318, + "cbid": 211, "correlation": 12318 + } + }, + { + "ph": "s", "id": 12318, "pid": 328255, "tid": 328301, "ts": 1714872489833549, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489833631, "dur": 2, + "args": { + "External id": 12340, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12340, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12340, "pid": 0, "tid": 7, "ts": 1714872489833631, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833622, "dur": 13, + "args": { + "External id": 12340, + "cbid": 211, "correlation": 12340 + } + }, + { + "ph": "s", "id": 12340, "pid": 328255, "tid": 328301, "ts": 1714872489833622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489833660, "dur": 1, + "args": { + "External id": 12356, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12356, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12356, "pid": 0, "tid": 7, "ts": 1714872489833660, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833653, "dur": 9, + "args": { + "External id": 12356, + "cbid": 211, "correlation": 12356 + } + }, + { + "ph": "s", "id": 12356, "pid": 328255, "tid": 328301, "ts": 1714872489833653, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489833673, "dur": 5, + "args": { + "External id": 12363, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12363, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12363, "pid": 0, "tid": 7, "ts": 1714872489833673, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833667, "dur": 12, + "args": { + "External id": 12363, + "cbid": 211, "correlation": 12363 + } + }, + { + "ph": "s", "id": 12363, "pid": 328255, "tid": 328301, "ts": 1714872489833667, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489833737, "dur": 2, + "args": { + "External id": 12385, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12385, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12385, "pid": 0, "tid": 7, "ts": 1714872489833737, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833728, "dur": 12, + "args": { + "External id": 12385, + "cbid": 211, "correlation": 12385 + } + }, + { + "ph": "s", "id": 12385, "pid": 328255, "tid": 328301, "ts": 1714872489833728, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489833766, "dur": 1, + "args": { + "External id": 12401, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12401, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 12401, "pid": 0, "tid": 7, "ts": 1714872489833766, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833759, "dur": 9, + "args": { + "External id": 12401, + "cbid": 211, "correlation": 12401 + } + }, + { + "ph": "s", "id": 12401, "pid": 328255, "tid": 328301, "ts": 1714872489833759, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489833785, "dur": 3, + "args": { + "External id": 12408, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12408, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12408, "pid": 0, "tid": 7, "ts": 1714872489833785, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833773, "dur": 18, + "args": { + "External id": 12408, + "cbid": 211, "correlation": 12408 + } + }, + { + "ph": "s", "id": 12408, "pid": 328255, "tid": 328301, "ts": 1714872489833773, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489833863, "dur": 2, + "args": { + "External id": 12430, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12430, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12430, "pid": 0, "tid": 7, "ts": 1714872489833863, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833854, "dur": 13, + "args": { + "External id": 12430, + "cbid": 211, "correlation": 12430 + } + }, + { + "ph": "s", "id": 12430, "pid": 328255, "tid": 328301, "ts": 1714872489833854, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489833893, "dur": 1, + "args": { + "External id": 12446, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12446, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 12446, "pid": 0, "tid": 7, "ts": 1714872489833893, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833886, "dur": 10, + "args": { + "External id": 12446, + "cbid": 211, "correlation": 12446 + } + }, + { + "ph": "s", "id": 12446, "pid": 328255, "tid": 328301, "ts": 1714872489833886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489833906, "dur": 3, + "args": { + "External id": 12453, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12453, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12453, "pid": 0, "tid": 7, "ts": 1714872489833906, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833900, "dur": 11, + "args": { + "External id": 12453, + "cbid": 211, "correlation": 12453 + } + }, + { + "ph": "s", "id": 12453, "pid": 328255, "tid": 328301, "ts": 1714872489833900, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489833968, "dur": 2, + "args": { + "External id": 12475, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12475, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12475, "pid": 0, "tid": 7, "ts": 1714872489833968, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833960, "dur": 12, + "args": { + "External id": 12475, + "cbid": 211, "correlation": 12475 + } + }, + { + "ph": "s", "id": 12475, "pid": 328255, "tid": 328301, "ts": 1714872489833960, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489834005, "dur": 1, + "args": { + "External id": 12491, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12491, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12491, "pid": 0, "tid": 7, "ts": 1714872489834005, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489833997, "dur": 10, + "args": { + "External id": 12491, + "cbid": 211, "correlation": 12491 + } + }, + { + "ph": "s", "id": 12491, "pid": 328255, "tid": 328301, "ts": 1714872489833997, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489834018, "dur": 6, + "args": { + "External id": 12498, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12498, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12498, "pid": 0, "tid": 7, "ts": 1714872489834018, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834012, "dur": 13, + "args": { + "External id": 12498, + "cbid": 211, "correlation": 12498 + } + }, + { + "ph": "s", "id": 12498, "pid": 328255, "tid": 328301, "ts": 1714872489834012, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489834082, "dur": 2, + "args": { + "External id": 12520, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12520, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12520, "pid": 0, "tid": 7, "ts": 1714872489834082, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834075, "dur": 11, + "args": { + "External id": 12520, + "cbid": 211, "correlation": 12520 + } + }, + { + "ph": "s", "id": 12520, "pid": 328255, "tid": 328301, "ts": 1714872489834075, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489834111, "dur": 4, + "args": { + "External id": 12536, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12536, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12536, "pid": 0, "tid": 7, "ts": 1714872489834111, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834104, "dur": 12, + "args": { + "External id": 12536, + "cbid": 211, "correlation": 12536 + } + }, + { + "ph": "s", "id": 12536, "pid": 328255, "tid": 328301, "ts": 1714872489834104, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489834127, "dur": 3, + "args": { + "External id": 12543, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12543, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12543, "pid": 0, "tid": 7, "ts": 1714872489834127, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834121, "dur": 11, + "args": { + "External id": 12543, + "cbid": 211, "correlation": 12543 + } + }, + { + "ph": "s", "id": 12543, "pid": 328255, "tid": 328301, "ts": 1714872489834121, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489834188, "dur": 2, + "args": { + "External id": 12565, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12565, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12565, "pid": 0, "tid": 7, "ts": 1714872489834188, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834180, "dur": 12, + "args": { + "External id": 12565, + "cbid": 211, "correlation": 12565 + } + }, + { + "ph": "s", "id": 12565, "pid": 328255, "tid": 328301, "ts": 1714872489834180, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489834225, "dur": 1, + "args": { + "External id": 12581, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12581, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 12581, "pid": 0, "tid": 7, "ts": 1714872489834225, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834218, "dur": 11, + "args": { + "External id": 12581, + "cbid": 211, "correlation": 12581 + } + }, + { + "ph": "s", "id": 12581, "pid": 328255, "tid": 328301, "ts": 1714872489834218, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489834239, "dur": 4, + "args": { + "External id": 12588, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12588, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12588, "pid": 0, "tid": 7, "ts": 1714872489834239, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834233, "dur": 11, + "args": { + "External id": 12588, + "cbid": 211, "correlation": 12588 + } + }, + { + "ph": "s", "id": 12588, "pid": 328255, "tid": 328301, "ts": 1714872489834233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489834301, "dur": 2, + "args": { + "External id": 12610, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12610, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12610, "pid": 0, "tid": 7, "ts": 1714872489834301, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834293, "dur": 12, + "args": { + "External id": 12610, + "cbid": 211, "correlation": 12610 + } + }, + { + "ph": "s", "id": 12610, "pid": 328255, "tid": 328301, "ts": 1714872489834293, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489834330, "dur": 3, + "args": { + "External id": 12626, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12626, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12626, "pid": 0, "tid": 7, "ts": 1714872489834330, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834323, "dur": 11, + "args": { + "External id": 12626, + "cbid": 211, "correlation": 12626 + } + }, + { + "ph": "s", "id": 12626, "pid": 328255, "tid": 328301, "ts": 1714872489834323, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489834345, "dur": 3, + "args": { + "External id": 12633, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12633, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12633, "pid": 0, "tid": 7, "ts": 1714872489834345, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834339, "dur": 10, + "args": { + "External id": 12633, + "cbid": 211, "correlation": 12633 + } + }, + { + "ph": "s", "id": 12633, "pid": 328255, "tid": 328301, "ts": 1714872489834339, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489834415, "dur": 2, + "args": { + "External id": 12655, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12655, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12655, "pid": 0, "tid": 7, "ts": 1714872489834415, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834406, "dur": 13, + "args": { + "External id": 12655, + "cbid": 211, "correlation": 12655 + } + }, + { + "ph": "s", "id": 12655, "pid": 328255, "tid": 328301, "ts": 1714872489834406, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489834444, "dur": 4, + "args": { + "External id": 12671, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12671, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12671, "pid": 0, "tid": 7, "ts": 1714872489834444, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834437, "dur": 13, + "args": { + "External id": 12671, + "cbid": 211, "correlation": 12671 + } + }, + { + "ph": "s", "id": 12671, "pid": 328255, "tid": 328301, "ts": 1714872489834437, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489834461, "dur": 3, + "args": { + "External id": 12678, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12678, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12678, "pid": 0, "tid": 7, "ts": 1714872489834461, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834455, "dur": 11, + "args": { + "External id": 12678, + "cbid": 211, "correlation": 12678 + } + }, + { + "ph": "s", "id": 12678, "pid": 328255, "tid": 328301, "ts": 1714872489834455, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714872489834522, "dur": 2, + "args": { + "External id": 12700, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12700, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12700, "pid": 0, "tid": 7, "ts": 1714872489834522, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834514, "dur": 12, + "args": { + "External id": 12700, + "cbid": 211, "correlation": 12700 + } + }, + { + "ph": "s", "id": 12700, "pid": 328255, "tid": 328301, "ts": 1714872489834514, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489834588, "dur": 256, + "args": { + "External id": 12716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12716, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12716, "pid": 0, "tid": 7, "ts": 1714872489834588, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834581, "dur": 266, + "args": { + "External id": 12716, + "cbid": 211, "correlation": 12716 + } + }, + { + "ph": "s", "id": 12716, "pid": 328255, "tid": 328301, "ts": 1714872489834581, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714872489834866, "dur": 4, + "args": { + "External id": 12723, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12723, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12723, "pid": 0, "tid": 7, "ts": 1714872489834866, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834857, "dur": 16, + "args": { + "External id": 12723, + "cbid": 211, "correlation": 12723 + } + }, + { + "ph": "s", "id": 12723, "pid": 328255, "tid": 328301, "ts": 1714872489834857, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489834947, "dur": 1, + "args": { + "External id": 12743, + "cbid": 210, "correlation": 12743 + } + }, + { + "ph": "f", "id": 12743, "pid": 328255, "tid": 328301, "ts": 1714872489834947, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714872489834958, "dur": 4, + "args": { + "External id": 12744, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12744, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12744, "pid": 0, "tid": 7, "ts": 1714872489834958, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834949, "dur": 16, + "args": { + "External id": 12744, + "cbid": 211, "correlation": 12744 + } + }, + { + "ph": "s", "id": 12744, "pid": 328255, "tid": 328301, "ts": 1714872489834949, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 328255, "tid": 328301, + "ts": 1714872489834987, "dur": 0, + "args": { + "External id": 12756, + "cbid": 210, "correlation": 12756 + } + }, + { + "ph": "f", "id": 12756, "pid": 328255, "tid": 328301, "ts": 1714872489834987, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714872489834996, "dur": 6, + "args": { + "External id": 12757, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12757, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12757, "pid": 0, "tid": 7, "ts": 1714872489834996, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489834989, "dur": 15, + "args": { + "External id": 12757, + "cbid": 211, "correlation": 12757 + } + }, + { + "ph": "s", "id": 12757, "pid": 328255, "tid": 328301, "ts": 1714872489834989, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489835034, "dur": 8, + "args": { + "External id": 12770, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12770, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12770, "pid": 0, "tid": 7, "ts": 1714872489835034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489835026, "dur": 18, + "args": { + "External id": 12770, + "cbid": 211, "correlation": 12770 + } + }, + { + "ph": "s", "id": 12770, "pid": 328255, "tid": 328301, "ts": 1714872489835026, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489835137, "dur": 1, + "args": { + "External id": 12796, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12796, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12796, "pid": 0, "tid": 7, "ts": 1714872489835137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489835128, "dur": 12, + "args": { + "External id": 12796, + "cbid": 211, "correlation": 12796 + } + }, + { + "ph": "s", "id": 12796, "pid": 328255, "tid": 328301, "ts": 1714872489835128, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714872489835185, "dur": 5, + "args": { + "External id": 12812, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12812, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12812, "pid": 0, "tid": 7, "ts": 1714872489835185, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489835176, "dur": 16, + "args": { + "External id": 12812, + "cbid": 211, "correlation": 12812 + } + }, + { + "ph": "s", "id": 12812, "pid": 328255, "tid": 328301, "ts": 1714872489835176, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489835222, "dur": 7, + "args": { + "External id": 12825, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12825, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12825, "pid": 0, "tid": 7, "ts": 1714872489835222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328301, + "ts": 1714872489835214, "dur": 17, + "args": { + "External id": 12825, + "cbid": 211, "correlation": 12825 + } + }, + { + "ph": "s", "id": 12825, "pid": 328255, "tid": 328301, "ts": 1714872489835214, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 328255, "tid": 328255, + "ts": 1714872489835415, "dur": 1, + "args": { + "External id": 12846, + "cbid": 317, "correlation": 12846 + } + }, + { + "ph": "f", "id": 12846, "pid": 328255, "tid": 328255, "ts": 1714872489835415, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 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"correlation": 13198 + } + }, + { + "ph": "s", "id": 13198, "pid": 328255, "tid": 328255, "ts": 1714872489855290, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489856379, "dur": 1097, + "args": { + "External id": 13201, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13201, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13201, "pid": 0, "tid": 7, "ts": 1714872489856379, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": 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"est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13204, "pid": 0, "tid": 7, "ts": 1714872489857485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489857479, "dur": 1104, + "args": { + "External id": 13204, + "cbid": 211, "correlation": 13204 + } + }, + { + "ph": "s", "id": 13204, "pid": 328255, "tid": 328255, "ts": 1714872489857479, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714872489858592, "dur": 397, + "args": { + "External id": 13207, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13207, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13207, "pid": 0, "tid": 7, "ts": 1714872489858592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489858586, "dur": 405, + "args": { + "External id": 13207, + "cbid": 211, "correlation": 13207 + } + }, + { + "ph": "s", "id": 13207, "pid": 328255, "tid": 328255, "ts": 1714872489858586, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714872489859072, "dur": 1, + "args": { + "External id": 13213, + "device": 0, "context": 1, + "stream": 7, "correlation": 13213, + "bytes": 4, "memory bandwidth (GB/s)": 0.0022727272727272726 + } + }, + { 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const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489859108, "dur": 2, + "args": { + "External id": 13223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13223, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13223, "pid": 0, "tid": 7, "ts": 1714872489859108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489859098, "dur": 13, + "args": { + "External id": 13223, + "cbid": 211, "correlation": 13223 + } + }, + { + "ph": "s", "id": 13223, "pid": 328255, "tid": 328255, "ts": 1714872489859098, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714872489859150, "dur": 2, + "args": { + "External id": 13233, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13233, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13233, "pid": 0, "tid": 7, "ts": 1714872489859150, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489859142, "dur": 12, + "args": { + "External id": 13233, + "cbid": 211, "correlation": 13233 + } + }, + { + "ph": "s", "id": 13233, "pid": 328255, "tid": 328255, "ts": 1714872489859142, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714872489859184, "dur": 2, + "args": { + "External id": 13243, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13243, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13243, "pid": 0, "tid": 7, "ts": 1714872489859184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489859176, "dur": 12, + "args": { + "External id": 13243, + "cbid": 211, "correlation": 13243 + } + }, + { + "ph": "s", "id": 13243, "pid": 328255, "tid": 328255, "ts": 1714872489859176, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714872489859229, "dur": 2, + "args": { + "External id": 13261, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13261, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13261, "pid": 0, "tid": 7, "ts": 1714872489859229, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489859221, "dur": 12, + "args": { + "External id": 13261, + "cbid": 211, "correlation": 13261 + } + }, + { + "ph": "s", "id": 13261, "pid": 328255, "tid": 328255, "ts": 1714872489859221, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714872489859249, "dur": 5, + "args": { + "External id": 13271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13271, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13271, "pid": 0, "tid": 7, "ts": 1714872489859249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 328255, "tid": 328255, + "ts": 1714872489859242, "dur": 14, + "args": { + "External id": 13271, + "cbid": 211, "correlation": 13271 + } + }, + { + "ph": "s", "id": 13271, "pid": 328255, "tid": 328255, "ts": 1714872489859242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714872489859277, "dur": 1, + "args": { + "External id": 13277, + "device": 0, "context": 1, + "stream": 7, "correlation": 13277, + "bytes": 8, "memory bandwidth (GB/s)": 0.004545454545454545 + } + }, + { + "ph": "f", "id": 13277, "pid": 0, "tid": 7, "ts": 1714872489859277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 328255, "tid": 328255, + "ts": 1714872489859268, "dur": 14, + "args": { + "External id": 13277, + "cbid": 41, "correlation": 13277 + } + }, + { + "ph": "s", "id": 13277, "pid": 328255, "tid": 328255, "ts": 1714872489859268, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": 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329833, "tid": 329833, "ts": 1714873177877961, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctorOnSelf_add, at::detail::Array >(int, at::native::CUDAFunctorOnSelf_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177878038, "dur": 1, + "args": { + "External id": 3275, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3275, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 3275, "pid": 0, "tid": 7, "ts": 1714873177878038, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177878029, "dur": 12, + "args": { + "External id": 3275, + "cbid": 211, "correlation": 3275 + } + }, + { 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1714873177878274, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177878265, "dur": 13, + "args": { + "External id": 3335, + "cbid": 211, "correlation": 3335 + } + }, + { + "ph": "s", "id": 3335, "pid": 329833, "tid": 329833, "ts": 1714873177878265, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177878346, "dur": 2, + "args": { + "External id": 3360, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3360, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 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at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177878923, "dur": 2, + "args": { + "External id": 3535, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3535, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3535, "pid": 0, "tid": 7, "ts": 1714873177878923, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177878914, "dur": 14, + "args": { + "External id": 3535, + "cbid": 211, "correlation": 3535 + } + }, + { + "ph": "s", "id": 3535, "pid": 329833, "tid": 329833, "ts": 1714873177878914, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177880002, "dur": 2, + "args": { + "External id": 3910, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3910, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3910, "pid": 0, "tid": 7, "ts": 1714873177880002, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177879994, "dur": 13, + "args": { + "External id": 3910, + "cbid": 211, "correlation": 3910 + } + }, + { + "ph": "s", "id": 3910, "pid": 329833, "tid": 329833, "ts": 1714873177879994, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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329833, "ts": 1714873177880135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714873177880211, "dur": 154, + "args": { + "External id": 3958, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3958, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 3958, "pid": 0, "tid": 7, "ts": 1714873177880211, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177880203, "dur": 165, + "args": { + "External id": 3958, + "cbid": 211, "correlation": 3958 + } + }, + { + "ph": "s", "id": 3958, "pid": 329833, "tid": 329833, "ts": 1714873177880203, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329833, + "ts": 1714873177880462, "dur": 1, + "args": { + "External id": 3972, + "cbid": 210, "correlation": 3972 + } + }, + { + "ph": "f", "id": 3972, "pid": 329833, "tid": 329833, "ts": 1714873177880462, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714873177880474, "dur": 452, + "args": { + "External id": 3973, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3973, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 3973, "pid": 0, "tid": 7, "ts": 1714873177880474, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177880465, "dur": 465, + "args": { + "External id": 3973, + "cbid": 211, "correlation": 3973 + } + }, + { + "ph": "s", "id": 3973, "pid": 329833, "tid": 329833, "ts": 1714873177880465, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714873177880940, "dur": 7, + "args": { + "External id": 3975, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3975, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 3975, "pid": 0, "tid": 7, "ts": 1714873177880940, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177880932, "dur": 17, + "args": { + "External id": 3975, + "cbid": 211, "correlation": 3975 + } + }, + { + "ph": "s", "id": 3975, "pid": 329833, "tid": 329833, "ts": 1714873177880932, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177880994, "dur": 1, + "args": { + "External id": 3986, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3986, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 3986, "pid": 0, "tid": 7, "ts": 1714873177880994, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177880986, "dur": 12, + "args": { + "External id": 3986, + "cbid": 211, "correlation": 3986 + } + }, + { + "ph": "s", "id": 3986, "pid": 329833, "tid": 329833, "ts": 1714873177880986, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177881065, "dur": 2, + "args": { + "External id": 3999, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3999, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3999, "pid": 0, "tid": 7, "ts": 1714873177881065, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177881056, "dur": 13, + "args": { + "External id": 3999, + "cbid": 211, "correlation": 3999 + } + }, + { + "ph": "s", "id": 3999, "pid": 329833, "tid": 329833, "ts": 1714873177881056, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714873177881089, "dur": 2, + "args": { + "External id": 4007, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4007, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4007, "pid": 0, "tid": 7, "ts": 1714873177881089, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177881082, "dur": 11, + "args": { + "External id": 4007, + "cbid": 211, "correlation": 4007 + } + }, + { + "ph": "s", "id": 4007, "pid": 329833, "tid": 329833, "ts": 1714873177881082, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177881137, "dur": 1, + "args": { + "External id": 4017, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4017, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4017, "pid": 0, "tid": 7, "ts": 1714873177881137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177881128, "dur": 12, + "args": { + "External id": 4017, + "cbid": 211, "correlation": 4017 + } + }, + { + "ph": "s", "id": 4017, "pid": 329833, "tid": 329833, "ts": 1714873177881128, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177881254, "dur": 2, + "args": { + "External id": 4030, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4030, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4030, "pid": 0, "tid": 7, "ts": 1714873177881254, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177881245, "dur": 14, + "args": { + "External id": 4030, + "cbid": 211, "correlation": 4030 + } + }, + { + "ph": "s", "id": 4030, "pid": 329833, "tid": 329833, "ts": 1714873177881245, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177881289, "dur": 4, + "args": { + "External id": 4042, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4042, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4042, "pid": 0, "tid": 7, "ts": 1714873177881289, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177881281, "dur": 14, + "args": { + "External id": 4042, + "cbid": 211, "correlation": 4042 + } + }, + { + "ph": "s", "id": 4042, "pid": 329833, "tid": 329833, "ts": 1714873177881281, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714873177881321, "dur": 1, + "args": { + "External id": 4050, + "device": 0, "context": 1, + "stream": 7, "correlation": 4050, + "bytes": 4, "memory bandwidth (GB/s)": 0.0029069767441860465 + } + }, + { + "ph": "f", "id": 4050, "pid": 0, "tid": 7, "ts": 1714873177881321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177881309, "dur": 16, + "args": { + "External id": 4050, + "cbid": 41, "correlation": 4050 + } + }, + { + "ph": "s", "id": 4050, "pid": 329833, "tid": 329833, "ts": 1714873177881309, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177881731, "dur": 1, + "args": { + "External id": 4065, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4065, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4065, "pid": 0, "tid": 7, "ts": 1714873177881731, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177881721, "dur": 14, + "args": { + "External id": 4065, + "cbid": 211, "correlation": 4065 + } + }, + { + "ph": "s", "id": 4065, "pid": 329833, "tid": 329833, "ts": 1714873177881721, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177881979, "dur": 2, + "args": { + "External id": 4081, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4081, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4081, "pid": 0, "tid": 7, "ts": 1714873177881979, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177881968, "dur": 17, + "args": { + "External id": 4081, + "cbid": 211, "correlation": 4081 + } + }, + { + "ph": "s", "id": 4081, "pid": 329833, "tid": 329884, "ts": 1714873177881968, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177882007, "dur": 1, + "args": { + "External id": 4085, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4085, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4085, "pid": 0, "tid": 7, "ts": 1714873177882007, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882000, "dur": 11, + "args": { + "External id": 4085, + "cbid": 211, "correlation": 4085 + } + }, + { + "ph": "s", "id": 4085, "pid": 329833, "tid": 329884, "ts": 1714873177882000, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177882065, "dur": 1, + "args": { + "External id": 4105, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4105, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4105, "pid": 0, "tid": 7, "ts": 1714873177882065, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882056, "dur": 12, + "args": { + "External id": 4105, + "cbid": 211, "correlation": 4105 + } + }, + { + "ph": "s", "id": 4105, "pid": 329833, "tid": 329884, "ts": 1714873177882056, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714873177882115, "dur": 1, + "args": { + "External id": 4121, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4121, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4121, "pid": 0, "tid": 7, "ts": 1714873177882115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882106, "dur": 12, + "args": { + "External id": 4121, + "cbid": 211, "correlation": 4121 + } + }, + { + "ph": "s", "id": 4121, "pid": 329833, "tid": 329884, "ts": 1714873177882106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177882147, "dur": 2, + "args": { + "External id": 4133, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4133, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4133, "pid": 0, "tid": 7, "ts": 1714873177882147, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882139, "dur": 12, + "args": { + "External id": 4133, + "cbid": 211, "correlation": 4133 + } + }, + { + "ph": "s", "id": 4133, "pid": 329833, "tid": 329884, "ts": 1714873177882139, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177882182, "dur": 5, + "args": { + "External id": 4147, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4147, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4147, "pid": 0, "tid": 7, "ts": 1714873177882182, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882174, "dur": 14, + "args": { + "External id": 4147, + "cbid": 211, "correlation": 4147 + } + }, + { + "ph": "s", "id": 4147, "pid": 329833, "tid": 329884, "ts": 1714873177882174, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177882273, "dur": 1, + "args": { + "External id": 4173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4173, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4173, "pid": 0, "tid": 7, "ts": 1714873177882273, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882266, "dur": 11, + "args": { + "External id": 4173, + "cbid": 211, "correlation": 4173 + } + }, + { + "ph": "s", "id": 4173, "pid": 329833, "tid": 329884, "ts": 1714873177882266, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177882311, "dur": 2, + "args": { + "External id": 4189, + "cbid": 210, "correlation": 4189 + } + }, + { + "ph": "f", "id": 4189, "pid": 329833, "tid": 329884, "ts": 1714873177882311, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714873177882322, "dur": 269, + "args": { + "External id": 4190, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4190, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 4190, "pid": 0, "tid": 7, "ts": 1714873177882322, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882315, "dur": 279, + "args": { + "External id": 4190, + "cbid": 211, "correlation": 4190 + } + }, + { + "ph": "s", "id": 4190, "pid": 329833, "tid": 329884, "ts": 1714873177882315, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177882613, "dur": 1, + "args": { + "External id": 4202, + "cbid": 210, "correlation": 4202 + } + }, + { + "ph": "f", "id": 4202, "pid": 329833, "tid": 329884, "ts": 1714873177882613, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714873177882623, "dur": 270, + "args": { + "External id": 4203, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4203, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4203, "pid": 0, "tid": 7, "ts": 1714873177882623, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882615, "dur": 281, + "args": { + "External id": 4203, + "cbid": 211, "correlation": 4203 + } + }, + { + "ph": "s", "id": 4203, "pid": 329833, "tid": 329884, "ts": 1714873177882615, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177882926, "dur": 8, + "args": { + "External id": 4216, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4216, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4216, "pid": 0, "tid": 7, "ts": 1714873177882926, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177882918, "dur": 19, + "args": { + "External id": 4216, + "cbid": 211, "correlation": 4216 + } + }, + { + "ph": "s", "id": 4216, "pid": 329833, "tid": 329884, "ts": 1714873177882918, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177883042, "dur": 172, + "args": { + "External id": 4248, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4248, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4248, "pid": 0, "tid": 7, "ts": 1714873177883042, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883033, "dur": 183, + "args": { + "External id": 4248, + "cbid": 211, "correlation": 4248 + } + }, + { + "ph": "s", "id": 4248, "pid": 329833, "tid": 329884, "ts": 1714873177883033, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177883246, "dur": 152, + "args": { + "External id": 4260, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4260, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 4260, "pid": 0, "tid": 7, "ts": 1714873177883246, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883235, "dur": 165, + "args": { + "External id": 4260, + "cbid": 211, "correlation": 4260 + } + }, + { + "ph": "s", "id": 4260, "pid": 329833, "tid": 329884, "ts": 1714873177883235, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177883446, "dur": 2, + "args": { + "External id": 4271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4271, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 4271, "pid": 0, "tid": 7, "ts": 1714873177883446, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883437, "dur": 12, + "args": { + "External id": 4271, + "cbid": 211, "correlation": 4271 + } + }, + { + "ph": "s", "id": 4271, "pid": 329833, "tid": 329884, "ts": 1714873177883437, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177883646, "dur": 2, + "args": { + "External id": 4299, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4299, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4299, "pid": 0, "tid": 7, "ts": 1714873177883646, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883638, "dur": 13, + "args": { + "External id": 4299, + "cbid": 211, "correlation": 4299 + } + }, + { + "ph": "s", "id": 4299, "pid": 329833, "tid": 329884, "ts": 1714873177883638, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177883674, "dur": 2, + "args": { + "External id": 4313, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4313, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4313, "pid": 0, "tid": 7, "ts": 1714873177883674, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883668, "dur": 11, + "args": { + "External id": 4313, + "cbid": 211, "correlation": 4313 + } + }, + { + "ph": "s", "id": 4313, "pid": 329833, "tid": 329884, "ts": 1714873177883668, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177883704, "dur": 1, + "args": { + "External id": 4329, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4329, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4329, "pid": 0, "tid": 7, "ts": 1714873177883704, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883697, "dur": 9, + "args": { + "External id": 4329, + "cbid": 211, "correlation": 4329 + } + }, + { + "ph": "s", "id": 4329, "pid": 329833, "tid": 329884, "ts": 1714873177883697, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177883718, "dur": 4, + "args": { + "External id": 4336, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4336, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4336, "pid": 0, "tid": 7, "ts": 1714873177883718, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883712, "dur": 12, + "args": { + "External id": 4336, + "cbid": 211, "correlation": 4336 + } + }, + { + "ph": "s", "id": 4336, "pid": 329833, "tid": 329884, "ts": 1714873177883712, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177883788, "dur": 1, + "args": { + "External id": 4358, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4358, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4358, "pid": 0, "tid": 7, "ts": 1714873177883788, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883780, "dur": 12, + "args": { + "External id": 4358, + "cbid": 211, "correlation": 4358 + } + }, + { + "ph": "s", "id": 4358, "pid": 329833, "tid": 329884, "ts": 1714873177883780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177883814, "dur": 2, + "args": { + "External id": 4372, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4372, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4372, "pid": 0, "tid": 7, "ts": 1714873177883814, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883808, "dur": 10, + "args": { + "External id": 4372, + "cbid": 211, "correlation": 4372 + } + }, + { + "ph": "s", "id": 4372, "pid": 329833, "tid": 329884, "ts": 1714873177883808, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177883842, "dur": 1, + "args": { + "External id": 4388, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4388, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4388, "pid": 0, "tid": 7, "ts": 1714873177883842, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883835, "dur": 9, + "args": { + "External id": 4388, + "cbid": 211, "correlation": 4388 + } + }, + { + "ph": "s", "id": 4388, "pid": 329833, "tid": 329884, "ts": 1714873177883835, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177883854, "dur": 4, + "args": { + "External id": 4395, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4395, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4395, "pid": 0, "tid": 7, "ts": 1714873177883854, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883849, "dur": 11, + "args": { + "External id": 4395, + "cbid": 211, "correlation": 4395 + } + }, + { + "ph": "s", "id": 4395, "pid": 329833, "tid": 329884, "ts": 1714873177883849, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177883914, "dur": 1, + "args": { + "External id": 4417, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4417, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4417, "pid": 0, "tid": 7, "ts": 1714873177883914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883907, "dur": 11, + "args": { + "External id": 4417, + "cbid": 211, "correlation": 4417 + } + }, + { + "ph": "s", "id": 4417, "pid": 329833, "tid": 329884, "ts": 1714873177883907, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177883947, "dur": 2, + "args": { + "External id": 4431, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4431, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4431, "pid": 0, "tid": 7, "ts": 1714873177883947, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883940, "dur": 11, + "args": { + "External id": 4431, + "cbid": 211, "correlation": 4431 + } + }, + { + "ph": "s", "id": 4431, "pid": 329833, "tid": 329884, "ts": 1714873177883940, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177883975, "dur": 2, + "args": { + "External id": 4447, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4447, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4447, "pid": 0, "tid": 7, "ts": 1714873177883975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883968, "dur": 10, + "args": { + "External id": 4447, + "cbid": 211, "correlation": 4447 + } + }, + { + "ph": "s", "id": 4447, "pid": 329833, "tid": 329884, "ts": 1714873177883968, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177883988, "dur": 3, + "args": { + "External id": 4454, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4454, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4454, "pid": 0, "tid": 7, "ts": 1714873177883988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177883983, "dur": 10, + "args": { + "External id": 4454, + "cbid": 211, "correlation": 4454 + } + }, + { + "ph": "s", "id": 4454, "pid": 329833, "tid": 329884, "ts": 1714873177883983, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884053, "dur": 1, + "args": { + "External id": 4476, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4476, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4476, "pid": 0, "tid": 7, "ts": 1714873177884053, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884045, "dur": 12, + "args": { + "External id": 4476, + "cbid": 211, "correlation": 4476 + } + }, + { + "ph": "s", "id": 4476, "pid": 329833, "tid": 329884, "ts": 1714873177884045, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884079, "dur": 2, + "args": { + "External id": 4490, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4490, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4490, "pid": 0, "tid": 7, "ts": 1714873177884079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884073, "dur": 10, + "args": { + "External id": 4490, + "cbid": 211, "correlation": 4490 + } + }, + { + "ph": "s", "id": 4490, "pid": 329833, "tid": 329884, "ts": 1714873177884073, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177884113, "dur": 17, + "args": { + "External id": 4506, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4506, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4506, "pid": 0, "tid": 7, "ts": 1714873177884113, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884106, "dur": 25, + "args": { + "External id": 4506, + "cbid": 211, "correlation": 4506 + } + }, + { + "ph": "s", "id": 4506, "pid": 329833, "tid": 329884, "ts": 1714873177884106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177884142, "dur": 5, + "args": { + "External id": 4513, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4513, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4513, "pid": 0, "tid": 7, "ts": 1714873177884142, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884136, "dur": 13, + "args": { + "External id": 4513, + "cbid": 211, "correlation": 4513 + } + }, + { + "ph": "s", "id": 4513, "pid": 329833, "tid": 329884, "ts": 1714873177884136, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884203, "dur": 2, + "args": { + "External id": 4535, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4535, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4535, "pid": 0, "tid": 7, "ts": 1714873177884203, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884195, "dur": 12, + "args": { + "External id": 4535, + "cbid": 211, "correlation": 4535 + } + }, + { + "ph": "s", "id": 4535, "pid": 329833, "tid": 329884, "ts": 1714873177884195, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884229, "dur": 2, + "args": { + "External id": 4549, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4549, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4549, "pid": 0, "tid": 7, "ts": 1714873177884229, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884222, "dur": 11, + "args": { + "External id": 4549, + "cbid": 211, "correlation": 4549 + } + }, + { + "ph": "s", "id": 4549, "pid": 329833, "tid": 329884, "ts": 1714873177884222, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177884259, "dur": 232, + "args": { + "External id": 4565, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4565, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4565, "pid": 0, "tid": 7, "ts": 1714873177884259, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884249, "dur": 244, + "args": { + "External id": 4565, + "cbid": 211, "correlation": 4565 + } + }, + { + "ph": "s", "id": 4565, "pid": 329833, "tid": 329884, "ts": 1714873177884249, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177884507, "dur": 5, + "args": { + "External id": 4572, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4572, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4572, "pid": 0, "tid": 7, "ts": 1714873177884507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884498, "dur": 15, + "args": { + "External id": 4572, + "cbid": 211, "correlation": 4572 + } + }, + { + "ph": "s", "id": 4572, "pid": 329833, "tid": 329884, "ts": 1714873177884498, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884576, "dur": 2, + "args": { + "External id": 4594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4594, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4594, "pid": 0, "tid": 7, "ts": 1714873177884576, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884568, "dur": 12, + "args": { + "External id": 4594, + "cbid": 211, "correlation": 4594 + } + }, + { + "ph": "s", "id": 4594, "pid": 329833, "tid": 329884, "ts": 1714873177884568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884602, "dur": 2, + "args": { + "External id": 4608, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4608, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4608, "pid": 0, "tid": 7, "ts": 1714873177884602, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884596, "dur": 10, + "args": { + "External id": 4608, + "cbid": 211, "correlation": 4608 + } + }, + { + "ph": "s", "id": 4608, "pid": 329833, "tid": 329884, "ts": 1714873177884596, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177884629, "dur": 85, + "args": { + "External id": 4624, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4624, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4624, "pid": 0, "tid": 7, "ts": 1714873177884629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884623, "dur": 93, + "args": { + "External id": 4624, + "cbid": 211, "correlation": 4624 + } + }, + { + "ph": "s", "id": 4624, "pid": 329833, "tid": 329884, "ts": 1714873177884623, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177884726, "dur": 5, + "args": { + "External id": 4631, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4631, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4631, "pid": 0, "tid": 7, "ts": 1714873177884726, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884720, "dur": 12, + "args": { + "External id": 4631, + "cbid": 211, "correlation": 4631 + } + }, + { + "ph": "s", "id": 4631, "pid": 329833, "tid": 329884, "ts": 1714873177884720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884791, "dur": 2, + "args": { + "External id": 4653, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4653, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4653, "pid": 0, "tid": 7, "ts": 1714873177884791, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884783, "dur": 12, + "args": { + "External id": 4653, + "cbid": 211, "correlation": 4653 + } + }, + { + "ph": "s", "id": 4653, "pid": 329833, "tid": 329884, "ts": 1714873177884783, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177884817, "dur": 2, + "args": { + "External id": 4667, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4667, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4667, "pid": 0, "tid": 7, "ts": 1714873177884817, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884810, "dur": 10, + "args": { + "External id": 4667, + "cbid": 211, "correlation": 4667 + } + }, + { + "ph": "s", "id": 4667, "pid": 329833, "tid": 329884, "ts": 1714873177884810, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177884844, "dur": 274, + "args": { + "External id": 4683, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4683, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4683, "pid": 0, "tid": 7, "ts": 1714873177884844, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177884837, "dur": 282, + "args": { + "External id": 4683, + "cbid": 211, "correlation": 4683 + } + }, + { + "ph": "s", "id": 4683, "pid": 329833, "tid": 329884, "ts": 1714873177884837, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177885130, "dur": 5, + "args": { + "External id": 4690, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4690, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4690, "pid": 0, "tid": 7, "ts": 1714873177885130, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885124, "dur": 12, + "args": { + "External id": 4690, + "cbid": 211, "correlation": 4690 + } + }, + { + "ph": "s", "id": 4690, "pid": 329833, "tid": 329884, "ts": 1714873177885124, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885189, "dur": 2, + "args": { + "External id": 4712, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4712, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4712, "pid": 0, "tid": 7, "ts": 1714873177885189, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885181, "dur": 12, + "args": { + "External id": 4712, + "cbid": 211, "correlation": 4712 + } + }, + { + "ph": "s", "id": 4712, "pid": 329833, "tid": 329884, "ts": 1714873177885181, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885215, "dur": 2, + "args": { + "External id": 4726, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4726, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4726, "pid": 0, "tid": 7, "ts": 1714873177885215, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885209, "dur": 10, + "args": { + "External id": 4726, + "cbid": 211, "correlation": 4726 + } + }, + { + "ph": "s", "id": 4726, "pid": 329833, "tid": 329884, "ts": 1714873177885209, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177885249, "dur": 1, + "args": { + "External id": 4742, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4742, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4742, "pid": 0, "tid": 7, "ts": 1714873177885249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885242, "dur": 10, + "args": { + "External id": 4742, + "cbid": 211, "correlation": 4742 + } + }, + { + "ph": "s", "id": 4742, "pid": 329833, "tid": 329884, "ts": 1714873177885242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177885262, "dur": 5, + "args": { + "External id": 4749, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4749, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4749, "pid": 0, "tid": 7, "ts": 1714873177885262, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885256, "dur": 12, + "args": { + "External id": 4749, + "cbid": 211, "correlation": 4749 + } + }, + { + "ph": "s", "id": 4749, "pid": 329833, "tid": 329884, "ts": 1714873177885256, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885321, "dur": 2, + "args": { + "External id": 4771, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4771, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4771, "pid": 0, "tid": 7, "ts": 1714873177885321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885314, "dur": 11, + "args": { + "External id": 4771, + "cbid": 211, "correlation": 4771 + } + }, + { + "ph": "s", "id": 4771, "pid": 329833, "tid": 329884, "ts": 1714873177885314, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885347, "dur": 2, + "args": { + "External id": 4785, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4785, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4785, "pid": 0, "tid": 7, "ts": 1714873177885347, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885340, "dur": 11, + "args": { + "External id": 4785, + "cbid": 211, "correlation": 4785 + } + }, + { + "ph": "s", "id": 4785, "pid": 329833, "tid": 329884, "ts": 1714873177885340, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177885380, "dur": 1, + "args": { + "External id": 4801, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4801, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 4801, "pid": 0, "tid": 7, "ts": 1714873177885380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885373, "dur": 10, + "args": { + "External id": 4801, + "cbid": 211, "correlation": 4801 + } + }, + { + "ph": "s", "id": 4801, "pid": 329833, "tid": 329884, "ts": 1714873177885373, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177885393, "dur": 5, + "args": { + "External id": 4808, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4808, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4808, "pid": 0, "tid": 7, "ts": 1714873177885393, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885387, "dur": 12, + "args": { + "External id": 4808, + "cbid": 211, "correlation": 4808 + } + }, + { + "ph": "s", "id": 4808, "pid": 329833, "tid": 329884, "ts": 1714873177885387, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885453, "dur": 1, + "args": { + "External id": 4830, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4830, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4830, "pid": 0, "tid": 7, "ts": 1714873177885453, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885445, "dur": 11, + "args": { + "External id": 4830, + "cbid": 211, "correlation": 4830 + } + }, + { + "ph": "s", "id": 4830, "pid": 329833, "tid": 329884, "ts": 1714873177885445, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885478, "dur": 2, + "args": { + "External id": 4844, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4844, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4844, "pid": 0, "tid": 7, "ts": 1714873177885478, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885472, "dur": 10, + "args": { + "External id": 4844, + "cbid": 211, "correlation": 4844 + } + }, + { + "ph": "s", "id": 4844, "pid": 329833, "tid": 329884, "ts": 1714873177885472, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177885505, "dur": 1, + "args": { + "External id": 4860, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4860, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4860, "pid": 0, "tid": 7, "ts": 1714873177885505, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885498, "dur": 9, + "args": { + "External id": 4860, + "cbid": 211, "correlation": 4860 + } + }, + { + "ph": "s", "id": 4860, "pid": 329833, "tid": 329884, "ts": 1714873177885498, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177885517, "dur": 5, + "args": { + "External id": 4867, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4867, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4867, "pid": 0, "tid": 7, "ts": 1714873177885517, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885512, "dur": 12, + "args": { + "External id": 4867, + "cbid": 211, "correlation": 4867 + } + }, + { + "ph": "s", "id": 4867, "pid": 329833, "tid": 329884, "ts": 1714873177885512, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885576, "dur": 2, + "args": { + "External id": 4889, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4889, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4889, "pid": 0, "tid": 7, "ts": 1714873177885576, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885568, "dur": 11, + "args": { + "External id": 4889, + "cbid": 211, "correlation": 4889 + } + }, + { + "ph": "s", "id": 4889, "pid": 329833, "tid": 329884, "ts": 1714873177885568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885609, "dur": 2, + "args": { + "External id": 4903, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4903, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4903, "pid": 0, "tid": 7, "ts": 1714873177885609, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885602, "dur": 11, + "args": { + "External id": 4903, + "cbid": 211, "correlation": 4903 + } + }, + { + "ph": "s", "id": 4903, "pid": 329833, "tid": 329884, "ts": 1714873177885602, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177885636, "dur": 1, + "args": { + "External id": 4919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4919, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4919, "pid": 0, "tid": 7, "ts": 1714873177885636, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885629, "dur": 9, + "args": { + "External id": 4919, + "cbid": 211, "correlation": 4919 + } + }, + { + "ph": "s", "id": 4919, "pid": 329833, "tid": 329884, "ts": 1714873177885629, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177885649, "dur": 4, + "args": { + "External id": 4926, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4926, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4926, "pid": 0, "tid": 7, "ts": 1714873177885649, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885643, "dur": 11, + "args": { + "External id": 4926, + "cbid": 211, "correlation": 4926 + } + }, + { + "ph": "s", "id": 4926, "pid": 329833, "tid": 329884, "ts": 1714873177885643, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885708, "dur": 1, + "args": { + "External id": 4948, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4948, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4948, "pid": 0, "tid": 7, "ts": 1714873177885708, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885700, "dur": 11, + "args": { + "External id": 4948, + "cbid": 211, "correlation": 4948 + } + }, + { + "ph": "s", "id": 4948, "pid": 329833, "tid": 329884, "ts": 1714873177885700, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885733, "dur": 2, + "args": { + "External id": 4962, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4962, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4962, "pid": 0, "tid": 7, "ts": 1714873177885733, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885727, "dur": 10, + "args": { + "External id": 4962, + "cbid": 211, "correlation": 4962 + } + }, + { + "ph": "s", "id": 4962, "pid": 329833, "tid": 329884, "ts": 1714873177885727, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177885769, "dur": 1, + "args": { + "External id": 4978, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4978, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 4978, "pid": 0, "tid": 7, "ts": 1714873177885769, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885762, "dur": 10, + "args": { + "External id": 4978, + "cbid": 211, "correlation": 4978 + } + }, + { + "ph": "s", "id": 4978, "pid": 329833, "tid": 329884, "ts": 1714873177885762, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177885782, "dur": 3, + "args": { + "External id": 4985, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4985, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4985, "pid": 0, "tid": 7, "ts": 1714873177885782, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885776, "dur": 10, + "args": { + "External id": 4985, + "cbid": 211, "correlation": 4985 + } + }, + { + "ph": "s", "id": 4985, "pid": 329833, "tid": 329884, "ts": 1714873177885776, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885840, "dur": 2, + "args": { + "External id": 5007, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5007, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5007, "pid": 0, "tid": 7, "ts": 1714873177885840, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885832, "dur": 12, + "args": { + "External id": 5007, + "cbid": 211, "correlation": 5007 + } + }, + { + "ph": "s", "id": 5007, "pid": 329833, "tid": 329884, "ts": 1714873177885832, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885866, "dur": 2, + "args": { + "External id": 5021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5021, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5021, "pid": 0, "tid": 7, "ts": 1714873177885866, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885859, "dur": 10, + "args": { + "External id": 5021, + "cbid": 211, "correlation": 5021 + } + }, + { + "ph": "s", "id": 5021, "pid": 329833, "tid": 329884, "ts": 1714873177885859, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177885899, "dur": 1, + "args": { + "External id": 5037, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5037, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 5037, "pid": 0, "tid": 7, "ts": 1714873177885899, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885892, "dur": 10, + "args": { + "External id": 5037, + "cbid": 211, "correlation": 5037 + } + }, + { + "ph": "s", "id": 5037, "pid": 329833, "tid": 329884, "ts": 1714873177885892, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177885912, "dur": 4, + "args": { + "External id": 5044, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5044, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5044, "pid": 0, "tid": 7, "ts": 1714873177885912, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885906, "dur": 11, + "args": { + "External id": 5044, + "cbid": 211, "correlation": 5044 + } + }, + { + "ph": "s", "id": 5044, "pid": 329833, "tid": 329884, "ts": 1714873177885906, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885971, "dur": 1, + "args": { + "External id": 5066, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5066, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5066, "pid": 0, "tid": 7, "ts": 1714873177885971, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885963, "dur": 11, + "args": { + "External id": 5066, + "cbid": 211, "correlation": 5066 + } + }, + { + "ph": "s", "id": 5066, "pid": 329833, "tid": 329884, "ts": 1714873177885963, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177885996, "dur": 2, + "args": { + "External id": 5080, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5080, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5080, "pid": 0, "tid": 7, "ts": 1714873177885996, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177885989, "dur": 10, + "args": { + "External id": 5080, + "cbid": 211, "correlation": 5080 + } + }, + { + "ph": "s", "id": 5080, "pid": 329833, "tid": 329884, "ts": 1714873177885989, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177886022, "dur": 1, + "args": { + "External id": 5096, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5096, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5096, "pid": 0, "tid": 7, "ts": 1714873177886022, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886016, "dur": 9, + "args": { + "External id": 5096, + "cbid": 211, "correlation": 5096 + } + }, + { + "ph": "s", "id": 5096, "pid": 329833, "tid": 329884, "ts": 1714873177886016, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177886035, "dur": 4, + "args": { + "External id": 5103, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5103, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5103, "pid": 0, "tid": 7, "ts": 1714873177886035, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886029, "dur": 11, + "args": { + "External id": 5103, + "cbid": 211, "correlation": 5103 + } + }, + { + "ph": "s", "id": 5103, "pid": 329833, "tid": 329884, "ts": 1714873177886029, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886099, "dur": 1, + "args": { + "External id": 5125, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5125, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5125, "pid": 0, "tid": 7, "ts": 1714873177886099, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886092, "dur": 11, + "args": { + "External id": 5125, + "cbid": 211, "correlation": 5125 + } + }, + { + "ph": "s", "id": 5125, "pid": 329833, "tid": 329884, "ts": 1714873177886092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886164, "dur": 2, + "args": { + "External id": 5139, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5139, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5139, "pid": 0, "tid": 7, "ts": 1714873177886164, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886157, "dur": 11, + "args": { + "External id": 5139, + "cbid": 211, "correlation": 5139 + } + }, + { + "ph": "s", "id": 5139, "pid": 329833, "tid": 329884, "ts": 1714873177886157, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177886191, "dur": 16, + "args": { + "External id": 5155, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5155, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5155, "pid": 0, "tid": 7, "ts": 1714873177886191, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886185, "dur": 24, + "args": { + "External id": 5155, + "cbid": 211, "correlation": 5155 + } + }, + { + "ph": "s", "id": 5155, "pid": 329833, "tid": 329884, "ts": 1714873177886185, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177886219, "dur": 5, + "args": { + "External id": 5162, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5162, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5162, "pid": 0, "tid": 7, "ts": 1714873177886219, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886213, "dur": 12, + "args": { + "External id": 5162, + "cbid": 211, "correlation": 5162 + } + }, + { + "ph": "s", "id": 5162, "pid": 329833, "tid": 329884, "ts": 1714873177886213, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886285, "dur": 2, + "args": { + "External id": 5184, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5184, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5184, "pid": 0, "tid": 7, "ts": 1714873177886285, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886277, "dur": 12, + "args": { + "External id": 5184, + "cbid": 211, "correlation": 5184 + } + }, + { + "ph": "s", "id": 5184, "pid": 329833, "tid": 329884, "ts": 1714873177886277, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886311, "dur": 2, + "args": { + "External id": 5198, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5198, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5198, "pid": 0, "tid": 7, "ts": 1714873177886311, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886305, "dur": 11, + "args": { + "External id": 5198, + "cbid": 211, "correlation": 5198 + } + }, + { + "ph": "s", "id": 5198, "pid": 329833, "tid": 329884, "ts": 1714873177886305, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177886338, "dur": 24, + "args": { + "External id": 5214, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5214, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5214, "pid": 0, "tid": 7, "ts": 1714873177886338, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886332, "dur": 32, + "args": { + "External id": 5214, + "cbid": 211, "correlation": 5214 + } + }, + { + "ph": "s", "id": 5214, "pid": 329833, "tid": 329884, "ts": 1714873177886332, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177886373, "dur": 4, + "args": { + "External id": 5221, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5221, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5221, "pid": 0, "tid": 7, "ts": 1714873177886373, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886368, "dur": 11, + "args": { + "External id": 5221, + "cbid": 211, "correlation": 5221 + } + }, + { + "ph": "s", "id": 5221, "pid": 329833, "tid": 329884, "ts": 1714873177886368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886432, "dur": 2, + "args": { + "External id": 5243, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5243, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5243, "pid": 0, "tid": 7, "ts": 1714873177886432, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886424, "dur": 12, + "args": { + "External id": 5243, + "cbid": 211, "correlation": 5243 + } + }, + { + "ph": "s", "id": 5243, "pid": 329833, "tid": 329884, "ts": 1714873177886424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886463, "dur": 2, + "args": { + "External id": 5257, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5257, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5257, "pid": 0, "tid": 7, "ts": 1714873177886463, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886451, "dur": 17, + "args": { + "External id": 5257, + "cbid": 211, "correlation": 5257 + } + }, + { + "ph": "s", "id": 5257, "pid": 329833, "tid": 329884, "ts": 1714873177886451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177886499, "dur": 178, + "args": { + "External id": 5273, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5273, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5273, "pid": 0, "tid": 7, "ts": 1714873177886499, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886493, "dur": 186, + "args": { + "External id": 5273, + "cbid": 211, "correlation": 5273 + } + }, + { + "ph": "s", "id": 5273, "pid": 329833, "tid": 329884, "ts": 1714873177886493, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177886690, "dur": 4, + "args": { + "External id": 5280, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5280, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5280, "pid": 0, "tid": 7, "ts": 1714873177886690, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886684, "dur": 12, + "args": { + "External id": 5280, + "cbid": 211, "correlation": 5280 + } + }, + { + "ph": "s", "id": 5280, "pid": 329833, "tid": 329884, "ts": 1714873177886684, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886748, "dur": 2, + "args": { + "External id": 5302, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5302, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5302, "pid": 0, "tid": 7, "ts": 1714873177886748, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886741, "dur": 11, + "args": { + "External id": 5302, + "cbid": 211, "correlation": 5302 + } + }, + { + "ph": "s", "id": 5302, "pid": 329833, "tid": 329884, "ts": 1714873177886741, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886774, "dur": 2, + "args": { + "External id": 5316, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5316, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5316, "pid": 0, "tid": 7, "ts": 1714873177886774, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886768, "dur": 10, + "args": { + "External id": 5316, + "cbid": 211, "correlation": 5316 + } + }, + { + "ph": "s", "id": 5316, "pid": 329833, "tid": 329884, "ts": 1714873177886768, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177886813, "dur": 1, + "args": { + "External id": 5332, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5332, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5332, "pid": 0, "tid": 7, "ts": 1714873177886813, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886806, "dur": 10, + "args": { + "External id": 5332, + "cbid": 211, "correlation": 5332 + } + }, + { + "ph": "s", "id": 5332, "pid": 329833, "tid": 329884, "ts": 1714873177886806, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177886852, "dur": 5, + "args": { + "External id": 5339, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5339, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5339, "pid": 0, "tid": 7, "ts": 1714873177886852, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886821, "dur": 38, + "args": { + "External id": 5339, + "cbid": 211, "correlation": 5339 + } + }, + { + "ph": "s", "id": 5339, "pid": 329833, "tid": 329884, "ts": 1714873177886821, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886925, "dur": 2, + "args": { + "External id": 5361, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5361, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5361, "pid": 0, "tid": 7, "ts": 1714873177886925, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886917, "dur": 11, + "args": { + "External id": 5361, + "cbid": 211, "correlation": 5361 + } + }, + { + "ph": "s", "id": 5361, "pid": 329833, "tid": 329884, "ts": 1714873177886917, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177886950, "dur": 2, + "args": { + "External id": 5375, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5375, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5375, "pid": 0, "tid": 7, "ts": 1714873177886950, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886944, "dur": 10, + "args": { + "External id": 5375, + "cbid": 211, "correlation": 5375 + } + }, + { + "ph": "s", "id": 5375, "pid": 329833, "tid": 329884, "ts": 1714873177886944, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177886977, "dur": 1, + "args": { + "External id": 5391, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5391, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 5391, "pid": 0, "tid": 7, "ts": 1714873177886977, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886971, "dur": 9, + "args": { + "External id": 5391, + "cbid": 211, "correlation": 5391 + } + }, + { + "ph": "s", "id": 5391, "pid": 329833, "tid": 329884, "ts": 1714873177886971, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177886990, "dur": 3, + "args": { + "External id": 5398, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5398, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5398, "pid": 0, "tid": 7, "ts": 1714873177886990, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177886984, "dur": 10, + "args": { + "External id": 5398, + "cbid": 211, "correlation": 5398 + } + }, + { + "ph": "s", "id": 5398, "pid": 329833, "tid": 329884, "ts": 1714873177886984, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887054, "dur": 1, + "args": { + "External id": 5420, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5420, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5420, "pid": 0, "tid": 7, "ts": 1714873177887054, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887046, "dur": 12, + "args": { + "External id": 5420, + "cbid": 211, "correlation": 5420 + } + }, + { + "ph": "s", "id": 5420, "pid": 329833, "tid": 329884, "ts": 1714873177887046, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887098, "dur": 2, + "args": { + "External id": 5434, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5434, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5434, "pid": 0, "tid": 7, "ts": 1714873177887098, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887091, "dur": 11, + "args": { + "External id": 5434, + "cbid": 211, "correlation": 5434 + } + }, + { + "ph": "s", "id": 5434, "pid": 329833, "tid": 329884, "ts": 1714873177887091, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177887126, "dur": 1, + "args": { + "External id": 5450, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5450, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 5450, "pid": 0, "tid": 7, "ts": 1714873177887126, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887119, "dur": 10, + "args": { + "External id": 5450, + "cbid": 211, "correlation": 5450 + } + }, + { + "ph": "s", "id": 5450, "pid": 329833, "tid": 329884, "ts": 1714873177887119, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177887139, "dur": 3, + "args": { + "External id": 5457, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5457, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5457, "pid": 0, "tid": 7, "ts": 1714873177887139, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887133, "dur": 10, + "args": { + "External id": 5457, + "cbid": 211, "correlation": 5457 + } + }, + { + "ph": "s", "id": 5457, "pid": 329833, "tid": 329884, "ts": 1714873177887133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887196, "dur": 1, + "args": { + "External id": 5479, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5479, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5479, "pid": 0, "tid": 7, "ts": 1714873177887196, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887188, "dur": 11, + "args": { + "External id": 5479, + "cbid": 211, "correlation": 5479 + } + }, + { + "ph": "s", "id": 5479, "pid": 329833, "tid": 329884, "ts": 1714873177887188, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887228, "dur": 2, + "args": { + "External id": 5493, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5493, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5493, "pid": 0, "tid": 7, "ts": 1714873177887228, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887221, "dur": 11, + "args": { + "External id": 5493, + "cbid": 211, "correlation": 5493 + } + }, + { + "ph": "s", "id": 5493, "pid": 329833, "tid": 329884, "ts": 1714873177887221, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177887255, "dur": 1, + "args": { + "External id": 5509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5509, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5509, "pid": 0, "tid": 7, "ts": 1714873177887255, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887248, "dur": 9, + "args": { + "External id": 5509, + "cbid": 211, "correlation": 5509 + } + }, + { + "ph": "s", "id": 5509, "pid": 329833, "tid": 329884, "ts": 1714873177887248, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177887267, "dur": 6, + "args": { + "External id": 5516, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5516, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5516, "pid": 0, "tid": 7, "ts": 1714873177887267, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887262, "dur": 13, + "args": { + "External id": 5516, + "cbid": 211, "correlation": 5516 + } + }, + { + "ph": "s", "id": 5516, "pid": 329833, "tid": 329884, "ts": 1714873177887262, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887328, "dur": 1, + "args": { + "External id": 5538, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5538, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5538, "pid": 0, "tid": 7, "ts": 1714873177887328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887320, "dur": 11, + "args": { + "External id": 5538, + "cbid": 211, "correlation": 5538 + } + }, + { + "ph": "s", "id": 5538, "pid": 329833, "tid": 329884, "ts": 1714873177887320, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887353, "dur": 2, + "args": { + "External id": 5552, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5552, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5552, "pid": 0, "tid": 7, "ts": 1714873177887353, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887346, "dur": 10, + "args": { + "External id": 5552, + "cbid": 211, "correlation": 5552 + } + }, + { + "ph": "s", "id": 5552, "pid": 329833, "tid": 329884, "ts": 1714873177887346, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177887386, "dur": 4, + "args": { + "External id": 5568, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5568, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5568, "pid": 0, "tid": 7, "ts": 1714873177887386, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887379, "dur": 12, + "args": { + "External id": 5568, + "cbid": 211, "correlation": 5568 + } + }, + { + "ph": "s", "id": 5568, "pid": 329833, "tid": 329884, "ts": 1714873177887379, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177887401, "dur": 3, + "args": { + "External id": 5575, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5575, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5575, "pid": 0, "tid": 7, "ts": 1714873177887401, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887396, "dur": 10, + "args": { + "External id": 5575, + "cbid": 211, "correlation": 5575 + } + }, + { + "ph": "s", "id": 5575, "pid": 329833, "tid": 329884, "ts": 1714873177887396, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887458, "dur": 2, + "args": { + "External id": 5597, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5597, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5597, "pid": 0, "tid": 7, "ts": 1714873177887458, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887451, "dur": 11, + "args": { + "External id": 5597, + "cbid": 211, "correlation": 5597 + } + }, + { + "ph": "s", "id": 5597, "pid": 329833, "tid": 329884, "ts": 1714873177887451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887484, "dur": 2, + "args": { + "External id": 5611, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5611, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5611, "pid": 0, "tid": 7, "ts": 1714873177887484, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887477, "dur": 10, + "args": { + "External id": 5611, + "cbid": 211, "correlation": 5611 + } + }, + { + "ph": "s", "id": 5611, "pid": 329833, "tid": 329884, "ts": 1714873177887477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177887517, "dur": 1, + "args": { + "External id": 5627, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5627, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 5627, "pid": 0, "tid": 7, "ts": 1714873177887517, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887510, "dur": 10, + "args": { + "External id": 5627, + "cbid": 211, "correlation": 5627 + } + }, + { + "ph": "s", "id": 5627, "pid": 329833, "tid": 329884, "ts": 1714873177887510, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177887530, "dur": 4, + "args": { + "External id": 5634, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5634, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5634, "pid": 0, "tid": 7, "ts": 1714873177887530, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887525, "dur": 11, + "args": { + "External id": 5634, + "cbid": 211, "correlation": 5634 + } + }, + { + "ph": "s", "id": 5634, "pid": 329833, "tid": 329884, "ts": 1714873177887525, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887589, "dur": 1, + "args": { + "External id": 5656, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5656, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5656, "pid": 0, "tid": 7, "ts": 1714873177887589, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887581, "dur": 11, + "args": { + "External id": 5656, + "cbid": 211, "correlation": 5656 + } + }, + { + "ph": "s", "id": 5656, "pid": 329833, "tid": 329884, "ts": 1714873177887581, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887614, "dur": 2, + "args": { + "External id": 5670, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5670, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5670, "pid": 0, "tid": 7, "ts": 1714873177887614, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887607, "dur": 10, + "args": { + "External id": 5670, + "cbid": 211, "correlation": 5670 + } + }, + { + "ph": "s", "id": 5670, "pid": 329833, "tid": 329884, "ts": 1714873177887607, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177887640, "dur": 2, + "args": { + "External id": 5686, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5686, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5686, "pid": 0, "tid": 7, "ts": 1714873177887640, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887634, "dur": 11, + "args": { + "External id": 5686, + "cbid": 211, "correlation": 5686 + } + }, + { + "ph": "s", "id": 5686, "pid": 329833, "tid": 329884, "ts": 1714873177887634, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177887654, "dur": 3, + "args": { + "External id": 5693, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5693, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5693, "pid": 0, "tid": 7, "ts": 1714873177887654, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887649, "dur": 10, + "args": { + "External id": 5693, + "cbid": 211, "correlation": 5693 + } + }, + { + "ph": "s", "id": 5693, "pid": 329833, "tid": 329884, "ts": 1714873177887649, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887717, "dur": 2, + "args": { + "External id": 5715, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5715, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5715, "pid": 0, "tid": 7, "ts": 1714873177887717, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887710, "dur": 12, + "args": { + "External id": 5715, + "cbid": 211, "correlation": 5715 + } + }, + { + "ph": "s", "id": 5715, "pid": 329833, "tid": 329884, "ts": 1714873177887710, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887742, "dur": 2, + "args": { + "External id": 5729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5729, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5729, "pid": 0, "tid": 7, "ts": 1714873177887742, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887737, "dur": 9, + "args": { + "External id": 5729, + "cbid": 211, "correlation": 5729 + } + }, + { + "ph": "s", "id": 5729, "pid": 329833, "tid": 329884, "ts": 1714873177887737, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177887769, "dur": 4, + "args": { + "External id": 5745, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5745, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5745, "pid": 0, "tid": 7, "ts": 1714873177887769, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887762, "dur": 13, + "args": { + "External id": 5745, + "cbid": 211, "correlation": 5745 + } + }, + { + "ph": "s", "id": 5745, "pid": 329833, "tid": 329884, "ts": 1714873177887762, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177887785, "dur": 3, + "args": { + "External id": 5752, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5752, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5752, "pid": 0, "tid": 7, "ts": 1714873177887785, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887779, "dur": 10, + "args": { + "External id": 5752, + "cbid": 211, "correlation": 5752 + } + }, + { + "ph": "s", "id": 5752, "pid": 329833, "tid": 329884, "ts": 1714873177887779, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887842, "dur": 1, + "args": { + "External id": 5774, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5774, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5774, "pid": 0, "tid": 7, "ts": 1714873177887842, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887834, "dur": 11, + "args": { + "External id": 5774, + "cbid": 211, "correlation": 5774 + } + }, + { + "ph": "s", "id": 5774, "pid": 329833, "tid": 329884, "ts": 1714873177887834, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177887877, "dur": 2, + "args": { + "External id": 5788, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5788, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5788, "pid": 0, "tid": 7, "ts": 1714873177887877, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887870, "dur": 11, + "args": { + "External id": 5788, + "cbid": 211, "correlation": 5788 + } + }, + { + "ph": "s", "id": 5788, "pid": 329833, "tid": 329884, "ts": 1714873177887870, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177887905, "dur": 258, + "args": { + "External id": 5804, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5804, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5804, "pid": 0, "tid": 7, "ts": 1714873177887905, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177887898, "dur": 266, + "args": { + "External id": 5804, + "cbid": 211, "correlation": 5804 + } + }, + { + "ph": "s", "id": 5804, "pid": 329833, "tid": 329884, "ts": 1714873177887898, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177888175, "dur": 4, + "args": { + "External id": 5811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5811, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5811, "pid": 0, "tid": 7, "ts": 1714873177888175, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177888169, "dur": 12, + "args": { + "External id": 5811, + "cbid": 211, "correlation": 5811 + } + }, + { + "ph": "s", "id": 5811, "pid": 329833, "tid": 329884, "ts": 1714873177888169, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177888230, "dur": 1, + "args": { + "External id": 5831, + "cbid": 210, "correlation": 5831 + } + }, + { + "ph": "f", "id": 5831, "pid": 329833, "tid": 329884, "ts": 1714873177888230, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714873177888239, "dur": 4, + "args": { + "External id": 5832, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5832, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5832, "pid": 0, "tid": 7, "ts": 1714873177888239, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177888232, "dur": 14, + "args": { + "External id": 5832, + "cbid": 211, "correlation": 5832 + } + }, + { + "ph": "s", "id": 5832, "pid": 329833, "tid": 329884, "ts": 1714873177888232, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177888266, "dur": 1, + "args": { + "External id": 5844, + "cbid": 210, "correlation": 5844 + } + }, + { + "ph": "f", "id": 5844, "pid": 329833, "tid": 329884, "ts": 1714873177888266, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714873177888275, "dur": 6, + "args": { + "External id": 5845, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5845, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5845, "pid": 0, "tid": 7, "ts": 1714873177888275, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177888268, "dur": 15, + "args": { + "External id": 5845, + "cbid": 211, "correlation": 5845 + } + }, + { + "ph": "s", "id": 5845, "pid": 329833, "tid": 329884, "ts": 1714873177888268, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177888317, "dur": 8, + "args": { + "External id": 5858, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5858, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5858, "pid": 0, "tid": 7, "ts": 1714873177888317, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177888309, "dur": 18, + "args": { + "External id": 5858, + "cbid": 211, "correlation": 5858 + } + }, + { + "ph": "s", "id": 5858, "pid": 329833, "tid": 329884, "ts": 1714873177888309, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177888402, "dur": 1, + "args": { + "External id": 5884, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5884, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5884, "pid": 0, "tid": 7, "ts": 1714873177888402, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177888394, "dur": 12, + "args": { + "External id": 5884, + "cbid": 211, "correlation": 5884 + } + }, + { + "ph": "s", "id": 5884, "pid": 329833, "tid": 329884, "ts": 1714873177888394, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714873177888453, "dur": 5, + "args": { + "External id": 5900, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5900, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5900, "pid": 0, "tid": 7, "ts": 1714873177888453, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177888445, "dur": 15, + "args": { + "External id": 5900, + "cbid": 211, "correlation": 5900 + } + }, + { + "ph": "s", "id": 5900, "pid": 329833, "tid": 329884, "ts": 1714873177888445, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177888488, "dur": 7, + "args": { + "External id": 5913, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5913, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5913, "pid": 0, "tid": 7, "ts": 1714873177888488, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177888481, "dur": 16, + "args": { + "External id": 5913, + "cbid": 211, "correlation": 5913 + } + }, + { + "ph": "s", "id": 5913, "pid": 329833, "tid": 329884, "ts": 1714873177888481, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 329833, "tid": 329833, + "ts": 1714873177888690, "dur": 1, + "args": { + "External id": 5934, + "cbid": 317, "correlation": 5934 + } + }, + { + "ph": "f", "id": 5934, "pid": 329833, "tid": 329833, "ts": 1714873177888690, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177889073, "dur": 826, + "args": { + "External id": 5937, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5937, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5937, "pid": 0, "tid": 7, "ts": 1714873177889073, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177889061, "dur": 842, + "args": { + "External id": 5937, + "cbid": 211, "correlation": 5937 + } + }, + { + "ph": "s", "id": 5937, "pid": 329833, "tid": 329833, "ts": 1714873177889061, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177889914, "dur": 817, + "args": { + "External id": 5940, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5940, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5940, "pid": 0, "tid": 7, "ts": 1714873177889914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177889906, "dur": 827, + "args": { + "External id": 5940, + "cbid": 211, "correlation": 5940 + } + }, + { + "ph": "s", "id": 5940, "pid": 329833, "tid": 329833, "ts": 1714873177889906, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous 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"External id": 6393, + "device": 0, "context": 1, + "stream": 7, "correlation": 6393, + "bytes": 3328, "memory bandwidth (GB/s)": 6.117647058823529 + } + }, + { + "ph": "f", "id": 6393, "pid": 0, "tid": 7, "ts": 1714873177914336, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177914327, "dur": 5, + "args": { + "External id": 6393, + "cbid": 41, "correlation": 6393 + } + }, + { + "ph": "s", "id": 6393, "pid": 329833, "tid": 329833, "ts": 1714873177914327, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 329833, "tid": 329833, + "ts": 1714873177914333, "dur": 5, + "args": { + "External id": 6394, + "cbid": 131, "correlation": 6394 + } + }, + { + "ph": "s", "id": 6394, "pid": 329833, "tid": 329833, "ts": 1714873177914333, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714873177914365, "dur": 0, + "args": { + "External id": 6407, + "device": 0, "context": 1, + "stream": 7, "correlation": 6407, + "bytes": 13312, "memory bandwidth (GB/s)": 13.419354838709678 + } + }, + { + "ph": "f", "id": 6407, "pid": 0, "tid": 7, "ts": 1714873177914365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177914357, "dur": 4, + "args": { + "External id": 6407, + "cbid": 41, "correlation": 6407 + } + }, + { + "ph": "s", "id": 6407, "pid": 329833, "tid": 329833, "ts": 1714873177914357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 329833, "tid": 329833, + "ts": 1714873177914362, "dur": 5, + "args": { + "External id": 6408, + "cbid": 131, "correlation": 6408 + } + }, + { + "ph": "s", "id": 6408, "pid": 329833, "tid": 329833, "ts": 1714873177914362, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714873177914459, "dur": 5, + "args": { + "External id": 6421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6421, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 6421, "pid": 0, "tid": 7, "ts": 1714873177914459, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177914449, "dur": 18, + "args": { + "External id": 6421, + "cbid": 211, "correlation": 6421 + } + }, + { + "ph": "s", "id": 6421, "pid": 329833, "tid": 329833, "ts": 1714873177914449, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void 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"ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177914503, "dur": 12, + "args": { + "External id": 6432, + "cbid": 211, "correlation": 6432 + } + }, + { + "ph": "s", "id": 6432, "pid": 329833, "tid": 329833, "ts": 1714873177914503, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329833, + "ts": 1714873177914561, "dur": 1, + "args": { + "External id": 6448, + "cbid": 210, "correlation": 6448 + } + }, + { + "ph": "f", "id": 6448, "pid": 329833, "tid": 329833, "ts": 1714873177914561, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714873177914572, "dur": 5, + "args": { + "External id": 6449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6449, + 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const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177914658, "dur": 2, + "args": { + "External id": 6469, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6469, + "registers per thread": 26, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6469, "pid": 0, "tid": 7, "ts": 1714873177914658, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177914650, "dur": 12, + "args": { + "External id": 6469, + "cbid": 211, "correlation": 6469 + } + }, + { + "ph": "s", "id": 6469, "pid": 329833, "tid": 329833, "ts": 1714873177914650, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, 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at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177915827, "dur": 2, + "args": { + "External id": 6869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6869, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6869, "pid": 0, "tid": 7, "ts": 1714873177915827, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177915819, "dur": 13, + "args": { + "External id": 6869, + "cbid": 211, "correlation": 6869 + } + }, + { + "ph": "s", "id": 6869, "pid": 329833, "tid": 329833, "ts": 1714873177915819, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177915958, "dur": 2, + "args": { + "External id": 6919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6919, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6919, "pid": 0, "tid": 7, "ts": 1714873177915958, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177915950, "dur": 12, + "args": { + "External id": 6919, + "cbid": 211, "correlation": 6919 + } + }, + { + "ph": "s", "id": 6919, "pid": 329833, "tid": 329833, "ts": 1714873177915950, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177916022, "dur": 2, + "args": { + "External id": 6944, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6944, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6944, "pid": 0, "tid": 7, "ts": 1714873177916022, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916014, "dur": 12, + "args": { + "External id": 6944, + "cbid": 211, "correlation": 6944 + } 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"X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916212, "dur": 13, + "args": { + "External id": 7019, + "cbid": 211, "correlation": 7019 + } + }, + { + "ph": "s", "id": 7019, "pid": 329833, "tid": 329833, "ts": 1714873177916212, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177916288, "dur": 2, + "args": { + "External id": 7044, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7044, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7044, "pid": 0, "tid": 7, "ts": 1714873177916288, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916280, "dur": 13, + "args": { + "External id": 7044, + "cbid": 211, "correlation": 7044 + } + }, + { + "ph": "s", "id": 7044, "pid": 329833, "tid": 329833, "ts": 1714873177916280, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177916352, "dur": 2, + "args": { + "External id": 7069, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7069, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7069, "pid": 0, "tid": 7, "ts": 1714873177916352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916344, "dur": 13, + "args": { + "External id": 7069, + "cbid": 211, "correlation": 7069 + } + }, + { + "ph": "s", "id": 7069, "pid": 329833, "tid": 329833, "ts": 1714873177916344, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177916419, "dur": 2, + "args": { + "External id": 7094, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7094, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7094, "pid": 0, "tid": 7, "ts": 1714873177916419, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916411, "dur": 13, + "args": { + "External id": 7094, + "cbid": 211, "correlation": 7094 + } + }, + { + "ph": "s", "id": 7094, "pid": 329833, "tid": 329833, "ts": 1714873177916411, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177916486, "dur": 2, + "args": { + "External id": 7119, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7119, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7119, "pid": 0, "tid": 7, "ts": 1714873177916486, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916478, "dur": 13, + "args": { + "External id": 7119, + "cbid": 211, "correlation": 7119 + } + }, + { + "ph": "s", "id": 7119, "pid": 329833, "tid": 329833, "ts": 1714873177916478, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714873177916550, "dur": 3, + "args": { + "External id": 7130, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7130, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 7130, "pid": 0, "tid": 7, "ts": 1714873177916550, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916541, "dur": 14, + "args": { + "External id": 7130, + "cbid": 211, "correlation": 7130 + } + }, + { + "ph": "s", "id": 7130, "pid": 329833, "tid": 329833, "ts": 1714873177916541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714873177916610, "dur": 155, + "args": { + "External id": 7142, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7142, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7142, "pid": 0, "tid": 7, "ts": 1714873177916610, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916602, "dur": 165, + "args": { + "External id": 7142, + "cbid": 211, "correlation": 7142 + } + }, + { + "ph": "s", "id": 7142, "pid": 329833, "tid": 329833, "ts": 1714873177916602, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329833, + "ts": 1714873177916837, "dur": 1, + "args": { + "External id": 7156, + "cbid": 210, "correlation": 7156 + } + }, + { + "ph": "f", "id": 7156, "pid": 329833, "tid": 329833, "ts": 1714873177916837, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714873177916848, "dur": 444, + "args": { + "External id": 7157, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7157, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 7157, "pid": 0, "tid": 7, "ts": 1714873177916848, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177916839, "dur": 455, + "args": { + "External id": 7157, + "cbid": 211, "correlation": 7157 + } + }, + { + "ph": "s", "id": 7157, "pid": 329833, "tid": 329833, "ts": 1714873177916839, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714873177917302, "dur": 7, + "args": { + "External id": 7159, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7159, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 7159, "pid": 0, "tid": 7, "ts": 1714873177917302, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917296, "dur": 15, + "args": { + "External id": 7159, + "cbid": 211, "correlation": 7159 + } + }, + { + "ph": "s", "id": 7159, "pid": 329833, "tid": 329833, "ts": 1714873177917296, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177917350, "dur": 1, + "args": { + "External id": 7170, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7170, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7170, "pid": 0, "tid": 7, "ts": 1714873177917350, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917342, "dur": 11, + "args": { + "External id": 7170, + "cbid": 211, "correlation": 7170 + } + }, + { + "ph": "s", "id": 7170, "pid": 329833, "tid": 329833, "ts": 1714873177917342, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177917411, "dur": 2, + "args": { + "External id": 7183, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7183, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7183, "pid": 0, "tid": 7, "ts": 1714873177917411, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917402, "dur": 13, + "args": { + "External id": 7183, + "cbid": 211, "correlation": 7183 + } + }, + { + "ph": "s", "id": 7183, "pid": 329833, "tid": 329833, "ts": 1714873177917402, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714873177917433, "dur": 2, + "args": { + "External id": 7191, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7191, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7191, "pid": 0, "tid": 7, "ts": 1714873177917433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917427, "dur": 11, + "args": { + "External id": 7191, + "cbid": 211, "correlation": 7191 + } + }, + { + "ph": "s", "id": 7191, "pid": 329833, "tid": 329833, "ts": 1714873177917427, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177917475, "dur": 1, + "args": { + "External id": 7201, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7201, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7201, "pid": 0, "tid": 7, "ts": 1714873177917475, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917467, "dur": 11, + "args": { + "External id": 7201, + "cbid": 211, "correlation": 7201 + } + }, + { + "ph": "s", "id": 7201, "pid": 329833, "tid": 329833, "ts": 1714873177917467, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177917568, "dur": 2, + "args": { + "External id": 7214, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7214, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7214, "pid": 0, "tid": 7, "ts": 1714873177917568, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917559, "dur": 13, + "args": { + "External id": 7214, + "cbid": 211, "correlation": 7214 + } + }, + { + "ph": "s", "id": 7214, "pid": 329833, "tid": 329833, "ts": 1714873177917559, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177917598, "dur": 5, + "args": { + "External id": 7226, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7226, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7226, "pid": 0, "tid": 7, "ts": 1714873177917598, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917590, "dur": 14, + "args": { + "External id": 7226, + "cbid": 211, "correlation": 7226 + } + }, + { + "ph": "s", "id": 7226, "pid": 329833, "tid": 329833, "ts": 1714873177917590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714873177917629, "dur": 1, + "args": { + "External id": 7234, + "device": 0, "context": 1, + "stream": 7, "correlation": 7234, + "bytes": 4, "memory bandwidth (GB/s)": 0.0026041666666666665 + } + }, + { + "ph": "f", "id": 7234, "pid": 0, "tid": 7, "ts": 1714873177917629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177917617, "dur": 15, + "args": { + "External id": 7234, + "cbid": 41, "correlation": 7234 + } + }, + { + "ph": "s", "id": 7234, "pid": 329833, "tid": 329833, "ts": 1714873177917617, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177917877, "dur": 1, + "args": { + "External id": 7249, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7249, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7249, "pid": 0, "tid": 7, "ts": 1714873177917877, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177917868, "dur": 13, + "args": { + "External id": 7249, + "cbid": 211, "correlation": 7249 + } + }, + { + "ph": "s", "id": 7249, "pid": 329833, "tid": 329833, "ts": 1714873177917868, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177918014, "dur": 2, + "args": { + "External id": 7265, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7265, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7265, "pid": 0, "tid": 7, "ts": 1714873177918014, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918002, "dur": 17, + "args": { + "External id": 7265, + "cbid": 211, "correlation": 7265 + } + }, + { + "ph": "s", "id": 7265, "pid": 329833, "tid": 329884, "ts": 1714873177918002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177918041, "dur": 1, + "args": { + "External id": 7269, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7269, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7269, "pid": 0, "tid": 7, "ts": 1714873177918041, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918033, "dur": 11, + "args": { + "External id": 7269, + "cbid": 211, "correlation": 7269 + } + }, + { + "ph": "s", "id": 7269, "pid": 329833, "tid": 329884, "ts": 1714873177918033, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177918097, "dur": 1, + "args": { + "External id": 7289, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7289, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7289, "pid": 0, "tid": 7, "ts": 1714873177918097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918088, "dur": 12, + "args": { + "External id": 7289, + "cbid": 211, "correlation": 7289 + } + }, + { + "ph": "s", "id": 7289, "pid": 329833, "tid": 329884, "ts": 1714873177918088, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714873177918146, "dur": 1, + "args": { + "External id": 7305, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7305, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7305, "pid": 0, "tid": 7, "ts": 1714873177918146, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918138, "dur": 12, + "args": { + "External id": 7305, + "cbid": 211, "correlation": 7305 + } + }, + { + "ph": "s", "id": 7305, "pid": 329833, "tid": 329884, "ts": 1714873177918138, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177918179, "dur": 2, + "args": { + "External id": 7317, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7317, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7317, "pid": 0, "tid": 7, "ts": 1714873177918179, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918172, "dur": 12, + "args": { + "External id": 7317, + "cbid": 211, "correlation": 7317 + } + }, + { + "ph": "s", "id": 7317, "pid": 329833, "tid": 329884, "ts": 1714873177918172, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177918213, "dur": 4, + "args": { + "External id": 7331, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7331, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7331, "pid": 0, "tid": 7, "ts": 1714873177918213, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918205, "dur": 14, + "args": { + "External id": 7331, + "cbid": 211, "correlation": 7331 + } + }, + { + "ph": "s", "id": 7331, "pid": 329833, "tid": 329884, "ts": 1714873177918205, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177918315, "dur": 1, + "args": { + "External id": 7357, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7357, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7357, "pid": 0, "tid": 7, "ts": 1714873177918315, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918306, "dur": 12, + "args": { + "External id": 7357, + "cbid": 211, "correlation": 7357 + } + }, + { + "ph": "s", "id": 7357, "pid": 329833, "tid": 329884, "ts": 1714873177918306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177918353, "dur": 1, + "args": { + "External id": 7373, + "cbid": 210, "correlation": 7373 + } + }, + { + "ph": "f", "id": 7373, "pid": 329833, "tid": 329884, "ts": 1714873177918353, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714873177918363, "dur": 270, + "args": { + "External id": 7374, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7374, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 7374, "pid": 0, "tid": 7, "ts": 1714873177918363, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918355, "dur": 280, + "args": { + "External id": 7374, + "cbid": 211, "correlation": 7374 + } + }, + { + "ph": "s", "id": 7374, "pid": 329833, "tid": 329884, "ts": 1714873177918355, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177918655, "dur": 0, + "args": { + "External id": 7386, + "cbid": 210, "correlation": 7386 + } + }, + { + "ph": "f", "id": 7386, "pid": 329833, "tid": 329884, "ts": 1714873177918655, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714873177918665, "dur": 268, + "args": { + "External id": 7387, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7387, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7387, "pid": 0, "tid": 7, "ts": 1714873177918665, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918657, "dur": 278, + "args": { + "External id": 7387, + "cbid": 211, "correlation": 7387 + } + }, + { + "ph": "s", "id": 7387, "pid": 329833, "tid": 329884, "ts": 1714873177918657, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177918966, "dur": 8, + "args": { + "External id": 7400, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7400, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7400, "pid": 0, "tid": 7, "ts": 1714873177918966, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177918957, "dur": 19, + "args": { + "External id": 7400, + "cbid": 211, "correlation": 7400 + } + }, + { + "ph": "s", "id": 7400, "pid": 329833, "tid": 329884, "ts": 1714873177918957, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177919079, "dur": 170, + "args": { + "External id": 7432, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7432, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7432, "pid": 0, "tid": 7, "ts": 1714873177919079, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919071, "dur": 180, + "args": { + "External id": 7432, + "cbid": 211, "correlation": 7432 + } + }, + { + "ph": "s", "id": 7432, "pid": 329833, "tid": 329884, "ts": 1714873177919071, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177919278, "dur": 151, + "args": { + "External id": 7444, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7444, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 7444, "pid": 0, "tid": 7, "ts": 1714873177919278, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919270, "dur": 161, + "args": { + "External id": 7444, + "cbid": 211, "correlation": 7444 + } + }, + { + "ph": "s", "id": 7444, "pid": 329833, "tid": 329884, "ts": 1714873177919270, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177919471, "dur": 2, + "args": { + "External id": 7455, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7455, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 7455, "pid": 0, "tid": 7, "ts": 1714873177919471, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919463, "dur": 12, + "args": { + "External id": 7455, + "cbid": 211, "correlation": 7455 + } + }, + { + "ph": "s", "id": 7455, "pid": 329833, "tid": 329884, "ts": 1714873177919463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177919676, "dur": 2, + "args": { + "External id": 7483, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7483, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7483, "pid": 0, "tid": 7, "ts": 1714873177919676, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919667, "dur": 13, + "args": { + "External id": 7483, + "cbid": 211, "correlation": 7483 + } + }, + { + "ph": "s", "id": 7483, "pid": 329833, "tid": 329884, "ts": 1714873177919667, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177919745, "dur": 2, + "args": { + "External id": 7497, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7497, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7497, "pid": 0, "tid": 7, "ts": 1714873177919745, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919733, "dur": 16, + "args": { + "External id": 7497, + "cbid": 211, "correlation": 7497 + } + }, + { + "ph": "s", "id": 7497, "pid": 329833, "tid": 329884, "ts": 1714873177919733, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177919776, "dur": 1, + "args": { + "External id": 7513, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7513, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 7513, "pid": 0, "tid": 7, "ts": 1714873177919776, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919769, "dur": 9, + "args": { + "External id": 7513, + "cbid": 211, "correlation": 7513 + } + }, + { + "ph": "s", "id": 7513, "pid": 329833, "tid": 329884, "ts": 1714873177919769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177919790, "dur": 4, + "args": { + "External id": 7520, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7520, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7520, "pid": 0, "tid": 7, "ts": 1714873177919790, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919783, "dur": 12, + "args": { + "External id": 7520, + "cbid": 211, "correlation": 7520 + } + }, + { + "ph": "s", "id": 7520, "pid": 329833, "tid": 329884, "ts": 1714873177919783, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177919860, "dur": 1, + "args": { + "External id": 7542, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7542, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7542, "pid": 0, "tid": 7, "ts": 1714873177919860, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919852, "dur": 12, + "args": { + "External id": 7542, + "cbid": 211, "correlation": 7542 + } + }, + { + "ph": "s", "id": 7542, "pid": 329833, "tid": 329884, "ts": 1714873177919852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177919886, "dur": 2, + "args": { + "External id": 7556, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7556, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7556, "pid": 0, "tid": 7, "ts": 1714873177919886, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919880, "dur": 10, + "args": { + "External id": 7556, + "cbid": 211, "correlation": 7556 + } + }, + { + "ph": "s", "id": 7556, "pid": 329833, "tid": 329884, "ts": 1714873177919880, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177919920, "dur": 1, + "args": { + "External id": 7572, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7572, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 7572, "pid": 0, "tid": 7, "ts": 1714873177919920, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919913, "dur": 10, + "args": { + "External id": 7572, + "cbid": 211, "correlation": 7572 + } + }, + { + "ph": "s", "id": 7572, "pid": 329833, "tid": 329884, "ts": 1714873177919913, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177919933, "dur": 4, + "args": { + "External id": 7579, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7579, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7579, "pid": 0, "tid": 7, "ts": 1714873177919933, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919927, "dur": 11, + "args": { + "External id": 7579, + "cbid": 211, "correlation": 7579 + } + }, + { + "ph": "s", "id": 7579, "pid": 329833, "tid": 329884, "ts": 1714873177919927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177919994, "dur": 1, + "args": { + "External id": 7601, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7601, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7601, "pid": 0, "tid": 7, "ts": 1714873177919994, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177919986, "dur": 11, + "args": { + "External id": 7601, + "cbid": 211, "correlation": 7601 + } + }, + { + "ph": "s", "id": 7601, "pid": 329833, "tid": 329884, "ts": 1714873177919986, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920019, "dur": 2, + "args": { + "External id": 7615, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7615, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7615, "pid": 0, "tid": 7, "ts": 1714873177920019, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920013, "dur": 10, + "args": { + "External id": 7615, + "cbid": 211, "correlation": 7615 + } + }, + { + "ph": "s", "id": 7615, "pid": 329833, "tid": 329884, "ts": 1714873177920013, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177920052, "dur": 2, + "args": { + "External id": 7631, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7631, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7631, "pid": 0, "tid": 7, "ts": 1714873177920052, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920045, "dur": 10, + "args": { + "External id": 7631, + "cbid": 211, "correlation": 7631 + } + }, + { + "ph": "s", "id": 7631, "pid": 329833, "tid": 329884, "ts": 1714873177920045, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177920066, "dur": 3, + "args": { + "External id": 7638, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7638, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7638, "pid": 0, "tid": 7, "ts": 1714873177920066, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920060, "dur": 10, + "args": { + "External id": 7638, + "cbid": 211, "correlation": 7638 + } + }, + { + "ph": "s", "id": 7638, "pid": 329833, "tid": 329884, "ts": 1714873177920060, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920188, "dur": 1, + "args": { + "External id": 7660, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7660, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7660, "pid": 0, "tid": 7, "ts": 1714873177920188, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920180, "dur": 11, + "args": { + "External id": 7660, + "cbid": 211, "correlation": 7660 + } + }, + { + "ph": "s", "id": 7660, "pid": 329833, "tid": 329884, "ts": 1714873177920180, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920227, "dur": 2, + "args": { + "External id": 7674, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7674, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7674, "pid": 0, "tid": 7, "ts": 1714873177920227, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920207, "dur": 23, + "args": { + "External id": 7674, + "cbid": 211, "correlation": 7674 + } + }, + { + "ph": "s", "id": 7674, "pid": 329833, "tid": 329884, "ts": 1714873177920207, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177920277, "dur": 17, + "args": { + "External id": 7690, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7690, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7690, "pid": 0, "tid": 7, "ts": 1714873177920277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920269, "dur": 26, + "args": { + "External id": 7690, + "cbid": 211, "correlation": 7690 + } + }, + { + "ph": "s", "id": 7690, "pid": 329833, "tid": 329884, "ts": 1714873177920269, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177920306, "dur": 5, + "args": { + "External id": 7697, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7697, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7697, "pid": 0, "tid": 7, "ts": 1714873177920306, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920300, "dur": 12, + "args": { + "External id": 7697, + "cbid": 211, "correlation": 7697 + } + }, + { + "ph": "s", "id": 7697, "pid": 329833, "tid": 329884, "ts": 1714873177920300, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920374, "dur": 2, + "args": { + "External id": 7719, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7719, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7719, "pid": 0, "tid": 7, "ts": 1714873177920374, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920366, "dur": 12, + "args": { + "External id": 7719, + "cbid": 211, "correlation": 7719 + } + }, + { + "ph": "s", "id": 7719, "pid": 329833, "tid": 329884, "ts": 1714873177920366, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920400, "dur": 2, + "args": { + "External id": 7733, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7733, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7733, "pid": 0, "tid": 7, "ts": 1714873177920400, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920394, "dur": 10, + "args": { + "External id": 7733, + "cbid": 211, "correlation": 7733 + } + }, + { + "ph": "s", "id": 7733, "pid": 329833, "tid": 329884, "ts": 1714873177920394, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177920427, "dur": 231, + "args": { + "External id": 7749, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7749, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7749, "pid": 0, "tid": 7, "ts": 1714873177920427, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920420, "dur": 240, + "args": { + "External id": 7749, + "cbid": 211, "correlation": 7749 + } + }, + { + "ph": "s", "id": 7749, "pid": 329833, "tid": 329884, "ts": 1714873177920420, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177920670, "dur": 5, + "args": { + "External id": 7756, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7756, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7756, "pid": 0, "tid": 7, "ts": 1714873177920670, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920664, "dur": 12, + "args": { + "External id": 7756, + "cbid": 211, "correlation": 7756 + } + }, + { + "ph": "s", "id": 7756, "pid": 329833, "tid": 329884, "ts": 1714873177920664, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920740, "dur": 2, + "args": { + "External id": 7778, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7778, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7778, "pid": 0, "tid": 7, "ts": 1714873177920740, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920732, "dur": 12, + "args": { + "External id": 7778, + "cbid": 211, "correlation": 7778 + } + }, + { + "ph": "s", "id": 7778, "pid": 329833, "tid": 329884, "ts": 1714873177920732, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920772, "dur": 2, + "args": { + "External id": 7792, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7792, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7792, "pid": 0, "tid": 7, "ts": 1714873177920772, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920765, "dur": 11, + "args": { + "External id": 7792, + "cbid": 211, "correlation": 7792 + } + }, + { + "ph": "s", "id": 7792, "pid": 329833, "tid": 329884, "ts": 1714873177920765, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177920799, "dur": 85, + "args": { + "External id": 7808, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7808, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7808, "pid": 0, "tid": 7, "ts": 1714873177920799, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920793, "dur": 93, + "args": { + "External id": 7808, + "cbid": 211, "correlation": 7808 + } + }, + { + "ph": "s", "id": 7808, "pid": 329833, "tid": 329884, "ts": 1714873177920793, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177920896, "dur": 5, + "args": { + "External id": 7815, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7815, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7815, "pid": 0, "tid": 7, "ts": 1714873177920896, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920890, "dur": 12, + "args": { + "External id": 7815, + "cbid": 211, "correlation": 7815 + } + }, + { + "ph": "s", "id": 7815, "pid": 329833, "tid": 329884, "ts": 1714873177920890, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920957, "dur": 2, + "args": { + "External id": 7837, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7837, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7837, "pid": 0, "tid": 7, "ts": 1714873177920957, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920949, "dur": 12, + "args": { + "External id": 7837, + "cbid": 211, "correlation": 7837 + } + }, + { + "ph": "s", "id": 7837, "pid": 329833, "tid": 329884, "ts": 1714873177920949, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177920982, "dur": 2, + "args": { + "External id": 7851, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7851, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7851, "pid": 0, "tid": 7, "ts": 1714873177920982, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177920976, "dur": 10, + "args": { + "External id": 7851, + "cbid": 211, "correlation": 7851 + } + }, + { + "ph": "s", "id": 7851, "pid": 329833, "tid": 329884, "ts": 1714873177920976, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177921016, "dur": 274, + "args": { + "External id": 7867, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7867, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7867, "pid": 0, "tid": 7, "ts": 1714873177921016, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921009, "dur": 283, + "args": { + "External id": 7867, + "cbid": 211, "correlation": 7867 + } + }, + { + "ph": "s", "id": 7867, "pid": 329833, "tid": 329884, "ts": 1714873177921009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177921303, "dur": 5, + "args": { + "External id": 7874, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7874, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7874, "pid": 0, "tid": 7, "ts": 1714873177921303, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921297, "dur": 13, + "args": { + "External id": 7874, + "cbid": 211, "correlation": 7874 + } + }, + { + "ph": "s", "id": 7874, "pid": 329833, "tid": 329884, "ts": 1714873177921297, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921363, "dur": 2, + "args": { + "External id": 7896, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7896, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7896, "pid": 0, "tid": 7, "ts": 1714873177921363, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921355, "dur": 12, + "args": { + "External id": 7896, + "cbid": 211, "correlation": 7896 + } + }, + { + "ph": "s", "id": 7896, "pid": 329833, "tid": 329884, "ts": 1714873177921355, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921389, "dur": 2, + "args": { + "External id": 7910, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7910, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7910, "pid": 0, "tid": 7, "ts": 1714873177921389, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921383, "dur": 10, + "args": { + "External id": 7910, + "cbid": 211, "correlation": 7910 + } + }, + { + "ph": "s", "id": 7910, "pid": 329833, "tid": 329884, "ts": 1714873177921383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177921416, "dur": 1, + "args": { + "External id": 7926, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7926, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7926, "pid": 0, "tid": 7, "ts": 1714873177921416, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921409, "dur": 9, + "args": { + "External id": 7926, + "cbid": 211, "correlation": 7926 + } + }, + { + "ph": "s", "id": 7926, "pid": 329833, "tid": 329884, "ts": 1714873177921409, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177921428, "dur": 4, + "args": { + "External id": 7933, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7933, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7933, "pid": 0, "tid": 7, "ts": 1714873177921428, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921422, "dur": 11, + "args": { + "External id": 7933, + "cbid": 211, "correlation": 7933 + } + }, + { + "ph": "s", "id": 7933, "pid": 329833, "tid": 329884, "ts": 1714873177921422, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921495, "dur": 2, + "args": { + "External id": 7955, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7955, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7955, "pid": 0, "tid": 7, "ts": 1714873177921495, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921487, "dur": 12, + "args": { + "External id": 7955, + "cbid": 211, "correlation": 7955 + } + }, + { + "ph": "s", "id": 7955, "pid": 329833, "tid": 329884, "ts": 1714873177921487, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921521, "dur": 2, + "args": { + "External id": 7969, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7969, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7969, "pid": 0, "tid": 7, "ts": 1714873177921521, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921514, "dur": 10, + "args": { + "External id": 7969, + "cbid": 211, "correlation": 7969 + } + }, + { + "ph": "s", "id": 7969, "pid": 329833, "tid": 329884, "ts": 1714873177921514, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177921548, "dur": 1, + "args": { + "External id": 7985, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7985, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 7985, "pid": 0, "tid": 7, "ts": 1714873177921548, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921541, "dur": 9, + "args": { + "External id": 7985, + "cbid": 211, "correlation": 7985 + } + }, + { + "ph": "s", "id": 7985, "pid": 329833, "tid": 329884, "ts": 1714873177921541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177921560, "dur": 4, + "args": { + "External id": 7992, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7992, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 7992, "pid": 0, "tid": 7, "ts": 1714873177921560, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921555, "dur": 11, + "args": { + "External id": 7992, + "cbid": 211, "correlation": 7992 + } + }, + { + "ph": "s", "id": 7992, "pid": 329833, "tid": 329884, "ts": 1714873177921555, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921619, "dur": 1, + "args": { + "External id": 8014, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8014, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8014, "pid": 0, "tid": 7, "ts": 1714873177921619, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921611, "dur": 11, + "args": { + "External id": 8014, + "cbid": 211, "correlation": 8014 + } + }, + { + "ph": "s", "id": 8014, "pid": 329833, "tid": 329884, "ts": 1714873177921611, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921651, "dur": 2, + "args": { + "External id": 8028, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8028, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8028, "pid": 0, "tid": 7, "ts": 1714873177921651, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921644, "dur": 11, + "args": { + "External id": 8028, + "cbid": 211, "correlation": 8028 + } + }, + { + "ph": "s", "id": 8028, "pid": 329833, "tid": 329884, "ts": 1714873177921644, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177921678, "dur": 1, + "args": { + "External id": 8044, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8044, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8044, "pid": 0, "tid": 7, "ts": 1714873177921678, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921671, "dur": 9, + "args": { + "External id": 8044, + "cbid": 211, "correlation": 8044 + } + }, + { + "ph": "s", "id": 8044, "pid": 329833, "tid": 329884, "ts": 1714873177921671, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177921690, "dur": 5, + "args": { + "External id": 8051, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8051, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8051, "pid": 0, "tid": 7, "ts": 1714873177921690, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921685, "dur": 12, + "args": { + "External id": 8051, + "cbid": 211, "correlation": 8051 + } + }, + { + "ph": "s", "id": 8051, "pid": 329833, "tid": 329884, "ts": 1714873177921685, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921749, "dur": 1, + "args": { + "External id": 8073, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8073, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8073, "pid": 0, "tid": 7, "ts": 1714873177921749, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921742, "dur": 11, + "args": { + "External id": 8073, + "cbid": 211, "correlation": 8073 + } + }, + { + "ph": "s", "id": 8073, "pid": 329833, "tid": 329884, "ts": 1714873177921742, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921785, "dur": 2, + "args": { + "External id": 8087, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8087, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8087, "pid": 0, "tid": 7, "ts": 1714873177921785, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921778, "dur": 11, + "args": { + "External id": 8087, + "cbid": 211, "correlation": 8087 + } + }, + { + "ph": "s", "id": 8087, "pid": 329833, "tid": 329884, "ts": 1714873177921778, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177921818, "dur": 1, + "args": { + "External id": 8103, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8103, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8103, "pid": 0, "tid": 7, "ts": 1714873177921818, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921811, "dur": 9, + "args": { + "External id": 8103, + "cbid": 211, "correlation": 8103 + } + }, + { + "ph": "s", "id": 8103, "pid": 329833, "tid": 329884, "ts": 1714873177921811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177921831, "dur": 5, + "args": { + "External id": 8110, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8110, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8110, "pid": 0, "tid": 7, "ts": 1714873177921831, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921825, "dur": 12, + "args": { + "External id": 8110, + "cbid": 211, "correlation": 8110 + } + }, + { + "ph": "s", "id": 8110, "pid": 329833, "tid": 329884, "ts": 1714873177921825, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921890, "dur": 1, + "args": { + "External id": 8132, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8132, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8132, "pid": 0, "tid": 7, "ts": 1714873177921890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921883, "dur": 11, + "args": { + "External id": 8132, + "cbid": 211, "correlation": 8132 + } + }, + { + "ph": "s", "id": 8132, "pid": 329833, "tid": 329884, "ts": 1714873177921883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177921915, "dur": 2, + "args": { + "External id": 8146, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8146, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8146, "pid": 0, "tid": 7, "ts": 1714873177921915, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921909, "dur": 10, + "args": { + "External id": 8146, + "cbid": 211, "correlation": 8146 + } + }, + { + "ph": "s", "id": 8146, "pid": 329833, "tid": 329884, "ts": 1714873177921909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177921949, "dur": 1, + "args": { + "External id": 8162, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8162, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 8162, "pid": 0, "tid": 7, "ts": 1714873177921949, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921942, "dur": 10, + "args": { + "External id": 8162, + "cbid": 211, "correlation": 8162 + } + }, + { + "ph": "s", "id": 8162, "pid": 329833, "tid": 329884, "ts": 1714873177921942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177921962, "dur": 3, + "args": { + "External id": 8169, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8169, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8169, "pid": 0, "tid": 7, "ts": 1714873177921962, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177921957, "dur": 10, + "args": { + "External id": 8169, + "cbid": 211, "correlation": 8169 + } + }, + { + "ph": "s", "id": 8169, "pid": 329833, "tid": 329884, "ts": 1714873177921957, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922036, "dur": 2, + "args": { + "External id": 8191, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8191, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8191, "pid": 0, "tid": 7, "ts": 1714873177922036, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922028, "dur": 12, + "args": { + "External id": 8191, + "cbid": 211, "correlation": 8191 + } + }, + { + "ph": "s", "id": 8191, "pid": 329833, "tid": 329884, "ts": 1714873177922028, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922062, "dur": 2, + "args": { + "External id": 8205, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8205, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8205, "pid": 0, "tid": 7, "ts": 1714873177922062, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922055, "dur": 10, + "args": { + "External id": 8205, + "cbid": 211, "correlation": 8205 + } + }, + { + "ph": "s", "id": 8205, "pid": 329833, "tid": 329884, "ts": 1714873177922055, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177922089, "dur": 1, + "args": { + "External id": 8221, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8221, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 8221, "pid": 0, "tid": 7, "ts": 1714873177922089, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922082, "dur": 9, + "args": { + "External id": 8221, + "cbid": 211, "correlation": 8221 + } + }, + { + "ph": "s", "id": 8221, "pid": 329833, "tid": 329884, "ts": 1714873177922082, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177922102, "dur": 5, + "args": { + "External id": 8228, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8228, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8228, "pid": 0, "tid": 7, "ts": 1714873177922102, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922096, "dur": 12, + "args": { + "External id": 8228, + "cbid": 211, "correlation": 8228 + } + }, + { + "ph": "s", "id": 8228, "pid": 329833, "tid": 329884, "ts": 1714873177922096, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922167, "dur": 1, + "args": { + "External id": 8250, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8250, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8250, "pid": 0, "tid": 7, "ts": 1714873177922167, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922160, "dur": 11, + "args": { + "External id": 8250, + "cbid": 211, "correlation": 8250 + } + }, + { + "ph": "s", "id": 8250, "pid": 329833, "tid": 329884, "ts": 1714873177922160, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922192, "dur": 2, + "args": { + "External id": 8264, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8264, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8264, "pid": 0, "tid": 7, "ts": 1714873177922192, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922186, "dur": 10, + "args": { + "External id": 8264, + "cbid": 211, "correlation": 8264 + } + }, + { + "ph": "s", "id": 8264, "pid": 329833, "tid": 329884, "ts": 1714873177922186, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177922219, "dur": 1, + "args": { + "External id": 8280, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8280, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8280, "pid": 0, "tid": 7, "ts": 1714873177922219, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922213, "dur": 9, + "args": { + "External id": 8280, + "cbid": 211, "correlation": 8280 + } + }, + { + "ph": "s", "id": 8280, "pid": 329833, "tid": 329884, "ts": 1714873177922213, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177922231, "dur": 4, + "args": { + "External id": 8287, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8287, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8287, "pid": 0, "tid": 7, "ts": 1714873177922231, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922226, "dur": 11, + "args": { + "External id": 8287, + "cbid": 211, "correlation": 8287 + } + }, + { + "ph": "s", "id": 8287, "pid": 329833, "tid": 329884, "ts": 1714873177922226, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922289, "dur": 2, + "args": { + "External id": 8309, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8309, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8309, "pid": 0, "tid": 7, "ts": 1714873177922289, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922281, "dur": 11, + "args": { + "External id": 8309, + "cbid": 211, "correlation": 8309 + } + }, + { + "ph": "s", "id": 8309, "pid": 329833, "tid": 329884, "ts": 1714873177922281, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922321, "dur": 2, + "args": { + "External id": 8323, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8323, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8323, "pid": 0, "tid": 7, "ts": 1714873177922321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922314, "dur": 11, + "args": { + "External id": 8323, + "cbid": 211, "correlation": 8323 + } + }, + { + "ph": "s", "id": 8323, "pid": 329833, "tid": 329884, "ts": 1714873177922314, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177922348, "dur": 16, + "args": { + "External id": 8339, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8339, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8339, "pid": 0, "tid": 7, "ts": 1714873177922348, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922341, "dur": 24, + "args": { + "External id": 8339, + "cbid": 211, "correlation": 8339 + } + }, + { + "ph": "s", "id": 8339, "pid": 329833, "tid": 329884, "ts": 1714873177922341, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177922376, "dur": 4, + "args": { + "External id": 8346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8346, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8346, "pid": 0, "tid": 7, "ts": 1714873177922376, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922370, "dur": 12, + "args": { + "External id": 8346, + "cbid": 211, "correlation": 8346 + } + }, + { + "ph": "s", "id": 8346, "pid": 329833, "tid": 329884, "ts": 1714873177922370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922435, "dur": 2, + "args": { + "External id": 8368, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8368, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8368, "pid": 0, "tid": 7, "ts": 1714873177922435, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922427, "dur": 12, + "args": { + "External id": 8368, + "cbid": 211, "correlation": 8368 + } + }, + { + "ph": "s", "id": 8368, "pid": 329833, "tid": 329884, "ts": 1714873177922427, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922461, "dur": 2, + "args": { + "External id": 8382, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8382, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8382, "pid": 0, "tid": 7, "ts": 1714873177922461, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922454, "dur": 10, + "args": { + "External id": 8382, + "cbid": 211, "correlation": 8382 + } + }, + { + "ph": "s", "id": 8382, "pid": 329833, "tid": 329884, "ts": 1714873177922454, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177922495, "dur": 23, + "args": { + "External id": 8398, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8398, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8398, "pid": 0, "tid": 7, "ts": 1714873177922495, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922488, "dur": 32, + "args": { + "External id": 8398, + "cbid": 211, "correlation": 8398 + } + }, + { + "ph": "s", "id": 8398, "pid": 329833, "tid": 329884, "ts": 1714873177922488, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177922530, "dur": 5, + "args": { + "External id": 8405, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8405, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8405, "pid": 0, "tid": 7, "ts": 1714873177922530, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922524, "dur": 12, + "args": { + "External id": 8405, + "cbid": 211, "correlation": 8405 + } + }, + { + "ph": "s", "id": 8405, "pid": 329833, "tid": 329884, "ts": 1714873177922524, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922589, "dur": 2, + "args": { + "External id": 8427, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8427, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8427, "pid": 0, "tid": 7, "ts": 1714873177922589, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922582, "dur": 12, + "args": { + "External id": 8427, + "cbid": 211, "correlation": 8427 + } + }, + { + "ph": "s", "id": 8427, "pid": 329833, "tid": 329884, "ts": 1714873177922582, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922615, "dur": 2, + "args": { + "External id": 8441, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8441, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8441, "pid": 0, "tid": 7, "ts": 1714873177922615, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922609, "dur": 10, + "args": { + "External id": 8441, + "cbid": 211, "correlation": 8441 + } + }, + { + "ph": "s", "id": 8441, "pid": 329833, "tid": 329884, "ts": 1714873177922609, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177922647, "dur": 178, + "args": { + "External id": 8457, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8457, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8457, "pid": 0, "tid": 7, "ts": 1714873177922647, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922635, "dur": 201, + "args": { + "External id": 8457, + "cbid": 211, "correlation": 8457 + } + }, + { + "ph": "s", "id": 8457, "pid": 329833, "tid": 329884, "ts": 1714873177922635, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177922848, "dur": 5, + "args": { + "External id": 8464, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8464, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8464, "pid": 0, "tid": 7, "ts": 1714873177922848, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922841, "dur": 23, + "args": { + "External id": 8464, + "cbid": 211, "correlation": 8464 + } + }, + { + "ph": "s", "id": 8464, "pid": 329833, "tid": 329884, "ts": 1714873177922841, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922919, "dur": 2, + "args": { + "External id": 8486, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8486, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8486, "pid": 0, "tid": 7, "ts": 1714873177922919, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922911, "dur": 12, + "args": { + "External id": 8486, + "cbid": 211, "correlation": 8486 + } + }, + { + "ph": "s", "id": 8486, "pid": 329833, "tid": 329884, "ts": 1714873177922911, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177922944, "dur": 2, + "args": { + "External id": 8500, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8500, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8500, "pid": 0, "tid": 7, "ts": 1714873177922944, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922938, "dur": 10, + "args": { + "External id": 8500, + "cbid": 211, "correlation": 8500 + } + }, + { + "ph": "s", "id": 8500, "pid": 329833, "tid": 329884, "ts": 1714873177922938, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177922971, "dur": 1, + "args": { + "External id": 8516, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8516, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8516, "pid": 0, "tid": 7, "ts": 1714873177922971, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922964, "dur": 9, + "args": { + "External id": 8516, + "cbid": 211, "correlation": 8516 + } + }, + { + "ph": "s", "id": 8516, "pid": 329833, "tid": 329884, "ts": 1714873177922964, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177922984, "dur": 5, + "args": { + "External id": 8523, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8523, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8523, "pid": 0, "tid": 7, "ts": 1714873177922984, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177922978, "dur": 12, + "args": { + "External id": 8523, + "cbid": 211, "correlation": 8523 + } + }, + { + "ph": "s", "id": 8523, "pid": 329833, "tid": 329884, "ts": 1714873177922978, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923050, "dur": 1, + "args": { + "External id": 8545, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8545, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8545, "pid": 0, "tid": 7, "ts": 1714873177923050, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923042, "dur": 12, + "args": { + "External id": 8545, + "cbid": 211, "correlation": 8545 + } + }, + { + "ph": "s", "id": 8545, "pid": 329833, "tid": 329884, "ts": 1714873177923042, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923076, "dur": 2, + "args": { + "External id": 8559, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8559, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8559, "pid": 0, "tid": 7, "ts": 1714873177923076, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923069, "dur": 10, + "args": { + "External id": 8559, + "cbid": 211, "correlation": 8559 + } + }, + { + "ph": "s", "id": 8559, "pid": 329833, "tid": 329884, "ts": 1714873177923069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177923102, "dur": 1, + "args": { + "External id": 8575, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8575, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 8575, "pid": 0, "tid": 7, "ts": 1714873177923102, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923096, "dur": 9, + "args": { + "External id": 8575, + "cbid": 211, "correlation": 8575 + } + }, + { + "ph": "s", "id": 8575, "pid": 329833, "tid": 329884, "ts": 1714873177923096, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177923115, "dur": 3, + "args": { + "External id": 8582, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8582, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8582, "pid": 0, "tid": 7, "ts": 1714873177923115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923109, "dur": 10, + "args": { + "External id": 8582, + "cbid": 211, "correlation": 8582 + } + }, + { + "ph": "s", "id": 8582, "pid": 329833, "tid": 329884, "ts": 1714873177923109, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923172, "dur": 1, + "args": { + "External id": 8604, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8604, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8604, "pid": 0, "tid": 7, "ts": 1714873177923172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923165, "dur": 11, + "args": { + "External id": 8604, + "cbid": 211, "correlation": 8604 + } + }, + { + "ph": "s", "id": 8604, "pid": 329833, "tid": 329884, "ts": 1714873177923165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923204, "dur": 2, + "args": { + "External id": 8618, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8618, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8618, "pid": 0, "tid": 7, "ts": 1714873177923204, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923197, "dur": 11, + "args": { + "External id": 8618, + "cbid": 211, "correlation": 8618 + } + }, + { + "ph": "s", "id": 8618, "pid": 329833, "tid": 329884, "ts": 1714873177923197, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177923231, "dur": 1, + "args": { + "External id": 8634, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8634, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 8634, "pid": 0, "tid": 7, "ts": 1714873177923231, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923225, "dur": 10, + "args": { + "External id": 8634, + "cbid": 211, "correlation": 8634 + } + }, + { + "ph": "s", "id": 8634, "pid": 329833, "tid": 329884, "ts": 1714873177923225, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177923244, "dur": 3, + "args": { + "External id": 8641, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8641, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8641, "pid": 0, "tid": 7, "ts": 1714873177923244, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923239, "dur": 10, + "args": { + "External id": 8641, + "cbid": 211, "correlation": 8641 + } + }, + { + "ph": "s", "id": 8641, "pid": 329833, "tid": 329884, "ts": 1714873177923239, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923302, "dur": 2, + "args": { + "External id": 8663, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8663, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8663, "pid": 0, "tid": 7, "ts": 1714873177923302, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923294, "dur": 11, + "args": { + "External id": 8663, + "cbid": 211, "correlation": 8663 + } + }, + { + "ph": "s", "id": 8663, "pid": 329833, "tid": 329884, "ts": 1714873177923294, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923327, "dur": 2, + "args": { + "External id": 8677, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8677, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8677, "pid": 0, "tid": 7, "ts": 1714873177923327, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923320, "dur": 10, + "args": { + "External id": 8677, + "cbid": 211, "correlation": 8677 + } + }, + { + "ph": "s", "id": 8677, "pid": 329833, "tid": 329884, "ts": 1714873177923320, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177923360, "dur": 1, + "args": { + "External id": 8693, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8693, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8693, "pid": 0, "tid": 7, "ts": 1714873177923360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923353, "dur": 9, + "args": { + "External id": 8693, + "cbid": 211, "correlation": 8693 + } + }, + { + "ph": "s", "id": 8693, "pid": 329833, "tid": 329884, "ts": 1714873177923353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177923373, "dur": 6, + "args": { + "External id": 8700, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8700, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8700, "pid": 0, "tid": 7, "ts": 1714873177923373, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923367, "dur": 13, + "args": { + "External id": 8700, + "cbid": 211, "correlation": 8700 + } + }, + { + "ph": "s", "id": 8700, "pid": 329833, "tid": 329884, "ts": 1714873177923367, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923433, "dur": 1, + "args": { + "External id": 8722, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8722, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8722, "pid": 0, "tid": 7, "ts": 1714873177923433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923425, "dur": 11, + "args": { + "External id": 8722, + "cbid": 211, "correlation": 8722 + } + }, + { + "ph": "s", "id": 8722, "pid": 329833, "tid": 329884, "ts": 1714873177923425, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923458, "dur": 2, + "args": { + "External id": 8736, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8736, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8736, "pid": 0, "tid": 7, "ts": 1714873177923458, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923451, "dur": 10, + "args": { + "External id": 8736, + "cbid": 211, "correlation": 8736 + } + }, + { + "ph": "s", "id": 8736, "pid": 329833, "tid": 329884, "ts": 1714873177923451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177923484, "dur": 4, + "args": { + "External id": 8752, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8752, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8752, "pid": 0, "tid": 7, "ts": 1714873177923484, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923478, "dur": 12, + "args": { + "External id": 8752, + "cbid": 211, "correlation": 8752 + } + }, + { + "ph": "s", "id": 8752, "pid": 329833, "tid": 329884, "ts": 1714873177923478, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177923500, "dur": 3, + "args": { + "External id": 8759, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8759, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8759, "pid": 0, "tid": 7, "ts": 1714873177923500, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923494, "dur": 10, + "args": { + "External id": 8759, + "cbid": 211, "correlation": 8759 + } + }, + { + "ph": "s", "id": 8759, "pid": 329833, "tid": 329884, "ts": 1714873177923494, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923564, "dur": 2, + "args": { + "External id": 8781, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8781, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8781, "pid": 0, "tid": 7, "ts": 1714873177923564, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923556, "dur": 11, + "args": { + "External id": 8781, + "cbid": 211, "correlation": 8781 + } + }, + { + "ph": "s", "id": 8781, "pid": 329833, "tid": 329884, "ts": 1714873177923556, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923589, "dur": 2, + "args": { + "External id": 8795, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8795, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8795, "pid": 0, "tid": 7, "ts": 1714873177923589, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923583, "dur": 10, + "args": { + "External id": 8795, + "cbid": 211, "correlation": 8795 + } + }, + { + "ph": "s", "id": 8795, "pid": 329833, "tid": 329884, "ts": 1714873177923583, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177923649, "dur": 1, + "args": { + "External id": 8811, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8811, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 8811, "pid": 0, "tid": 7, "ts": 1714873177923649, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923642, "dur": 10, + "args": { + "External id": 8811, + "cbid": 211, "correlation": 8811 + } + }, + { + "ph": "s", "id": 8811, "pid": 329833, "tid": 329884, "ts": 1714873177923642, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177923662, "dur": 4, + "args": { + "External id": 8818, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8818, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8818, "pid": 0, "tid": 7, "ts": 1714873177923662, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923657, "dur": 11, + "args": { + "External id": 8818, + "cbid": 211, "correlation": 8818 + } + }, + { + "ph": "s", "id": 8818, "pid": 329833, "tid": 329884, "ts": 1714873177923657, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923727, "dur": 1, + "args": { + "External id": 8840, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8840, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8840, "pid": 0, "tid": 7, "ts": 1714873177923727, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923720, "dur": 11, + "args": { + "External id": 8840, + "cbid": 211, "correlation": 8840 + } + }, + { + "ph": "s", "id": 8840, "pid": 329833, "tid": 329884, "ts": 1714873177923720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923759, "dur": 2, + "args": { + "External id": 8854, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8854, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8854, "pid": 0, "tid": 7, "ts": 1714873177923759, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923752, "dur": 11, + "args": { + "External id": 8854, + "cbid": 211, "correlation": 8854 + } + }, + { + "ph": "s", "id": 8854, "pid": 329833, "tid": 329884, "ts": 1714873177923752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177923786, "dur": 2, + "args": { + "External id": 8870, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8870, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8870, "pid": 0, "tid": 7, "ts": 1714873177923786, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923780, "dur": 10, + "args": { + "External id": 8870, + "cbid": 211, "correlation": 8870 + } + }, + { + "ph": "s", "id": 8870, "pid": 329833, "tid": 329884, "ts": 1714873177923780, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177923801, "dur": 3, + "args": { + "External id": 8877, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8877, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8877, "pid": 0, "tid": 7, "ts": 1714873177923801, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923795, "dur": 10, + "args": { + "External id": 8877, + "cbid": 211, "correlation": 8877 + } + }, + { + "ph": "s", "id": 8877, "pid": 329833, "tid": 329884, "ts": 1714873177923795, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923857, "dur": 2, + "args": { + "External id": 8899, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8899, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8899, "pid": 0, "tid": 7, "ts": 1714873177923857, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923850, "dur": 12, + "args": { + "External id": 8899, + "cbid": 211, "correlation": 8899 + } + }, + { + "ph": "s", "id": 8899, "pid": 329833, "tid": 329884, "ts": 1714873177923850, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923890, "dur": 2, + "args": { + "External id": 8913, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8913, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8913, "pid": 0, "tid": 7, "ts": 1714873177923890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923883, "dur": 11, + "args": { + "External id": 8913, + "cbid": 211, "correlation": 8913 + } + }, + { + "ph": "s", "id": 8913, "pid": 329833, "tid": 329884, "ts": 1714873177923883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177923917, "dur": 4, + "args": { + "External id": 8929, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8929, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8929, "pid": 0, "tid": 7, "ts": 1714873177923917, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923910, "dur": 12, + "args": { + "External id": 8929, + "cbid": 211, "correlation": 8929 + } + }, + { + "ph": "s", "id": 8929, "pid": 329833, "tid": 329884, "ts": 1714873177923910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177923933, "dur": 3, + "args": { + "External id": 8936, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8936, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8936, "pid": 0, "tid": 7, "ts": 1714873177923933, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923927, "dur": 10, + "args": { + "External id": 8936, + "cbid": 211, "correlation": 8936 + } + }, + { + "ph": "s", "id": 8936, "pid": 329833, "tid": 329884, "ts": 1714873177923927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177923999, "dur": 1, + "args": { + "External id": 8958, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8958, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8958, "pid": 0, "tid": 7, "ts": 1714873177923999, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177923991, "dur": 11, + "args": { + "External id": 8958, + "cbid": 211, "correlation": 8958 + } + }, + { + "ph": "s", "id": 8958, "pid": 329833, "tid": 329884, "ts": 1714873177923991, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177924024, "dur": 2, + "args": { + "External id": 8972, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8972, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8972, "pid": 0, "tid": 7, "ts": 1714873177924024, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924017, "dur": 10, + "args": { + "External id": 8972, + "cbid": 211, "correlation": 8972 + } + }, + { + "ph": "s", "id": 8972, "pid": 329833, "tid": 329884, "ts": 1714873177924017, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177924058, "dur": 257, + "args": { + "External id": 8988, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8988, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8988, "pid": 0, "tid": 7, "ts": 1714873177924058, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924051, "dur": 266, + "args": { + "External id": 8988, + "cbid": 211, "correlation": 8988 + } + }, + { + "ph": "s", "id": 8988, "pid": 329833, "tid": 329884, "ts": 1714873177924051, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177924328, "dur": 5, + "args": { + "External id": 8995, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8995, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8995, "pid": 0, "tid": 7, "ts": 1714873177924328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924322, "dur": 12, + "args": { + "External id": 8995, + "cbid": 211, "correlation": 8995 + } + }, + { + "ph": "s", "id": 8995, "pid": 329833, "tid": 329884, "ts": 1714873177924322, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177924384, "dur": 1, + "args": { + "External id": 9015, + "cbid": 210, "correlation": 9015 + } + }, + { + "ph": "f", "id": 9015, "pid": 329833, "tid": 329884, "ts": 1714873177924384, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714873177924394, "dur": 4, + "args": { + "External id": 9016, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9016, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9016, "pid": 0, "tid": 7, "ts": 1714873177924394, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924387, "dur": 15, + "args": { + "External id": 9016, + "cbid": 211, "correlation": 9016 + } + }, + { + "ph": "s", "id": 9016, "pid": 329833, "tid": 329884, "ts": 1714873177924387, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177924421, "dur": 0, + "args": { + "External id": 9028, + "cbid": 210, "correlation": 9028 + } + }, + { + "ph": "f", "id": 9028, "pid": 329833, "tid": 329884, "ts": 1714873177924421, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714873177924430, "dur": 5, + "args": { + "External id": 9029, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9029, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9029, "pid": 0, "tid": 7, "ts": 1714873177924430, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924422, "dur": 15, + "args": { + "External id": 9029, + "cbid": 211, "correlation": 9029 + } + }, + { + "ph": "s", "id": 9029, "pid": 329833, "tid": 329884, "ts": 1714873177924422, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177924472, "dur": 8, + "args": { + "External id": 9042, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9042, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9042, "pid": 0, "tid": 7, "ts": 1714873177924472, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924464, "dur": 18, + "args": { + "External id": 9042, + "cbid": 211, "correlation": 9042 + } + }, + { + "ph": "s", "id": 9042, "pid": 329833, "tid": 329884, "ts": 1714873177924464, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177924557, "dur": 1, + "args": { + "External id": 9068, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9068, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9068, "pid": 0, "tid": 7, "ts": 1714873177924557, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924549, "dur": 12, + "args": { + "External id": 9068, + "cbid": 211, "correlation": 9068 + } + }, + { + "ph": "s", "id": 9068, "pid": 329833, "tid": 329884, "ts": 1714873177924549, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714873177924601, "dur": 5, + "args": { + "External id": 9084, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9084, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9084, "pid": 0, "tid": 7, "ts": 1714873177924601, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924593, "dur": 15, + "args": { + "External id": 9084, + "cbid": 211, "correlation": 9084 + } + }, + { + "ph": "s", "id": 9084, "pid": 329833, "tid": 329884, "ts": 1714873177924593, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177924643, "dur": 7, + "args": { + "External id": 9097, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9097, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9097, "pid": 0, "tid": 7, "ts": 1714873177924643, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177924635, "dur": 17, + "args": { + "External id": 9097, + "cbid": 211, "correlation": 9097 + } + }, + { + "ph": "s", "id": 9097, "pid": 329833, "tid": 329884, "ts": 1714873177924635, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 329833, "tid": 329833, + "ts": 1714873177924808, "dur": 1, + "args": { + "External id": 9118, + "cbid": 317, "correlation": 9118 + } + }, + { + "ph": "f", "id": 9118, "pid": 329833, "tid": 329833, "ts": 1714873177924808, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177925170, "dur": 825, + "args": { + "External id": 9121, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9121, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9121, "pid": 0, "tid": 7, "ts": 1714873177925170, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177925158, "dur": 841, + "args": { + "External id": 9121, + "cbid": 211, "correlation": 9121 + } + }, + { + "ph": "s", "id": 9121, "pid": 329833, "tid": 329833, "ts": 1714873177925158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177926009, "dur": 814, + "args": { + "External id": 9124, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9124, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9124, "pid": 0, "tid": 7, "ts": 1714873177926009, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177926002, "dur": 824, + "args": { + "External id": 9124, + "cbid": 211, "correlation": 9124 + } + }, + { + "ph": "s", "id": 9124, "pid": 329833, "tid": 329833, "ts": 1714873177926002, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177926835, "dur": 835, + "args": { + "External id": 9127, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9127, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9127, "pid": 0, "tid": 7, "ts": 1714873177926835, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + 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1714873177948463, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177948448, "dur": 20, + "args": { + "External id": 9485, + "cbid": 41, "correlation": 9485 + } + }, + { + "ph": "s", "id": 9485, "pid": 329833, "tid": 329833, "ts": 1714873177948448, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 329833, "tid": 329833, + "ts": 1714873177948469, "dur": 1, + "args": { + "External id": 9486, + "cbid": 131, "correlation": 9486 + } + }, + { + "ph": "s", "id": 9486, "pid": 329833, "tid": 329833, "ts": 1714873177948469, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177948500, "dur": 2, + "args": { + "External id": 9495, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9495, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9495, "pid": 0, "tid": 7, "ts": 1714873177948500, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177948491, "dur": 13, + "args": { + "External id": 9495, + "cbid": 211, "correlation": 9495 + } + }, + { + "ph": "s", "id": 9495, "pid": 329833, "tid": 329833, "ts": 1714873177948491, + "cat": "ac2g", "name": "ac2g" + }, + { + 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at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177948644, "dur": 5, + "args": { + "External id": 9543, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9543, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9543, "pid": 0, "tid": 7, "ts": 1714873177948644, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177948637, "dur": 13, + "args": { + "External id": 9543, + "cbid": 211, "correlation": 9543 + } + }, + { + "ph": "s", "id": 9543, "pid": 329833, "tid": 329833, "ts": 1714873177948637, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714873177948673, "dur": 1, + "args": { + "External id": 9549, + "device": 0, "context": 1, + "stream": 7, "correlation": 9549, + "bytes": 8, "memory bandwidth (GB/s)": 0.0078125 + } + }, + { + "ph": "f", "id": 9549, "pid": 0, "tid": 7, "ts": 1714873177948673, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177948663, "dur": 13, + "args": { + "External id": 9549, + "cbid": 41, "correlation": 9549 + } + }, + { + "ph": "s", "id": 9549, "pid": 329833, "tid": 329833, "ts": 1714873177948663, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 329833, "tid": 329833, + "ts": 1714873177948677, "dur": 1, + "args": { + "External id": 9550, + "cbid": 131, "correlation": 9550 + } + }, + { + "ph": "s", "id": 9550, "pid": 329833, "tid": 329833, "ts": 1714873177948677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714873177950351, "dur": 0, + "args": { + "External id": 9563, + "device": 0, "context": 1, + "stream": 7, "correlation": 9563, + "bytes": 256, "memory bandwidth (GB/s)": 0.6153846153846154 + } + }, + { + "ph": "f", "id": 9563, "pid": 0, "tid": 7, "ts": 1714873177950351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177950338, "dur": 10, + "args": { + "External id": 9563, + "cbid": 41, "correlation": 9563 + } + }, + { + "ph": "s", "id": 9563, "pid": 329833, "tid": 329833, "ts": 1714873177950338, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 329833, "tid": 329833, + "ts": 1714873177950348, "dur": 5, + "args": { + "External id": 9564, + "cbid": 131, "correlation": 9564 + } + }, + { + "ph": "s", "id": 9564, "pid": 329833, "tid": 329833, "ts": 1714873177950348, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714873177950385, "dur": 0, + "args": { + "External id": 9577, + "device": 0, "context": 1, + "stream": 7, "correlation": 9577, + "bytes": 3328, "memory bandwidth (GB/s)": 6.117647058823529 + } + }, + { + "ph": "f", "id": 9577, "pid": 0, "tid": 7, "ts": 1714873177950385, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177950376, "dur": 5, + "args": { + "External id": 9577, + "cbid": 41, "correlation": 9577 + } + }, + { + "ph": "s", "id": 9577, "pid": 329833, "tid": 329833, "ts": 1714873177950376, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 329833, "tid": 329833, + "ts": 1714873177950382, "dur": 5, + "args": { + "External id": 9578, + "cbid": 131, "correlation": 9578 + } + }, + { + "ph": "s", "id": 9578, "pid": 329833, "tid": 329833, "ts": 1714873177950382, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714873177950414, "dur": 0, + "args": { + "External id": 9591, + "device": 0, "context": 1, + "stream": 7, "correlation": 9591, + "bytes": 13312, "memory bandwidth (GB/s)": 13.419354838709678 + } + }, + { + "ph": "f", "id": 9591, "pid": 0, "tid": 7, "ts": 1714873177950414, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177950406, "dur": 4, + "args": { + "External id": 9591, + "cbid": 41, "correlation": 9591 + } + }, + { + "ph": "s", "id": 9591, "pid": 329833, "tid": 329833, "ts": 1714873177950406, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 329833, "tid": 329833, + "ts": 1714873177950411, "dur": 5, + "args": { + "External id": 9592, + "cbid": 131, "correlation": 9592 + } + }, + { + "ph": "s", "id": 9592, "pid": 329833, "tid": 329833, "ts": 1714873177950411, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_tn", "pid": 0, "tid": 7, + "ts": 1714873177950517, "dur": 5, + "args": { + "External id": 9605, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9605, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9605, "pid": 0, "tid": 7, "ts": 1714873177950517, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177950506, "dur": 19, + "args": { + "External id": 9605, + "cbid": 211, "correlation": 9605 + } + }, + { + "ph": "s", "id": 9605, "pid": 329833, "tid": 329833, "ts": 1714873177950506, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177950573, "dur": 1, + "args": { + "External id": 9616, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9616, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 9616, "pid": 0, "tid": 7, "ts": 1714873177950573, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177950564, "dur": 13, + "args": { + "External id": 9616, + "cbid": 211, "correlation": 9616 + } + }, + { + "ph": "s", "id": 9616, "pid": 329833, "tid": 329833, "ts": 1714873177950564, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329833, + "ts": 1714873177950625, "dur": 1, + "args": { + "External id": 9632, + "cbid": 210, "correlation": 9632 + } + }, + { + "ph": "f", "id": 9632, "pid": 329833, "tid": 329833, "ts": 1714873177950625, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714873177950637, "dur": 5, + "args": { + "External id": 9633, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9633, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [1, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9633, "pid": 0, "tid": 7, "ts": 1714873177950637, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177950628, "dur": 16, + "args": { + "External id": 9633, + "cbid": 211, "correlation": 9633 + } + }, + { + "ph": "s", "id": 9633, "pid": 329833, 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occupancy %": 3 + } + }, + { + "ph": "f", "id": 10103, "pid": 0, "tid": 7, "ts": 1714873177952028, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952020, "dur": 13, + "args": { + "External id": 10103, + "cbid": 211, "correlation": 10103 + } + }, + { + "ph": "s", "id": 10103, "pid": 329833, "tid": 329833, "ts": 1714873177952020, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177952103, "dur": 2, + "args": { + "External id": 10128, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10128, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 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"args": { + "External id": 10203, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10203, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10203, "pid": 0, "tid": 7, "ts": 1714873177952308, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952300, "dur": 13, + "args": { + "External id": 10203, + "cbid": 211, "correlation": 10203 + } + }, + { + "ph": "s", "id": 10203, "pid": 329833, "tid": 329833, "ts": 1714873177952300, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177952379, "dur": 2, + "args": { + "External id": 10228, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10228, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10228, "pid": 0, "tid": 7, "ts": 1714873177952379, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952370, "dur": 13, + "args": { + "External id": 10228, + "cbid": 211, "correlation": 10228 + } + }, + { + "ph": "s", "id": 10228, "pid": 329833, "tid": 329833, "ts": 1714873177952370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177952448, "dur": 2, + "args": { + "External id": 10253, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10253, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10253, "pid": 0, "tid": 7, "ts": 1714873177952448, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952439, "dur": 13, + "args": { + "External id": 10253, + "cbid": 211, "correlation": 10253 + } + }, + { + "ph": "s", "id": 10253, "pid": 329833, "tid": 329833, "ts": 1714873177952439, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177952517, "dur": 2, + "args": { + "External id": 10278, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10278, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10278, "pid": 0, "tid": 7, "ts": 1714873177952517, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952508, "dur": 13, + "args": { + "External id": 10278, + "cbid": 211, "correlation": 10278 + } + }, + { + "ph": "s", "id": 10278, "pid": 329833, "tid": 329833, "ts": 1714873177952508, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714873177952583, "dur": 2, + "args": { + "External id": 10303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10303, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10303, "pid": 0, "tid": 7, "ts": 1714873177952583, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952575, "dur": 13, + "args": { + "External id": 10303, + "cbid": 211, "correlation": 10303 + } + }, + { + "ph": "s", "id": 10303, "pid": 329833, "tid": 329833, "ts": 1714873177952575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714873177952646, "dur": 3, + "args": { + "External id": 10314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10314, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [2, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10314, "pid": 0, "tid": 7, "ts": 1714873177952646, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952637, "dur": 13, + "args": { + "External id": 10314, + "cbid": 211, "correlation": 10314 + } + }, + { + "ph": "s", "id": 10314, "pid": 329833, "tid": 329833, "ts": 1714873177952637, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714873177952706, "dur": 155, + "args": { + "External id": 10326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10326, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 418.13333, + "warps per SM": 3345.0667, + "grid": [14, 14, 64], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10326, "pid": 0, "tid": 7, "ts": 1714873177952706, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952697, "dur": 165, + "args": { + "External id": 10326, + "cbid": 211, "correlation": 10326 + } + }, + { + "ph": "s", "id": 10326, "pid": 329833, "tid": 329833, "ts": 1714873177952697, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329833, + "ts": 1714873177952935, "dur": 1, + "args": { + "External id": 10340, + "cbid": 210, "correlation": 10340 + } + }, + { + "ph": "f", "id": 10340, "pid": 329833, "tid": 329833, "ts": 1714873177952935, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714873177952946, "dur": 450, + "args": { + "External id": 10341, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10341, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 5.3333335, + "warps per SM": 21.333334, + "grid": [1, 2, 80], + "block": [128, 1, 1], + "est. achieved occupancy %": 25 + } + }, + { + "ph": "f", "id": 10341, "pid": 0, "tid": 7, "ts": 1714873177952946, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177952937, "dur": 461, + "args": { + "External id": 10341, + "cbid": 211, "correlation": 10341 + } + }, + { + "ph": "s", "id": 10341, "pid": 329833, "tid": 329833, "ts": 1714873177952937, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714873177953407, "dur": 7, + "args": { + "External id": 10343, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10343, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10343, "pid": 0, "tid": 7, "ts": 1714873177953407, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177953400, "dur": 17, + "args": { + "External id": 10343, + "cbid": 211, "correlation": 10343 + } + }, + { + "ph": "s", "id": 10343, "pid": 329833, "tid": 329833, "ts": 1714873177953400, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177953472, "dur": 1, + "args": { + "External id": 10354, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10354, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10354, "pid": 0, "tid": 7, "ts": 1714873177953472, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177953463, "dur": 13, + "args": { + "External id": 10354, + "cbid": 211, "correlation": 10354 + } + }, + { + "ph": "s", "id": 10354, "pid": 329833, "tid": 329833, "ts": 1714873177953463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177953537, "dur": 2, + "args": { + "External id": 10367, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10367, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10367, "pid": 0, "tid": 7, "ts": 1714873177953537, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177953528, "dur": 13, + "args": { + "External id": 10367, + "cbid": 211, "correlation": 10367 + } + }, + { + "ph": "s", "id": 10367, "pid": 329833, "tid": 329833, "ts": 1714873177953528, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemv2T_kernel_val, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>, float, float)", "pid": 0, "tid": 7, + "ts": 1714873177953561, "dur": 2, + "args": { + "External id": 10375, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10375, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10375, "pid": 0, "tid": 7, "ts": 1714873177953561, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177953554, "dur": 11, + "args": { + "External id": 10375, + "cbid": 211, "correlation": 10375 + } + }, + { + "ph": "s", "id": 10375, "pid": 329833, "tid": 329833, "ts": 1714873177953554, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177953607, "dur": 1, + "args": { + "External id": 10385, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10385, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10385, "pid": 0, "tid": 7, "ts": 1714873177953607, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177953599, "dur": 12, + "args": { + "External id": 10385, + "cbid": 211, "correlation": 10385 + } + }, + { + "ph": "s", "id": 10385, "pid": 329833, "tid": 329833, "ts": 1714873177953599, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177953717, "dur": 2, + "args": { + "External id": 10398, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10398, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10398, "pid": 0, "tid": 7, "ts": 1714873177953717, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177953707, "dur": 13, + "args": { + "External id": 10398, + "cbid": 211, "correlation": 10398 + } + }, + { + "ph": "s", "id": 10398, "pid": 329833, "tid": 329833, "ts": 1714873177953707, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177953758, "dur": 4, + "args": { + "External id": 10410, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10410, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10410, "pid": 0, "tid": 7, "ts": 1714873177953758, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177953750, "dur": 15, + "args": { + "External id": 10410, + "cbid": 211, "correlation": 10410 + } + }, + { + "ph": "s", "id": 10410, "pid": 329833, "tid": 329833, "ts": 1714873177953750, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714873177953790, "dur": 1, + "args": { + "External id": 10418, + "device": 0, "context": 1, + "stream": 7, "correlation": 10418, + "bytes": 4, "memory bandwidth (GB/s)": 0.0026595744680851063 + } + }, + { + "ph": "f", "id": 10418, "pid": 0, "tid": 7, "ts": 1714873177953790, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 329833, "tid": 329833, + "ts": 1714873177953777, "dur": 16, + "args": { + "External id": 10418, + "cbid": 41, "correlation": 10418 + } + }, + { + "ph": "s", "id": 10418, "pid": 329833, "tid": 329833, "ts": 1714873177953777, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177954065, "dur": 1, + "args": { + "External id": 10433, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10433, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10433, "pid": 0, "tid": 7, "ts": 1714873177954065, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177954055, "dur": 14, + "args": { + "External id": 10433, + "cbid": 211, "correlation": 10433 + } + }, + { + "ph": "s", "id": 10433, "pid": 329833, "tid": 329833, "ts": 1714873177954055, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177954202, "dur": 2, + "args": { + "External id": 10449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10449, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10449, "pid": 0, "tid": 7, "ts": 1714873177954202, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954191, "dur": 17, + "args": { + "External id": 10449, + "cbid": 211, "correlation": 10449 + } + }, + { + "ph": "s", "id": 10449, "pid": 329833, "tid": 329884, "ts": 1714873177954191, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177954230, "dur": 1, + "args": { + "External id": 10453, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10453, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10453, "pid": 0, "tid": 7, "ts": 1714873177954230, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954222, "dur": 11, + "args": { + "External id": 10453, + "cbid": 211, "correlation": 10453 + } + }, + { + "ph": "s", "id": 10453, "pid": 329833, "tid": 329884, "ts": 1714873177954222, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177954288, "dur": 1, + "args": { + "External id": 10473, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10473, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10473, "pid": 0, "tid": 7, "ts": 1714873177954288, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954279, "dur": 12, + "args": { + "External id": 10473, + "cbid": 211, "correlation": 10473 + } + }, + { + "ph": "s", "id": 10473, "pid": 329833, "tid": 329884, "ts": 1714873177954279, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714873177954340, "dur": 1, + "args": { + "External id": 10489, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10489, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10489, "pid": 0, "tid": 7, "ts": 1714873177954340, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954332, "dur": 12, + "args": { + "External id": 10489, + "cbid": 211, "correlation": 10489 + } + }, + { + "ph": "s", "id": 10489, "pid": 329833, "tid": 329884, "ts": 1714873177954332, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177954384, "dur": 2, + "args": { + "External id": 10501, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10501, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10501, "pid": 0, "tid": 7, "ts": 1714873177954384, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954376, "dur": 12, + "args": { + "External id": 10501, + "cbid": 211, "correlation": 10501 + } + }, + { + "ph": "s", "id": 10501, "pid": 329833, "tid": 329884, "ts": 1714873177954376, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177954433, "dur": 4, + "args": { + "External id": 10515, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10515, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10515, "pid": 0, "tid": 7, "ts": 1714873177954433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954425, "dur": 15, + "args": { + "External id": 10515, + "cbid": 211, "correlation": 10515 + } + }, + { + "ph": "s", "id": 10515, "pid": 329833, "tid": 329884, "ts": 1714873177954425, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177954527, "dur": 1, + "args": { + "External id": 10541, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10541, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10541, "pid": 0, "tid": 7, "ts": 1714873177954527, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954518, "dur": 13, + "args": { + "External id": 10541, + "cbid": 211, "correlation": 10541 + } + }, + { + "ph": "s", "id": 10541, "pid": 329833, "tid": 329884, "ts": 1714873177954518, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177954565, "dur": 1, + "args": { + "External id": 10557, + "cbid": 210, "correlation": 10557 + } + }, + { + "ph": "f", "id": 10557, "pid": 329833, "tid": 329884, "ts": 1714873177954565, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714873177954576, "dur": 272, + "args": { + "External id": 10558, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10558, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 10558, "pid": 0, "tid": 7, "ts": 1714873177954576, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954568, "dur": 283, + "args": { + "External id": 10558, + "cbid": 211, "correlation": 10558 + } + }, + { + "ph": "s", "id": 10558, "pid": 329833, "tid": 329884, "ts": 1714873177954568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177954877, "dur": 1, + "args": { + "External id": 10570, + "cbid": 210, "correlation": 10570 + } + }, + { + "ph": "f", "id": 10570, "pid": 329833, "tid": 329884, "ts": 1714873177954877, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714873177954888, "dur": 267, + "args": { + "External id": 10571, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10571, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10571, "pid": 0, "tid": 7, "ts": 1714873177954888, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177954879, "dur": 278, + "args": { + "External id": 10571, + "cbid": 211, "correlation": 10571 + } + }, + { + "ph": "s", "id": 10571, "pid": 329833, "tid": 329884, "ts": 1714873177954879, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177955187, "dur": 8, + "args": { + "External id": 10584, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10584, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10584, "pid": 0, "tid": 7, "ts": 1714873177955187, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177955179, "dur": 19, + "args": { + "External id": 10584, + "cbid": 211, "correlation": 10584 + } + }, + { + "ph": "s", "id": 10584, "pid": 329833, "tid": 329884, "ts": 1714873177955179, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177955308, "dur": 171, + "args": { + "External id": 10616, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10616, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + "warps per SM": 68.26667, + "grid": [4, 1, 64], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10616, "pid": 0, "tid": 7, "ts": 1714873177955308, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177955300, "dur": 182, + "args": { + "External id": 10616, + "cbid": 211, "correlation": 10616 + } + }, + { + "ph": "s", "id": 10616, "pid": 329833, "tid": 329884, "ts": 1714873177955300, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714873177955516, "dur": 151, + "args": { + "External id": 10628, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10628, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 115.2, + "warps per SM": 230.4, + "grid": [54, 1, 64], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 10628, "pid": 0, "tid": 7, "ts": 1714873177955516, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177955508, "dur": 161, + "args": { + "External id": 10628, + "cbid": 211, "correlation": 10628 + } + }, + { + "ph": "s", "id": 10628, "pid": 329833, "tid": 329884, "ts": 1714873177955508, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177955712, "dur": 2, + "args": { + "External id": 10639, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10639, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 1.8, + "warps per SM": 7.2, + "grid": [54, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 10639, "pid": 0, "tid": 7, "ts": 1714873177955712, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177955704, "dur": 12, + "args": { + "External id": 10639, + "cbid": 211, "correlation": 10639 + } + }, + { + "ph": "s", "id": 10639, "pid": 329833, "tid": 329884, "ts": 1714873177955704, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177955936, "dur": 2, + "args": { + "External id": 10667, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10667, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10667, "pid": 0, "tid": 7, "ts": 1714873177955936, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177955927, "dur": 14, + "args": { + "External id": 10667, + "cbid": 211, "correlation": 10667 + } + }, + { + "ph": "s", "id": 10667, "pid": 329833, "tid": 329884, "ts": 1714873177955927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177955965, "dur": 2, + "args": { + "External id": 10681, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10681, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10681, "pid": 0, "tid": 7, "ts": 1714873177955965, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177955958, "dur": 11, + "args": { + "External id": 10681, + "cbid": 211, "correlation": 10681 + } + }, + { + "ph": "s", "id": 10681, "pid": 329833, "tid": 329884, "ts": 1714873177955958, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177955995, "dur": 1, + "args": { + "External id": 10697, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10697, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10697, "pid": 0, "tid": 7, "ts": 1714873177955995, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177955988, "dur": 10, + "args": { + "External id": 10697, + "cbid": 211, "correlation": 10697 + } + }, + { + "ph": "s", "id": 10697, "pid": 329833, "tid": 329884, "ts": 1714873177955988, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177956009, "dur": 4, + "args": { + "External id": 10704, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10704, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10704, "pid": 0, "tid": 7, "ts": 1714873177956009, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956003, "dur": 12, + "args": { + "External id": 10704, + "cbid": 211, "correlation": 10704 + } + }, + { + "ph": "s", "id": 10704, "pid": 329833, "tid": 329884, "ts": 1714873177956003, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956086, "dur": 1, + "args": { + "External id": 10726, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10726, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10726, "pid": 0, "tid": 7, "ts": 1714873177956086, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956078, "dur": 12, + "args": { + "External id": 10726, + "cbid": 211, "correlation": 10726 + } + }, + { + "ph": "s", "id": 10726, "pid": 329833, "tid": 329884, "ts": 1714873177956078, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956112, "dur": 2, + "args": { + "External id": 10740, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10740, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10740, "pid": 0, "tid": 7, "ts": 1714873177956112, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956106, "dur": 10, + "args": { + "External id": 10740, + "cbid": 211, "correlation": 10740 + } + }, + { + "ph": "s", "id": 10740, "pid": 329833, "tid": 329884, "ts": 1714873177956106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177956140, "dur": 1, + "args": { + "External id": 10756, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10756, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10756, "pid": 0, "tid": 7, "ts": 1714873177956140, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956133, "dur": 9, + "args": { + "External id": 10756, + "cbid": 211, "correlation": 10756 + } + }, + { + "ph": "s", "id": 10756, "pid": 329833, "tid": 329884, "ts": 1714873177956133, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177956153, "dur": 4, + "args": { + "External id": 10763, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10763, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10763, "pid": 0, "tid": 7, "ts": 1714873177956153, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956147, "dur": 11, + "args": { + "External id": 10763, + "cbid": 211, "correlation": 10763 + } + }, + { + "ph": "s", "id": 10763, "pid": 329833, "tid": 329884, "ts": 1714873177956147, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956214, "dur": 1, + "args": { + "External id": 10785, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10785, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10785, "pid": 0, "tid": 7, "ts": 1714873177956214, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956207, "dur": 11, + "args": { + "External id": 10785, + "cbid": 211, "correlation": 10785 + } + }, + { + "ph": "s", "id": 10785, "pid": 329833, "tid": 329884, "ts": 1714873177956207, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956249, "dur": 2, + "args": { + "External id": 10799, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10799, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10799, "pid": 0, "tid": 7, "ts": 1714873177956249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956242, "dur": 11, + "args": { + "External id": 10799, + "cbid": 211, "correlation": 10799 + } + }, + { + "ph": "s", "id": 10799, "pid": 329833, "tid": 329884, "ts": 1714873177956242, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177956277, "dur": 2, + "args": { + "External id": 10815, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10815, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10815, "pid": 0, "tid": 7, "ts": 1714873177956277, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956270, "dur": 10, + "args": { + "External id": 10815, + "cbid": 211, "correlation": 10815 + } + }, + { + "ph": "s", "id": 10815, "pid": 329833, "tid": 329884, "ts": 1714873177956270, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177956290, "dur": 3, + "args": { + "External id": 10822, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10822, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10822, "pid": 0, "tid": 7, "ts": 1714873177956290, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956285, "dur": 10, + "args": { + "External id": 10822, + "cbid": 211, "correlation": 10822 + } + }, + { + "ph": "s", "id": 10822, "pid": 329833, "tid": 329884, "ts": 1714873177956285, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956351, "dur": 1, + "args": { + "External id": 10844, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10844, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10844, "pid": 0, "tid": 7, "ts": 1714873177956351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956343, "dur": 11, + "args": { + "External id": 10844, + "cbid": 211, "correlation": 10844 + } + }, + { + "ph": "s", "id": 10844, "pid": 329833, "tid": 329884, "ts": 1714873177956343, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956380, "dur": 2, + "args": { + "External id": 10858, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10858, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10858, "pid": 0, "tid": 7, "ts": 1714873177956380, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956370, "dur": 13, + "args": { + "External id": 10858, + "cbid": 211, "correlation": 10858 + } + }, + { + "ph": "s", "id": 10858, "pid": 329833, "tid": 329884, "ts": 1714873177956370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177956411, "dur": 17, + "args": { + "External id": 10874, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10874, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10874, "pid": 0, "tid": 7, "ts": 1714873177956411, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956405, "dur": 25, + "args": { + "External id": 10874, + "cbid": 211, "correlation": 10874 + } + }, + { + "ph": "s", "id": 10874, "pid": 329833, "tid": 329884, "ts": 1714873177956405, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177956441, "dur": 5, + "args": { + "External id": 10881, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10881, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10881, "pid": 0, "tid": 7, "ts": 1714873177956441, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956435, "dur": 13, + "args": { + "External id": 10881, + "cbid": 211, "correlation": 10881 + } + }, + { + "ph": "s", "id": 10881, "pid": 329833, "tid": 329884, "ts": 1714873177956435, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956504, "dur": 2, + "args": { + "External id": 10903, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10903, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10903, "pid": 0, "tid": 7, "ts": 1714873177956504, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956496, "dur": 12, + "args": { + "External id": 10903, + "cbid": 211, "correlation": 10903 + } + }, + { + "ph": "s", "id": 10903, "pid": 329833, "tid": 329884, "ts": 1714873177956496, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956542, "dur": 2, + "args": { + "External id": 10917, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10917, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10917, "pid": 0, "tid": 7, "ts": 1714873177956542, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956536, "dur": 11, + "args": { + "External id": 10917, + "cbid": 211, "correlation": 10917 + } + }, + { + "ph": "s", "id": 10917, "pid": 329833, "tid": 329884, "ts": 1714873177956536, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177956577, "dur": 230, + "args": { + "External id": 10933, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10933, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10933, "pid": 0, "tid": 7, "ts": 1714873177956577, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956570, "dur": 239, + "args": { + "External id": 10933, + "cbid": 211, "correlation": 10933 + } + }, + { + "ph": "s", "id": 10933, "pid": 329833, "tid": 329884, "ts": 1714873177956570, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177956820, "dur": 5, + "args": { + "External id": 10940, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10940, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10940, "pid": 0, "tid": 7, "ts": 1714873177956820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956813, "dur": 12, + "args": { + "External id": 10940, + "cbid": 211, "correlation": 10940 + } + }, + { + "ph": "s", "id": 10940, "pid": 329833, "tid": 329884, "ts": 1714873177956813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956881, "dur": 2, + "args": { + "External id": 10962, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10962, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10962, "pid": 0, "tid": 7, "ts": 1714873177956881, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956873, "dur": 12, + "args": { + "External id": 10962, + "cbid": 211, "correlation": 10962 + } + }, + { + "ph": "s", "id": 10962, "pid": 329833, "tid": 329884, "ts": 1714873177956873, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177956908, "dur": 2, + "args": { + "External id": 10976, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10976, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 10976, "pid": 0, "tid": 7, "ts": 1714873177956908, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956901, "dur": 10, + "args": { + "External id": 10976, + "cbid": 211, "correlation": 10976 + } + }, + { + "ph": "s", "id": 10976, "pid": 329833, "tid": 329884, "ts": 1714873177956901, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177956944, "dur": 84, + "args": { + "External id": 10992, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10992, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10992, "pid": 0, "tid": 7, "ts": 1714873177956944, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177956935, "dur": 95, + "args": { + "External id": 10992, + "cbid": 211, "correlation": 10992 + } + }, + { + "ph": "s", "id": 10992, "pid": 329833, "tid": 329884, "ts": 1714873177956935, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177957043, "dur": 5, + "args": { + "External id": 10999, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10999, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10999, "pid": 0, "tid": 7, "ts": 1714873177957043, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957036, "dur": 13, + "args": { + "External id": 10999, + "cbid": 211, "correlation": 10999 + } + }, + { + "ph": "s", "id": 10999, "pid": 329833, "tid": 329884, "ts": 1714873177957036, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957115, "dur": 2, + "args": { + "External id": 11021, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11021, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11021, "pid": 0, "tid": 7, "ts": 1714873177957115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957107, "dur": 12, + "args": { + "External id": 11021, + "cbid": 211, "correlation": 11021 + } + }, + { + "ph": "s", "id": 11021, "pid": 329833, "tid": 329884, "ts": 1714873177957107, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957142, "dur": 2, + "args": { + "External id": 11035, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11035, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11035, "pid": 0, "tid": 7, "ts": 1714873177957142, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957135, "dur": 10, + "args": { + "External id": 11035, + "cbid": 211, "correlation": 11035 + } + }, + { + "ph": "s", "id": 11035, "pid": 329833, "tid": 329884, "ts": 1714873177957135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177957169, "dur": 274, + "args": { + "External id": 11051, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11051, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11051, "pid": 0, "tid": 7, "ts": 1714873177957169, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957163, "dur": 282, + "args": { + "External id": 11051, + "cbid": 211, "correlation": 11051 + } + }, + { + "ph": "s", "id": 11051, "pid": 329833, "tid": 329884, "ts": 1714873177957163, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177957456, "dur": 5, + "args": { + "External id": 11058, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11058, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11058, "pid": 0, "tid": 7, "ts": 1714873177957456, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957449, "dur": 12, + "args": { + "External id": 11058, + "cbid": 211, "correlation": 11058 + } + }, + { + "ph": "s", "id": 11058, "pid": 329833, "tid": 329884, "ts": 1714873177957449, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957518, "dur": 2, + "args": { + "External id": 11080, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11080, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11080, "pid": 0, "tid": 7, "ts": 1714873177957518, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957510, "dur": 12, + "args": { + "External id": 11080, + "cbid": 211, "correlation": 11080 + } + }, + { + "ph": "s", "id": 11080, "pid": 329833, "tid": 329884, "ts": 1714873177957510, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957551, "dur": 2, + "args": { + "External id": 11094, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11094, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11094, "pid": 0, "tid": 7, "ts": 1714873177957551, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957544, "dur": 11, + "args": { + "External id": 11094, + "cbid": 211, "correlation": 11094 + } + }, + { + "ph": "s", "id": 11094, "pid": 329833, "tid": 329884, "ts": 1714873177957544, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177957579, "dur": 1, + "args": { + "External id": 11110, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11110, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11110, "pid": 0, "tid": 7, "ts": 1714873177957579, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957573, "dur": 9, + "args": { + "External id": 11110, + "cbid": 211, "correlation": 11110 + } + }, + { + "ph": "s", "id": 11110, "pid": 329833, "tid": 329884, "ts": 1714873177957573, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177957592, "dur": 5, + "args": { + "External id": 11117, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11117, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11117, "pid": 0, "tid": 7, "ts": 1714873177957592, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957586, "dur": 12, + "args": { + "External id": 11117, + "cbid": 211, "correlation": 11117 + } + }, + { + "ph": "s", "id": 11117, "pid": 329833, "tid": 329884, "ts": 1714873177957586, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957653, "dur": 1, + "args": { + "External id": 11139, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11139, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11139, "pid": 0, "tid": 7, "ts": 1714873177957653, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957646, "dur": 11, + "args": { + "External id": 11139, + "cbid": 211, "correlation": 11139 + } + }, + { + "ph": "s", "id": 11139, "pid": 329833, "tid": 329884, "ts": 1714873177957646, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957679, "dur": 2, + "args": { + "External id": 11153, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11153, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11153, "pid": 0, "tid": 7, "ts": 1714873177957679, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957673, "dur": 10, + "args": { + "External id": 11153, + "cbid": 211, "correlation": 11153 + } + }, + { + "ph": "s", "id": 11153, "pid": 329833, "tid": 329884, "ts": 1714873177957673, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177957744, "dur": 1, + "args": { + "External id": 11169, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11169, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 11169, "pid": 0, "tid": 7, "ts": 1714873177957744, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957737, "dur": 10, + "args": { + "External id": 11169, + "cbid": 211, "correlation": 11169 + } + }, + { + "ph": "s", "id": 11169, "pid": 329833, "tid": 329884, "ts": 1714873177957737, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177957757, "dur": 4, + "args": { + "External id": 11176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11176, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11176, "pid": 0, "tid": 7, "ts": 1714873177957757, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957752, "dur": 11, + "args": { + "External id": 11176, + "cbid": 211, "correlation": 11176 + } + }, + { + "ph": "s", "id": 11176, "pid": 329833, "tid": 329884, "ts": 1714873177957752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957819, "dur": 1, + "args": { + "External id": 11198, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11198, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11198, "pid": 0, "tid": 7, "ts": 1714873177957819, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957811, "dur": 11, + "args": { + "External id": 11198, + "cbid": 211, "correlation": 11198 + } + }, + { + "ph": "s", "id": 11198, "pid": 329833, "tid": 329884, "ts": 1714873177957811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957844, "dur": 2, + "args": { + "External id": 11212, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11212, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11212, "pid": 0, "tid": 7, "ts": 1714873177957844, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957838, "dur": 10, + "args": { + "External id": 11212, + "cbid": 211, "correlation": 11212 + } + }, + { + "ph": "s", "id": 11212, "pid": 329833, "tid": 329884, "ts": 1714873177957838, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177957871, "dur": 1, + "args": { + "External id": 11228, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11228, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11228, "pid": 0, "tid": 7, "ts": 1714873177957871, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957865, "dur": 9, + "args": { + "External id": 11228, + "cbid": 211, "correlation": 11228 + } + }, + { + "ph": "s", "id": 11228, "pid": 329833, "tid": 329884, "ts": 1714873177957865, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177957884, "dur": 5, + "args": { + "External id": 11235, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11235, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11235, "pid": 0, "tid": 7, "ts": 1714873177957884, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957878, "dur": 12, + "args": { + "External id": 11235, + "cbid": 211, "correlation": 11235 + } + }, + { + "ph": "s", "id": 11235, "pid": 329833, "tid": 329884, "ts": 1714873177957878, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957955, "dur": 1, + "args": { + "External id": 11257, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11257, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11257, "pid": 0, "tid": 7, "ts": 1714873177957955, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957947, "dur": 12, + "args": { + "External id": 11257, + "cbid": 211, "correlation": 11257 + } + }, + { + "ph": "s", "id": 11257, "pid": 329833, "tid": 329884, "ts": 1714873177957947, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177957981, "dur": 2, + "args": { + "External id": 11271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11271, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11271, "pid": 0, "tid": 7, "ts": 1714873177957981, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177957974, "dur": 10, + "args": { + "External id": 11271, + "cbid": 211, "correlation": 11271 + } + }, + { + "ph": "s", "id": 11271, "pid": 329833, "tid": 329884, "ts": 1714873177957974, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177958020, "dur": 1, + "args": { + "External id": 11287, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11287, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11287, "pid": 0, "tid": 7, "ts": 1714873177958020, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958012, "dur": 11, + "args": { + "External id": 11287, + "cbid": 211, "correlation": 11287 + } + }, + { + "ph": "s", "id": 11287, "pid": 329833, "tid": 329884, "ts": 1714873177958012, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177958034, "dur": 4, + "args": { + "External id": 11294, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11294, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11294, "pid": 0, "tid": 7, "ts": 1714873177958034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958028, "dur": 12, + "args": { + "External id": 11294, + "cbid": 211, "correlation": 11294 + } + }, + { + "ph": "s", "id": 11294, "pid": 329833, "tid": 329884, "ts": 1714873177958028, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958097, "dur": 1, + "args": { + "External id": 11316, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11316, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11316, "pid": 0, "tid": 7, "ts": 1714873177958097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958090, "dur": 11, + "args": { + "External id": 11316, + "cbid": 211, "correlation": 11316 + } + }, + { + "ph": "s", "id": 11316, "pid": 329833, "tid": 329884, "ts": 1714873177958090, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958131, "dur": 2, + "args": { + "External id": 11330, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11330, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11330, "pid": 0, "tid": 7, "ts": 1714873177958131, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958123, "dur": 11, + "args": { + "External id": 11330, + "cbid": 211, "correlation": 11330 + } + }, + { + "ph": "s", "id": 11330, "pid": 329833, "tid": 329884, "ts": 1714873177958123, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177958159, "dur": 1, + "args": { + "External id": 11346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11346, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 11346, "pid": 0, "tid": 7, "ts": 1714873177958159, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958152, "dur": 10, + "args": { + "External id": 11346, + "cbid": 211, "correlation": 11346 + } + }, + { + "ph": "s", "id": 11346, "pid": 329833, "tid": 329884, "ts": 1714873177958152, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177958172, "dur": 3, + "args": { + "External id": 11353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11353, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11353, "pid": 0, "tid": 7, "ts": 1714873177958172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958167, "dur": 11, + "args": { + "External id": 11353, + "cbid": 211, "correlation": 11353 + } + }, + { + "ph": "s", "id": 11353, "pid": 329833, "tid": 329884, "ts": 1714873177958167, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958232, "dur": 2, + "args": { + "External id": 11375, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11375, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11375, "pid": 0, "tid": 7, "ts": 1714873177958232, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958224, "dur": 12, + "args": { + "External id": 11375, + "cbid": 211, "correlation": 11375 + } + }, + { + "ph": "s", "id": 11375, "pid": 329833, "tid": 329884, "ts": 1714873177958224, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958258, "dur": 2, + "args": { + "External id": 11389, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11389, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11389, "pid": 0, "tid": 7, "ts": 1714873177958258, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958252, "dur": 10, + "args": { + "External id": 11389, + "cbid": 211, "correlation": 11389 + } + }, + { + "ph": "s", "id": 11389, "pid": 329833, "tid": 329884, "ts": 1714873177958252, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177958294, "dur": 1, + "args": { + "External id": 11405, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11405, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 11405, "pid": 0, "tid": 7, "ts": 1714873177958294, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958287, "dur": 10, + "args": { + "External id": 11405, + "cbid": 211, "correlation": 11405 + } + }, + { + "ph": "s", "id": 11405, "pid": 329833, "tid": 329884, "ts": 1714873177958287, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177958307, "dur": 4, + "args": { + "External id": 11412, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11412, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11412, "pid": 0, "tid": 7, "ts": 1714873177958307, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958301, "dur": 11, + "args": { + "External id": 11412, + "cbid": 211, "correlation": 11412 + } + }, + { + "ph": "s", "id": 11412, "pid": 329833, "tid": 329884, "ts": 1714873177958301, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958367, "dur": 1, + "args": { + "External id": 11434, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11434, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11434, "pid": 0, "tid": 7, "ts": 1714873177958367, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958359, "dur": 11, + "args": { + "External id": 11434, + "cbid": 211, "correlation": 11434 + } + }, + { + "ph": "s", "id": 11434, "pid": 329833, "tid": 329884, "ts": 1714873177958359, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958392, "dur": 2, + "args": { + "External id": 11448, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11448, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11448, "pid": 0, "tid": 7, "ts": 1714873177958392, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958386, "dur": 10, + "args": { + "External id": 11448, + "cbid": 211, "correlation": 11448 + } + }, + { + "ph": "s", "id": 11448, "pid": 329833, "tid": 329884, "ts": 1714873177958386, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177958426, "dur": 1, + "args": { + "External id": 11464, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11464, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11464, "pid": 0, "tid": 7, "ts": 1714873177958426, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958419, "dur": 10, + "args": { + "External id": 11464, + "cbid": 211, "correlation": 11464 + } + }, + { + "ph": "s", "id": 11464, "pid": 329833, "tid": 329884, "ts": 1714873177958419, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177958439, "dur": 4, + "args": { + "External id": 11471, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11471, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11471, "pid": 0, "tid": 7, "ts": 1714873177958439, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958434, "dur": 12, + "args": { + "External id": 11471, + "cbid": 211, "correlation": 11471 + } + }, + { + "ph": "s", "id": 11471, "pid": 329833, "tid": 329884, "ts": 1714873177958434, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958500, "dur": 1, + "args": { + "External id": 11493, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11493, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11493, "pid": 0, "tid": 7, "ts": 1714873177958500, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958492, "dur": 11, + "args": { + "External id": 11493, + "cbid": 211, "correlation": 11493 + } + }, + { + "ph": "s", "id": 11493, "pid": 329833, "tid": 329884, "ts": 1714873177958492, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958525, "dur": 2, + "args": { + "External id": 11507, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11507, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11507, "pid": 0, "tid": 7, "ts": 1714873177958525, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958519, "dur": 10, + "args": { + "External id": 11507, + "cbid": 211, "correlation": 11507 + } + }, + { + "ph": "s", "id": 11507, "pid": 329833, "tid": 329884, "ts": 1714873177958519, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177958553, "dur": 16, + "args": { + "External id": 11523, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11523, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11523, "pid": 0, "tid": 7, "ts": 1714873177958553, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958546, "dur": 24, + "args": { + "External id": 11523, + "cbid": 211, "correlation": 11523 + } + }, + { + "ph": "s", "id": 11523, "pid": 329833, "tid": 329884, "ts": 1714873177958546, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177958581, "dur": 4, + "args": { + "External id": 11530, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11530, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11530, "pid": 0, "tid": 7, "ts": 1714873177958581, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958575, "dur": 12, + "args": { + "External id": 11530, + "cbid": 211, "correlation": 11530 + } + }, + { + "ph": "s", "id": 11530, "pid": 329833, "tid": 329884, "ts": 1714873177958575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958648, "dur": 2, + "args": { + "External id": 11552, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11552, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11552, "pid": 0, "tid": 7, "ts": 1714873177958648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958640, "dur": 12, + "args": { + "External id": 11552, + "cbid": 211, "correlation": 11552 + } + }, + { + "ph": "s", "id": 11552, "pid": 329833, "tid": 329884, "ts": 1714873177958640, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958674, "dur": 2, + "args": { + "External id": 11566, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11566, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11566, "pid": 0, "tid": 7, "ts": 1714873177958674, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958667, "dur": 11, + "args": { + "External id": 11566, + "cbid": 211, "correlation": 11566 + } + }, + { + "ph": "s", "id": 11566, "pid": 329833, "tid": 329884, "ts": 1714873177958667, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177958722, "dur": 24, + "args": { + "External id": 11582, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11582, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11582, "pid": 0, "tid": 7, "ts": 1714873177958722, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958715, "dur": 33, + "args": { + "External id": 11582, + "cbid": 211, "correlation": 11582 + } + }, + { + "ph": "s", "id": 11582, "pid": 329833, "tid": 329884, "ts": 1714873177958715, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177958758, "dur": 5, + "args": { + "External id": 11589, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11589, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11589, "pid": 0, "tid": 7, "ts": 1714873177958758, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958752, "dur": 12, + "args": { + "External id": 11589, + "cbid": 211, "correlation": 11589 + } + }, + { + "ph": "s", "id": 11589, "pid": 329833, "tid": 329884, "ts": 1714873177958752, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958839, "dur": 2, + "args": { + "External id": 11611, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11611, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11611, "pid": 0, "tid": 7, "ts": 1714873177958839, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958830, "dur": 13, + "args": { + "External id": 11611, + "cbid": 211, "correlation": 11611 + } + }, + { + "ph": "s", "id": 11611, "pid": 329833, "tid": 329884, "ts": 1714873177958830, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177958874, "dur": 2, + "args": { + "External id": 11625, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11625, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11625, "pid": 0, "tid": 7, "ts": 1714873177958874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958867, "dur": 11, + "args": { + "External id": 11625, + "cbid": 211, "correlation": 11625 + } + }, + { + "ph": "s", "id": 11625, "pid": 329833, "tid": 329884, "ts": 1714873177958867, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177958903, "dur": 178, + "args": { + "External id": 11641, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11641, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11641, "pid": 0, "tid": 7, "ts": 1714873177958903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177958896, "dur": 187, + "args": { + "External id": 11641, + "cbid": 211, "correlation": 11641 + } + }, + { + "ph": "s", "id": 11641, "pid": 329833, "tid": 329884, "ts": 1714873177958896, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177959096, "dur": 5, + "args": { + "External id": 11648, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11648, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11648, "pid": 0, "tid": 7, "ts": 1714873177959096, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959089, "dur": 13, + "args": { + "External id": 11648, + "cbid": 211, "correlation": 11648 + } + }, + { + "ph": "s", "id": 11648, "pid": 329833, "tid": 329884, "ts": 1714873177959089, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959160, "dur": 2, + "args": { + "External id": 11670, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11670, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11670, "pid": 0, "tid": 7, "ts": 1714873177959160, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959152, "dur": 12, + "args": { + "External id": 11670, + "cbid": 211, "correlation": 11670 + } + }, + { + "ph": "s", "id": 11670, "pid": 329833, "tid": 329884, "ts": 1714873177959152, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959187, "dur": 2, + "args": { + "External id": 11684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11684, "pid": 0, "tid": 7, "ts": 1714873177959187, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959180, "dur": 10, + "args": { + "External id": 11684, + "cbid": 211, "correlation": 11684 + } + }, + { + "ph": "s", "id": 11684, "pid": 329833, "tid": 329884, "ts": 1714873177959180, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177959222, "dur": 1, + "args": { + "External id": 11700, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11700, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 11700, "pid": 0, "tid": 7, "ts": 1714873177959222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959215, "dur": 10, + "args": { + "External id": 11700, + "cbid": 211, "correlation": 11700 + } + }, + { + "ph": "s", "id": 11700, "pid": 329833, "tid": 329884, "ts": 1714873177959215, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177959235, "dur": 5, + "args": { + "External id": 11707, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11707, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11707, "pid": 0, "tid": 7, "ts": 1714873177959235, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959229, "dur": 12, + "args": { + "External id": 11707, + "cbid": 211, "correlation": 11707 + } + }, + { + "ph": "s", "id": 11707, "pid": 329833, "tid": 329884, "ts": 1714873177959229, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959307, "dur": 1, + "args": { + "External id": 11729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11729, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11729, "pid": 0, "tid": 7, "ts": 1714873177959307, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959299, "dur": 12, + "args": { + "External id": 11729, + "cbid": 211, "correlation": 11729 + } + }, + { + "ph": "s", "id": 11729, "pid": 329833, "tid": 329884, "ts": 1714873177959299, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959333, "dur": 2, + "args": { + "External id": 11743, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11743, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11743, "pid": 0, "tid": 7, "ts": 1714873177959333, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959326, "dur": 10, + "args": { + "External id": 11743, + "cbid": 211, "correlation": 11743 + } + }, + { + "ph": "s", "id": 11743, "pid": 329833, "tid": 329884, "ts": 1714873177959326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177959360, "dur": 1, + "args": { + "External id": 11759, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11759, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 11759, "pid": 0, "tid": 7, "ts": 1714873177959360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959354, "dur": 9, + "args": { + "External id": 11759, + "cbid": 211, "correlation": 11759 + } + }, + { + "ph": "s", "id": 11759, "pid": 329833, "tid": 329884, "ts": 1714873177959354, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177959373, "dur": 3, + "args": { + "External id": 11766, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11766, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11766, "pid": 0, "tid": 7, "ts": 1714873177959373, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959368, "dur": 10, + "args": { + "External id": 11766, + "cbid": 211, "correlation": 11766 + } + }, + { + "ph": "s", "id": 11766, "pid": 329833, "tid": 329884, "ts": 1714873177959368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959440, "dur": 1, + "args": { + "External id": 11788, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11788, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11788, "pid": 0, "tid": 7, "ts": 1714873177959440, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959432, "dur": 12, + "args": { + "External id": 11788, + "cbid": 211, "correlation": 11788 + } + }, + { + "ph": "s", "id": 11788, "pid": 329833, "tid": 329884, "ts": 1714873177959432, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959465, "dur": 2, + "args": { + "External id": 11802, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11802, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11802, "pid": 0, "tid": 7, "ts": 1714873177959465, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959459, "dur": 10, + "args": { + "External id": 11802, + "cbid": 211, "correlation": 11802 + } + }, + { + "ph": "s", "id": 11802, "pid": 329833, "tid": 329884, "ts": 1714873177959459, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177959493, "dur": 1, + "args": { + "External id": 11818, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11818, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 11818, "pid": 0, "tid": 7, "ts": 1714873177959493, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959486, "dur": 10, + "args": { + "External id": 11818, + "cbid": 211, "correlation": 11818 + } + }, + { + "ph": "s", "id": 11818, "pid": 329833, "tid": 329884, "ts": 1714873177959486, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177959506, "dur": 3, + "args": { + "External id": 11825, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11825, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11825, "pid": 0, "tid": 7, "ts": 1714873177959506, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959500, "dur": 10, + "args": { + "External id": 11825, + "cbid": 211, "correlation": 11825 + } + }, + { + "ph": "s", "id": 11825, "pid": 329833, "tid": 329884, "ts": 1714873177959500, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959565, "dur": 2, + "args": { + "External id": 11847, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11847, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11847, "pid": 0, "tid": 7, "ts": 1714873177959565, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959557, "dur": 12, + "args": { + "External id": 11847, + "cbid": 211, "correlation": 11847 + } + }, + { + "ph": "s", "id": 11847, "pid": 329833, "tid": 329884, "ts": 1714873177959557, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959598, "dur": 2, + "args": { + "External id": 11861, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11861, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11861, "pid": 0, "tid": 7, "ts": 1714873177959598, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959591, "dur": 11, + "args": { + "External id": 11861, + "cbid": 211, "correlation": 11861 + } + }, + { + "ph": "s", "id": 11861, "pid": 329833, "tid": 329884, "ts": 1714873177959591, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177959625, "dur": 1, + "args": { + "External id": 11877, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11877, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11877, "pid": 0, "tid": 7, "ts": 1714873177959625, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959619, "dur": 9, + "args": { + "External id": 11877, + "cbid": 211, "correlation": 11877 + } + }, + { + "ph": "s", "id": 11877, "pid": 329833, "tid": 329884, "ts": 1714873177959619, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177959638, "dur": 6, + "args": { + "External id": 11884, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11884, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11884, "pid": 0, "tid": 7, "ts": 1714873177959638, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959633, "dur": 13, + "args": { + "External id": 11884, + "cbid": 211, "correlation": 11884 + } + }, + { + "ph": "s", "id": 11884, "pid": 329833, "tid": 329884, "ts": 1714873177959633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959700, "dur": 1, + "args": { + "External id": 11906, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11906, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11906, "pid": 0, "tid": 7, "ts": 1714873177959700, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959692, "dur": 11, + "args": { + "External id": 11906, + "cbid": 211, "correlation": 11906 + } + }, + { + "ph": "s", "id": 11906, "pid": 329833, "tid": 329884, "ts": 1714873177959692, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959733, "dur": 2, + "args": { + "External id": 11920, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11920, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11920, "pid": 0, "tid": 7, "ts": 1714873177959733, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959726, "dur": 11, + "args": { + "External id": 11920, + "cbid": 211, "correlation": 11920 + } + }, + { + "ph": "s", "id": 11920, "pid": 329833, "tid": 329884, "ts": 1714873177959726, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177959767, "dur": 4, + "args": { + "External id": 11936, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11936, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11936, "pid": 0, "tid": 7, "ts": 1714873177959767, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959760, "dur": 13, + "args": { + "External id": 11936, + "cbid": 211, "correlation": 11936 + } + }, + { + "ph": "s", "id": 11936, "pid": 329833, "tid": 329884, "ts": 1714873177959760, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177959783, "dur": 4, + "args": { + "External id": 11943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11943, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11943, "pid": 0, "tid": 7, "ts": 1714873177959783, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959777, "dur": 11, + "args": { + "External id": 11943, + "cbid": 211, "correlation": 11943 + } + }, + { + "ph": "s", "id": 11943, "pid": 329833, "tid": 329884, "ts": 1714873177959777, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959842, "dur": 1, + "args": { + "External id": 11965, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11965, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11965, "pid": 0, "tid": 7, "ts": 1714873177959842, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959834, "dur": 11, + "args": { + "External id": 11965, + "cbid": 211, "correlation": 11965 + } + }, + { + "ph": "s", "id": 11965, "pid": 329833, "tid": 329884, "ts": 1714873177959834, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959868, "dur": 2, + "args": { + "External id": 11979, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11979, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 11979, "pid": 0, "tid": 7, "ts": 1714873177959868, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959861, "dur": 10, + "args": { + "External id": 11979, + "cbid": 211, "correlation": 11979 + } + }, + { + "ph": "s", "id": 11979, "pid": 329833, "tid": 329884, "ts": 1714873177959861, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177959902, "dur": 1, + "args": { + "External id": 11995, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11995, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 11995, "pid": 0, "tid": 7, "ts": 1714873177959902, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959894, "dur": 10, + "args": { + "External id": 11995, + "cbid": 211, "correlation": 11995 + } + }, + { + "ph": "s", "id": 11995, "pid": 329833, "tid": 329884, "ts": 1714873177959894, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177959915, "dur": 4, + "args": { + "External id": 12002, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12002, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12002, "pid": 0, "tid": 7, "ts": 1714873177959915, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959909, "dur": 11, + "args": { + "External id": 12002, + "cbid": 211, "correlation": 12002 + } + }, + { + "ph": "s", "id": 12002, "pid": 329833, "tid": 329884, "ts": 1714873177959909, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177959975, "dur": 1, + "args": { + "External id": 12024, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12024, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12024, "pid": 0, "tid": 7, "ts": 1714873177959975, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959967, "dur": 11, + "args": { + "External id": 12024, + "cbid": 211, "correlation": 12024 + } + }, + { + "ph": "s", "id": 12024, "pid": 329833, "tid": 329884, "ts": 1714873177959967, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177960000, "dur": 2, + "args": { + "External id": 12038, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12038, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12038, "pid": 0, "tid": 7, "ts": 1714873177960000, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177959993, "dur": 11, + "args": { + "External id": 12038, + "cbid": 211, "correlation": 12038 + } + }, + { + "ph": "s", "id": 12038, "pid": 329833, "tid": 329884, "ts": 1714873177959993, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177960028, "dur": 2, + "args": { + "External id": 12054, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12054, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12054, "pid": 0, "tid": 7, "ts": 1714873177960028, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960021, "dur": 11, + "args": { + "External id": 12054, + "cbid": 211, "correlation": 12054 + } + }, + { + "ph": "s", "id": 12054, "pid": 329833, "tid": 329884, "ts": 1714873177960021, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177960042, "dur": 3, + "args": { + "External id": 12061, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12061, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12061, "pid": 0, "tid": 7, "ts": 1714873177960042, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960036, "dur": 10, + "args": { + "External id": 12061, + "cbid": 211, "correlation": 12061 + } + }, + { + "ph": "s", "id": 12061, "pid": 329833, "tid": 329884, "ts": 1714873177960036, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177960107, "dur": 2, + "args": { + "External id": 12083, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12083, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12083, "pid": 0, "tid": 7, "ts": 1714873177960107, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960099, "dur": 12, + "args": { + "External id": 12083, + "cbid": 211, "correlation": 12083 + } + }, + { + "ph": "s", "id": 12083, "pid": 329833, "tid": 329884, "ts": 1714873177960099, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177960137, "dur": 2, + "args": { + "External id": 12097, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12097, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12097, "pid": 0, "tid": 7, "ts": 1714873177960137, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960128, "dur": 14, + "args": { + "External id": 12097, + "cbid": 211, "correlation": 12097 + } + }, + { + "ph": "s", "id": 12097, "pid": 329833, "tid": 329884, "ts": 1714873177960128, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177960171, "dur": 4, + "args": { + "External id": 12113, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12113, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12113, "pid": 0, "tid": 7, "ts": 1714873177960171, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960164, "dur": 13, + "args": { + "External id": 12113, + "cbid": 211, "correlation": 12113 + } + }, + { + "ph": "s", "id": 12113, "pid": 329833, "tid": 329884, "ts": 1714873177960164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177960188, "dur": 3, + "args": { + "External id": 12120, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12120, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12120, "pid": 0, "tid": 7, "ts": 1714873177960188, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960182, "dur": 11, + "args": { + "External id": 12120, + "cbid": 211, "correlation": 12120 + } + }, + { + "ph": "s", "id": 12120, "pid": 329833, "tid": 329884, "ts": 1714873177960182, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177960249, "dur": 1, + "args": { + "External id": 12142, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12142, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12142, "pid": 0, "tid": 7, "ts": 1714873177960249, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960241, "dur": 11, + "args": { + "External id": 12142, + "cbid": 211, "correlation": 12142 + } + }, + { + "ph": "s", "id": 12142, "pid": 329833, "tid": 329884, "ts": 1714873177960241, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714873177960282, "dur": 2, + "args": { + "External id": 12156, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12156, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12156, "pid": 0, "tid": 7, "ts": 1714873177960282, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960275, "dur": 11, + "args": { + "External id": 12156, + "cbid": 211, "correlation": 12156 + } + }, + { + "ph": "s", "id": 12156, "pid": 329833, "tid": 329884, "ts": 1714873177960275, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177960310, "dur": 258, + "args": { + "External id": 12172, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12172, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12172, "pid": 0, "tid": 7, "ts": 1714873177960310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960303, "dur": 267, + "args": { + "External id": 12172, + "cbid": 211, "correlation": 12172 + } + }, + { + "ph": "s", "id": 12172, "pid": 329833, "tid": 329884, "ts": 1714873177960303, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714873177960581, "dur": 5, + "args": { + "External id": 12179, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12179, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12179, "pid": 0, "tid": 7, "ts": 1714873177960581, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960575, "dur": 12, + "args": { + "External id": 12179, + "cbid": 211, "correlation": 12179 + } + }, + { + "ph": "s", "id": 12179, "pid": 329833, "tid": 329884, "ts": 1714873177960575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177960638, "dur": 1, + "args": { + "External id": 12199, + "cbid": 210, "correlation": 12199 + } + }, + { + "ph": "f", "id": 12199, "pid": 329833, "tid": 329884, "ts": 1714873177960638, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714873177960648, "dur": 4, + "args": { + "External id": 12200, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12200, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12200, "pid": 0, "tid": 7, "ts": 1714873177960648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960640, "dur": 15, + "args": { + "External id": 12200, + "cbid": 211, "correlation": 12200 + } + }, + { + "ph": "s", "id": 12200, "pid": 329833, "tid": 329884, "ts": 1714873177960640, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 329833, "tid": 329884, + "ts": 1714873177960675, "dur": 0, + "args": { + "External id": 12212, + "cbid": 210, "correlation": 12212 + } + }, + { + "ph": "f", "id": 12212, "pid": 329833, "tid": 329884, "ts": 1714873177960675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714873177960684, "dur": 6, + "args": { + "External id": 12213, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12213, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12213, "pid": 0, "tid": 7, "ts": 1714873177960684, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960676, "dur": 15, + "args": { + "External id": 12213, + "cbid": 211, "correlation": 12213 + } + }, + { + "ph": "s", "id": 12213, "pid": 329833, "tid": 329884, "ts": 1714873177960676, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177960728, "dur": 8, + "args": { + "External id": 12226, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12226, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12226, "pid": 0, "tid": 7, "ts": 1714873177960728, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960720, "dur": 18, + "args": { + "External id": 12226, + "cbid": 211, "correlation": 12226 + } + }, + { + "ph": "s", "id": 12226, "pid": 329833, "tid": 329884, "ts": 1714873177960720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714873177960821, "dur": 1, + "args": { + "External id": 12252, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12252, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 12252, "pid": 0, "tid": 7, "ts": 1714873177960821, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960812, "dur": 12, + "args": { + "External id": 12252, + "cbid": 211, "correlation": 12252 + } + }, + { + "ph": "s", "id": 12252, "pid": 329833, "tid": 329884, "ts": 1714873177960812, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714873177960867, "dur": 5, + "args": { + "External id": 12268, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12268, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12268, "pid": 0, "tid": 7, "ts": 1714873177960867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960860, "dur": 15, + "args": { + "External id": 12268, + "cbid": 211, "correlation": 12268 + } + }, + { + "ph": "s", "id": 12268, "pid": 329833, "tid": 329884, "ts": 1714873177960860, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714873177960903, "dur": 7, + "args": { + "External id": 12281, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12281, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [8, 16, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12281, "pid": 0, "tid": 7, "ts": 1714873177960903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329884, + "ts": 1714873177960895, "dur": 16, + "args": { + "External id": 12281, + "cbid": 211, "correlation": 12281 + } + }, + { + "ph": "s", "id": 12281, "pid": 329833, "tid": 329884, "ts": 1714873177960895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 329833, "tid": 329833, + "ts": 1714873177961081, "dur": 1, + "args": { + "External id": 12302, + "cbid": 317, "correlation": 12302 + } + }, + { + "ph": "f", "id": 12302, "pid": 329833, "tid": 329833, "ts": 1714873177961081, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177961435, "dur": 826, + "args": { + "External id": 12305, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12305, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12305, "pid": 0, "tid": 7, "ts": 1714873177961435, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177961423, "dur": 843, + "args": { + "External id": 12305, + "cbid": 211, "correlation": 12305 + } + }, + { + "ph": "s", "id": 12305, "pid": 329833, "tid": 329833, "ts": 1714873177961423, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177962279, "dur": 817, + "args": { + "External id": 12308, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12308, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12308, "pid": 0, "tid": 7, "ts": 1714873177962279, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177962270, "dur": 828, + "args": { + "External id": 12308, + "cbid": 211, "correlation": 12308 + } + }, + { + "ph": "s", "id": 12308, "pid": 329833, "tid": 329833, "ts": 1714873177962270, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177963107, "dur": 835, + "args": { + "External id": 12311, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12311, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12311, "pid": 0, "tid": 7, "ts": 1714873177963107, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177963100, "dur": 843, + "args": { + "External id": 12311, + "cbid": 211, "correlation": 12311 + } + }, + { + "ph": "s", "id": 12311, "pid": 329833, "tid": 329833, "ts": 1714873177963100, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714873177963952, "dur": 837, + "args": { + "External id": 12314, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12314, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12314, "pid": 0, "tid": 7, "ts": 1714873177963952, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 329833, "tid": 329833, + "ts": 1714873177963946, "dur": 845, + "args": { + "External id": 12314, + "cbid": 211, "correlation": 12314 + } + }, + { + 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"registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 1.7333333, + "warps per SM": 6.9333334, + "grid": [1, 2, 26], + "block": [128, 1, 1], + "est. achieved occupancy %": 22 + } + }, + { + "ph": "f", "id": 2333, "pid": 0, "tid": 7, "ts": 1714874352799913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, false, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714874352800326, "dur": 2, + "args": { + "External id": 2333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2333, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.13333334, + "warps per SM": 2.1333334, + "grid": [1, 4, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 2333, "pid": 0, "tid": 7, "ts": 1714874352800326, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2de", "pid": 0, "tid": 7, + "ts": 1714874352800329, "dur": 1, + "args": { + "External id": 2333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2333, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 2333, "pid": 0, "tid": 7, "ts": 1714874352800329, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2de", "pid": 0, "tid": 7, + "ts": 1714874352800331, "dur": 1, + "args": { + "External id": 2333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2333, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.033333335, + "grid": 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"context": 1, + "stream": 7, "correlation": 2333, + "registers per thread": 60, + "shared memory": 1536, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 2333, "pid": 0, "tid": 7, "ts": 1714874352800335, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2de", "pid": 0, "tid": 7, + "ts": 1714874352800337, "dur": 1, + "args": { + "External id": 2333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2333, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.033333335, + "grid": [1, 1, 1], + "block": [32, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2333, "pid": 0, "tid": 7, "ts": 1714874352800337, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2d3de", "pid": 0, "tid": 7, + "ts": 1714874352800339, "dur": 1, + "args": { + "External id": 2333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2333, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.43333334, + "warps per SM": 1.7333333, + "grid": [13, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 5 + } + }, + { + "ph": "f", "id": 2333, "pid": 0, "tid": 7, "ts": 1714874352800339, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaGraphLaunch", "pid": 333468, "tid": 333468, + "ts": 1714874352799666, "dur": 59, + "args": { + "External id": 2333, + "cbid": 311, "correlation": 2333 + } + }, + { + "ph": "s", "id": 2333, "pid": 333468, "tid": 333468, "ts": 1714874352799666, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaDriverGetVersion", "pid": 333468, "tid": 333468, + "ts": 1714874352799726, "dur": 0, + "args": { + "External id": 2334, + "cbid": 1, "correlation": 2334 + } + }, + { + "ph": "f", "id": 2334, "pid": 333468, "tid": 333468, "ts": 1714874352799726, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352800358, "dur": 1, + "args": { + "External id": 2346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2346, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2346, "pid": 0, "tid": 7, "ts": 1714874352800358, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352800347, "dur": 16, + "args": { + "External id": 2346, + "cbid": 211, "correlation": 2346 + } + }, + { + "ph": "s", "id": 2346, "pid": 333468, "tid": 333468, "ts": 1714874352800347, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714874352800397, "dur": 3, + "args": { + "External id": 2358, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2358, + "registers per thread": 32, + "shared memory": 272, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2358, "pid": 0, "tid": 7, "ts": 1714874352800397, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352800389, "dur": 14, + "args": { + "External id": 2358, + "cbid": 211, "correlation": 2358 + } + }, + { + "ph": "s", "id": 2358, "pid": 333468, "tid": 333468, "ts": 1714874352800389, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352800428, "dur": 1, + "args": { + "External id": 2366, + "device": 0, "context": 1, + "stream": 7, "correlation": 2366, + "bytes": 4, "memory bandwidth (GB/s)": 0.003676470588235294 + } + }, + { + "ph": "f", "id": 2366, "pid": 0, "tid": 7, "ts": 1714874352800428, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333468, + "ts": 1714874352800418, "dur": 13, + "args": { + "External id": 2366, + "cbid": 41, "correlation": 2366 + } + }, + { + "ph": "s", "id": 2366, "pid": 333468, "tid": 333468, "ts": 1714874352800418, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352800723, "dur": 0, + "args": { + "External id": 2381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2381, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2381, "pid": 0, "tid": 7, "ts": 1714874352800723, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352800714, "dur": 13, + "args": { + "External id": 2381, + "cbid": 211, "correlation": 2381 + } + }, + { + "ph": "s", "id": 2381, "pid": 333468, "tid": 333468, "ts": 1714874352800714, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352800959, "dur": 1, + "args": { + "External id": 2397, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2397, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2397, "pid": 0, "tid": 7, "ts": 1714874352800959, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352800947, "dur": 17, + "args": { + "External id": 2397, + "cbid": 211, "correlation": 2397 + } + }, + { + "ph": "s", "id": 2397, "pid": 333468, "tid": 333557, "ts": 1714874352800947, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352800990, "dur": 1, + "args": { + "External id": 2401, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2401, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 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}, + { + "ph": "s", "id": 2479, "pid": 333468, "tid": 333557, "ts": 1714874352801383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352801432, "dur": 0, + "args": { + "External id": 2491, + "device": 0, "context": 1, + "stream": 7, "correlation": 2491, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 2491, "pid": 0, "tid": 7, "ts": 1714874352801432, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352801424, "dur": 11, + "args": { + "External id": 2491, + "cbid": 41, "correlation": 2491 + } + }, + { + "ph": "s", "id": 2491, "pid": 333468, "tid": 333557, "ts": 1714874352801424, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352801473, "dur": 0, + "args": { + "External id": 2503, + "device": 0, "context": 1, + "stream": 7, "correlation": 2503, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 2503, "pid": 0, "tid": 7, "ts": 1714874352801473, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352801464, "dur": 12, + "args": { + "External id": 2503, + "cbid": 41, "correlation": 2503 + } + }, + { + "ph": "s", "id": 2503, "pid": 333468, "tid": 333557, "ts": 1714874352801464, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352801513, "dur": 0, + "args": { + "External id": 2515, + "device": 0, "context": 1, + "stream": 7, "correlation": 2515, + "bytes": 13112, "memory bandwidth (GB/s)": 13.21774193548387 + } + }, + { + "ph": "f", "id": 2515, "pid": 0, "tid": 7, "ts": 1714874352801513, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352801504, "dur": 11, + "args": { + "External id": 2515, + "cbid": 41, "correlation": 2515 + } + }, + { + "ph": "s", "id": 2515, "pid": 333468, "tid": 333557, "ts": 1714874352801504, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352801552, "dur": 0, + "args": { + "External id": 2527, + "device": 0, "context": 1, + "stream": 7, "correlation": 2527, + "bytes": 13112, "memory bandwidth (GB/s)": 13.21774193548387 + } + }, + { + "ph": "f", "id": 2527, "pid": 0, "tid": 7, "ts": 1714874352801552, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352801543, "dur": 11, + "args": { + "External id": 2527, + "cbid": 41, "correlation": 2527 + } + }, + { + "ph": "s", "id": 2527, "pid": 333468, "tid": 333557, "ts": 1714874352801543, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352801608, "dur": 0, + "args": { + "External id": 2539, + "device": 0, "context": 1, + "stream": 7, "correlation": 2539, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 2539, "pid": 0, "tid": 7, "ts": 1714874352801608, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352801584, "dur": 27, + "args": { + "External id": 2539, + "cbid": 41, "correlation": 2539 + } + }, + { + "ph": "s", "id": 2539, "pid": 333468, "tid": 333557, "ts": 1714874352801584, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352801649, "dur": 0, + "args": { + "External id": 2551, + "device": 0, "context": 1, + "stream": 7, "correlation": 2551, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 2551, "pid": 0, "tid": 7, "ts": 1714874352801649, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352801640, "dur": 23, + "args": { + "External id": 2551, + "cbid": 41, "correlation": 2551 + } + }, + { + "ph": "s", "id": 2551, "pid": 333468, "tid": 333557, "ts": 1714874352801640, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352801701, "dur": 0, + "args": { + "External id": 2563, + "device": 0, "context": 1, + "stream": 7, "correlation": 2563, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 2563, "pid": 0, "tid": 7, "ts": 1714874352801701, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352801692, "dur": 11, + "args": { + "External id": 2563, + "cbid": 41, "correlation": 2563 + } + }, + { + "ph": "s", "id": 2563, "pid": 333468, "tid": 333557, "ts": 1714874352801692, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801822, "dur": 1, + "args": { + "External id": 2570, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2570, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2570, "pid": 0, "tid": 7, "ts": 1714874352801822, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801813, "dur": 13, + "args": { + "External id": 2570, + "cbid": 211, "correlation": 2570 + } + }, + { + "ph": "s", "id": 2570, "pid": 333468, "tid": 333557, "ts": 1714874352801813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801848, "dur": 1, + "args": { + "External id": 2580, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2580, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2580, "pid": 0, "tid": 7, "ts": 1714874352801848, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801842, "dur": 9, + "args": { + "External id": 2580, + "cbid": 211, "correlation": 2580 + } + }, + { + "ph": "s", "id": 2580, "pid": 333468, "tid": 333557, "ts": 1714874352801842, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801870, "dur": 1, + "args": { + "External id": 2590, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2590, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2590, "pid": 0, "tid": 7, "ts": 1714874352801870, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801864, "dur": 9, + "args": { + "External id": 2590, + "cbid": 211, "correlation": 2590 + } + }, + { + "ph": "s", "id": 2590, "pid": 333468, "tid": 333557, "ts": 1714874352801864, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801891, "dur": 1, + "args": { + "External id": 2600, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2600, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2600, "pid": 0, "tid": 7, "ts": 1714874352801891, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801885, "dur": 9, + "args": { + "External id": 2600, + "cbid": 211, "correlation": 2600 + } + }, + { + "ph": "s", "id": 2600, "pid": 333468, "tid": 333557, "ts": 1714874352801885, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801912, "dur": 1, + "args": { + "External id": 2610, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2610, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2610, "pid": 0, "tid": 7, "ts": 1714874352801912, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801906, "dur": 9, + "args": { + "External id": 2610, + "cbid": 211, "correlation": 2610 + } + }, + { + "ph": "s", "id": 2610, "pid": 333468, "tid": 333557, "ts": 1714874352801906, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801932, "dur": 1, + "args": { + "External id": 2620, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2620, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2620, "pid": 0, "tid": 7, "ts": 1714874352801932, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801926, "dur": 9, + "args": { + "External id": 2620, + "cbid": 211, "correlation": 2620 + } + }, + { + "ph": "s", "id": 2620, "pid": 333468, "tid": 333557, "ts": 1714874352801926, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801953, "dur": 1, + "args": { + "External id": 2630, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2630, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2630, "pid": 0, "tid": 7, "ts": 1714874352801953, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801947, "dur": 9, + "args": { + "External id": 2630, + "cbid": 211, "correlation": 2630 + } + }, + { + "ph": "s", "id": 2630, "pid": 333468, "tid": 333557, "ts": 1714874352801947, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801974, "dur": 1, + "args": { + "External id": 2640, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2640, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2640, "pid": 0, "tid": 7, "ts": 1714874352801974, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801968, "dur": 9, + "args": { + "External id": 2640, + "cbid": 211, "correlation": 2640 + } + }, + { + "ph": "s", "id": 2640, "pid": 333468, "tid": 333557, "ts": 1714874352801968, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352801995, "dur": 1, + "args": { + "External id": 2650, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2650, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2650, "pid": 0, "tid": 7, "ts": 1714874352801995, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352801988, "dur": 9, + "args": { + "External id": 2650, + "cbid": 211, "correlation": 2650 + } + }, + { + "ph": "s", "id": 2650, "pid": 333468, "tid": 333557, "ts": 1714874352801988, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352802015, "dur": 1, + "args": { + "External id": 2660, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2660, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2660, "pid": 0, "tid": 7, "ts": 1714874352802015, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352802009, "dur": 9, + "args": { + "External id": 2660, + "cbid": 211, "correlation": 2660 + } + }, + { + "ph": "s", "id": 2660, "pid": 333468, "tid": 333557, "ts": 1714874352802009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352802036, "dur": 1, + "args": { + "External id": 2670, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2670, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2670, "pid": 0, "tid": 7, "ts": 1714874352802036, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352802030, "dur": 9, + "args": { + "External id": 2670, + "cbid": 211, "correlation": 2670 + } + }, + { + "ph": "s", "id": 2670, "pid": 333468, "tid": 333557, "ts": 1714874352802030, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352802057, "dur": 1, + "args": { + "External id": 2680, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2680, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2680, "pid": 0, "tid": 7, "ts": 1714874352802057, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352802051, "dur": 8, + "args": { + "External id": 2680, + "cbid": 211, "correlation": 2680 + } + }, + { + "ph": "s", "id": 2680, "pid": 333468, "tid": 333557, "ts": 1714874352802051, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352802078, "dur": 1, + "args": { + "External id": 2690, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2690, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2690, "pid": 0, "tid": 7, "ts": 1714874352802078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352802072, "dur": 9, + "args": { + "External id": 2690, + "cbid": 211, "correlation": 2690 + } + }, + { + "ph": "s", "id": 2690, "pid": 333468, "tid": 333557, "ts": 1714874352802072, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352802104, "dur": 0, + "args": { + "External id": 2699, + "device": 0, "context": 1, + "stream": 7, "correlation": 2699, + "bytes": 256, "memory bandwidth (GB/s)": 0.27586206896551724 + } + }, + { + "ph": "f", "id": 2699, "pid": 0, "tid": 7, "ts": 1714874352802104, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352802095, "dur": 12, + "args": { + "External id": 2699, + "cbid": 41, "correlation": 2699 + } + }, + { + "ph": "s", "id": 2699, "pid": 333468, "tid": 333557, "ts": 1714874352802095, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 333468, "tid": 333557, + "ts": 1714874352802130, "dur": 0, + "args": { + "External id": 2710, + "cbid": 317, "correlation": 2710 + } + }, + { + "ph": "f", "id": 2710, "pid": 333468, "tid": 333557, "ts": 1714874352802130, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 333468, "tid": 333557, + "ts": 1714874352802133, "dur": 0, + "args": { + "External id": 2714, + "cbid": 317, "correlation": 2714 + } + }, + { + "ph": "f", "id": 2714, "pid": 333468, "tid": 333557, "ts": 1714874352802133, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352802146, "dur": 0, + "args": { + "External id": 2717, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2717, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2717, "pid": 0, "tid": 7, "ts": 1714874352802146, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352802139, "dur": 10, + "args": { + "External id": 2717, + "cbid": 211, "correlation": 2717 + } + }, + { + "ph": "s", "id": 2717, "pid": 333468, "tid": 333557, "ts": 1714874352802139, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352802161, "dur": 0, + "args": { + "External id": 2723, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2723, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2723, "pid": 0, "tid": 7, "ts": 1714874352802161, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352802155, "dur": 8, + "args": { + "External id": 2723, + "cbid": 211, "correlation": 2723 + } + }, + { + "ph": "s", "id": 2723, "pid": 333468, "tid": 333557, "ts": 1714874352802155, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2d3d45de", "pid": 0, "tid": 7, + "ts": 1714874352802186, "dur": 1, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 16, + "shared memory": 8, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2728, "pid": 0, "tid": 7, "ts": 1714874352802186, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714874352802188, "dur": 1, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 0.06666667, + "warps per SM": 0.53333336, + "grid": [1, 2, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 2728, "pid": 0, "tid": 7, "ts": 1714874352802188, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714874352802190, "dur": 2, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 0.26666668, + "warps per SM": 0.53333336, + "grid": [8, 1, 1], + "block": [4, 16, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 2728, "pid": 0, "tid": 7, "ts": 1714874352802190, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2de", "pid": 0, "tid": 7, + "ts": 1714874352802192, "dur": 1, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 2728, "pid": 0, "tid": 7, "ts": 1714874352802192, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714874352802194, "dur": 278, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 48.6, + "warps per SM": 194.4, + "grid": [1458, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 2728, "pid": 0, "tid": 7, "ts": 1714874352802194, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nt", "pid": 0, "tid": 7, + "ts": 1714874352802472, "dur": 247, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 48.6, + "warps per SM": 388.8, + "grid": [1458, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 2728, "pid": 0, "tid": 7, "ts": 1714874352802472, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2de3de", "pid": 0, "tid": 7, + "ts": 1714874352802720, "dur": 2, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 26, + "shared memory": 1024, + "blocks per SM": 0.033333335, + "warps per SM": 0.26666668, + "grid": [1, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 2728, "pid": 0, "tid": 7, "ts": 1714874352802720, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714874352802722, "dur": 168, + "args": { + "External id": 2728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2728, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 8.533334, + 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"void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352825220, "dur": 1112, + "args": { + "External id": 3228, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3228, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 3228, "pid": 0, "tid": 7, "ts": 1714874352825220, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352825215, "dur": 1119, + "args": { + "External id": 3228, + "cbid": 211, "correlation": 3228 + } 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"name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352826336, "dur": 1120, + "args": { + "External id": 3231, + "cbid": 211, "correlation": 3231 + } + }, + { + "ph": "s", "id": 3231, "pid": 333468, "tid": 333468, "ts": 1714874352826336, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352827465, "dur": 400, + "args": { + "External id": 3234, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3234, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 3234, "pid": 0, "tid": 7, "ts": 1714874352827465, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352827459, "dur": 408, + "args": { + "External id": 3234, + "cbid": 211, "correlation": 3234 + } + }, + { + "ph": "s", "id": 3234, "pid": 333468, "tid": 333468, "ts": 1714874352827459, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714874352827931, "dur": 1, + "args": { + "External id": 3240, + "device": 0, "context": 1, + "stream": 7, "correlation": 3240, + "bytes": 4, "memory bandwidth (GB/s)": 0.0021929824561403508 + } + }, + { + "ph": "f", "id": 3240, "pid": 0, "tid": 7, "ts": 1714874352827931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333468, + "ts": 1714874352827918, "dur": 18, + "args": { + "External id": 3240, + "cbid": 41, "correlation": 3240 + } + }, + { + "ph": "s", "id": 3240, "pid": 333468, "tid": 333468, "ts": 1714874352827918, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 333468, "tid": 333468, + "ts": 1714874352827936, "dur": 1, + "args": { + "External id": 3241, + "cbid": 131, "correlation": 3241 + } + }, + { + "ph": "s", "id": 3241, "pid": 333468, "tid": 333468, "ts": 1714874352827936, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352827971, "dur": 1, + "args": { + "External id": 3250, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3250, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3250, "pid": 0, "tid": 7, "ts": 1714874352827971, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352827962, "dur": 12, + "args": { + "External id": 3250, + "cbid": 211, "correlation": 3250 + } + }, + { + "ph": "s", "id": 3250, "pid": 333468, "tid": 333468, "ts": 1714874352827962, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous 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1714874352828007, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714874352828048, "dur": 1, + "args": { + "External id": 3270, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3270, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3270, "pid": 0, "tid": 7, "ts": 1714874352828048, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352828040, "dur": 12, + "args": { + "External id": 3270, + "cbid": 211, "correlation": 3270 + } + }, + { + "ph": "s", "id": 3270, "pid": 333468, "tid": 333468, "ts": 1714874352828040, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714874352828098, "dur": 1, + "args": { + "External id": 3288, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3288, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3288, "pid": 0, "tid": 7, "ts": 1714874352828098, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352828090, "dur": 11, + "args": { + "External id": 3288, + "cbid": 211, "correlation": 3288 + } + }, + { + "ph": "s", "id": 3288, "pid": 333468, "tid": 333468, "ts": 1714874352828090, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> 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3319 + } + }, + { + "ph": "s", "id": 3319, "pid": 333468, "tid": 333468, "ts": 1714874352829566, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352829600, "dur": 0, + "args": { + "External id": 3332, + "device": 0, "context": 1, + "stream": 7, "correlation": 3332, + "bytes": 3328, "memory bandwidth (GB/s)": 8.666666666666666 + } + }, + { + "ph": "f", "id": 3332, "pid": 0, "tid": 7, "ts": 1714874352829600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333468, + "ts": 1714874352829592, "dur": 4, + "args": { + "External id": 3332, + "cbid": 41, "correlation": 3332 + } + }, + { + "ph": "s", "id": 3332, "pid": 333468, "tid": 333468, "ts": 1714874352829592, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 333468, "tid": 333468, + 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"name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352830724, "dur": 1, + "args": { + "External id": 3422, + "device": 0, "context": 1, + "stream": 7, "correlation": 3422, + "bytes": 4, "memory bandwidth (GB/s)": 0.0036798528058877645 + } + }, + { + "ph": "f", "id": 3422, "pid": 0, "tid": 7, "ts": 1714874352830724, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333468, + "ts": 1714874352830714, "dur": 13, + "args": { + "External id": 3422, + "cbid": 41, "correlation": 3422 + } + }, + { + "ph": "s", "id": 3422, "pid": 333468, "tid": 333468, "ts": 1714874352830714, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352830980, "dur": 0, + "args": { + "External id": 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at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor 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0, "context": 1, + "stream": 7, "correlation": 3535, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 3535, "pid": 0, "tid": 7, "ts": 1714874352831485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831476, "dur": 12, + "args": { + "External id": 3535, + "cbid": 41, "correlation": 3535 + } + }, + { + "ph": "s", "id": 3535, "pid": 333468, "tid": 333557, "ts": 1714874352831476, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352831526, "dur": 0, + "args": { + "External id": 3547, + "device": 0, "context": 1, + "stream": 7, "correlation": 3547, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 3547, "pid": 0, "tid": 7, "ts": 1714874352831526, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831517, "dur": 11, + "args": { + "External id": 3547, + "cbid": 41, "correlation": 3547 + } + }, + { + "ph": "s", "id": 3547, "pid": 333468, "tid": 333557, "ts": 1714874352831517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352831566, "dur": 0, + "args": { + "External id": 3559, + "device": 0, "context": 1, + "stream": 7, "correlation": 3559, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 3559, "pid": 0, "tid": 7, "ts": 1714874352831566, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831557, "dur": 12, + "args": { + "External id": 3559, + "cbid": 41, "correlation": 3559 + } + }, + { + "ph": "s", "id": 3559, "pid": 333468, "tid": 333557, "ts": 1714874352831557, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352831607, "dur": 0, + "args": { + "External id": 3571, + "device": 0, "context": 1, + "stream": 7, "correlation": 3571, + "bytes": 13112, "memory bandwidth (GB/s)": 13.21774193548387 + } + }, + { + "ph": "f", "id": 3571, "pid": 0, "tid": 7, "ts": 1714874352831607, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831597, "dur": 12, + "args": { + "External id": 3571, + "cbid": 41, "correlation": 3571 + } + }, + { + "ph": "s", "id": 3571, "pid": 333468, "tid": 333557, "ts": 1714874352831597, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352831648, "dur": 0, + "args": { + "External id": 3583, + "device": 0, "context": 1, + "stream": 7, "correlation": 3583, + "bytes": 13112, "memory bandwidth (GB/s)": 13.21774193548387 + } + }, + { + "ph": "f", "id": 3583, "pid": 0, "tid": 7, "ts": 1714874352831648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831638, "dur": 12, + "args": { + "External id": 3583, + "cbid": 41, "correlation": 3583 + } + }, + { + "ph": "s", "id": 3583, "pid": 333468, "tid": 333557, "ts": 1714874352831638, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352831688, "dur": 0, + "args": { + "External id": 3595, + "device": 0, "context": 1, + "stream": 7, "correlation": 3595, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 3595, "pid": 0, "tid": 7, "ts": 1714874352831688, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831679, "dur": 11, + "args": { + "External id": 3595, + "cbid": 41, "correlation": 3595 + } + }, + { + "ph": "s", "id": 3595, "pid": 333468, "tid": 333557, "ts": 1714874352831679, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352831728, "dur": 0, + "args": { + "External id": 3607, + "device": 0, "context": 1, + "stream": 7, "correlation": 3607, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 3607, "pid": 0, "tid": 7, "ts": 1714874352831728, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831719, "dur": 11, + "args": { + "External id": 3607, + "cbid": 41, "correlation": 3607 + } + }, + { + "ph": "s", "id": 3607, "pid": 333468, "tid": 333557, "ts": 1714874352831719, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352831768, "dur": 0, + "args": { + "External id": 3619, + "device": 0, "context": 1, + "stream": 7, "correlation": 3619, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 3619, "pid": 0, "tid": 7, "ts": 1714874352831768, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352831759, "dur": 12, + "args": { + "External id": 3619, + "cbid": 41, "correlation": 3619 + } + }, + { + "ph": "s", "id": 3619, "pid": 333468, "tid": 333557, "ts": 1714874352831759, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352831879, "dur": 1, + "args": { + "External id": 3626, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3626, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3626, "pid": 0, "tid": 7, "ts": 1714874352831879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352831871, "dur": 12, + "args": { + "External id": 3626, + "cbid": 211, "correlation": 3626 + } + }, + { + "ph": "s", "id": 3626, "pid": 333468, "tid": 333557, "ts": 1714874352831871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352831905, "dur": 1, + "args": { + "External id": 3636, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3636, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3636, "pid": 0, "tid": 7, "ts": 1714874352831905, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352831898, "dur": 9, + "args": { + "External id": 3636, + "cbid": 211, "correlation": 3636 + } + }, + { + "ph": "s", "id": 3636, "pid": 333468, "tid": 333557, "ts": 1714874352831898, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352831926, "dur": 1, + "args": { + "External id": 3646, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3646, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3646, "pid": 0, "tid": 7, "ts": 1714874352831926, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352831920, "dur": 9, + "args": { + "External id": 3646, + "cbid": 211, "correlation": 3646 + } + }, + { + "ph": "s", "id": 3646, "pid": 333468, "tid": 333557, "ts": 1714874352831920, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352831948, "dur": 1, + "args": { + "External id": 3656, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3656, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3656, "pid": 0, "tid": 7, "ts": 1714874352831948, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352831941, "dur": 9, + "args": { + "External id": 3656, + "cbid": 211, "correlation": 3656 + } + }, + { + "ph": "s", "id": 3656, "pid": 333468, "tid": 333557, "ts": 1714874352831941, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352831969, "dur": 1, + "args": { + "External id": 3666, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3666, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3666, "pid": 0, "tid": 7, "ts": 1714874352831969, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352831963, "dur": 9, + "args": { + "External id": 3666, + "cbid": 211, "correlation": 3666 + } + }, + { + "ph": "s", "id": 3666, "pid": 333468, "tid": 333557, "ts": 1714874352831963, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352831990, "dur": 1, + "args": { + "External id": 3676, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3676, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3676, "pid": 0, "tid": 7, "ts": 1714874352831990, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352831984, "dur": 9, + "args": { + "External id": 3676, + "cbid": 211, "correlation": 3676 + } + }, + { + "ph": "s", "id": 3676, "pid": 333468, "tid": 333557, "ts": 1714874352831984, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352832010, "dur": 1, + "args": { + "External id": 3686, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3686, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3686, "pid": 0, "tid": 7, "ts": 1714874352832010, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832004, "dur": 9, + "args": { + "External id": 3686, + "cbid": 211, "correlation": 3686 + } + }, + { + "ph": "s", "id": 3686, "pid": 333468, "tid": 333557, "ts": 1714874352832004, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352832032, "dur": 1, + "args": { + "External id": 3696, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3696, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3696, "pid": 0, "tid": 7, "ts": 1714874352832032, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832025, "dur": 9, + "args": { + "External id": 3696, + "cbid": 211, "correlation": 3696 + } + }, + { + "ph": "s", "id": 3696, "pid": 333468, "tid": 333557, "ts": 1714874352832025, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352832052, "dur": 1, + "args": { + "External id": 3706, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3706, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3706, "pid": 0, "tid": 7, "ts": 1714874352832052, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832046, "dur": 9, + "args": { + "External id": 3706, + "cbid": 211, "correlation": 3706 + } + }, + { + "ph": "s", "id": 3706, "pid": 333468, "tid": 333557, "ts": 1714874352832046, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352832073, "dur": 1, + "args": { + "External id": 3716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3716, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3716, "pid": 0, "tid": 7, "ts": 1714874352832073, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832067, "dur": 9, + "args": { + "External id": 3716, + "cbid": 211, "correlation": 3716 + } + }, + { + "ph": "s", "id": 3716, "pid": 333468, "tid": 333557, "ts": 1714874352832067, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352832094, "dur": 1, + "args": { + "External id": 3726, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3726, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3726, "pid": 0, "tid": 7, "ts": 1714874352832094, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832088, "dur": 9, + "args": { + "External id": 3726, + "cbid": 211, "correlation": 3726 + } + }, + { + "ph": "s", "id": 3726, "pid": 333468, "tid": 333557, "ts": 1714874352832088, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352832114, "dur": 1, + "args": { + "External id": 3736, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3736, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3736, "pid": 0, "tid": 7, "ts": 1714874352832114, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832108, "dur": 9, + "args": { + "External id": 3736, + "cbid": 211, "correlation": 3736 + } + }, + { + "ph": "s", "id": 3736, "pid": 333468, "tid": 333557, "ts": 1714874352832108, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352832135, "dur": 1, + "args": { + "External id": 3746, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3746, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3746, "pid": 0, "tid": 7, "ts": 1714874352832135, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832129, "dur": 9, + "args": { + "External id": 3746, + "cbid": 211, "correlation": 3746 + } + }, + { + "ph": "s", "id": 3746, "pid": 333468, "tid": 333557, "ts": 1714874352832129, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352832161, "dur": 0, + "args": { + "External id": 3755, + "device": 0, "context": 1, + "stream": 7, "correlation": 3755, + "bytes": 256, "memory bandwidth (GB/s)": 0.26666666666666666 + } + }, + { + "ph": "f", "id": 3755, "pid": 0, "tid": 7, "ts": 1714874352832161, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352832152, "dur": 12, + "args": { + "External id": 3755, + "cbid": 41, "correlation": 3755 + } + }, + { + "ph": "s", "id": 3755, "pid": 333468, "tid": 333557, "ts": 1714874352832152, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 333468, "tid": 333557, + "ts": 1714874352832186, "dur": 0, + "args": { + "External id": 3766, + "cbid": 317, "correlation": 3766 + } + }, + { + "ph": "f", "id": 3766, "pid": 333468, "tid": 333557, "ts": 1714874352832186, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 333468, "tid": 333557, + "ts": 1714874352832189, "dur": 0, + "args": { + "External id": 3770, + "cbid": 317, "correlation": 3770 + } + }, + { + "ph": "f", "id": 3770, "pid": 333468, "tid": 333557, "ts": 1714874352832189, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352832202, "dur": 0, + "args": { + "External id": 3773, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3773, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3773, "pid": 0, "tid": 7, "ts": 1714874352832202, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832195, "dur": 9, + "args": { + "External id": 3773, + "cbid": 211, "correlation": 3773 + } + }, + { + "ph": "s", "id": 3773, "pid": 333468, "tid": 333557, "ts": 1714874352832195, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352832217, "dur": 0, + "args": { + "External id": 3779, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3779, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3779, "pid": 0, "tid": 7, "ts": 1714874352832217, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352832211, "dur": 8, + "args": { + "External id": 3779, + "cbid": 211, "correlation": 3779 + } + }, + { + "ph": "s", "id": 3779, "pid": 333468, "tid": 333557, "ts": 1714874352832211, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2d3d45de", "pid": 0, "tid": 7, + "ts": 1714874352832240, "dur": 1, + "args": { + "External id": 3784, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3784, + "registers per thread": 16, + "shared memory": 8, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved 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"ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352854237, "dur": 1087, + "args": { + "External id": 4281, + "cbid": 211, "correlation": 4281 + } + }, + { + "ph": "s", "id": 4281, "pid": 333468, "tid": 333468, "ts": 1714874352854237, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352855332, "dur": 1113, + "args": { + "External id": 4284, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4284, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4284, "pid": 0, "tid": 7, "ts": 1714874352855332, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352855326, "dur": 1121, + "args": { + "External id": 4284, + "cbid": 211, "correlation": 4284 + } + }, + { + "ph": "s", "id": 4284, "pid": 333468, "tid": 333468, "ts": 1714874352855326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352856456, "dur": 1111, + "args": { + "External id": 4287, + "queued": 0, "device": 0, "context": 1, + 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1714874352858042, "dur": 2, + "args": { + "External id": 4296, + "device": 0, "context": 1, + "stream": 7, "correlation": 4296, + "bytes": 4, "memory bandwidth (GB/s)": 0.001953125 + } + }, + { + "ph": "f", "id": 4296, "pid": 0, "tid": 7, "ts": 1714874352858042, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333468, + "ts": 1714874352858030, "dur": 17, + "args": { + "External id": 4296, + "cbid": 41, "correlation": 4296 + } + }, + { + "ph": "s", "id": 4296, "pid": 333468, "tid": 333468, "ts": 1714874352858030, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 333468, "tid": 333468, + "ts": 1714874352858048, "dur": 1, + "args": { + "External id": 4297, + "cbid": 131, "correlation": 4297 + } + }, + { + "ph": "s", "id": 4297, "pid": 333468, "tid": 333468, "ts": 1714874352858048, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352858078, "dur": 1, + "args": { + "External id": 4306, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4306, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4306, "pid": 0, "tid": 7, "ts": 1714874352858078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352858069, "dur": 12, + "args": { + "External id": 4306, + "cbid": 211, "correlation": 4306 + } + }, + { + "ph": "s", "id": 4306, "pid": 333468, "tid": 333468, "ts": 1714874352858069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352858126, "dur": 1, + "args": { + "External id": 4316, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4316, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4316, "pid": 0, "tid": 7, "ts": 1714874352858126, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352858118, "dur": 12, + "args": { + "External id": 4316, + "cbid": 211, "correlation": 4316 + } + }, + { + "ph": "s", "id": 4316, "pid": 333468, "tid": 333468, "ts": 1714874352858118, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714874352858159, "dur": 1, + "args": { + "External id": 4326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4326, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4326, "pid": 0, "tid": 7, "ts": 1714874352858159, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352858151, "dur": 11, + "args": { + "External id": 4326, + "cbid": 211, "correlation": 4326 + } + }, + { + "ph": "s", "id": 4326, "pid": 333468, "tid": 333468, "ts": 1714874352858151, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, 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"args": { + "External id": 4344, + "cbid": 211, "correlation": 4344 + } + }, + { + "ph": "s", "id": 4344, "pid": 333468, "tid": 333468, "ts": 1714874352858195, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(long, long)#1}>, unsigned int, long, 4>)", "pid": 0, "tid": 7, + "ts": 1714874352858223, "dur": 3, + "args": { + "External id": 4354, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4354, + "registers per thread": 36, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4354, "pid": 0, "tid": 7, "ts": 1714874352858223, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352858216, "dur": 12, + "args": { + "External id": 4354, + "cbid": 211, "correlation": 4354 + } + }, + { + "ph": "s", "id": 4354, "pid": 333468, "tid": 333468, "ts": 1714874352858216, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714874352858248, "dur": 1, + "args": { + "External id": 4360, + "device": 0, "context": 1, + "stream": 7, "correlation": 4360, + "bytes": 8, "memory bandwidth (GB/s)": 0.004310344827586207 + } + }, + { + "ph": "f", "id": 4360, "pid": 0, "tid": 7, "ts": 1714874352858248, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333468, + "ts": 1714874352858240, "dur": 12, + "args": { + "External id": 4360, + "cbid": 41, "correlation": 4360 + } + }, + { + "ph": "s", "id": 4360, "pid": 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4493 + } + }, + { + "ph": "s", "id": 4493, "pid": 333468, "tid": 333468, "ts": 1714874352860995, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352861128, "dur": 1, + "args": { + "External id": 4509, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4509, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4509, "pid": 0, "tid": 7, "ts": 1714874352861128, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352861117, "dur": 16, + "args": { + "External id": 4509, + "cbid": 211, "correlation": 4509 + } + }, + { + "ph": "s", "id": 4509, "pid": 333468, "tid": 333557, "ts": 1714874352861117, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352861155, "dur": 1, + "args": { + "External id": 4513, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4513, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4513, "pid": 0, "tid": 7, 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4531, + "cbid": 41, "correlation": 4531 + } + }, + { + "ph": "s", "id": 4531, "pid": 333468, "tid": 333557, "ts": 1714874352861274, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861336, "dur": 0, + "args": { + "External id": 4543, + "device": 0, "context": 1, + "stream": 7, "correlation": 4543, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 4543, "pid": 0, "tid": 7, "ts": 1714874352861336, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861326, "dur": 13, + "args": { + "External id": 4543, + "cbid": 41, "correlation": 4543 + } + }, + { + "ph": "s", "id": 4543, "pid": 333468, "tid": 333557, "ts": 1714874352861326, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861379, "dur": 0, + "args": { + "External id": 4555, + "device": 0, "context": 1, + "stream": 7, "correlation": 4555, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 4555, "pid": 0, "tid": 7, "ts": 1714874352861379, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861370, "dur": 12, + "args": { + "External id": 4555, + "cbid": 41, "correlation": 4555 + } + }, + { + "ph": "s", "id": 4555, "pid": 333468, "tid": 333557, "ts": 1714874352861370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861421, "dur": 0, + "args": { + "External id": 4567, + "device": 0, "context": 1, + "stream": 7, "correlation": 4567, + "bytes": 13112, "memory bandwidth (GB/s)": 13.21774193548387 + } + }, 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1714874352861453, "dur": 12, + "args": { + "External id": 4579, + "cbid": 41, "correlation": 4579 + } + }, + { + "ph": "s", "id": 4579, "pid": 333468, "tid": 333557, "ts": 1714874352861453, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861503, "dur": 0, + "args": { + "External id": 4591, + "device": 0, "context": 1, + "stream": 7, "correlation": 4591, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 4591, "pid": 0, "tid": 7, "ts": 1714874352861503, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861494, "dur": 11, + "args": { + "External id": 4591, + "cbid": 41, "correlation": 4591 + } + }, + { + "ph": "s", "id": 4591, "pid": 333468, "tid": 333557, "ts": 1714874352861494, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861544, "dur": 0, + "args": { + "External id": 4603, + "device": 0, "context": 1, + "stream": 7, "correlation": 4603, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 4603, "pid": 0, "tid": 7, "ts": 1714874352861544, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861535, "dur": 11, + "args": { + "External id": 4603, + "cbid": 41, "correlation": 4603 + } + }, + { + "ph": "s", "id": 4603, "pid": 333468, "tid": 333557, "ts": 1714874352861535, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861585, "dur": 0, + "args": { + "External id": 4615, + "device": 0, "context": 1, + "stream": 7, "correlation": 4615, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 4615, "pid": 0, "tid": 7, "ts": 1714874352861585, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861576, "dur": 11, + "args": { + "External id": 4615, + "cbid": 41, "correlation": 4615 + } + }, + { + "ph": "s", "id": 4615, "pid": 333468, "tid": 333557, "ts": 1714874352861576, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861666, "dur": 0, + "args": { + "External id": 4627, + "device": 0, "context": 1, + "stream": 7, "correlation": 4627, + "bytes": 13112, "memory bandwidth (GB/s)": 14.129310344827585 + } + }, + { + "ph": "f", "id": 4627, "pid": 0, "tid": 7, "ts": 1714874352861666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861657, "dur": 11, + "args": { + "External id": 4627, + "cbid": 41, "correlation": 4627 + } + }, + { + "ph": "s", "id": 4627, "pid": 333468, "tid": 333557, "ts": 1714874352861657, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861710, "dur": 0, + "args": { + "External id": 4639, + "device": 0, "context": 1, + "stream": 7, "correlation": 4639, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 4639, "pid": 0, "tid": 7, "ts": 1714874352861710, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861701, "dur": 11, + "args": { + "External id": 4639, + "cbid": 41, "correlation": 4639 + } + }, + { + "ph": "s", "id": 4639, "pid": 333468, "tid": 333557, "ts": 1714874352861701, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861750, "dur": 0, + "args": { + "External id": 4651, + "device": 0, "context": 1, + "stream": 7, "correlation": 4651, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 4651, "pid": 0, "tid": 7, "ts": 1714874352861750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861741, "dur": 11, + "args": { + "External id": 4651, + "cbid": 41, "correlation": 4651 + } + }, + { + "ph": "s", "id": 4651, "pid": 333468, "tid": 333557, "ts": 1714874352861741, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861790, "dur": 0, + "args": { + "External id": 4663, + "device": 0, "context": 1, + "stream": 7, "correlation": 4663, + "bytes": 13112, "memory bandwidth (GB/s)": 13.21774193548387 + } + }, + { + "ph": "f", "id": 4663, "pid": 0, "tid": 7, "ts": 1714874352861790, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861782, "dur": 11, + "args": { + "External id": 4663, + "cbid": 41, "correlation": 4663 + } + }, + { + "ph": "s", "id": 4663, "pid": 333468, "tid": 333557, "ts": 1714874352861782, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352861831, "dur": 0, + "args": { + "External id": 4675, + "device": 0, "context": 1, + "stream": 7, "correlation": 4675, + "bytes": 13112, "memory bandwidth (GB/s)": 13.658333333333333 + } + }, + { + "ph": "f", "id": 4675, "pid": 0, "tid": 7, "ts": 1714874352861831, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352861822, "dur": 12, + "args": { + "External id": 4675, + "cbid": 41, "correlation": 4675 + } + }, + { + "ph": "s", "id": 4675, "pid": 333468, "tid": 333557, "ts": 1714874352861822, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352861986, "dur": 1, + "args": { + "External id": 4682, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4682, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4682, "pid": 0, "tid": 7, "ts": 1714874352861986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352861977, "dur": 13, + "args": { + "External id": 4682, + "cbid": 211, "correlation": 4682 + } + }, + { + "ph": "s", "id": 4682, "pid": 333468, "tid": 333557, "ts": 1714874352861977, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862013, "dur": 1, + "args": { + "External id": 4692, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4692, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4692, "pid": 0, "tid": 7, "ts": 1714874352862013, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862007, "dur": 9, + "args": { + "External id": 4692, + "cbid": 211, "correlation": 4692 + } + }, + { + "ph": "s", "id": 4692, "pid": 333468, "tid": 333557, "ts": 1714874352862007, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862035, "dur": 1, + "args": { + "External id": 4702, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4702, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4702, "pid": 0, "tid": 7, "ts": 1714874352862035, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862029, "dur": 9, + "args": { + "External id": 4702, + "cbid": 211, "correlation": 4702 + } + }, + { + "ph": "s", "id": 4702, "pid": 333468, "tid": 333557, "ts": 1714874352862029, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862057, "dur": 1, + "args": { + "External id": 4712, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4712, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4712, "pid": 0, "tid": 7, "ts": 1714874352862057, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862050, "dur": 9, + "args": { + "External id": 4712, + "cbid": 211, "correlation": 4712 + } + }, + { + "ph": "s", "id": 4712, "pid": 333468, "tid": 333557, "ts": 1714874352862050, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862078, "dur": 1, + "args": { + "External id": 4722, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4722, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4722, "pid": 0, "tid": 7, "ts": 1714874352862078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862072, "dur": 9, + "args": { + "External id": 4722, + "cbid": 211, "correlation": 4722 + } + }, + { + "ph": "s", "id": 4722, "pid": 333468, "tid": 333557, "ts": 1714874352862072, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862099, "dur": 1, + "args": { + "External id": 4732, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4732, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4732, "pid": 0, "tid": 7, "ts": 1714874352862099, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862093, "dur": 9, + "args": { + "External id": 4732, + "cbid": 211, "correlation": 4732 + } + }, + { + "ph": "s", "id": 4732, "pid": 333468, "tid": 333557, "ts": 1714874352862093, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862120, "dur": 1, + "args": { + "External id": 4742, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4742, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4742, "pid": 0, "tid": 7, "ts": 1714874352862120, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862114, "dur": 9, + "args": { + "External id": 4742, + "cbid": 211, "correlation": 4742 + } + }, + { + "ph": "s", "id": 4742, "pid": 333468, "tid": 333557, "ts": 1714874352862114, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862141, "dur": 1, + "args": { + "External id": 4752, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4752, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4752, "pid": 0, "tid": 7, "ts": 1714874352862141, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862135, "dur": 9, + "args": { + "External id": 4752, + "cbid": 211, "correlation": 4752 + } + }, + { + "ph": "s", "id": 4752, "pid": 333468, "tid": 333557, "ts": 1714874352862135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862162, "dur": 1, + "args": { + "External id": 4762, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4762, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4762, "pid": 0, "tid": 7, "ts": 1714874352862162, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862156, "dur": 9, + "args": { + "External id": 4762, + "cbid": 211, "correlation": 4762 + } + }, + { + "ph": "s", "id": 4762, "pid": 333468, "tid": 333557, "ts": 1714874352862156, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862183, "dur": 1, + "args": { + "External id": 4772, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4772, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4772, "pid": 0, "tid": 7, "ts": 1714874352862183, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862177, "dur": 9, + "args": { + "External id": 4772, + "cbid": 211, "correlation": 4772 + } + }, + { + "ph": "s", "id": 4772, "pid": 333468, "tid": 333557, "ts": 1714874352862177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862204, "dur": 1, + "args": { + "External id": 4782, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4782, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4782, "pid": 0, "tid": 7, "ts": 1714874352862204, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862198, "dur": 9, + "args": { + "External id": 4782, + "cbid": 211, "correlation": 4782 + } + }, + { + "ph": "s", "id": 4782, "pid": 333468, "tid": 333557, "ts": 1714874352862198, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862225, "dur": 1, + "args": { + "External id": 4792, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4792, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4792, "pid": 0, "tid": 7, "ts": 1714874352862225, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862219, "dur": 9, + "args": { + "External id": 4792, + "cbid": 211, "correlation": 4792 + } + }, + { + "ph": "s", "id": 4792, "pid": 333468, "tid": 333557, "ts": 1714874352862219, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714874352862246, "dur": 1, + "args": { + "External id": 4802, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4802, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4802, "pid": 0, "tid": 7, "ts": 1714874352862246, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333557, + "ts": 1714874352862240, "dur": 9, + "args": { + "External id": 4802, + "cbid": 211, "correlation": 4802 + } + }, + { + "ph": "s", "id": 4802, "pid": 333468, "tid": 333557, "ts": 1714874352862240, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714874352862273, "dur": 0, + "args": { + "External id": 4811, + "device": 0, "context": 1, + "stream": 7, "correlation": 4811, + "bytes": 256, "memory bandwidth (GB/s)": 0.26666666666666666 + } + }, + { + "ph": "f", "id": 4811, "pid": 0, "tid": 7, "ts": 1714874352862273, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333557, + "ts": 1714874352862263, "dur": 12, + "args": { + "External id": 4811, + "cbid": 41, "correlation": 4811 + } + }, + { + "ph": "s", "id": 4811, "pid": 333468, "tid": 333557, "ts": 1714874352862263, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 333468, "tid": 333557, + "ts": 1714874352862301, "dur": 0, + "args": { + "External id": 4822, + "cbid": 317, "correlation": 4822 + } + }, + { + "ph": "f", "id": 4822, "pid": 333468, "tid": 333557, "ts": 1714874352862301, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 333468, "tid": 333557, + "ts": 1714874352862303, "dur": 0, + "args": { + "External id": 4826, + "cbid": 317, "correlation": 4826 + } + }, + { + "ph": "f", "id": 4826, "pid": 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"dur": 602, + "args": { + "External id": 5322, + "cbid": 211, "correlation": 5322 + } + }, + { + "ph": "s", "id": 5322, "pid": 333468, "tid": 333468, "ts": 1714874352881612, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714874352882222, "dur": 603, + "args": { + "External id": 5325, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5325, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5325, "pid": 0, "tid": 7, "ts": 1714874352882222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352882217, "dur": 610, + "args": { + "External id": 5325, + "cbid": 211, "correlation": 5325 + } + }, + { + "ph": "s", "id": 5325, "pid": 333468, "tid": 333468, "ts": 1714874352882217, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float>(at::native::(anonymous namespace)::TensorListMetadata<1>, at::native::(anonymous namespace)::BinaryOpScalarFunctor, std::plus, float)", "pid": 0, "tid": 7, + "ts": 1714874352882836, "dur": 213, + "args": { + "External id": 5328, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5328, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5328, "pid": 0, "tid": 7, "ts": 1714874352882836, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352882829, "dur": 221, + "args": { + "External id": 5328, + "cbid": 211, "correlation": 5328 + } + }, + { + "ph": "s", "id": 5328, "pid": 333468, "tid": 333468, "ts": 1714874352882829, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352883112, "dur": 1097, + "args": { + "External id": 5334, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5334, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5334, "pid": 0, "tid": 7, "ts": 1714874352883112, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352883104, "dur": 1107, + "args": { + "External id": 5334, + "cbid": 211, "correlation": 5334 + } + }, + { + "ph": "s", "id": 5334, "pid": 333468, "tid": 333468, "ts": 1714874352883104, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous 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at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352885310, "dur": 1112, + "args": { + "External id": 5340, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5340, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5340, "pid": 0, "tid": 7, "ts": 1714874352885310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352885305, "dur": 1119, + "args": { + "External id": 5340, + "cbid": 211, "correlation": 5340 + } + }, + { + "ph": "s", "id": 5340, "pid": 333468, "tid": 333468, "ts": 1714874352885305, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352886433, "dur": 1112, + "args": { + "External id": 5343, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5343, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5343, "pid": 0, "tid": 7, "ts": 1714874352886433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352886427, "dur": 1120, + "args": { + "External id": 5343, + "cbid": 211, "correlation": 5343 + } + }, + { + "ph": "s", "id": 5343, "pid": 333468, "tid": 333468, "ts": 1714874352886427, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714874352887556, "dur": 400, + "args": { + "External id": 5346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5346, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 4.0666666, + "warps per SM": 65.066666, + "grid": [122, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5346, "pid": 0, "tid": 7, "ts": 1714874352887556, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352887549, "dur": 407, + "args": { + "External id": 5346, + "cbid": 211, "correlation": 5346 + } + }, + { + "ph": "s", "id": 5346, "pid": 333468, "tid": 333468, "ts": 1714874352887549, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714874352888016, "dur": 1, + "args": { + "External id": 5352, + "device": 0, "context": 1, + "stream": 7, "correlation": 5352, + "bytes": 4, "memory bandwidth (GB/s)": 0.0025 + } + }, + { + "ph": "f", "id": 5352, "pid": 0, "tid": 7, "ts": 1714874352888016, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 333468, "tid": 333468, + "ts": 1714874352888005, "dur": 15, + "args": { + "External id": 5352, + "cbid": 41, "correlation": 5352 + } + }, + { + "ph": "s", "id": 5352, "pid": 333468, "tid": 333468, "ts": 1714874352888005, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 333468, "tid": 333468, + "ts": 1714874352888021, "dur": 1, + "args": { + "External id": 5353, + "cbid": 131, "correlation": 5353 + } + }, + { + "ph": "s", "id": 5353, "pid": 333468, "tid": 333468, "ts": 1714874352888021, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352888050, "dur": 1, + "args": { + "External id": 5362, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5362, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5362, "pid": 0, "tid": 7, "ts": 1714874352888050, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352888042, "dur": 12, + "args": { + "External id": 5362, + "cbid": 211, "correlation": 5362 + } + }, + { + "ph": "s", "id": 5362, "pid": 333468, "tid": 333468, "ts": 1714874352888042, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714874352888090, "dur": 1, + "args": { + "External id": 5372, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5372, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5372, "pid": 0, "tid": 7, "ts": 1714874352888090, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352888082, "dur": 11, + "args": { + "External id": 5372, + "cbid": 211, "correlation": 5372 + } + }, + { + "ph": "s", "id": 5372, "pid": 333468, "tid": 333468, "ts": 1714874352888082, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714874352888122, "dur": 1, + "args": { + "External id": 5382, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5382, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5382, "pid": 0, "tid": 7, "ts": 1714874352888122, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 333468, "tid": 333468, + "ts": 1714874352888115, "dur": 12, + "args": { + "External id": 5382, + "cbid": 211, "correlation": 5382 + } + }, + { + "ph": "s", "id": 5382, "pid": 333468, "tid": 333468, "ts": 1714874352888115, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714874352888167, "dur": 1, + "args": { + "External id": 5400, + "queued": 0, "device": 0, "context": 1, 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float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879631845693, "dur": 2, + "args": { + "External id": 2693, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2693, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2693, "pid": 0, "tid": 7, "ts": 1714879631845693, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631839831, "dur": 5868, + "args": { + "External id": 2693, + "cbid": 211, "correlation": 2693 + } + }, + { + "ph": "s", 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343084, "ts": 1714879631847251, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847429, "dur": 2, + "args": { + "External id": 2917, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2917, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2917, "pid": 0, "tid": 7, "ts": 1714879631847429, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847418, "dur": 15, + "args": { + "External id": 2917, + "cbid": 211, "correlation": 2917 + } + }, + { + "ph": "s", "id": 2917, "pid": 342997, "tid": 343084, "ts": 1714879631847418, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847461, "dur": 1, + "args": { + "External id": 2927, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2927, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2927, "pid": 0, "tid": 7, "ts": 1714879631847461, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847451, "dur": 15, + "args": { + "External id": 2927, + "cbid": 211, "correlation": 2927 + } + }, + { + "ph": "s", "id": 2927, "pid": 342997, "tid": 343084, "ts": 1714879631847451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847486, "dur": 1, + "args": { + "External id": 2937, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2937, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2937, "pid": 0, "tid": 7, "ts": 1714879631847486, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847479, "dur": 10, + "args": { + "External id": 2937, + "cbid": 211, "correlation": 2937 + } + }, + { + "ph": "s", "id": 2937, "pid": 342997, "tid": 343084, "ts": 1714879631847479, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847509, "dur": 1, + "args": { + "External id": 2947, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2947, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2947, "pid": 0, "tid": 7, "ts": 1714879631847509, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847502, "dur": 10, + "args": { + "External id": 2947, + "cbid": 211, "correlation": 2947 + } + }, + { + "ph": "s", "id": 2947, "pid": 342997, "tid": 343084, "ts": 1714879631847502, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847531, "dur": 1, + "args": { + "External id": 2957, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2957, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2957, "pid": 0, "tid": 7, "ts": 1714879631847531, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847525, "dur": 10, + "args": { + "External id": 2957, + "cbid": 211, "correlation": 2957 + } + }, + { + "ph": "s", "id": 2957, "pid": 342997, "tid": 343084, "ts": 1714879631847525, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847554, "dur": 1, + "args": { + "External id": 2967, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2967, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2967, "pid": 0, "tid": 7, "ts": 1714879631847554, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847547, "dur": 10, + "args": { + "External id": 2967, + "cbid": 211, "correlation": 2967 + } + }, + { + "ph": "s", "id": 2967, "pid": 342997, "tid": 343084, "ts": 1714879631847547, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847577, "dur": 1, + "args": { + "External id": 2977, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2977, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2977, "pid": 0, "tid": 7, "ts": 1714879631847577, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847570, "dur": 10, + "args": { + "External id": 2977, + "cbid": 211, "correlation": 2977 + } + }, + { + "ph": "s", "id": 2977, "pid": 342997, "tid": 343084, "ts": 1714879631847570, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847600, "dur": 1, + "args": { + "External id": 2987, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2987, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2987, "pid": 0, "tid": 7, "ts": 1714879631847600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847593, "dur": 10, + "args": { + "External id": 2987, + "cbid": 211, "correlation": 2987 + } + }, + { + "ph": "s", "id": 2987, "pid": 342997, "tid": 343084, "ts": 1714879631847593, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847623, "dur": 1, + "args": { + "External id": 2997, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 2997, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 2997, "pid": 0, "tid": 7, "ts": 1714879631847623, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847616, "dur": 10, + "args": { + "External id": 2997, + "cbid": 211, "correlation": 2997 + } + }, + { + "ph": "s", "id": 2997, "pid": 342997, "tid": 343084, "ts": 1714879631847616, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847646, "dur": 1, + "args": { + "External id": 3007, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3007, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3007, "pid": 0, "tid": 7, "ts": 1714879631847646, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847639, "dur": 10, + "args": { + "External id": 3007, + "cbid": 211, "correlation": 3007 + } + }, + { + "ph": "s", "id": 3007, "pid": 342997, "tid": 343084, "ts": 1714879631847639, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847668, "dur": 1, + "args": { + "External id": 3017, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3017, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3017, "pid": 0, "tid": 7, "ts": 1714879631847668, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847661, "dur": 10, + "args": { + "External id": 3017, + "cbid": 211, "correlation": 3017 + } + }, + { + "ph": "s", "id": 3017, "pid": 342997, "tid": 343084, "ts": 1714879631847661, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847690, "dur": 1, + "args": { + "External id": 3027, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3027, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3027, "pid": 0, "tid": 7, "ts": 1714879631847690, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631847684, "dur": 10, + "args": { + "External id": 3027, + "cbid": 211, "correlation": 3027 + } + }, + { + "ph": "s", "id": 3027, "pid": 342997, "tid": 343084, "ts": 1714879631847684, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631847712, "dur": 1, + "args": { + "External id": 3037, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3037, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 3037, "pid": 0, "tid": 7, "ts": 1714879631847712, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 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512, "memory bandwidth (GB/s)": 1.3368146214099217 + } + }, + { + "ph": "f", "id": 3815, "pid": 0, "tid": 7, "ts": 1714879631908367, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 342997, + "ts": 1714879631908355, "dur": 9, + "args": { + "External id": 3815, + "cbid": 41, "correlation": 3815 + } + }, + { + "ph": "s", "id": 3815, "pid": 342997, "tid": 342997, "ts": 1714879631908355, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 342997, "tid": 342997, + "ts": 1714879631908365, "dur": 4, + "args": { + "External id": 3816, + "cbid": 131, "correlation": 3816 + } + }, + { + "ph": "s", "id": 3816, "pid": 342997, "tid": 342997, "ts": 1714879631908365, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631908398, "dur": 0, + "args": { 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"cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916032, "dur": 12, + "args": { + "External id": 4020, + "cbid": 41, "correlation": 4020 + } + }, + { + "ph": "s", "id": 4020, "pid": 342997, "tid": 343084, "ts": 1714879631916032, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916083, "dur": 1, + "args": { + "External id": 4032, + "device": 0, "context": 1, + "stream": 7, "correlation": 4032, + "bytes": 26424, "memory bandwidth (GB/s)": 21.173076923076923 + } + }, + { + "ph": "f", "id": 4032, "pid": 0, "tid": 7, "ts": 1714879631916083, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916074, "dur": 12, + "args": { + "External id": 4032, + "cbid": 41, "correlation": 4032 + } + }, + { + "ph": "s", "id": 4032, "pid": 342997, "tid": 343084, "ts": 1714879631916074, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916128, "dur": 1, + "args": { + "External id": 4044, + "device": 0, "context": 1, + "stream": 7, "correlation": 4044, + "bytes": 26424, "memory bandwidth (GB/s)": 21.730263157894736 + } + }, + { + "ph": "f", "id": 4044, "pid": 0, "tid": 7, "ts": 1714879631916128, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916116, "dur": 15, + "args": { + "External id": 4044, + "cbid": 41, "correlation": 4044 + } + }, + { + "ph": "s", "id": 4044, "pid": 342997, "tid": 343084, "ts": 1714879631916116, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916177, "dur": 1, + "args": { + "External id": 4056, + "device": 0, "context": 1, + "stream": 7, "correlation": 4056, + "bytes": 26424, "memory bandwidth (GB/s)": 20.64375 + } + }, + { + "ph": "f", "id": 4056, "pid": 0, "tid": 7, "ts": 1714879631916177, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916167, "dur": 13, + "args": { + "External id": 4056, + "cbid": 41, "correlation": 4056 + } + }, + { + "ph": "s", "id": 4056, "pid": 342997, "tid": 343084, "ts": 1714879631916167, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916220, "dur": 1, + "args": { + "External id": 4068, + "device": 0, "context": 1, + "stream": 7, "correlation": 4068, + "bytes": 26424, "memory bandwidth (GB/s)": 21.730263157894736 + } + }, + { + "ph": "f", "id": 4068, "pid": 0, "tid": 7, "ts": 1714879631916220, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916210, "dur": 12, + "args": { + "External id": 4068, + "cbid": 41, "correlation": 4068 + } + }, + { + "ph": "s", "id": 4068, "pid": 342997, "tid": 343084, "ts": 1714879631916210, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916261, "dur": 1, + "args": { + "External id": 4080, + "device": 0, "context": 1, + "stream": 7, "correlation": 4080, + "bytes": 26424, "memory bandwidth (GB/s)": 21.173076923076923 + } + }, + { + "ph": "f", "id": 4080, "pid": 0, "tid": 7, "ts": 1714879631916261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916252, "dur": 12, + "args": { + "External id": 4080, + "cbid": 41, "correlation": 4080 + } + }, + { + "ph": "s", "id": 4080, "pid": 342997, "tid": 343084, "ts": 1714879631916252, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916303, "dur": 1, + "args": { + "External id": 4092, + "device": 0, "context": 1, + "stream": 7, "correlation": 4092, + "bytes": 26424, "memory bandwidth (GB/s)": 20.64375 + } + }, + { + "ph": "f", "id": 4092, "pid": 0, "tid": 7, "ts": 1714879631916303, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916293, "dur": 12, + "args": { + "External id": 4092, + "cbid": 41, "correlation": 4092 + } + }, + { + "ph": "s", "id": 4092, "pid": 342997, "tid": 343084, "ts": 1714879631916293, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916345, "dur": 1, + "args": { + "External id": 4104, + "device": 0, "context": 1, + "stream": 7, "correlation": 4104, + "bytes": 26424, "memory bandwidth (GB/s)": 21.173076923076923 + } + }, + { + "ph": "f", "id": 4104, "pid": 0, "tid": 7, "ts": 1714879631916345, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916336, "dur": 12, + "args": { + "External id": 4104, + "cbid": 41, "correlation": 4104 + } + }, + { + "ph": "s", "id": 4104, "pid": 342997, "tid": 343084, "ts": 1714879631916336, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916387, "dur": 1, + "args": { + "External id": 4116, + "device": 0, "context": 1, + "stream": 7, "correlation": 4116, + "bytes": 26424, "memory bandwidth (GB/s)": 21.173076923076923 + } + }, + { + "ph": "f", "id": 4116, "pid": 0, "tid": 7, "ts": 1714879631916387, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916378, "dur": 12, + "args": { + "External id": 4116, + "cbid": 41, "correlation": 4116 + } + }, + { + "ph": "s", "id": 4116, "pid": 342997, "tid": 343084, "ts": 1714879631916378, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916525, "dur": 1, + "args": { + "External id": 4123, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4123, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4123, "pid": 0, "tid": 7, "ts": 1714879631916525, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916516, "dur": 14, + "args": { + "External id": 4123, + "cbid": 211, "correlation": 4123 + } + }, + { + "ph": "s", "id": 4123, "pid": 342997, "tid": 343084, "ts": 1714879631916516, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916552, "dur": 1, + "args": { + "External id": 4133, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4133, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4133, "pid": 0, "tid": 7, "ts": 1714879631916552, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916545, "dur": 10, + "args": { + "External id": 4133, + "cbid": 211, "correlation": 4133 + } + }, + { + "ph": "s", "id": 4133, "pid": 342997, "tid": 343084, "ts": 1714879631916545, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916575, "dur": 1, + "args": { + "External id": 4143, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4143, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4143, "pid": 0, "tid": 7, "ts": 1714879631916575, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916568, "dur": 10, + "args": { + "External id": 4143, + "cbid": 211, "correlation": 4143 + } + }, + { + "ph": "s", "id": 4143, "pid": 342997, "tid": 343084, "ts": 1714879631916568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916597, "dur": 1, + "args": { + "External id": 4153, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4153, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4153, "pid": 0, "tid": 7, "ts": 1714879631916597, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916590, "dur": 10, + "args": { + "External id": 4153, + "cbid": 211, "correlation": 4153 + } + }, + { + "ph": "s", "id": 4153, "pid": 342997, "tid": 343084, "ts": 1714879631916590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916619, "dur": 1, + "args": { + "External id": 4163, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4163, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4163, "pid": 0, "tid": 7, "ts": 1714879631916619, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916612, "dur": 10, + "args": { + "External id": 4163, + "cbid": 211, "correlation": 4163 + } + }, + { + "ph": "s", "id": 4163, "pid": 342997, "tid": 343084, "ts": 1714879631916612, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916641, "dur": 1, + "args": { + "External id": 4173, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4173, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4173, "pid": 0, "tid": 7, "ts": 1714879631916641, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916634, "dur": 10, + "args": { + "External id": 4173, + "cbid": 211, "correlation": 4173 + } + }, + { + "ph": "s", "id": 4173, "pid": 342997, "tid": 343084, "ts": 1714879631916634, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916663, "dur": 1, + "args": { + "External id": 4183, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4183, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4183, "pid": 0, "tid": 7, "ts": 1714879631916663, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916656, "dur": 10, + "args": { + "External id": 4183, + "cbid": 211, "correlation": 4183 + } + }, + { + "ph": "s", "id": 4183, "pid": 342997, "tid": 343084, "ts": 1714879631916656, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916685, "dur": 1, + "args": { + "External id": 4193, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4193, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4193, "pid": 0, "tid": 7, "ts": 1714879631916685, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916679, "dur": 10, + "args": { + "External id": 4193, + "cbid": 211, "correlation": 4193 + } + }, + { + "ph": "s", "id": 4193, "pid": 342997, "tid": 343084, "ts": 1714879631916679, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916707, "dur": 1, + "args": { + "External id": 4203, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4203, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4203, "pid": 0, "tid": 7, "ts": 1714879631916707, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916701, "dur": 10, + "args": { + "External id": 4203, + "cbid": 211, "correlation": 4203 + } + }, + { + "ph": "s", "id": 4203, "pid": 342997, "tid": 343084, "ts": 1714879631916701, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916729, "dur": 1, + "args": { + "External id": 4213, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4213, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4213, "pid": 0, "tid": 7, "ts": 1714879631916729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916722, "dur": 10, + "args": { + "External id": 4213, + "cbid": 211, "correlation": 4213 + } + }, + { + "ph": "s", "id": 4213, "pid": 342997, "tid": 343084, "ts": 1714879631916722, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916751, "dur": 1, + "args": { + "External id": 4223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4223, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4223, "pid": 0, "tid": 7, "ts": 1714879631916751, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916745, "dur": 9, + "args": { + "External id": 4223, + "cbid": 211, "correlation": 4223 + } + }, + { + "ph": "s", "id": 4223, "pid": 342997, "tid": 343084, "ts": 1714879631916745, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916773, "dur": 1, + "args": { + "External id": 4233, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4233, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4233, "pid": 0, "tid": 7, "ts": 1714879631916773, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916766, "dur": 9, + "args": { + "External id": 4233, + "cbid": 211, "correlation": 4233 + } + }, + { + "ph": "s", "id": 4233, "pid": 342997, "tid": 343084, "ts": 1714879631916766, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631916795, "dur": 1, + "args": { + "External id": 4243, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4243, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4243, "pid": 0, "tid": 7, "ts": 1714879631916795, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916788, "dur": 9, + "args": { + "External id": 4243, + "cbid": 211, "correlation": 4243 + } + }, + { + "ph": "s", "id": 4243, "pid": 342997, "tid": 343084, "ts": 1714879631916788, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631916835, "dur": 1, + "args": { + "External id": 4252, + "device": 0, "context": 1, + "stream": 7, "correlation": 4252, + "bytes": 512, "memory bandwidth (GB/s)": 0.41058540497193263 + } + }, + { + "ph": "f", "id": 4252, "pid": 0, "tid": 7, "ts": 1714879631916835, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631916824, "dur": 13, + "args": { + "External id": 4252, + "cbid": 41, "correlation": 4252 + } + }, + { + "ph": "s", "id": 4252, "pid": 342997, "tid": 343084, "ts": 1714879631916824, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 342997, "tid": 343084, + "ts": 1714879631916863, "dur": 0, + "args": { + "External id": 4263, + "cbid": 317, "correlation": 4263 + } + }, + { + "ph": "f", "id": 4263, "pid": 342997, "tid": 343084, "ts": 1714879631916863, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 342997, "tid": 343084, + "ts": 1714879631916865, "dur": 0, + "args": { + "External id": 4267, + "cbid": 317, "correlation": 4267 + } + }, + { + "ph": "f", "id": 4267, "pid": 342997, "tid": 343084, "ts": 1714879631916865, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879631916879, "dur": 1, + "args": { + "External id": 4270, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4270, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4270, "pid": 0, "tid": 7, "ts": 1714879631916879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916872, "dur": 11, + "args": { + "External id": 4270, + "cbid": 211, "correlation": 4270 + } + }, + { + "ph": "s", "id": 4270, "pid": 342997, "tid": 343084, "ts": 1714879631916872, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879631916895, "dur": 1, + "args": { + "External id": 4276, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4276, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4276, "pid": 0, "tid": 7, "ts": 1714879631916895, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631916889, "dur": 8, + "args": { + "External id": 4276, + "cbid": 211, "correlation": 4276 + } + }, + { + "ph": "s", "id": 4276, "pid": 342997, "tid": 343084, "ts": 1714879631916889, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2d3d45de", "pid": 0, "tid": 7, + "ts": 1714879631916920, "dur": 2, + "args": { + "External id": 4281, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4281, + "registers per thread": 18, + "shared memory": 8, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4281, "pid": 0, "tid": 7, "ts": 1714879631916920, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714879631916922, "dur": 2, + 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"name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631964108, "dur": 1090, + "args": { + "External id": 4913, + "cbid": 211, "correlation": 4913 + } + }, + { + "ph": "s", "id": 4913, "pid": 342997, "tid": 342997, "ts": 1714879631964108, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879631965207, "dur": 1066, + "args": { + "External id": 4916, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4916, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4916, "pid": 0, "tid": 7, "ts": 1714879631965207, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631965201, "dur": 1074, + "args": { + "External id": 4916, + "cbid": 211, "correlation": 4916 + } + }, + { + "ph": "s", "id": 4916, "pid": 342997, "tid": 342997, "ts": 1714879631965201, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879631966283, "dur": 1100, + "args": { + "External id": 4919, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4919, + "registers per thread": 35, 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1714879631967394, "dur": 1100, + "args": { + "External id": 4922, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4922, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4922, "pid": 0, "tid": 7, "ts": 1714879631967394, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631967388, "dur": 1108, + "args": { + "External id": 4922, + "cbid": 211, "correlation": 4922 + } + }, + { + "ph": "s", "id": 4922, "pid": 342997, "tid": 342997, "ts": 1714879631967388, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides 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"cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879631969601, "dur": 1099, + "args": { + "External id": 4928, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4928, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4928, "pid": 0, "tid": 7, "ts": 1714879631969601, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631969596, "dur": 1106, + "args": { + "External id": 4928, + "cbid": 211, "correlation": 4928 + } + }, + { + "ph": "s", "id": 4928, "pid": 342997, "tid": 342997, "ts": 1714879631969596, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879631970709, "dur": 1101, + "args": { + "External id": 4931, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4931, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4931, "pid": 0, "tid": 7, "ts": 1714879631970709, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631970703, "dur": 1108, + "args": { + "External id": 4931, + "cbid": 211, "correlation": 4931 + } + }, + { + "ph": "s", "id": 4931, "pid": 342997, "tid": 342997, "ts": 1714879631970703, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879631971819, "dur": 1103, + "args": { + "External id": 4934, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4934, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4934, "pid": 0, "tid": 7, "ts": 1714879631971819, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631971813, "dur": 1110, + "args": { + "External id": 4934, + "cbid": 211, "correlation": 4934 + } + }, + { + "ph": "s", "id": 4934, "pid": 342997, "tid": 342997, "ts": 1714879631971813, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879631972931, "dur": 731, + "args": { + "External id": 4937, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4937, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 7.2, + "warps per SM": 115.2, + "grid": [216, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4937, "pid": 0, "tid": 7, "ts": 1714879631972931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631972926, "dur": 738, + "args": { + "External id": 4937, + "cbid": 211, "correlation": 4937 + } + }, + { + "ph": "s", "id": 4937, "pid": 342997, "tid": 342997, "ts": 1714879631972926, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714879631973739, "dur": 1, + "args": { + "External id": 4943, + "device": 0, "context": 1, + "stream": 7, "correlation": 4943, + "bytes": 4, "memory bandwidth (GB/s)": 0.002357100766057749 + } + }, + { + "ph": "f", "id": 4943, "pid": 0, "tid": 7, "ts": 1714879631973739, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 342997, + "ts": 1714879631973726, "dur": 17, + "args": { + "External id": 4943, + "cbid": 41, "correlation": 4943 + } + }, + { + "ph": "s", "id": 4943, "pid": 342997, "tid": 342997, "ts": 1714879631973726, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 342997, "tid": 342997, + "ts": 1714879631973744, "dur": 2, + "args": { + "External id": 4944, + "cbid": 131, "correlation": 4944 + } + }, + { + "ph": "s", "id": 4944, "pid": 342997, "tid": 342997, "ts": 1714879631973744, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879631973776, "dur": 2, + "args": { + "External id": 4953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4953, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4953, "pid": 0, "tid": 7, "ts": 1714879631973776, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631973768, "dur": 13, + "args": { + "External id": 4953, + "cbid": 211, "correlation": 4953 + } + }, + { + "ph": "s", "id": 4953, "pid": 342997, "tid": 342997, "ts": 1714879631973768, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879631973820, "dur": 1, + "args": { + "External id": 4963, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4963, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4963, "pid": 0, "tid": 7, "ts": 1714879631973820, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631973812, "dur": 12, + "args": { + "External id": 4963, + "cbid": 211, "correlation": 4963 + } + }, + { + "ph": "s", "id": 4963, "pid": 342997, "tid": 342997, "ts": 1714879631973812, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714879631973855, "dur": 2, + "args": { + "External id": 4973, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4973, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4973, "pid": 0, "tid": 7, "ts": 1714879631973855, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631973847, "dur": 13, + "args": { + "External id": 4973, + "cbid": 211, "correlation": 4973 + } + }, + { + "ph": "s", "id": 4973, "pid": 342997, "tid": 342997, "ts": 1714879631973847, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714879631973902, "dur": 1, + "args": { + "External id": 4991, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4991, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4991, "pid": 0, "tid": 7, "ts": 1714879631973902, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 342997, + "ts": 1714879631973895, "dur": 12, + "args": { + "External id": 4991, + "cbid": 211, "correlation": 4991 + } + }, + { + "ph": "s", "id": 4991, "pid": 342997, "tid": 342997, "ts": 1714879631973895, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": 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"name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631984645, "dur": 13, + "args": { + "External id": 5298, + "cbid": 41, "correlation": 5298 + } + }, + { + "ph": "s", "id": 5298, "pid": 342997, "tid": 343084, "ts": 1714879631984645, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631984697, "dur": 1, + "args": { + "External id": 5310, + "device": 0, "context": 1, + "stream": 7, "correlation": 5310, + "bytes": 26424, "memory bandwidth (GB/s)": 21.173076923076923 + } + }, + { + "ph": "f", "id": 5310, "pid": 0, "tid": 7, "ts": 1714879631984697, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631984687, "dur": 12, + "args": { + "External id": 5310, + "cbid": 41, "correlation": 5310 + } + }, + { + "ph": "s", "id": 5310, "pid": 342997, "tid": 343084, "ts": 1714879631984687, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631984738, "dur": 1, + "args": { + "External id": 5322, + "device": 0, "context": 1, + "stream": 7, "correlation": 5322, + "bytes": 26424, "memory bandwidth (GB/s)": 21.173076923076923 + } + }, + { + "ph": "f", "id": 5322, "pid": 0, "tid": 7, "ts": 1714879631984738, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631984729, "dur": 13, + "args": { + "External id": 5322, + "cbid": 41, "correlation": 5322 + } + }, + { + "ph": "s", "id": 5322, "pid": 342997, "tid": 343084, "ts": 1714879631984729, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631984867, "dur": 1, + "args": { + "External id": 5329, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5329, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5329, "pid": 0, "tid": 7, "ts": 1714879631984867, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631984858, "dur": 13, + "args": { + "External id": 5329, + "cbid": 211, "correlation": 5329 + } + }, + { + "ph": "s", "id": 5329, "pid": 342997, "tid": 343084, "ts": 1714879631984858, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631984893, "dur": 1, + "args": { + "External id": 5339, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5339, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5339, "pid": 0, "tid": 7, "ts": 1714879631984893, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631984886, "dur": 11, + "args": { + "External id": 5339, + "cbid": 211, "correlation": 5339 + } + }, + { + "ph": "s", "id": 5339, "pid": 342997, "tid": 343084, "ts": 1714879631984886, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631984929, "dur": 1, + "args": { + "External id": 5349, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5349, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5349, "pid": 0, "tid": 7, "ts": 1714879631984929, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631984920, "dur": 14, + "args": { + "External id": 5349, + "cbid": 211, "correlation": 5349 + } + }, + { + "ph": "s", "id": 5349, "pid": 342997, "tid": 343084, "ts": 1714879631984920, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631984965, "dur": 1, + "args": { + "External id": 5359, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5359, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5359, "pid": 0, "tid": 7, "ts": 1714879631984965, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631984957, "dur": 11, + "args": { + "External id": 5359, + "cbid": 211, "correlation": 5359 + } + }, + { + "ph": "s", "id": 5359, "pid": 342997, "tid": 343084, "ts": 1714879631984957, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631984988, "dur": 1, + "args": { + "External id": 5369, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5369, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5369, "pid": 0, "tid": 7, "ts": 1714879631984988, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631984981, "dur": 10, + "args": { + "External id": 5369, + "cbid": 211, "correlation": 5369 + } + }, + { + "ph": "s", "id": 5369, "pid": 342997, "tid": 343084, "ts": 1714879631984981, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985010, "dur": 1, + "args": { + "External id": 5379, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5379, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5379, "pid": 0, "tid": 7, "ts": 1714879631985010, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985003, "dur": 10, + "args": { + "External id": 5379, + "cbid": 211, "correlation": 5379 + } + }, + { + "ph": "s", "id": 5379, "pid": 342997, "tid": 343084, "ts": 1714879631985003, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985032, "dur": 1, + "args": { + "External id": 5389, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5389, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5389, "pid": 0, "tid": 7, "ts": 1714879631985032, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985026, "dur": 10, + "args": { + "External id": 5389, + "cbid": 211, "correlation": 5389 + } + }, + { + "ph": "s", "id": 5389, "pid": 342997, "tid": 343084, "ts": 1714879631985026, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985054, "dur": 1, + "args": { + "External id": 5399, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5399, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5399, "pid": 0, "tid": 7, "ts": 1714879631985054, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985048, "dur": 10, + "args": { + "External id": 5399, + "cbid": 211, "correlation": 5399 + } + }, + { + "ph": "s", "id": 5399, "pid": 342997, "tid": 343084, "ts": 1714879631985048, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985076, "dur": 1, + "args": { + "External id": 5409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5409, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5409, "pid": 0, "tid": 7, "ts": 1714879631985076, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985070, "dur": 10, + "args": { + "External id": 5409, + "cbid": 211, "correlation": 5409 + } + }, + { + "ph": "s", "id": 5409, "pid": 342997, "tid": 343084, "ts": 1714879631985070, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985099, "dur": 1, + "args": { + "External id": 5419, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5419, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5419, "pid": 0, "tid": 7, "ts": 1714879631985099, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985092, "dur": 9, + "args": { + "External id": 5419, + "cbid": 211, "correlation": 5419 + } + }, + { + "ph": "s", "id": 5419, "pid": 342997, "tid": 343084, "ts": 1714879631985092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985121, "dur": 1, + "args": { + "External id": 5429, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5429, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5429, "pid": 0, "tid": 7, "ts": 1714879631985121, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985114, "dur": 9, + "args": { + "External id": 5429, + "cbid": 211, "correlation": 5429 + } + }, + { + "ph": "s", "id": 5429, "pid": 342997, "tid": 343084, "ts": 1714879631985114, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985142, "dur": 1, + "args": { + "External id": 5439, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5439, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5439, "pid": 0, "tid": 7, "ts": 1714879631985142, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985136, "dur": 10, + "args": { + "External id": 5439, + "cbid": 211, "correlation": 5439 + } + }, + { + "ph": "s", "id": 5439, "pid": 342997, "tid": 343084, "ts": 1714879631985136, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879631985164, "dur": 1, + "args": { + "External id": 5449, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5449, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5449, "pid": 0, "tid": 7, "ts": 1714879631985164, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985158, "dur": 10, + "args": { + "External id": 5449, + "cbid": 211, "correlation": 5449 + } + }, + { + "ph": "s", "id": 5449, "pid": 342997, "tid": 343084, "ts": 1714879631985158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879631985195, "dur": 1, + "args": { + "External id": 5458, + "device": 0, "context": 1, + "stream": 7, "correlation": 5458, + "bytes": 512, "memory bandwidth (GB/s)": 0.43243243243243246 + } + }, + { + "ph": "f", "id": 5458, "pid": 0, "tid": 7, "ts": 1714879631985195, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 342997, "tid": 343084, + "ts": 1714879631985185, "dur": 13, + "args": { + "External id": 5458, + "cbid": 41, "correlation": 5458 + } + }, + { + "ph": "s", "id": 5458, "pid": 342997, "tid": 343084, "ts": 1714879631985185, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 342997, "tid": 343084, + "ts": 1714879631985223, "dur": 0, + "args": { + "External id": 5469, + "cbid": 317, "correlation": 5469 + } + }, + { + "ph": "f", "id": 5469, "pid": 342997, "tid": 343084, "ts": 1714879631985223, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamIsCapturing", "pid": 342997, "tid": 343084, + "ts": 1714879631985226, "dur": 0, + "args": { + "External id": 5473, + "cbid": 317, "correlation": 5473 + } + }, + { + "ph": "f", "id": 5473, "pid": 342997, "tid": 343084, "ts": 1714879631985226, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879631985240, "dur": 1, + "args": { + "External id": 5476, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5476, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5476, "pid": 0, "tid": 7, "ts": 1714879631985240, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985233, "dur": 11, + "args": { + "External id": 5476, + "cbid": 211, "correlation": 5476 + } + }, + { + "ph": "s", "id": 5476, "pid": 342997, "tid": 343084, "ts": 1714879631985233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879631985271, "dur": 1, + "args": { + "External id": 5482, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5482, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5482, "pid": 0, "tid": 7, "ts": 1714879631985271, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 342997, "tid": 343084, + "ts": 1714879631985263, "dur": 10, + "args": { + "External id": 5482, + "cbid": 211, "correlation": 5482 + } + }, + { + "ph": "s", "id": 5482, "pid": 342997, "tid": 343084, "ts": 1714879631985263, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2d3d45de", "pid": 0, "tid": 7, + "ts": 1714879631985297, "dur": 1, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 18, + "shared memory": 8, + "blocks per SM": 0.033333335, + "warps per SM": 0.06666667, + "grid": [1, 1, 1], + "block": [64, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631985297, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714879631985299, "dur": 2, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 1.0666667, + "warps per SM": 8.533334, + "grid": [8, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631985299, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879631985302, "dur": 2, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 96, + "shared memory": 640, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631985302, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2de", "pid": 0, "tid": 7, + "ts": 1714879631985305, "dur": 1, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631985305, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714879631985307, "dur": 19, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.53333336, + "warps per SM": 4.266667, + "grid": [4, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 13 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631985307, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nt", "pid": 0, "tid": 7, + "ts": 1714879631985327, "dur": 17, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 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2, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631985347, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714879631985350, "dur": 4408, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 97.2, + "warps per SM": 388.8, + "grid": [1458, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631985350, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nt", "pid": 0, "tid": 7, + "ts": 1714879631989759, "dur": 4533, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 122, + "shared memory": 12288, + "blocks per SM": 388.8, + "warps per SM": 1555.2, + "grid": [1458, 8, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631989759, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2de3de", "pid": 0, "tid": 7, + "ts": 1714879631994292, "dur": 2, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 52, + "shared memory": 1024, + "blocks per SM": 0.26666668, + "warps per SM": 2.1333334, + "grid": [8, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631994292, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879631994295, "dur": 316, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 17.066668, + "warps per SM": 136.53334, + "grid": [4, 1, 128], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631994295, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, 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"est. achieved occupancy %": 45 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631994913, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1de", "pid": 0, "tid": 7, + "ts": 1714879631994916, "dur": 1, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.16666667, + "warps per SM": 0.6666667, + "grid": [5, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 5487, "pid": 0, "tid": 7, "ts": 1714879631994916, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "triton__0d1d2d3de", "pid": 0, "tid": 7, + "ts": 1714879631994918, "dur": 2, + "args": { + "External id": 5487, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5487, + "registers per thread": 18, + "shared memory": 0, + 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"cudaStreamSynchronize", "pid": 343698, "tid": 343698, + "ts": 1714879883578027, "dur": 7, + "args": { + "External id": 3646, + "cbid": 131, "correlation": 3646 + } + }, + { + "ph": "s", "id": 3646, "pid": 343698, "tid": 343698, "ts": 1714879883578027, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883578180, "dur": 2, + "args": { + "External id": 3659, + "cbid": 210, "correlation": 3659 + } + }, + { + "ph": "f", "id": 3659, "pid": 343698, "tid": 343698, "ts": 1714879883578180, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883578195, "dur": 6, + "args": { + "External id": 3660, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3660, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.53333336, + "warps per 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c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883578257, "dur": 2, + "args": { + "External id": 3671, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3671, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 3671, "pid": 0, "tid": 7, "ts": 1714879883578257, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578248, "dur": 13, + "args": { + "External id": 3671, + "cbid": 211, "correlation": 3671 + } + }, + { + "ph": "s", "id": 3671, "pid": 343698, "tid": 343698, "ts": 1714879883578248, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883578328, "dur": 22, + "args": { + "External id": 3687, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3687, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 1.6, + "warps per SM": 12.8, + "grid": [8, 1, 6], + "block": [256, 1, 1], + "est. achieved occupancy %": 40 + } + }, + { + "ph": "f", "id": 3687, "pid": 0, "tid": 7, "ts": 1714879883578328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578319, "dur": 33, + "args": { + "External id": 3687, + "cbid": 211, "correlation": 3687 + } + }, + { + "ph": "s", "id": 3687, "pid": 343698, "tid": 343698, "ts": 1714879883578319, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, 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"cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883578405, "dur": 1, + "args": { + "External id": 3700, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3700, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 3700, "pid": 0, "tid": 7, "ts": 1714879883578405, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578397, "dur": 11, + "args": { + "External id": 3700, + "cbid": 211, "correlation": 3700 + } + }, + { + "ph": "s", "id": 3700, "pid": 343698, "tid": 343698, "ts": 1714879883578397, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714879883578469, "dur": 8, + "args": { + "External id": 3716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3716, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.8, + "warps per SM": 3.2, + "grid": [2, 4, 3], + "block": [128, 1, 1], + "est. achieved occupancy %": 10 + } + }, + { + "ph": "f", "id": 3716, "pid": 0, "tid": 7, "ts": 1714879883578469, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578461, "dur": 18, + "args": { + "External id": 3716, + "cbid": 211, "correlation": 3716 + } + }, + { + "ph": "s", "id": 3716, "pid": 343698, "tid": 343698, "ts": 1714879883578461, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714879883578486, "dur": 2, + "args": { + "External id": 3718, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3718, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 8.533334, + "grid": [2, 8, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 3718, "pid": 0, "tid": 7, "ts": 1714879883578486, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578480, "dur": 9, + "args": { + "External id": 3718, + "cbid": 211, "correlation": 3718 + } + }, + { + "ph": "s", "id": 3718, "pid": 343698, "tid": 343698, "ts": 1714879883578480, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883578525, "dur": 1, + "args": { + "External id": 3729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3729, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 3729, "pid": 0, "tid": 7, "ts": 1714879883578525, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578518, "dur": 11, + "args": { + "External id": 3729, + "cbid": 211, "correlation": 3729 + } + }, + { + "ph": "s", "id": 3729, "pid": 343698, "tid": 343698, "ts": 1714879883578518, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883578577, "dur": 0, + "args": { + "External id": 3745, + "cbid": 210, "correlation": 3745 + } + }, + { + "ph": "f", "id": 3745, "pid": 343698, "tid": 343698, "ts": 1714879883578577, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714879883578587, "dur": 5, + "args": { + "External id": 3746, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3746, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [1, 4, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 3746, "pid": 0, "tid": 7, "ts": 1714879883578587, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578578, "dur": 15, + "args": { + "External id": 3746, + "cbid": 211, "correlation": 3746 + } + }, + { + "ph": "s", "id": 3746, "pid": 343698, "tid": 343698, "ts": 1714879883578578, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctorOnSelf_add, at::detail::Array >(int, at::native::CUDAFunctorOnSelf_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883578647, "dur": 1, + "args": { + "External id": 3756, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3756, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 3756, "pid": 0, "tid": 7, "ts": 1714879883578647, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578639, "dur": 12, + "args": { + "External id": 3756, + "cbid": 211, "correlation": 3756 + } + }, + { + "ph": "s", "id": 3756, "pid": 343698, "tid": 343698, "ts": 1714879883578639, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::BinaryFunctor const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast >(at::TensorIteratorBase&, at::native::BinaryFunctor const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883578678, "dur": 2, + "args": { + "External id": 3766, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3766, + "registers per thread": 26, + "shared memory": 0, + "blocks per SM": 0.43333334, + "warps per SM": 1.7333333, + "grid": [13, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 5 + } + }, + { + "ph": "f", "id": 3766, "pid": 0, "tid": 7, "ts": 1714879883578678, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883578670, "dur": 12, + "args": { + "External id": 3766, + "cbid": 211, "correlation": 3766 + } + }, + { + "ph": "s", "id": 3766, "pid": 343698, "tid": 343698, "ts": 1714879883578670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883578805, "dur": 3, + "args": { + "External id": 3791, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 3791, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 3791, "pid": 0, "tid": 7, "ts": 1714879883578805, + "cat": "ac2g", 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1714879883580329, "dur": 2, + "args": { + "External id": 4316, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4316, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4316, "pid": 0, "tid": 7, "ts": 1714879883580329, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883580321, "dur": 13, + "args": { + "External id": 4316, + "cbid": 211, "correlation": 4316 + } + }, + { + "ph": "s", "id": 4316, "pid": 343698, "tid": 343698, "ts": 1714879883580321, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, 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at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883580467, "dur": 3, + "args": { + "External id": 4366, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4366, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4366, "pid": 0, "tid": 7, "ts": 1714879883580467, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883580459, "dur": 13, + "args": { + "External id": 4366, + "cbid": 211, "correlation": 4366 + } + }, + { + "ph": "s", "id": 4366, "pid": 343698, "tid": 343698, "ts": 1714879883580459, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883580537, "dur": 2, + "args": { + "External id": 4391, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4391, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4391, "pid": 0, "tid": 7, "ts": 1714879883580537, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883580528, "dur": 13, + "args": { + "External id": 4391, + "cbid": 211, "correlation": 4391 + } + }, + { + "ph": "s", "id": 4391, "pid": 343698, "tid": 343698, "ts": 1714879883580528, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883580605, "dur": 2, + "args": { + "External id": 4416, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4416, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4416, "pid": 0, "tid": 7, "ts": 1714879883580605, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883580597, "dur": 13, + "args": { + "External id": 4416, + "cbid": 211, "correlation": 4416 + } + }, + { + "ph": "s", "id": 4416, "pid": 343698, "tid": 343698, "ts": 1714879883580597, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714879883580686, "dur": 4, + "args": { + "External id": 4427, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4427, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 3.6, + "warps per SM": 14.4, + "grid": [4, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 45 + } + }, + { + "ph": "f", "id": 4427, "pid": 0, "tid": 7, "ts": 1714879883580686, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883580677, "dur": 16, + "args": { + "External id": 4427, + "cbid": 211, "correlation": 4427 + } + }, + { + "ph": "s", "id": 4427, "pid": 343698, "tid": 343698, "ts": 1714879883580677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714879883580755, "dur": 311, + "args": { + "External id": 4439, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4439, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 836.26666, + "warps per SM": 6690.1333, + "grid": [14, 14, 128], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4439, "pid": 0, "tid": 7, "ts": 1714879883580755, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883580746, "dur": 322, + "args": { + "External id": 4439, + "cbid": 211, "correlation": 4439 + } + }, + { + "ph": "s", "id": 4439, "pid": 343698, "tid": 343698, "ts": 1714879883580746, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memset", "name": "Memset (Device)", "pid": 0, "tid": 7, + "ts": 1714879883581160, "dur": 0, + "args": { + "External id": 4453, + "device": 0, "context": 1, + "stream": 7, "correlation": 4453, + "bytes": 16, "memory bandwidth (GB/s)": 0.021739130434782608 + } + }, + { + "ph": "f", "id": 4453, "pid": 0, "tid": 7, "ts": 1714879883581160, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemsetAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883581148, "dur": 7, + "args": { + "External id": 4453, + "cbid": 51, "correlation": 4453 + } + }, + { + "ph": "s", "id": 4453, "pid": 343698, "tid": 343698, "ts": 1714879883581148, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883581156, "dur": 1, + "args": { + "External id": 4454, + "cbid": 210, "correlation": 4454 + } + }, + { + "ph": "f", "id": 4454, "pid": 343698, "tid": 343698, "ts": 1714879883581156, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883581167, "dur": 6186, + "args": { + "External id": 4455, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4455, + "registers per thread": 118, + "shared memory": 16896, + "blocks per SM": 10.666667, + "warps per SM": 85.333336, + "grid": [4, 1, 80], + "block": [256, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 4455, "pid": 0, "tid": 7, "ts": 1714879883581167, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883581159, "dur": 6198, + "args": { + "External id": 4455, + "cbid": 211, "correlation": 4455 + } + }, + { + "ph": "s", "id": 4455, "pid": 343698, "tid": 343698, "ts": 1714879883581159, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883587406, "dur": 2, + "args": { + "External id": 4466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4466, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 4466, "pid": 0, "tid": 7, "ts": 1714879883587406, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587397, "dur": 14, + "args": { + "External id": 4466, + "cbid": 211, "correlation": 4466 + } + }, + { + "ph": "s", "id": 4466, "pid": 343698, "tid": 343698, "ts": 1714879883587397, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883587476, "dur": 22, + "args": { + "External id": 4482, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4482, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 1.6, + "warps per SM": 12.8, + "grid": [8, 1, 6], + "block": [256, 1, 1], + "est. achieved occupancy %": 40 + } + }, + { + "ph": "f", "id": 4482, "pid": 0, "tid": 7, "ts": 1714879883587476, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587467, "dur": 33, + "args": { + "External id": 4482, + "cbid": 211, "correlation": 4482 + } + }, + { + "ph": "s", "id": 4482, "pid": 343698, "tid": 343698, "ts": 1714879883587467, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714879883587507, "dur": 4, + "args": { + "External id": 4484, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4484, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [8, 8, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4484, "pid": 0, "tid": 7, "ts": 1714879883587507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587502, "dur": 12, + "args": { + "External id": 4484, + "cbid": 211, "correlation": 4484 + } + }, + { + "ph": "s", "id": 4484, "pid": 343698, "tid": 343698, "ts": 1714879883587502, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883587550, "dur": 1, + "args": { + "External id": 4495, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4495, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 4495, "pid": 0, "tid": 7, "ts": 1714879883587550, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587542, "dur": 11, + "args": { + "External id": 4495, + "cbid": 211, "correlation": 4495 + } + }, + { + "ph": "s", "id": 4495, "pid": 343698, "tid": 343698, "ts": 1714879883587542, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883587620, "dur": 2, + "args": { + "External id": 4508, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4508, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4508, "pid": 0, "tid": 7, "ts": 1714879883587620, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587611, "dur": 13, + "args": { + "External id": 4508, + "cbid": 211, "correlation": 4508 + } + }, + { + "ph": "s", "id": 4508, "pid": 343698, "tid": 343698, "ts": 1714879883587611, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883587644, "dur": 3, + "args": { + "External id": 4516, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4516, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 1.0666667, + "warps per SM": 2.1333334, + "grid": [32, 1, 1], + "block": [16, 4, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4516, "pid": 0, "tid": 7, "ts": 1714879883587644, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587637, "dur": 12, + "args": { + "External id": 4516, + "cbid": 211, "correlation": 4516 + } + }, + { + "ph": "s", "id": 4516, "pid": 343698, "tid": 343698, "ts": 1714879883587637, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883587695, "dur": 1, + "args": { + "External id": 4526, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4526, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4526, "pid": 0, "tid": 7, "ts": 1714879883587695, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587687, "dur": 11, + "args": { + "External id": 4526, + "cbid": 211, "correlation": 4526 + } + }, + { + "ph": "s", "id": 4526, "pid": 343698, "tid": 343698, "ts": 1714879883587687, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883587815, "dur": 1, + "args": { + "External id": 4539, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4539, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4539, "pid": 0, "tid": 7, "ts": 1714879883587815, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587806, "dur": 13, + "args": { + "External id": 4539, + "cbid": 211, "correlation": 4539 + } + }, + { + "ph": "s", "id": 4539, "pid": 343698, "tid": 343698, "ts": 1714879883587806, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883587850, "dur": 4, + "args": { + "External id": 4551, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4551, + "registers per thread": 32, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4551, "pid": 0, "tid": 7, "ts": 1714879883587850, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883587842, "dur": 13, + "args": { + "External id": 4551, + "cbid": 211, "correlation": 4551 + } + }, + { + "ph": "s", "id": 4551, "pid": 343698, "tid": 343698, "ts": 1714879883587842, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879883587881, "dur": 1, + "args": { + "External id": 4559, + "device": 0, "context": 1, + "stream": 7, "correlation": 4559, + "bytes": 4, "memory bandwidth (GB/s)": 0.0033783783783783786 + } + }, + { + "ph": "f", "id": 4559, "pid": 0, "tid": 7, "ts": 1714879883587881, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883587869, "dur": 15, + "args": { + "External id": 4559, + "cbid": 41, "correlation": 4559 + } + }, + { + "ph": "s", "id": 4559, "pid": 343698, "tid": 343698, "ts": 1714879883587869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883588315, "dur": 0, + "args": { + "External id": 4574, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4574, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4574, "pid": 0, "tid": 7, "ts": 1714879883588315, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883588305, "dur": 13, + "args": { + "External id": 4574, + "cbid": 211, "correlation": 4574 + } + }, + { + "ph": "s", "id": 4574, "pid": 343698, "tid": 343698, "ts": 1714879883588305, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883588586, "dur": 1, + "args": { + "External id": 4590, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4590, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4590, "pid": 0, "tid": 7, "ts": 1714879883588586, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588575, "dur": 16, + "args": { + "External id": 4590, + "cbid": 211, "correlation": 4590 + } + }, + { + "ph": "s", "id": 4590, "pid": 343698, "tid": 343749, "ts": 1714879883588575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883588614, "dur": 1, + "args": { + "External id": 4594, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4594, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4594, "pid": 0, "tid": 7, "ts": 1714879883588614, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588607, "dur": 10, + "args": { + "External id": 4594, + "cbid": 211, "correlation": 4594 + } + }, + { + "ph": "s", "id": 4594, "pid": 343698, "tid": 343749, "ts": 1714879883588607, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883588675, "dur": 1, + "args": { + "External id": 4614, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4614, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4614, "pid": 0, "tid": 7, "ts": 1714879883588675, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588667, "dur": 11, + "args": { + "External id": 4614, + "cbid": 211, "correlation": 4614 + } + }, + { + "ph": "s", "id": 4614, "pid": 343698, "tid": 343749, "ts": 1714879883588667, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714879883588728, "dur": 1, + "args": { + "External id": 4630, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4630, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 1.0666667, + "warps per SM": 8.533334, + "grid": [8, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 4630, "pid": 0, "tid": 7, "ts": 1714879883588728, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588720, "dur": 11, + "args": { + "External id": 4630, + "cbid": 211, "correlation": 4630 + } + }, + { + "ph": "s", "id": 4630, "pid": 343698, "tid": 343749, "ts": 1714879883588720, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883588760, "dur": 2, + "args": { + "External id": 4642, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4642, + "registers per thread": 96, + "shared memory": 640, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4642, "pid": 0, "tid": 7, "ts": 1714879883588760, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588753, "dur": 11, + "args": { + "External id": 4642, + "cbid": 211, "correlation": 4642 + } + }, + { + "ph": "s", "id": 4642, "pid": 343698, "tid": 343749, "ts": 1714879883588753, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883588797, "dur": 3, + "args": { + "External id": 4656, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4656, + "registers per thread": 32, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4656, "pid": 0, "tid": 7, "ts": 1714879883588797, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588789, "dur": 13, + "args": { + "External id": 4656, + "cbid": 211, "correlation": 4656 + } + }, + { + "ph": "s", "id": 4656, "pid": 343698, "tid": 343749, "ts": 1714879883588789, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883588891, "dur": 1, + "args": { + "External id": 4682, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4682, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 4682, "pid": 0, "tid": 7, "ts": 1714879883588891, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588884, "dur": 12, + "args": { + "External id": 4682, + "cbid": 211, "correlation": 4682 + } + }, + { + "ph": "s", "id": 4682, "pid": 343698, "tid": 343749, "ts": 1714879883588884, + "cat": "ac2g", "name": "ac2g" + }, + { 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343698, "tid": 343749, + "ts": 1714879883588977, "dur": 1, + "args": { + "External id": 4710, + "cbid": 210, "correlation": 4710 + } + }, + { + "ph": "f", "id": 4710, "pid": 343698, "tid": 343749, "ts": 1714879883588977, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nt", "pid": 0, "tid": 7, + "ts": 1714879883588986, "dur": 13, + "args": { + "External id": 4711, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4711, + "registers per thread": 122, + "shared memory": 12288, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [4, 4, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 4711, "pid": 0, "tid": 7, "ts": 1714879883588986, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883588979, "dur": 22, + "args": { + "External id": 4711, + "cbid": 211, "correlation": 4711 + } + }, + { + "ph": "s", "id": 4711, "pid": 343698, "tid": 343749, "ts": 1714879883588979, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883589038, "dur": 7, + "args": { + "External id": 4724, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4724, + "registers per thread": 46, + "shared memory": 2064, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4724, "pid": 0, "tid": 7, "ts": 1714879883589038, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883589030, "dur": 18, + "args": { + "External id": 4724, + "cbid": 211, "correlation": 4724 + } + }, + { + "ph": "s", "id": 4724, "pid": 343698, "tid": 343749, "ts": 1714879883589030, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883589125, "dur": 2, + "args": { + "External id": 4750, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4750, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 4750, "pid": 0, "tid": 7, "ts": 1714879883589125, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883589117, "dur": 12, + "args": { + "External id": 4750, + "cbid": 211, "correlation": 4750 + } + }, + { + "ph": "s", "id": 4750, "pid": 343698, "tid": 343749, "ts": 1714879883589117, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883589162, "dur": 1, + "args": { + "External id": 4766, + "cbid": 210, "correlation": 4766 + } + }, + { + "ph": "f", "id": 4766, "pid": 343698, "tid": 343749, "ts": 1714879883589162, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714879883589173, "dur": 3676, + "args": { + "External id": 4767, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4767, + "registers per thread": 122, + "shared memory": 12544, + "blocks per SM": 97.2, + "warps per SM": 388.8, + "grid": [1458, 2, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 4767, "pid": 0, "tid": 7, "ts": 1714879883589173, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883589165, "dur": 3687, + "args": { + "External id": 4767, + "cbid": 211, "correlation": 4767 + } + }, + { + "ph": "s", "id": 4767, "pid": 343698, "tid": 343749, "ts": 1714879883589165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883592888, "dur": 1, + "args": { + "External id": 4779, + "cbid": 210, "correlation": 4779 + } + }, + { + "ph": "f", "id": 4779, "pid": 343698, "tid": 343749, "ts": 1714879883592888, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nt", "pid": 0, "tid": 7, + "ts": 1714879883592907, "dur": 3744, + "args": { + "External id": 4780, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4780, + "registers per thread": 122, + "shared memory": 12288, + "blocks per SM": 388.8, + "warps per SM": 1555.2, + "grid": [1458, 8, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 4780, "pid": 0, "tid": 7, "ts": 1714879883592907, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883592898, "dur": 3757, + "args": { + "External id": 4780, + "cbid": 211, "correlation": 4780 + } + }, + { + "ph": "s", "id": 4780, "pid": 343698, "tid": 343749, "ts": 1714879883592898, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883596692, "dur": 6, + "args": { + "External id": 4793, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4793, + "registers per thread": 46, + "shared memory": 2064, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 4793, "pid": 0, "tid": 7, "ts": 1714879883596692, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883596682, "dur": 18, + "args": { + "External id": 4793, + "cbid": 211, "correlation": 4793 + } + }, + { + "ph": "s", "id": 4793, "pid": 343698, "tid": 343749, "ts": 1714879883596682, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883596816, "dur": 314, + "args": { + "External id": 4825, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4825, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 17.066668, + "warps per SM": 136.53334, + "grid": [4, 1, 128], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 4825, "pid": 0, "tid": 7, "ts": 1714879883596816, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883596807, "dur": 325, + "args": { + "External id": 4825, + "cbid": 211, "correlation": 4825 + } + }, + { + "ph": "s", "id": 4825, "pid": 343698, "tid": 343749, "ts": 1714879883596807, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883597159, "dur": 300, + "args": { + "External id": 4837, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4837, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 230.4, + "warps per SM": 460.8, + "grid": [54, 1, 128], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 4837, "pid": 0, "tid": 7, "ts": 1714879883597159, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597152, "dur": 309, + "args": { + "External id": 4837, + "cbid": 211, "correlation": 4837 + } + }, + { + "ph": "s", "id": 4837, "pid": 343698, "tid": 343749, "ts": 1714879883597152, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883597505, "dur": 2, + "args": { + "External id": 4848, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4848, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 3.6, + "warps per SM": 14.4, + "grid": [108, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 45 + } + }, + { + "ph": "f", "id": 4848, "pid": 0, "tid": 7, "ts": 1714879883597505, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597497, "dur": 13, + "args": { + "External id": 4848, + "cbid": 211, "correlation": 4848 + } + }, + { + "ph": "s", "id": 4848, "pid": 343698, "tid": 343749, "ts": 1714879883597497, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883597725, "dur": 1, + "args": { + "External id": 4876, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4876, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4876, "pid": 0, "tid": 7, "ts": 1714879883597725, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597716, "dur": 12, + "args": { + "External id": 4876, + "cbid": 211, "correlation": 4876 + } + }, + { + "ph": "s", "id": 4876, "pid": 343698, "tid": 343749, "ts": 1714879883597716, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883597761, "dur": 1, + "args": { + "External id": 4890, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4890, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4890, "pid": 0, "tid": 7, "ts": 1714879883597761, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597754, "dur": 11, + "args": { + "External id": 4890, + "cbid": 211, "correlation": 4890 + } + }, + { + "ph": "s", "id": 4890, "pid": 343698, "tid": 343749, "ts": 1714879883597754, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883597794, "dur": 0, + "args": { + "External id": 4906, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4906, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4906, "pid": 0, "tid": 7, "ts": 1714879883597794, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597787, "dur": 10, + "args": { + "External id": 4906, + "cbid": 211, "correlation": 4906 + } + }, + { + "ph": "s", "id": 4906, "pid": 343698, "tid": 343749, "ts": 1714879883597787, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883597808, "dur": 5, + "args": { + "External id": 4913, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4913, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4913, "pid": 0, "tid": 7, "ts": 1714879883597808, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597802, "dur": 13, + "args": { + "External id": 4913, + "cbid": 211, "correlation": 4913 + } + }, + { + "ph": "s", "id": 4913, "pid": 343698, "tid": 343749, "ts": 1714879883597802, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883597874, "dur": 1, + "args": { + "External id": 4935, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4935, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4935, "pid": 0, "tid": 7, "ts": 1714879883597874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597866, "dur": 11, + "args": { + "External id": 4935, + "cbid": 211, "correlation": 4935 + } + }, + { + "ph": "s", "id": 4935, "pid": 343698, "tid": 343749, "ts": 1714879883597866, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883597899, "dur": 1, + "args": { + "External id": 4949, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4949, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4949, "pid": 0, "tid": 7, "ts": 1714879883597899, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597893, "dur": 9, + "args": { + "External id": 4949, + "cbid": 211, "correlation": 4949 + } + }, + { + "ph": "s", "id": 4949, "pid": 343698, "tid": 343749, "ts": 1714879883597893, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883597934, "dur": 0, + "args": { + "External id": 4965, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4965, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 4965, "pid": 0, "tid": 7, "ts": 1714879883597934, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597927, "dur": 9, + "args": { + "External id": 4965, + "cbid": 211, "correlation": 4965 + } + }, + { + "ph": "s", "id": 4965, "pid": 343698, "tid": 343749, "ts": 1714879883597927, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883597946, "dur": 5, + "args": { + "External id": 4972, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4972, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 4972, "pid": 0, "tid": 7, "ts": 1714879883597946, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883597941, "dur": 12, + "args": { + "External id": 4972, + "cbid": 211, "correlation": 4972 + } + }, + { + "ph": "s", "id": 4972, "pid": 343698, "tid": 343749, "ts": 1714879883597941, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598016, "dur": 1, + "args": { + "External id": 4994, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 4994, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 4994, "pid": 0, "tid": 7, "ts": 1714879883598016, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598008, "dur": 11, + "args": { + "External id": 4994, + "cbid": 211, "correlation": 4994 + } + }, + { + "ph": "s", "id": 4994, "pid": 343698, "tid": 343749, "ts": 1714879883598008, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598043, "dur": 1, + "args": { + "External id": 5008, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5008, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5008, "pid": 0, "tid": 7, "ts": 1714879883598043, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598036, "dur": 9, + "args": { + "External id": 5008, + "cbid": 211, "correlation": 5008 + } + }, + { + "ph": "s", "id": 5008, "pid": 343698, "tid": 343749, "ts": 1714879883598036, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883598076, "dur": 1, + "args": { + "External id": 5024, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5024, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5024, "pid": 0, "tid": 7, "ts": 1714879883598076, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598069, "dur": 10, + "args": { + "External id": 5024, + "cbid": 211, "correlation": 5024 + } + }, + { + "ph": "s", "id": 5024, "pid": 343698, "tid": 343749, "ts": 1714879883598069, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883598089, "dur": 4, + "args": { + "External id": 5031, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5031, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5031, "pid": 0, "tid": 7, "ts": 1714879883598089, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598083, "dur": 10, + "args": { + "External id": 5031, + "cbid": 211, "correlation": 5031 + } + }, + { + "ph": "s", "id": 5031, "pid": 343698, "tid": 343749, "ts": 1714879883598083, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598158, "dur": 1, + "args": { + "External id": 5053, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5053, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5053, "pid": 0, "tid": 7, "ts": 1714879883598158, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598150, "dur": 11, + "args": { + "External id": 5053, + "cbid": 211, "correlation": 5053 + } + }, + { + "ph": "s", "id": 5053, "pid": 343698, "tid": 343749, "ts": 1714879883598150, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598184, "dur": 1, + "args": { + "External id": 5067, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5067, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5067, "pid": 0, "tid": 7, "ts": 1714879883598184, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598177, "dur": 9, + "args": { + "External id": 5067, + "cbid": 211, "correlation": 5067 + } + }, + { + "ph": "s", "id": 5067, "pid": 343698, "tid": 343749, "ts": 1714879883598177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883598211, "dur": 16, + "args": { + "External id": 5083, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5083, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5083, "pid": 0, "tid": 7, "ts": 1714879883598211, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598204, "dur": 24, + "args": { + "External id": 5083, + "cbid": 211, "correlation": 5083 + } + }, + { + "ph": "s", "id": 5083, "pid": 343698, "tid": 343749, "ts": 1714879883598204, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883598239, "dur": 6, + "args": { + "External id": 5090, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5090, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5090, "pid": 0, "tid": 7, "ts": 1714879883598239, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598233, "dur": 13, + "args": { + "External id": 5090, + "cbid": 211, "correlation": 5090 + } + }, + { + "ph": "s", "id": 5090, "pid": 343698, "tid": 343749, "ts": 1714879883598233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598310, "dur": 1, + "args": { + "External id": 5112, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5112, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5112, "pid": 0, "tid": 7, "ts": 1714879883598310, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598302, "dur": 12, + "args": { + "External id": 5112, + "cbid": 211, "correlation": 5112 + } + }, + { + "ph": "s", "id": 5112, "pid": 343698, "tid": 343749, "ts": 1714879883598302, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598336, "dur": 2, + "args": { + "External id": 5126, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5126, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5126, "pid": 0, "tid": 7, "ts": 1714879883598336, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598329, "dur": 10, + "args": { + "External id": 5126, + "cbid": 211, "correlation": 5126 + } + }, + { + "ph": "s", "id": 5126, "pid": 343698, "tid": 343749, "ts": 1714879883598329, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883598363, "dur": 230, + "args": { + "External id": 5142, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5142, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5142, "pid": 0, "tid": 7, "ts": 1714879883598363, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598356, "dur": 239, + "args": { + "External id": 5142, + "cbid": 211, "correlation": 5142 + } + }, + { + "ph": "s", "id": 5142, "pid": 343698, "tid": 343749, "ts": 1714879883598356, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883598605, "dur": 6, + "args": { + "External id": 5149, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5149, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5149, "pid": 0, "tid": 7, "ts": 1714879883598605, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598600, "dur": 13, + "args": { + "External id": 5149, + "cbid": 211, "correlation": 5149 + } + }, + { + "ph": "s", "id": 5149, "pid": 343698, "tid": 343749, "ts": 1714879883598600, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598668, "dur": 1, + "args": { + "External id": 5171, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5171, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5171, "pid": 0, "tid": 7, "ts": 1714879883598668, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598660, "dur": 11, + "args": { + "External id": 5171, + "cbid": 211, "correlation": 5171 + } + }, + { + "ph": "s", "id": 5171, "pid": 343698, "tid": 343749, "ts": 1714879883598660, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598700, "dur": 1, + "args": { + "External id": 5185, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5185, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5185, "pid": 0, "tid": 7, "ts": 1714879883598700, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598694, "dur": 10, + "args": { + "External id": 5185, + "cbid": 211, "correlation": 5185 + } + }, + { + "ph": "s", "id": 5185, "pid": 343698, "tid": 343749, "ts": 1714879883598694, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883598728, "dur": 83, + "args": { + "External id": 5201, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5201, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5201, "pid": 0, "tid": 7, "ts": 1714879883598728, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598722, "dur": 92, + "args": { + "External id": 5201, + "cbid": 211, "correlation": 5201 + } + }, + { + "ph": "s", "id": 5201, "pid": 343698, "tid": 343749, "ts": 1714879883598722, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883598825, "dur": 6, + "args": { + "External id": 5208, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5208, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5208, "pid": 0, "tid": 7, "ts": 1714879883598825, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598819, "dur": 14, + "args": { + "External id": 5208, + "cbid": 211, "correlation": 5208 + } + }, + { + "ph": "s", "id": 5208, "pid": 343698, "tid": 343749, "ts": 1714879883598819, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598890, "dur": 1, + "args": { + "External id": 5230, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5230, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5230, "pid": 0, "tid": 7, "ts": 1714879883598890, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598883, "dur": 11, + "args": { + "External id": 5230, + "cbid": 211, "correlation": 5230 + } + }, + { + "ph": "s", "id": 5230, "pid": 343698, "tid": 343749, "ts": 1714879883598883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883598916, "dur": 1, + "args": { + "External id": 5244, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5244, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5244, "pid": 0, "tid": 7, "ts": 1714879883598916, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598910, "dur": 10, + "args": { + "External id": 5244, + "cbid": 211, "correlation": 5244 + } + }, + { + "ph": "s", "id": 5244, "pid": 343698, "tid": 343749, "ts": 1714879883598910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883598951, "dur": 271, + "args": { + "External id": 5260, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5260, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5260, "pid": 0, "tid": 7, "ts": 1714879883598951, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883598945, "dur": 279, + "args": { + "External id": 5260, + "cbid": 211, "correlation": 5260 + } + }, + { + "ph": "s", "id": 5260, "pid": 343698, "tid": 343749, "ts": 1714879883598945, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883599234, "dur": 6, + "args": { + "External id": 5267, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5267, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5267, "pid": 0, "tid": 7, "ts": 1714879883599234, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599228, "dur": 13, + "args": { + "External id": 5267, + "cbid": 211, "correlation": 5267 + } + }, + { + "ph": "s", "id": 5267, "pid": 343698, "tid": 343749, "ts": 1714879883599228, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599297, "dur": 1, + "args": { + "External id": 5289, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5289, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5289, "pid": 0, "tid": 7, "ts": 1714879883599297, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599289, "dur": 11, + "args": { + "External id": 5289, + "cbid": 211, "correlation": 5289 + } + }, + { + "ph": "s", "id": 5289, "pid": 343698, "tid": 343749, "ts": 1714879883599289, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599322, "dur": 1, + "args": { + "External id": 5303, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5303, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5303, "pid": 0, "tid": 7, "ts": 1714879883599322, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599316, "dur": 9, + "args": { + "External id": 5303, + "cbid": 211, "correlation": 5303 + } + }, + { + "ph": "s", "id": 5303, "pid": 343698, "tid": 343749, "ts": 1714879883599316, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883599349, "dur": 0, + "args": { + "External id": 5319, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5319, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5319, "pid": 0, "tid": 7, "ts": 1714879883599349, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599343, "dur": 9, + "args": { + "External id": 5319, + "cbid": 211, "correlation": 5319 + } + }, + { + "ph": "s", "id": 5319, "pid": 343698, "tid": 343749, "ts": 1714879883599343, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883599361, "dur": 6, + "args": { + "External id": 5326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5326, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5326, "pid": 0, "tid": 7, "ts": 1714879883599361, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599356, "dur": 13, + "args": { + "External id": 5326, + "cbid": 211, "correlation": 5326 + } + }, + { + "ph": "s", "id": 5326, "pid": 343698, "tid": 343749, "ts": 1714879883599356, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599430, "dur": 1, + "args": { + "External id": 5348, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5348, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5348, "pid": 0, "tid": 7, "ts": 1714879883599430, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599423, "dur": 11, + "args": { + "External id": 5348, + "cbid": 211, "correlation": 5348 + } + }, + { + "ph": "s", "id": 5348, "pid": 343698, "tid": 343749, "ts": 1714879883599423, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599456, "dur": 1, + "args": { + "External id": 5362, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5362, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5362, "pid": 0, "tid": 7, "ts": 1714879883599456, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599449, "dur": 10, + "args": { + "External id": 5362, + "cbid": 211, "correlation": 5362 + } + }, + { + "ph": "s", "id": 5362, "pid": 343698, "tid": 343749, "ts": 1714879883599449, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883599483, "dur": 0, + "args": { + "External id": 5378, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5378, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 5378, "pid": 0, "tid": 7, "ts": 1714879883599483, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599476, "dur": 9, + "args": { + "External id": 5378, + "cbid": 211, "correlation": 5378 + } + }, + { + "ph": "s", "id": 5378, "pid": 343698, "tid": 343749, "ts": 1714879883599476, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883599495, "dur": 6, + "args": { + "External id": 5385, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5385, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5385, "pid": 0, "tid": 7, "ts": 1714879883599495, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599489, "dur": 13, + "args": { + "External id": 5385, + "cbid": 211, "correlation": 5385 + } + }, + { + "ph": "s", "id": 5385, "pid": 343698, "tid": 343749, "ts": 1714879883599489, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599556, "dur": 1, + "args": { + "External id": 5407, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5407, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5407, "pid": 0, "tid": 7, "ts": 1714879883599556, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599549, "dur": 10, + "args": { + "External id": 5407, + "cbid": 211, "correlation": 5407 + } + }, + { + "ph": "s", "id": 5407, "pid": 343698, "tid": 343749, "ts": 1714879883599549, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599590, "dur": 1, + "args": { + "External id": 5421, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5421, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5421, "pid": 0, "tid": 7, "ts": 1714879883599590, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599583, "dur": 10, + "args": { + "External id": 5421, + "cbid": 211, "correlation": 5421 + } + }, + { + "ph": "s", "id": 5421, "pid": 343698, "tid": 343749, "ts": 1714879883599583, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883599617, "dur": 0, + "args": { + "External id": 5437, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5437, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5437, "pid": 0, "tid": 7, "ts": 1714879883599617, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599611, "dur": 8, + "args": { + "External id": 5437, + "cbid": 211, "correlation": 5437 + } + }, + { + "ph": "s", "id": 5437, "pid": 343698, "tid": 343749, "ts": 1714879883599611, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883599629, "dur": 6, + "args": { + "External id": 5444, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5444, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5444, "pid": 0, "tid": 7, "ts": 1714879883599629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599624, "dur": 13, + "args": { + "External id": 5444, + "cbid": 211, "correlation": 5444 + } + }, + { + "ph": "s", "id": 5444, "pid": 343698, "tid": 343749, "ts": 1714879883599624, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599691, "dur": 1, + "args": { + "External id": 5466, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5466, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5466, "pid": 0, "tid": 7, "ts": 1714879883599691, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599684, "dur": 11, + "args": { + "External id": 5466, + "cbid": 211, "correlation": 5466 + } + }, + { + "ph": "s", "id": 5466, "pid": 343698, "tid": 343749, "ts": 1714879883599684, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599716, "dur": 1, + "args": { + "External id": 5480, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5480, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5480, "pid": 0, "tid": 7, "ts": 1714879883599716, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599710, "dur": 10, + "args": { + "External id": 5480, + "cbid": 211, "correlation": 5480 + } + }, + { + "ph": "s", "id": 5480, "pid": 343698, "tid": 343749, "ts": 1714879883599710, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883599750, "dur": 0, + "args": { + "External id": 5496, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5496, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5496, "pid": 0, "tid": 7, "ts": 1714879883599750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599743, "dur": 9, + "args": { + "External id": 5496, + "cbid": 211, "correlation": 5496 + } + }, + { + "ph": "s", "id": 5496, "pid": 343698, "tid": 343749, "ts": 1714879883599743, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883599762, "dur": 5, + "args": { + "External id": 5503, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5503, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5503, "pid": 0, "tid": 7, "ts": 1714879883599762, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599757, "dur": 12, + "args": { + "External id": 5503, + "cbid": 211, "correlation": 5503 + } + }, + { + "ph": "s", "id": 5503, "pid": 343698, "tid": 343749, "ts": 1714879883599757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599824, "dur": 1, + "args": { + "External id": 5525, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5525, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5525, "pid": 0, "tid": 7, "ts": 1714879883599824, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599816, "dur": 11, + "args": { + "External id": 5525, + "cbid": 211, "correlation": 5525 + } + }, + { + "ph": "s", "id": 5525, "pid": 343698, "tid": 343749, "ts": 1714879883599816, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599849, "dur": 1, + "args": { + "External id": 5539, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5539, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5539, "pid": 0, "tid": 7, "ts": 1714879883599849, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599842, "dur": 10, + "args": { + "External id": 5539, + "cbid": 211, "correlation": 5539 + } + }, + { + "ph": "s", "id": 5539, "pid": 343698, "tid": 343749, "ts": 1714879883599842, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883599876, "dur": 1, + "args": { + "External id": 5555, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5555, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 5555, "pid": 0, "tid": 7, "ts": 1714879883599876, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599869, "dur": 9, + "args": { + "External id": 5555, + "cbid": 211, "correlation": 5555 + } + }, + { + "ph": "s", "id": 5555, "pid": 343698, "tid": 343749, "ts": 1714879883599869, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883599888, "dur": 4, + "args": { + "External id": 5562, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5562, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5562, "pid": 0, "tid": 7, "ts": 1714879883599888, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599883, "dur": 10, + "args": { + "External id": 5562, + "cbid": 211, "correlation": 5562 + } + }, + { + "ph": "s", "id": 5562, "pid": 343698, "tid": 343749, "ts": 1714879883599883, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599955, "dur": 1, + "args": { + "External id": 5584, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5584, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5584, "pid": 0, "tid": 7, "ts": 1714879883599955, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599947, "dur": 11, + "args": { + "External id": 5584, + "cbid": 211, "correlation": 5584 + } + }, + { + "ph": "s", "id": 5584, "pid": 343698, "tid": 343749, "ts": 1714879883599947, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883599980, "dur": 1, + "args": { + "External id": 5598, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5598, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5598, "pid": 0, "tid": 7, "ts": 1714879883599980, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883599974, "dur": 10, + "args": { + "External id": 5598, + "cbid": 211, "correlation": 5598 + } + }, + { + "ph": "s", "id": 5598, "pid": 343698, "tid": 343749, "ts": 1714879883599974, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883600007, "dur": 0, + "args": { + "External id": 5614, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5614, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 5614, "pid": 0, "tid": 7, "ts": 1714879883600007, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600001, "dur": 9, + "args": { + "External id": 5614, + "cbid": 211, "correlation": 5614 + } + }, + { + "ph": "s", "id": 5614, "pid": 343698, "tid": 343749, "ts": 1714879883600001, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883600019, "dur": 5, + "args": { + "External id": 5621, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5621, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5621, "pid": 0, "tid": 7, "ts": 1714879883600019, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600014, "dur": 12, + "args": { + "External id": 5621, + "cbid": 211, "correlation": 5621 + } + }, + { + "ph": "s", "id": 5621, "pid": 343698, "tid": 343749, "ts": 1714879883600014, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600116, "dur": 1, + "args": { + "External id": 5643, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5643, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5643, "pid": 0, "tid": 7, "ts": 1714879883600116, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600108, "dur": 11, + "args": { + "External id": 5643, + "cbid": 211, "correlation": 5643 + } + }, + { + "ph": "s", "id": 5643, "pid": 343698, "tid": 343749, "ts": 1714879883600108, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600151, "dur": 1, + "args": { + "External id": 5657, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5657, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5657, "pid": 0, "tid": 7, "ts": 1714879883600151, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600144, "dur": 10, + "args": { + "External id": 5657, + "cbid": 211, "correlation": 5657 + } + }, + { + "ph": "s", "id": 5657, "pid": 343698, "tid": 343749, "ts": 1714879883600144, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883600178, "dur": 0, + "args": { + "External id": 5673, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5673, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5673, "pid": 0, "tid": 7, "ts": 1714879883600178, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600172, "dur": 9, + "args": { + "External id": 5673, + "cbid": 211, "correlation": 5673 + } + }, + { + "ph": "s", "id": 5673, "pid": 343698, "tid": 343749, "ts": 1714879883600172, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883600190, "dur": 5, + "args": { + "External id": 5680, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5680, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5680, "pid": 0, "tid": 7, "ts": 1714879883600190, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600185, "dur": 12, + "args": { + "External id": 5680, + "cbid": 211, "correlation": 5680 + } + }, + { + "ph": "s", "id": 5680, "pid": 343698, "tid": 343749, "ts": 1714879883600185, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600251, "dur": 1, + "args": { + "External id": 5702, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5702, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5702, "pid": 0, "tid": 7, "ts": 1714879883600251, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600244, "dur": 11, + "args": { + "External id": 5702, + "cbid": 211, "correlation": 5702 + } + }, + { + "ph": "s", "id": 5702, "pid": 343698, "tid": 343749, "ts": 1714879883600244, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600276, "dur": 1, + "args": { + "External id": 5716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5716, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5716, "pid": 0, "tid": 7, "ts": 1714879883600276, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600270, "dur": 10, + "args": { + "External id": 5716, + "cbid": 211, "correlation": 5716 + } + }, + { + "ph": "s", "id": 5716, "pid": 343698, "tid": 343749, "ts": 1714879883600270, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883600313, "dur": 16, + "args": { + "External id": 5732, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5732, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5732, "pid": 0, "tid": 7, "ts": 1714879883600313, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600306, "dur": 24, + "args": { + "External id": 5732, + "cbid": 211, "correlation": 5732 + } + }, + { + "ph": "s", "id": 5732, "pid": 343698, "tid": 343749, "ts": 1714879883600306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883600341, "dur": 6, + "args": { + "External id": 5739, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5739, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5739, "pid": 0, "tid": 7, "ts": 1714879883600341, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600335, "dur": 13, + "args": { + "External id": 5739, + "cbid": 211, "correlation": 5739 + } + }, + { + "ph": "s", "id": 5739, "pid": 343698, "tid": 343749, "ts": 1714879883600335, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600402, "dur": 1, + "args": { + "External id": 5761, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5761, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5761, "pid": 0, "tid": 7, "ts": 1714879883600402, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600395, "dur": 11, + "args": { + "External id": 5761, + "cbid": 211, "correlation": 5761 + } + }, + { + "ph": "s", "id": 5761, "pid": 343698, "tid": 343749, "ts": 1714879883600395, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600439, "dur": 2, + "args": { + "External id": 5775, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5775, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5775, "pid": 0, "tid": 7, "ts": 1714879883600439, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600432, "dur": 11, + "args": { + "External id": 5775, + "cbid": 211, "correlation": 5775 + } + }, + { + "ph": "s", "id": 5775, "pid": 343698, "tid": 343749, "ts": 1714879883600432, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883600473, "dur": 23, + "args": { + "External id": 5791, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5791, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5791, "pid": 0, "tid": 7, "ts": 1714879883600473, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600466, "dur": 32, + "args": { + "External id": 5791, + "cbid": 211, "correlation": 5791 + } + }, + { + "ph": "s", "id": 5791, "pid": 343698, "tid": 343749, "ts": 1714879883600466, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883600509, "dur": 6, + "args": { + "External id": 5798, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5798, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5798, "pid": 0, "tid": 7, "ts": 1714879883600509, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600503, "dur": 13, + "args": { + "External id": 5798, + "cbid": 211, "correlation": 5798 + } + }, + { + "ph": "s", "id": 5798, "pid": 343698, "tid": 343749, "ts": 1714879883600503, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600571, "dur": 1, + "args": { + "External id": 5820, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5820, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5820, "pid": 0, "tid": 7, "ts": 1714879883600571, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600563, "dur": 11, + "args": { + "External id": 5820, + "cbid": 211, "correlation": 5820 + } + }, + { + "ph": "s", "id": 5820, "pid": 343698, "tid": 343749, "ts": 1714879883600563, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600596, "dur": 1, + "args": { + "External id": 5834, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5834, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5834, "pid": 0, "tid": 7, "ts": 1714879883600596, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600590, "dur": 10, + "args": { + "External id": 5834, + "cbid": 211, "correlation": 5834 + } + }, + { + "ph": "s", "id": 5834, "pid": 343698, "tid": 343749, "ts": 1714879883600590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883600623, "dur": 176, + "args": { + "External id": 5850, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5850, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 5850, "pid": 0, "tid": 7, "ts": 1714879883600623, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600617, "dur": 184, + "args": { + "External id": 5850, + "cbid": 211, "correlation": 5850 + } + }, + { + "ph": "s", "id": 5850, "pid": 343698, "tid": 343749, "ts": 1714879883600617, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883600811, "dur": 6, + "args": { + "External id": 5857, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5857, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5857, "pid": 0, "tid": 7, "ts": 1714879883600811, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600805, "dur": 13, + "args": { + "External id": 5857, + "cbid": 211, "correlation": 5857 + } + }, + { + "ph": "s", "id": 5857, "pid": 343698, "tid": 343749, "ts": 1714879883600805, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600879, "dur": 1, + "args": { + "External id": 5879, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5879, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5879, "pid": 0, "tid": 7, "ts": 1714879883600879, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600871, "dur": 11, + "args": { + "External id": 5879, + "cbid": 211, "correlation": 5879 + } + }, + { + "ph": "s", "id": 5879, "pid": 343698, "tid": 343749, "ts": 1714879883600871, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883600905, "dur": 1, + "args": { + "External id": 5893, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5893, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5893, "pid": 0, "tid": 7, "ts": 1714879883600905, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600898, "dur": 11, + "args": { + "External id": 5893, + "cbid": 211, "correlation": 5893 + } + }, + { + "ph": "s", "id": 5893, "pid": 343698, "tid": 343749, "ts": 1714879883600898, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883600947, "dur": 0, + "args": { + "External id": 5909, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5909, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 5909, "pid": 0, "tid": 7, "ts": 1714879883600947, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600939, "dur": 10, + "args": { + "External id": 5909, + "cbid": 211, "correlation": 5909 + } + }, + { + "ph": "s", "id": 5909, "pid": 343698, "tid": 343749, "ts": 1714879883600939, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883600960, "dur": 6, + "args": { + "External id": 5916, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5916, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5916, "pid": 0, "tid": 7, "ts": 1714879883600960, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883600954, "dur": 13, + "args": { + "External id": 5916, + "cbid": 211, "correlation": 5916 + } + }, + { + "ph": "s", "id": 5916, "pid": 343698, "tid": 343749, "ts": 1714879883600954, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601034, "dur": 1, + "args": { + "External id": 5938, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5938, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5938, "pid": 0, "tid": 7, "ts": 1714879883601034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601026, "dur": 11, + "args": { + "External id": 5938, + "cbid": 211, "correlation": 5938 + } + }, + { + "ph": "s", "id": 5938, "pid": 343698, "tid": 343749, "ts": 1714879883601026, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601069, "dur": 1, + "args": { + "External id": 5952, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5952, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5952, "pid": 0, "tid": 7, "ts": 1714879883601069, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601062, "dur": 11, + "args": { + "External id": 5952, + "cbid": 211, "correlation": 5952 + } + }, + { + "ph": "s", "id": 5952, "pid": 343698, "tid": 343749, "ts": 1714879883601062, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883601108, "dur": 0, + "args": { + "External id": 5968, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5968, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 5968, "pid": 0, "tid": 7, "ts": 1714879883601108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601101, "dur": 9, + "args": { + "External id": 5968, + "cbid": 211, "correlation": 5968 + } + }, + { + "ph": "s", "id": 5968, "pid": 343698, "tid": 343749, "ts": 1714879883601101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883601121, "dur": 4, + "args": { + "External id": 5975, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5975, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 5975, "pid": 0, "tid": 7, "ts": 1714879883601121, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601115, "dur": 10, + "args": { + "External id": 5975, + "cbid": 211, "correlation": 5975 + } + }, + { + "ph": "s", "id": 5975, "pid": 343698, "tid": 343749, "ts": 1714879883601115, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601182, "dur": 1, + "args": { + "External id": 5997, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 5997, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 5997, "pid": 0, "tid": 7, "ts": 1714879883601182, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601174, "dur": 11, + "args": { + "External id": 5997, + "cbid": 211, "correlation": 5997 + } + }, + { + "ph": "s", "id": 5997, "pid": 343698, "tid": 343749, "ts": 1714879883601174, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601206, "dur": 1, + "args": { + "External id": 6011, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6011, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6011, "pid": 0, "tid": 7, "ts": 1714879883601206, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601200, "dur": 10, + "args": { + "External id": 6011, + "cbid": 211, "correlation": 6011 + } + }, + { + "ph": "s", "id": 6011, "pid": 343698, "tid": 343749, "ts": 1714879883601200, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883601241, "dur": 1, + "args": { + "External id": 6027, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6027, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 6027, "pid": 0, "tid": 7, "ts": 1714879883601241, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601234, "dur": 10, + "args": { + "External id": 6027, + "cbid": 211, "correlation": 6027 + } + }, + { + "ph": "s", "id": 6027, "pid": 343698, "tid": 343749, "ts": 1714879883601234, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883601253, "dur": 4, + "args": { + "External id": 6034, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6034, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6034, "pid": 0, "tid": 7, "ts": 1714879883601253, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601248, "dur": 10, + "args": { + "External id": 6034, + "cbid": 211, "correlation": 6034 + } + }, + { + "ph": "s", "id": 6034, "pid": 343698, "tid": 343749, "ts": 1714879883601248, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601314, "dur": 1, + "args": { + "External id": 6056, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6056, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6056, "pid": 0, "tid": 7, "ts": 1714879883601314, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601306, "dur": 11, + "args": { + "External id": 6056, + "cbid": 211, "correlation": 6056 + } + }, + { + "ph": "s", "id": 6056, "pid": 343698, "tid": 343749, "ts": 1714879883601306, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601339, "dur": 1, + "args": { + "External id": 6070, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6070, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6070, "pid": 0, "tid": 7, "ts": 1714879883601339, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601332, "dur": 10, + "args": { + "External id": 6070, + "cbid": 211, "correlation": 6070 + } + }, + { + "ph": "s", "id": 6070, "pid": 343698, "tid": 343749, "ts": 1714879883601332, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883601366, "dur": 0, + "args": { + "External id": 6086, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6086, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6086, "pid": 0, "tid": 7, "ts": 1714879883601366, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601359, "dur": 9, + "args": { + "External id": 6086, + "cbid": 211, "correlation": 6086 + } + }, + { + "ph": "s", "id": 6086, "pid": 343698, "tid": 343749, "ts": 1714879883601359, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883601378, "dur": 8, + "args": { + "External id": 6093, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6093, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6093, "pid": 0, "tid": 7, "ts": 1714879883601378, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601373, "dur": 14, + "args": { + "External id": 6093, + "cbid": 211, "correlation": 6093 + } + }, + { + "ph": "s", "id": 6093, "pid": 343698, "tid": 343749, "ts": 1714879883601373, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601449, "dur": 1, + "args": { + "External id": 6115, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6115, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6115, "pid": 0, "tid": 7, "ts": 1714879883601449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601441, "dur": 11, + "args": { + "External id": 6115, + "cbid": 211, "correlation": 6115 + } + }, + { + "ph": "s", "id": 6115, "pid": 343698, "tid": 343749, "ts": 1714879883601441, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601474, "dur": 1, + "args": { + "External id": 6129, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6129, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6129, "pid": 0, "tid": 7, "ts": 1714879883601474, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601468, "dur": 10, + "args": { + "External id": 6129, + "cbid": 211, "correlation": 6129 + } + }, + { + "ph": "s", "id": 6129, "pid": 343698, "tid": 343749, "ts": 1714879883601468, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883601500, "dur": 4, + "args": { + "External id": 6145, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6145, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6145, "pid": 0, "tid": 7, "ts": 1714879883601500, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601494, "dur": 12, + "args": { + "External id": 6145, + "cbid": 211, "correlation": 6145 + } + }, + { + "ph": "s", "id": 6145, "pid": 343698, "tid": 343749, "ts": 1714879883601494, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883601516, "dur": 4, + "args": { + "External id": 6152, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6152, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6152, "pid": 0, "tid": 7, "ts": 1714879883601516, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601511, "dur": 11, + "args": { + "External id": 6152, + "cbid": 211, "correlation": 6152 + } + }, + { + "ph": "s", "id": 6152, "pid": 343698, "tid": 343749, "ts": 1714879883601511, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601575, "dur": 1, + "args": { + "External id": 6174, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6174, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6174, "pid": 0, "tid": 7, "ts": 1714879883601575, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601568, "dur": 11, + "args": { + "External id": 6174, + "cbid": 211, "correlation": 6174 + } + }, + { + "ph": "s", "id": 6174, "pid": 343698, "tid": 343749, "ts": 1714879883601568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601608, "dur": 1, + "args": { + "External id": 6188, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6188, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6188, "pid": 0, "tid": 7, "ts": 1714879883601608, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601601, "dur": 10, + "args": { + "External id": 6188, + "cbid": 211, "correlation": 6188 + } + }, + { + "ph": "s", "id": 6188, "pid": 343698, "tid": 343749, "ts": 1714879883601601, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883601636, "dur": 1, + "args": { + "External id": 6204, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6204, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 6204, "pid": 0, "tid": 7, "ts": 1714879883601636, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601629, "dur": 9, + "args": { + "External id": 6204, + "cbid": 211, "correlation": 6204 + } + }, + { + "ph": "s", "id": 6204, "pid": 343698, "tid": 343749, "ts": 1714879883601629, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883601648, "dur": 4, + "args": { + "External id": 6211, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6211, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6211, "pid": 0, "tid": 7, "ts": 1714879883601648, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601643, "dur": 11, + "args": { + "External id": 6211, + "cbid": 211, "correlation": 6211 + } + }, + { + "ph": "s", "id": 6211, "pid": 343698, "tid": 343749, "ts": 1714879883601643, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601708, "dur": 1, + "args": { + "External id": 6233, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6233, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6233, "pid": 0, "tid": 7, "ts": 1714879883601708, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601701, "dur": 10, + "args": { + "External id": 6233, + "cbid": 211, "correlation": 6233 + } + }, + { + "ph": "s", "id": 6233, "pid": 343698, "tid": 343749, "ts": 1714879883601701, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601733, "dur": 1, + "args": { + "External id": 6247, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6247, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6247, "pid": 0, "tid": 7, "ts": 1714879883601733, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601727, "dur": 9, + "args": { + "External id": 6247, + "cbid": 211, "correlation": 6247 + } + }, + { + "ph": "s", "id": 6247, "pid": 343698, "tid": 343749, "ts": 1714879883601727, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883601768, "dur": 2, + "args": { + "External id": 6263, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6263, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6263, "pid": 0, "tid": 7, "ts": 1714879883601768, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601761, "dur": 11, + "args": { + "External id": 6263, + "cbid": 211, "correlation": 6263 + } + }, + { + "ph": "s", "id": 6263, "pid": 343698, "tid": 343749, "ts": 1714879883601761, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883601781, "dur": 3, + "args": { + "External id": 6270, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6270, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6270, "pid": 0, "tid": 7, "ts": 1714879883601781, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601776, "dur": 10, + "args": { + "External id": 6270, + "cbid": 211, "correlation": 6270 + } + }, + { + "ph": "s", "id": 6270, "pid": 343698, "tid": 343749, "ts": 1714879883601776, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601841, "dur": 1, + "args": { + "External id": 6292, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6292, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6292, "pid": 0, "tid": 7, "ts": 1714879883601841, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601833, "dur": 11, + "args": { + "External id": 6292, + "cbid": 211, "correlation": 6292 + } + }, + { + "ph": "s", "id": 6292, "pid": 343698, "tid": 343749, "ts": 1714879883601833, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601873, "dur": 1, + "args": { + "External id": 6306, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6306, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6306, "pid": 0, "tid": 7, "ts": 1714879883601873, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601866, "dur": 10, + "args": { + "External id": 6306, + "cbid": 211, "correlation": 6306 + } + }, + { + "ph": "s", "id": 6306, "pid": 343698, "tid": 343749, "ts": 1714879883601866, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883601907, "dur": 4, + "args": { + "External id": 6322, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6322, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6322, "pid": 0, "tid": 7, "ts": 1714879883601907, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601900, "dur": 13, + "args": { + "External id": 6322, + "cbid": 211, "correlation": 6322 + } + }, + { + "ph": "s", "id": 6322, "pid": 343698, "tid": 343749, "ts": 1714879883601900, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883601923, "dur": 4, + "args": { + "External id": 6329, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6329, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6329, "pid": 0, "tid": 7, "ts": 1714879883601923, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601917, "dur": 10, + "args": { + "External id": 6329, + "cbid": 211, "correlation": 6329 + } + }, + { + "ph": "s", "id": 6329, "pid": 343698, "tid": 343749, "ts": 1714879883601917, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883601982, "dur": 1, + "args": { + "External id": 6351, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6351, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6351, "pid": 0, "tid": 7, "ts": 1714879883601982, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883601975, "dur": 10, + "args": { + "External id": 6351, + "cbid": 211, "correlation": 6351 + } + }, + { + "ph": "s", "id": 6351, "pid": 343698, "tid": 343749, "ts": 1714879883601975, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883602007, "dur": 1, + "args": { + "External id": 6365, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6365, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6365, "pid": 0, "tid": 7, "ts": 1714879883602007, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883602001, "dur": 10, + "args": { + "External id": 6365, + "cbid": 211, "correlation": 6365 + } + }, + { + "ph": "s", "id": 6365, "pid": 343698, "tid": 343749, "ts": 1714879883602001, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883602034, "dur": 255, + "args": { + "External id": 6381, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6381, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 6381, "pid": 0, "tid": 7, "ts": 1714879883602034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883602027, "dur": 263, + "args": { + "External id": 6381, + "cbid": 211, "correlation": 6381 + } + }, + { + "ph": "s", "id": 6381, "pid": 343698, "tid": 343749, "ts": 1714879883602027, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883602301, "dur": 6, + "args": { + "External id": 6388, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6388, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6388, "pid": 0, "tid": 7, "ts": 1714879883602301, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883602295, "dur": 13, + "args": { + "External id": 6388, + "cbid": 211, "correlation": 6388 + } + }, + { + "ph": "s", "id": 6388, "pid": 343698, "tid": 343749, "ts": 1714879883602295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883602368, "dur": 1, + "args": { + "External id": 6408, + "cbid": 210, "correlation": 6408 + } + }, + { + "ph": "f", "id": 6408, "pid": 343698, "tid": 343749, "ts": 1714879883602368, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714879883602378, "dur": 3, + "args": { + "External id": 6409, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6409, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.13333334, + "warps per SM": 1.0666667, + "grid": [1, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 6409, "pid": 0, "tid": 7, "ts": 1714879883602378, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883602370, "dur": 14, + "args": { + "External id": 6409, + "cbid": 211, "correlation": 6409 + } + }, + { + "ph": "s", "id": 6409, "pid": 343698, "tid": 343749, "ts": 1714879883602370, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883602404, "dur": 1, + "args": { + "External id": 6421, + "cbid": 210, "correlation": 6421 + } + }, + { + "ph": "f", "id": 6421, "pid": 343698, "tid": 343749, "ts": 1714879883602404, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714879883602413, "dur": 5, + "args": { + "External id": 6422, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6422, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 6422, "pid": 0, "tid": 7, "ts": 1714879883602413, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883602406, "dur": 14, + "args": { + "External id": 6422, + "cbid": 211, "correlation": 6422 + } + }, + { + "ph": "s", "id": 6422, "pid": 343698, "tid": 343749, "ts": 1714879883602406, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883602449, "dur": 9, + "args": { + "External id": 6435, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6435, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 6435, "pid": 0, "tid": 7, "ts": 1714879883602449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883602442, "dur": 18, 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"bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883602537, "dur": 12, + "args": { + "External id": 6461, + "cbid": 211, "correlation": 6461 + } + }, + { + "ph": "s", "id": 6461, "pid": 343698, "tid": 343749, "ts": 1714879883602537, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883602583, "dur": 0, + "args": { + "External id": 6477, + "cbid": 210, "correlation": 6477 + } + }, + { + "ph": "f", "id": 6477, "pid": 343698, "tid": 343749, "ts": 1714879883602583, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714879883602592, "dur": 6, + "args": { + "External id": 6478, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 6478, + "registers per thread": 57, + "shared 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at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883640403, "dur": 1087, + "args": { + "External id": 7111, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7111, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7111, "pid": 0, "tid": 7, "ts": 1714879883640403, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883640396, "dur": 1097, + "args": { + "External id": 7111, + "cbid": 211, "correlation": 7111 + } + }, + { + "ph": "s", "id": 7111, "pid": 343698, "tid": 343698, "ts": 1714879883640396, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883641501, "dur": 1075, + "args": { + "External id": 7114, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7114, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7114, "pid": 0, "tid": 7, "ts": 1714879883641501, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883641495, "dur": 1082, + "args": { + "External id": 7114, + "cbid": 211, "correlation": 7114 + } + }, + { + "ph": "s", "id": 7114, "pid": 343698, "tid": 343698, "ts": 1714879883641495, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883642585, "dur": 1109, + "args": { + "External id": 7117, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7117, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7117, "pid": 0, "tid": 7, "ts": 1714879883642585, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883642580, "dur": 1116, + "args": { + "External id": 7117, + "cbid": 211, "correlation": 7117 + } + }, + { + "ph": "s", "id": 7117, "pid": 343698, "tid": 343698, "ts": 1714879883642580, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883643704, "dur": 1110, + "args": { + "External id": 7120, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7120, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7120, "pid": 0, "tid": 7, "ts": 1714879883643704, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883643698, "dur": 1117, + "args": { + "External id": 7120, + "cbid": 211, "correlation": 7120 + } + }, + { + "ph": "s", "id": 7120, "pid": 343698, "tid": 343698, "ts": 1714879883643698, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883644823, "dur": 1099, + "args": { + "External id": 7123, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7123, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7123, "pid": 0, "tid": 7, "ts": 1714879883644823, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883644817, "dur": 1106, + "args": { + "External id": 7123, + "cbid": 211, "correlation": 7123 + } + }, + { + "ph": "s", "id": 7123, "pid": 343698, "tid": 343698, "ts": 1714879883644817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883645931, "dur": 1110, + "args": { + "External id": 7126, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7126, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7126, "pid": 0, "tid": 7, "ts": 1714879883645931, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883645925, "dur": 1117, + "args": { + "External id": 7126, + "cbid": 211, "correlation": 7126 + } + }, + { + "ph": "s", "id": 7126, "pid": 343698, "tid": 343698, "ts": 1714879883645925, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883647049, "dur": 1111, + "args": { + "External id": 7129, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7129, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7129, "pid": 0, "tid": 7, "ts": 1714879883647049, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883647044, "dur": 1118, + "args": { + "External id": 7129, + "cbid": 211, "correlation": 7129 + } + }, + { + "ph": "s", "id": 7129, "pid": 343698, "tid": 343698, "ts": 1714879883647044, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883648170, "dur": 1113, + "args": { + "External id": 7132, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7132, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7132, "pid": 0, "tid": 7, "ts": 1714879883648170, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883648164, "dur": 1119, + "args": { + "External id": 7132, + "cbid": 211, "correlation": 7132 + } + }, + { + "ph": "s", "id": 7132, "pid": 343698, "tid": 343698, "ts": 1714879883648164, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883649291, "dur": 736, + "args": { + "External id": 7135, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7135, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 7.2, + "warps per SM": 115.2, + "grid": [216, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 7135, "pid": 0, "tid": 7, "ts": 1714879883649291, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883649286, "dur": 743, + "args": { + "External id": 7135, + "cbid": 211, "correlation": 7135 + } + }, + { + "ph": "s", "id": 7135, "pid": 343698, "tid": 343698, "ts": 1714879883649286, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714879883650245, "dur": 2, + "args": { + "External id": 7141, + "device": 0, "context": 1, + "stream": 7, "correlation": 7141, + "bytes": 4, "memory bandwidth (GB/s)": 0.0017123287671232876 + } + }, + { + "ph": "f", "id": 7141, "pid": 0, "tid": 7, "ts": 1714879883650245, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883650213, "dur": 37, + "args": { + "External id": 7141, + "cbid": 41, "correlation": 7141 + } + }, + { + "ph": "s", "id": 7141, "pid": 343698, "tid": 343698, "ts": 1714879883650213, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 343698, "tid": 343698, + "ts": 1714879883650252, "dur": 2, + "args": { + "External id": 7142, + "cbid": 131, "correlation": 7142 + } + }, + { + "ph": "s", "id": 7142, "pid": 343698, "tid": 343698, "ts": 1714879883650252, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883650297, "dur": 1, + "args": { + "External id": 7151, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7151, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7151, "pid": 0, "tid": 7, "ts": 1714879883650297, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883650288, "dur": 13, + "args": { + "External id": 7151, + "cbid": 211, "correlation": 7151 + } + }, + { + "ph": "s", "id": 7151, "pid": 343698, "tid": 343698, "ts": 1714879883650288, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883650341, "dur": 1, + "args": { + "External id": 7161, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7161, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7161, "pid": 0, "tid": 7, "ts": 1714879883650341, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883650333, "dur": 11, + "args": { + "External id": 7161, + "cbid": 211, "correlation": 7161 + } + }, + { + "ph": "s", "id": 7161, "pid": 343698, "tid": 343698, "ts": 1714879883650333, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714879883650375, "dur": 2, + "args": { + "External id": 7171, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7171, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 7171, "pid": 0, "tid": 7, "ts": 1714879883650375, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883650368, "dur": 12, + "args": { + "External id": 7171, + "cbid": 211, "correlation": 7171 + } + }, + { + "ph": "s", "id": 7171, "pid": 343698, "tid": 343698, "ts": 1714879883650368, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1> >(int, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1}, at::detail::Array, TrivialOffsetCalculator<1, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<1>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714879883650422, "dur": 1, + "args": { + "External 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"pid": 343698, "tid": 343698, + "ts": 1714879883653350, "dur": 6, + "args": { + "External id": 7248, + "cbid": 131, "correlation": 7248 + } + }, + { + "ph": "s", "id": 7248, "pid": 343698, "tid": 343698, "ts": 1714879883653350, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883653448, "dur": 1, + "args": { + "External id": 7261, + "cbid": 210, "correlation": 7261 + } + }, + { + "ph": "f", "id": 7261, "pid": 343698, "tid": 343698, "ts": 1714879883653448, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883653462, "dur": 4, + "args": { + "External id": 7262, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7262, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.53333336, + "warps per SM": 4.266667, + "grid": 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at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883653514, "dur": 1, + "args": { + "External id": 7273, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7273, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 7273, "pid": 0, "tid": 7, "ts": 1714879883653514, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883653506, "dur": 12, + "args": { + "External id": 7273, + "cbid": 211, "correlation": 7273 + } + }, + { + "ph": "s", "id": 7273, "pid": 343698, "tid": 343698, "ts": 1714879883653506, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883653575, "dur": 16, + "args": { + "External id": 7289, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7289, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 1.6, + "warps per SM": 12.8, + "grid": [8, 1, 6], + "block": [256, 1, 1], + "est. achieved occupancy %": 40 + } + }, + { + "ph": "f", "id": 7289, "pid": 0, "tid": 7, "ts": 1714879883653575, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883653567, "dur": 26, + "args": { + "External id": 7289, + "cbid": 211, "correlation": 7289 + } + }, + { + "ph": "s", "id": 7289, "pid": 343698, "tid": 343698, "ts": 1714879883653567, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, 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at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883653641, "dur": 1, + "args": { + "External id": 7302, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7302, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 7302, "pid": 0, "tid": 7, "ts": 1714879883653641, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883653633, "dur": 10, + "args": { + "External id": 7302, + "cbid": 211, "correlation": 7302 + } + }, + { + "ph": "s", "id": 7302, "pid": 343698, "tid": 343698, "ts": 1714879883653633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714879883653697, "dur": 5, + "args": { + "External id": 7318, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7318, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.8, + "warps per SM": 3.2, + "grid": [2, 4, 3], + "block": [128, 1, 1], + "est. achieved occupancy %": 10 + } + }, + { + "ph": "f", "id": 7318, "pid": 0, "tid": 7, "ts": 1714879883653697, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883653689, "dur": 15, + "args": { + "External id": 7318, + "cbid": 211, "correlation": 7318 + } + }, + { + "ph": "s", "id": 7318, "pid": 343698, "tid": 343698, "ts": 1714879883653689, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714879883653711, "dur": 1, + "args": { + "External id": 7320, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7320, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 8.533334, + "grid": [2, 8, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 7320, "pid": 0, "tid": 7, "ts": 1714879883653711, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883653705, "dur": 8, + "args": { + "External id": 7320, + "cbid": 211, "correlation": 7320 + } + }, + { + "ph": "s", "id": 7320, "pid": 343698, "tid": 343698, "ts": 1714879883653705, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883653746, "dur": 1, + "args": { + "External id": 7331, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7331, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 7331, "pid": 0, "tid": 7, "ts": 1714879883653746, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883653739, "dur": 10, + "args": { + "External id": 7331, + "cbid": 211, "correlation": 7331 + } + }, + { + "ph": "s", "id": 7331, "pid": 343698, "tid": 343698, "ts": 1714879883653739, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883653791, "dur": 0, + "args": { + "External id": 7347, + "cbid": 210, "correlation": 7347 + } + }, + { + "ph": "f", "id": 7347, "pid": 343698, "tid": 343698, "ts": 1714879883653791, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714879883653800, "dur": 4, + "args": { + "External id": 7348, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 7348, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [1, 4, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 7348, "pid": 0, "tid": 7, "ts": 1714879883653800, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883653792, "dur": 13, + "args": { + "External id": 7348, + "cbid": 211, "correlation": 7348 + } + }, + { + "ph": "s", "id": 7348, "pid": 343698, 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"External id": 8041, + "cbid": 211, "correlation": 8041 + } + }, + { + "ph": "s", "id": 8041, "pid": 343698, "tid": 343698, "ts": 1714879883655882, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memset", "name": "Memset (Device)", "pid": 0, "tid": 7, + "ts": 1714879883656281, "dur": 0, + "args": { + "External id": 8055, + "device": 0, "context": 1, + "stream": 7, "correlation": 8055, + "bytes": 16, "memory bandwidth (GB/s)": 0.05555555555555555 + } + }, + { + "ph": "f", "id": 8055, "pid": 0, "tid": 7, "ts": 1714879883656281, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemsetAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883656271, "dur": 7, + "args": { + "External id": 8055, + "cbid": 51, "correlation": 8055 + } + }, + { + "ph": "s", "id": 8055, "pid": 343698, "tid": 343698, "ts": 1714879883656271, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883656278, "dur": 1, + "args": { + "External id": 8056, + "cbid": 210, "correlation": 8056 + } + }, + { + "ph": "f", "id": 8056, "pid": 343698, "tid": 343698, "ts": 1714879883656278, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883656288, "dur": 5905, + "args": { + "External id": 8057, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8057, + "registers per thread": 118, + "shared memory": 16896, + "blocks per SM": 10.666667, + "warps per SM": 85.333336, + "grid": [4, 1, 80], + "block": [256, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 8057, "pid": 0, "tid": 7, "ts": 1714879883656288, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883656281, "dur": 5916, + "args": { + "External id": 8057, + "cbid": 211, "correlation": 8057 + } + }, + { + "ph": "s", "id": 8057, "pid": 343698, "tid": 343698, "ts": 1714879883656281, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883662241, "dur": 1, + "args": { + "External id": 8068, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8068, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 8068, "pid": 0, "tid": 7, "ts": 1714879883662241, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662232, "dur": 13, + "args": { + "External id": 8068, + "cbid": 211, "correlation": 8068 + } + }, + { + "ph": "s", "id": 8068, "pid": 343698, "tid": 343698, "ts": 1714879883662232, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883662301, "dur": 15, + "args": { + "External id": 8084, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8084, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 1.6, + "warps per SM": 12.8, + "grid": [8, 1, 6], + "block": [256, 1, 1], + "est. achieved occupancy %": 40 + } + }, + { + "ph": "f", "id": 8084, "pid": 0, "tid": 7, "ts": 1714879883662301, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662293, "dur": 25, + "args": { + "External id": 8084, + "cbid": 211, "correlation": 8084 + } + }, + { + "ph": "s", "id": 8084, "pid": 343698, "tid": 343698, "ts": 1714879883662293, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714879883662326, "dur": 3, + "args": { + "External id": 8086, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8086, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [8, 8, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8086, "pid": 0, "tid": 7, "ts": 1714879883662326, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662320, "dur": 10, + "args": { + "External id": 8086, + "cbid": 211, "correlation": 8086 + } + }, + { + "ph": "s", "id": 8086, "pid": 343698, "tid": 343698, "ts": 1714879883662320, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883662365, "dur": 1, + "args": { + "External id": 8097, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8097, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 8097, "pid": 0, "tid": 7, "ts": 1714879883662365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662357, "dur": 10, + "args": { + "External id": 8097, + "cbid": 211, "correlation": 8097 + } + }, + { + "ph": "s", "id": 8097, "pid": 343698, "tid": 343698, "ts": 1714879883662357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883662422, "dur": 1, + "args": { + "External id": 8110, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8110, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8110, "pid": 0, "tid": 7, "ts": 1714879883662422, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662414, "dur": 11, + "args": { + "External id": 8110, + "cbid": 211, "correlation": 8110 + } + }, + { + "ph": "s", "id": 8110, "pid": 343698, "tid": 343698, "ts": 1714879883662414, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883662444, "dur": 2, + "args": { + "External id": 8118, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8118, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 1.0666667, + "warps per SM": 2.1333334, + "grid": [32, 1, 1], + "block": [16, 4, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 8118, "pid": 0, "tid": 7, "ts": 1714879883662444, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662437, "dur": 10, + "args": { + "External id": 8118, + "cbid": 211, "correlation": 8118 + } + }, + { + "ph": "s", "id": 8118, "pid": 343698, "tid": 343698, "ts": 1714879883662437, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883662489, "dur": 1, + "args": { + "External id": 8128, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8128, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8128, "pid": 0, "tid": 7, "ts": 1714879883662489, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662482, "dur": 10, + "args": { + "External id": 8128, + "cbid": 211, "correlation": 8128 + } + }, + { + "ph": "s", "id": 8128, "pid": 343698, "tid": 343698, "ts": 1714879883662482, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883662586, "dur": 1, + "args": { + "External id": 8141, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8141, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8141, "pid": 0, "tid": 7, "ts": 1714879883662586, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662578, "dur": 12, + "args": { + "External id": 8141, + "cbid": 211, "correlation": 8141 + } + }, + { + "ph": "s", "id": 8141, "pid": 343698, "tid": 343698, "ts": 1714879883662578, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883662616, "dur": 3, + "args": { + "External id": 8153, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8153, + "registers per thread": 32, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8153, "pid": 0, "tid": 7, "ts": 1714879883662616, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662608, "dur": 12, + "args": { + "External id": 8153, + "cbid": 211, "correlation": 8153 + } + }, + { + "ph": "s", "id": 8153, "pid": 343698, "tid": 343698, "ts": 1714879883662608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879883662646, "dur": 1, + "args": { + "External id": 8161, + "device": 0, "context": 1, + "stream": 7, "correlation": 8161, + "bytes": 4, "memory bandwidth (GB/s)": 0.0035714285714285713 + } + }, + { + "ph": "f", "id": 8161, "pid": 0, "tid": 7, "ts": 1714879883662646, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883662634, "dur": 15, + "args": { + "External id": 8161, + "cbid": 41, "correlation": 8161 + } + }, + { + "ph": "s", "id": 8161, "pid": 343698, "tid": 343698, "ts": 1714879883662634, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883662979, "dur": 0, + "args": { + "External id": 8176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8176, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8176, "pid": 0, "tid": 7, "ts": 1714879883662979, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883662969, "dur": 13, + "args": { + "External id": 8176, + "cbid": 211, "correlation": 8176 + } + }, + { + "ph": "s", "id": 8176, "pid": 343698, "tid": 343698, "ts": 1714879883662969, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883663123, "dur": 1, + "args": { + "External id": 8192, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8192, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8192, "pid": 0, "tid": 7, "ts": 1714879883663123, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663112, "dur": 16, + "args": { + "External id": 8192, + "cbid": 211, "correlation": 8192 + } + }, + { + "ph": "s", "id": 8192, "pid": 343698, "tid": 343749, "ts": 1714879883663112, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883663150, "dur": 1, + "args": { + "External id": 8196, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8196, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8196, "pid": 0, "tid": 7, "ts": 1714879883663150, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663142, "dur": 10, + "args": { + "External id": 8196, + "cbid": 211, "correlation": 8196 + } + }, + { + "ph": "s", "id": 8196, "pid": 343698, "tid": 343749, "ts": 1714879883663142, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883663206, "dur": 1, + "args": { + "External id": 8216, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8216, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8216, "pid": 0, "tid": 7, "ts": 1714879883663206, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663198, "dur": 11, + "args": { + "External id": 8216, + "cbid": 211, "correlation": 8216 + } + }, + { + "ph": "s", "id": 8216, "pid": 343698, "tid": 343749, "ts": 1714879883663198, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714879883663256, "dur": 1, + "args": { + "External id": 8232, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8232, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 1.0666667, + "warps per SM": 8.533334, + "grid": [8, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 8232, "pid": 0, "tid": 7, "ts": 1714879883663256, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663248, "dur": 11, + "args": { + "External id": 8232, + "cbid": 211, "correlation": 8232 + } + }, + { + "ph": "s", "id": 8232, "pid": 343698, "tid": 343749, "ts": 1714879883663248, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883663304, "dur": 1, + "args": { + "External id": 8244, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8244, + "registers per thread": 96, + "shared memory": 640, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8244, "pid": 0, "tid": 7, "ts": 1714879883663304, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663297, "dur": 11, + "args": { + "External id": 8244, + "cbid": 211, "correlation": 8244 + } + }, + { + "ph": "s", "id": 8244, "pid": 343698, "tid": 343749, "ts": 1714879883663297, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883663347, "dur": 3, + "args": { + "External id": 8258, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8258, + "registers per thread": 32, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8258, "pid": 0, "tid": 7, "ts": 1714879883663347, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663339, "dur": 13, + "args": { + "External id": 8258, + "cbid": 211, "correlation": 8258 + } + }, + { + "ph": "s", "id": 8258, "pid": 343698, "tid": 343749, "ts": 1714879883663339, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883663440, "dur": 1, + "args": { + "External id": 8284, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8284, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 8284, "pid": 0, "tid": 7, "ts": 1714879883663440, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663432, "dur": 11, + "args": { + "External id": 8284, + "cbid": 211, "correlation": 8284 + } + }, + { + "ph": "s", "id": 8284, "pid": 343698, "tid": 343749, "ts": 1714879883663432, + "cat": "ac2g", "name": "ac2g" + }, + { 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+ "cbid": 211, "correlation": 8313 + } + }, + { + "ph": "s", "id": 8313, "pid": 343698, "tid": 343749, "ts": 1714879883663525, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883663576, "dur": 7, + "args": { + "External id": 8326, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8326, + "registers per thread": 46, + "shared memory": 2064, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8326, "pid": 0, "tid": 7, "ts": 1714879883663576, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663568, "dur": 17, + "args": { + "External id": 8326, + "cbid": 211, "correlation": 8326 + } + }, + { + "ph": "s", "id": 8326, "pid": 343698, "tid": 343749, "ts": 1714879883663568, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array >(int, at::native::BinaryFunctor(at::TensorIteratorBase&, float, float)::{lambda(float, float)#1}>, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883663668, "dur": 2, + "args": { + "External id": 8352, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8352, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 8352, "pid": 0, "tid": 7, "ts": 1714879883663668, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883663660, "dur": 12, + "args": { + "External id": 8352, + "cbid": 211, "correlation": 8352 + } + }, + { + "ph": "s", "id": 8352, "pid": 343698, "tid": 343749, "ts": 1714879883663660, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883663706, "dur": 1, + "args": { + "External id": 8368, + "cbid": 210, "correlation": 8368 + } + }, + { + "ph": "f", "id": 8368, "pid": 343698, "tid": 343749, "ts": 1714879883663706, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nn", "pid": 0, "tid": 7, + "ts": 1714879883663716, "dur": 3533, + "args": { + "External id": 8369, + "queued": 0, 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343698, "tid": 343749, "ts": 1714879883667276, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nt", "pid": 0, "tid": 7, + "ts": 1714879883667293, "dur": 3617, + "args": { + "External id": 8382, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8382, + "registers per thread": 122, + "shared memory": 12288, + "blocks per SM": 388.8, + "warps per SM": 1555.2, + "grid": [1458, 8, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 8382, "pid": 0, "tid": 7, "ts": 1714879883667293, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883667286, "dur": 3626, + "args": { + "External id": 8382, + "cbid": 211, "correlation": 8382 + } + }, + { + "ph": "s", "id": 8382, "pid": 343698, "tid": 343749, "ts": 1714879883667286, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883670950, "dur": 7, + "args": { + "External id": 8395, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8395, + "registers per thread": 46, + "shared memory": 2064, + "blocks per SM": 0.13333334, + "warps per SM": 0.53333336, + "grid": [4, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 2 + } + }, + { + "ph": "f", "id": 8395, "pid": 0, "tid": 7, "ts": 1714879883670950, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883670942, "dur": 17, + "args": { + "External id": 8395, + "cbid": 211, "correlation": 8395 + } + }, + { + "ph": "s", "id": 8395, "pid": 343698, "tid": 343749, "ts": 1714879883670942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883671101, "dur": 313, + "args": { + "External id": 8427, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8427, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 17.066668, + "warps per SM": 136.53334, + "grid": [4, 1, 128], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8427, "pid": 0, "tid": 7, "ts": 1714879883671101, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883671092, "dur": 324, + "args": { + "External id": 8427, + "cbid": 211, "correlation": 8427 + } + }, + { + "ph": "s", "id": 8427, "pid": 343698, "tid": 343749, "ts": 1714879883671092, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883671442, "dur": 299, + "args": { + "External id": 8439, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8439, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 230.4, + "warps per SM": 460.8, + "grid": [54, 1, 128], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 8439, "pid": 0, "tid": 7, "ts": 1714879883671442, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883671435, "dur": 308, + "args": { + "External id": 8439, + "cbid": 211, "correlation": 8439 + } + }, + { + "ph": "s", "id": 8439, "pid": 343698, "tid": 343749, "ts": 1714879883671435, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883671785, "dur": 2, + "args": { + "External id": 8450, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8450, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 3.6, + "warps per SM": 14.4, + "grid": [108, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 45 + } + }, + { + "ph": "f", "id": 8450, "pid": 0, "tid": 7, "ts": 1714879883671785, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883671778, "dur": 12, + "args": { + "External id": 8450, + "cbid": 211, "correlation": 8450 + } + }, + { + "ph": "s", "id": 8450, "pid": 343698, "tid": 343749, "ts": 1714879883671778, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672028, "dur": 1, + "args": { + "External id": 8478, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8478, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8478, "pid": 0, "tid": 7, "ts": 1714879883672028, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672019, "dur": 13, + "args": { + "External id": 8478, + "cbid": 211, "correlation": 8478 + } + }, + { + "ph": "s", "id": 8478, "pid": 343698, "tid": 343749, "ts": 1714879883672019, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672055, "dur": 1, + "args": { + "External id": 8492, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8492, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8492, "pid": 0, "tid": 7, "ts": 1714879883672055, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672049, "dur": 10, + "args": { + "External id": 8492, + "cbid": 211, "correlation": 8492 + } + }, + { + "ph": "s", "id": 8492, "pid": 343698, "tid": 343749, "ts": 1714879883672049, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883672092, "dur": 0, + "args": { + "External id": 8508, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8508, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8508, "pid": 0, "tid": 7, "ts": 1714879883672092, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672085, "dur": 9, + "args": { + "External id": 8508, + "cbid": 211, "correlation": 8508 + } + }, + { + "ph": "s", "id": 8508, "pid": 343698, "tid": 343749, "ts": 1714879883672085, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883672107, "dur": 5, + "args": { + "External id": 8515, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8515, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8515, "pid": 0, "tid": 7, "ts": 1714879883672107, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672100, "dur": 13, + "args": { + "External id": 8515, + "cbid": 211, "correlation": 8515 + } + }, + { + "ph": "s", "id": 8515, "pid": 343698, "tid": 343749, "ts": 1714879883672100, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672170, "dur": 1, + "args": { + "External id": 8537, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8537, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8537, "pid": 0, "tid": 7, "ts": 1714879883672170, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672163, "dur": 11, + "args": { + "External id": 8537, + "cbid": 211, "correlation": 8537 + } + }, + { + "ph": "s", "id": 8537, "pid": 343698, "tid": 343749, "ts": 1714879883672163, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672195, "dur": 1, + "args": { + "External id": 8551, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8551, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8551, "pid": 0, "tid": 7, "ts": 1714879883672195, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672189, "dur": 9, + "args": { + "External id": 8551, + "cbid": 211, "correlation": 8551 + } + }, + { + "ph": "s", "id": 8551, "pid": 343698, "tid": 343749, "ts": 1714879883672189, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883672229, "dur": 0, + "args": { + "External id": 8567, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8567, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 8567, "pid": 0, "tid": 7, "ts": 1714879883672229, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672222, "dur": 9, + "args": { + "External id": 8567, + "cbid": 211, "correlation": 8567 + } + }, + { + "ph": "s", "id": 8567, "pid": 343698, "tid": 343749, "ts": 1714879883672222, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883672241, "dur": 5, + "args": { + "External id": 8574, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8574, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8574, "pid": 0, "tid": 7, "ts": 1714879883672241, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672236, "dur": 12, + "args": { + "External id": 8574, + "cbid": 211, "correlation": 8574 + } + }, + { + "ph": "s", "id": 8574, "pid": 343698, "tid": 343749, "ts": 1714879883672236, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672303, "dur": 1, + "args": { + "External id": 8596, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8596, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8596, "pid": 0, "tid": 7, "ts": 1714879883672303, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672295, "dur": 11, + "args": { + "External id": 8596, + "cbid": 211, "correlation": 8596 + } + }, + { + "ph": "s", "id": 8596, "pid": 343698, "tid": 343749, "ts": 1714879883672295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672328, "dur": 1, + "args": { + "External id": 8610, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8610, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8610, "pid": 0, "tid": 7, "ts": 1714879883672328, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672322, "dur": 9, + "args": { + "External id": 8610, + "cbid": 211, "correlation": 8610 + } + }, + { + "ph": "s", "id": 8610, "pid": 343698, "tid": 343749, "ts": 1714879883672322, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883672354, "dur": 1, + "args": { + "External id": 8626, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8626, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8626, "pid": 0, "tid": 7, "ts": 1714879883672354, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672348, "dur": 9, + "args": { + "External id": 8626, + "cbid": 211, "correlation": 8626 + } + }, + { + "ph": "s", "id": 8626, "pid": 343698, "tid": 343749, "ts": 1714879883672348, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883672367, "dur": 3, + "args": { + "External id": 8633, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8633, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8633, "pid": 0, "tid": 7, "ts": 1714879883672367, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672362, "dur": 10, + "args": { + "External id": 8633, + "cbid": 211, "correlation": 8633 + } + }, + { + "ph": "s", "id": 8633, "pid": 343698, "tid": 343749, "ts": 1714879883672362, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672433, "dur": 1, + "args": { + "External id": 8655, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8655, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8655, "pid": 0, "tid": 7, "ts": 1714879883672433, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672425, "dur": 11, + "args": { + "External id": 8655, + "cbid": 211, "correlation": 8655 + } + }, + { + "ph": "s", "id": 8655, "pid": 343698, "tid": 343749, "ts": 1714879883672425, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672457, "dur": 1, + "args": { + "External id": 8669, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8669, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8669, "pid": 0, "tid": 7, "ts": 1714879883672457, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672451, "dur": 9, + "args": { + "External id": 8669, + "cbid": 211, "correlation": 8669 + } + }, + { + "ph": "s", "id": 8669, "pid": 343698, "tid": 343749, "ts": 1714879883672451, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883672484, "dur": 16, + "args": { + "External id": 8685, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8685, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8685, "pid": 0, "tid": 7, "ts": 1714879883672484, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672477, "dur": 24, + "args": { + "External id": 8685, + "cbid": 211, "correlation": 8685 + } + }, + { + "ph": "s", "id": 8685, "pid": 343698, "tid": 343749, "ts": 1714879883672477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883672512, "dur": 6, + "args": { + "External id": 8692, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8692, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8692, "pid": 0, "tid": 7, "ts": 1714879883672512, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672506, "dur": 13, + "args": { + "External id": 8692, + "cbid": 211, "correlation": 8692 + } + }, + { + "ph": "s", "id": 8692, "pid": 343698, "tid": 343749, "ts": 1714879883672506, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672582, "dur": 1, + "args": { + "External id": 8714, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8714, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8714, "pid": 0, "tid": 7, "ts": 1714879883672582, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672574, "dur": 12, + "args": { + "External id": 8714, + "cbid": 211, "correlation": 8714 + } + }, + { + "ph": "s", "id": 8714, "pid": 343698, "tid": 343749, "ts": 1714879883672574, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672615, "dur": 2, + "args": { + "External id": 8728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8728, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8728, "pid": 0, "tid": 7, "ts": 1714879883672615, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672608, "dur": 10, + "args": { + "External id": 8728, + "cbid": 211, "correlation": 8728 + } + }, + { + "ph": "s", "id": 8728, "pid": 343698, "tid": 343749, "ts": 1714879883672608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883672642, "dur": 230, + "args": { + "External id": 8744, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8744, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8744, "pid": 0, "tid": 7, "ts": 1714879883672642, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672636, "dur": 239, + "args": { + "External id": 8744, + "cbid": 211, "correlation": 8744 + } + }, + { + "ph": "s", "id": 8744, "pid": 343698, "tid": 343749, "ts": 1714879883672636, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883672888, "dur": 6, + "args": { + "External id": 8751, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8751, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8751, "pid": 0, "tid": 7, "ts": 1714879883672888, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672880, "dur": 15, + "args": { + "External id": 8751, + "cbid": 211, "correlation": 8751 + } + }, + { + "ph": "s", "id": 8751, "pid": 343698, "tid": 343749, "ts": 1714879883672880, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672954, "dur": 1, + "args": { + "External id": 8773, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8773, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8773, "pid": 0, "tid": 7, "ts": 1714879883672954, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672947, "dur": 11, + "args": { + "External id": 8773, + "cbid": 211, "correlation": 8773 + } + }, + { + "ph": "s", "id": 8773, "pid": 343698, "tid": 343749, "ts": 1714879883672947, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883672980, "dur": 1, + "args": { + "External id": 8787, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8787, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8787, "pid": 0, "tid": 7, "ts": 1714879883672980, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883672974, "dur": 10, + "args": { + "External id": 8787, + "cbid": 211, "correlation": 8787 + } + }, + { + "ph": "s", "id": 8787, "pid": 343698, "tid": 343749, "ts": 1714879883672974, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883673016, "dur": 83, + "args": { + "External id": 8803, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8803, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8803, "pid": 0, "tid": 7, "ts": 1714879883673016, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673009, "dur": 92, + "args": { + "External id": 8803, + "cbid": 211, "correlation": 8803 + } + }, + { + "ph": "s", "id": 8803, "pid": 343698, "tid": 343749, "ts": 1714879883673009, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883673111, "dur": 6, + "args": { + "External id": 8810, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8810, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8810, "pid": 0, "tid": 7, "ts": 1714879883673111, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673105, "dur": 13, + "args": { + "External id": 8810, + "cbid": 211, "correlation": 8810 + } + }, + { + "ph": "s", "id": 8810, "pid": 343698, "tid": 343749, "ts": 1714879883673105, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673172, "dur": 1, + "args": { + "External id": 8832, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8832, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8832, "pid": 0, "tid": 7, "ts": 1714879883673172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673165, "dur": 11, + "args": { + "External id": 8832, + "cbid": 211, "correlation": 8832 + } + }, + { + "ph": "s", "id": 8832, "pid": 343698, "tid": 343749, "ts": 1714879883673165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673198, "dur": 1, + "args": { + "External id": 8846, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8846, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8846, "pid": 0, "tid": 7, "ts": 1714879883673198, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673191, "dur": 10, + "args": { + "External id": 8846, + "cbid": 211, "correlation": 8846 + } + }, + { + "ph": "s", "id": 8846, "pid": 343698, "tid": 343749, "ts": 1714879883673191, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883673224, "dur": 271, + "args": { + "External id": 8862, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8862, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 8862, "pid": 0, "tid": 7, "ts": 1714879883673224, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673218, "dur": 279, + "args": { + "External id": 8862, + "cbid": 211, "correlation": 8862 + } + }, + { + "ph": "s", "id": 8862, "pid": 343698, "tid": 343749, "ts": 1714879883673218, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883673507, "dur": 6, + "args": { + "External id": 8869, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8869, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8869, "pid": 0, "tid": 7, "ts": 1714879883673507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673501, "dur": 13, + "args": { + "External id": 8869, + "cbid": 211, "correlation": 8869 + } + }, + { + "ph": "s", "id": 8869, "pid": 343698, "tid": 343749, "ts": 1714879883673501, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673575, "dur": 1, + "args": { + "External id": 8891, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8891, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8891, "pid": 0, "tid": 7, "ts": 1714879883673575, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673567, "dur": 11, + "args": { + "External id": 8891, + "cbid": 211, "correlation": 8891 + } + }, + { + "ph": "s", "id": 8891, "pid": 343698, "tid": 343749, "ts": 1714879883673567, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673600, "dur": 2, + "args": { + "External id": 8905, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8905, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8905, "pid": 0, "tid": 7, "ts": 1714879883673600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673594, "dur": 10, + "args": { + "External id": 8905, + "cbid": 211, "correlation": 8905 + } + }, + { + "ph": "s", "id": 8905, "pid": 343698, "tid": 343749, "ts": 1714879883673594, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883673627, "dur": 0, + "args": { + "External id": 8921, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8921, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8921, "pid": 0, "tid": 7, "ts": 1714879883673627, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673620, "dur": 8, + "args": { + "External id": 8921, + "cbid": 211, "correlation": 8921 + } + }, + { + "ph": "s", "id": 8921, "pid": 343698, "tid": 343749, "ts": 1714879883673620, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883673638, "dur": 5, + "args": { + "External id": 8928, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8928, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8928, "pid": 0, "tid": 7, "ts": 1714879883673638, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673633, "dur": 12, + "args": { + "External id": 8928, + "cbid": 211, "correlation": 8928 + } + }, + { + "ph": "s", "id": 8928, "pid": 343698, "tid": 343749, "ts": 1714879883673633, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673698, "dur": 1, + "args": { + "External id": 8950, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8950, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 8950, "pid": 0, "tid": 7, "ts": 1714879883673698, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673690, "dur": 11, + "args": { + "External id": 8950, + "cbid": 211, "correlation": 8950 + } + }, + { + "ph": "s", "id": 8950, "pid": 343698, "tid": 343749, "ts": 1714879883673690, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673730, "dur": 1, + "args": { + "External id": 8964, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8964, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8964, "pid": 0, "tid": 7, "ts": 1714879883673730, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673723, "dur": 10, + "args": { + "External id": 8964, + "cbid": 211, "correlation": 8964 + } + }, + { + "ph": "s", "id": 8964, "pid": 343698, "tid": 343749, "ts": 1714879883673723, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883673764, "dur": 0, + "args": { + "External id": 8980, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8980, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 8980, "pid": 0, "tid": 7, "ts": 1714879883673764, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673757, "dur": 9, + "args": { + "External id": 8980, + "cbid": 211, "correlation": 8980 + } + }, + { + "ph": "s", "id": 8980, "pid": 343698, "tid": 343749, "ts": 1714879883673757, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883673776, "dur": 6, + "args": { + "External id": 8987, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 8987, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 8987, "pid": 0, "tid": 7, "ts": 1714879883673776, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673770, "dur": 12, + "args": { + "External id": 8987, + "cbid": 211, "correlation": 8987 + } + }, + { + "ph": "s", "id": 8987, "pid": 343698, "tid": 343749, "ts": 1714879883673770, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673836, "dur": 1, + "args": { + "External id": 9009, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9009, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9009, "pid": 0, "tid": 7, "ts": 1714879883673836, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673829, "dur": 10, + "args": { + "External id": 9009, + "cbid": 211, "correlation": 9009 + } + }, + { + "ph": "s", "id": 9009, "pid": 343698, "tid": 343749, "ts": 1714879883673829, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673861, "dur": 1, + "args": { + "External id": 9023, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9023, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9023, "pid": 0, "tid": 7, "ts": 1714879883673861, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673855, "dur": 10, + "args": { + "External id": 9023, + "cbid": 211, "correlation": 9023 + } + }, + { + "ph": "s", "id": 9023, "pid": 343698, "tid": 343749, "ts": 1714879883673855, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883673903, "dur": 0, + "args": { + "External id": 9039, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9039, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9039, "pid": 0, "tid": 7, "ts": 1714879883673903, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673896, "dur": 9, + "args": { + "External id": 9039, + "cbid": 211, "correlation": 9039 + } + }, + { + "ph": "s", "id": 9039, "pid": 343698, "tid": 343749, "ts": 1714879883673896, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883673915, "dur": 6, + "args": { + "External id": 9046, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9046, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9046, "pid": 0, "tid": 7, "ts": 1714879883673915, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673910, "dur": 13, + "args": { + "External id": 9046, + "cbid": 211, "correlation": 9046 + } + }, + { + "ph": "s", "id": 9046, "pid": 343698, "tid": 343749, "ts": 1714879883673910, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883673976, "dur": 1, + "args": { + "External id": 9068, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9068, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9068, "pid": 0, "tid": 7, "ts": 1714879883673976, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673969, "dur": 11, + "args": { + "External id": 9068, + "cbid": 211, "correlation": 9068 + } + }, + { + "ph": "s", "id": 9068, "pid": 343698, "tid": 343749, "ts": 1714879883673969, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674001, "dur": 1, + "args": { + "External id": 9082, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9082, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9082, "pid": 0, "tid": 7, "ts": 1714879883674001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883673995, "dur": 9, + "args": { + "External id": 9082, + "cbid": 211, "correlation": 9082 + } + }, + { + "ph": "s", "id": 9082, "pid": 343698, "tid": 343749, "ts": 1714879883673995, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883674034, "dur": 0, + "args": { + "External id": 9098, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9098, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9098, "pid": 0, "tid": 7, "ts": 1714879883674034, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674021, "dur": 16, + "args": { + "External id": 9098, + "cbid": 211, "correlation": 9098 + } + }, + { + "ph": "s", "id": 9098, "pid": 343698, "tid": 343749, "ts": 1714879883674021, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883674047, "dur": 5, + "args": { + "External id": 9105, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9105, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9105, "pid": 0, "tid": 7, "ts": 1714879883674047, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674042, "dur": 12, + "args": { + "External id": 9105, + "cbid": 211, "correlation": 9105 + } + }, + { + "ph": "s", "id": 9105, "pid": 343698, "tid": 343749, "ts": 1714879883674042, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674108, "dur": 1, + "args": { + "External id": 9127, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9127, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9127, "pid": 0, "tid": 7, "ts": 1714879883674108, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674101, "dur": 10, + "args": { + "External id": 9127, + "cbid": 211, "correlation": 9127 + } + }, + { + "ph": "s", "id": 9127, "pid": 343698, "tid": 343749, "ts": 1714879883674101, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674133, "dur": 1, + "args": { + "External id": 9141, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9141, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9141, "pid": 0, "tid": 7, "ts": 1714879883674133, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674126, "dur": 10, + "args": { + "External id": 9141, + "cbid": 211, "correlation": 9141 + } + }, + { + "ph": "s", "id": 9141, "pid": 343698, "tid": 343749, "ts": 1714879883674126, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883674159, "dur": 1, + "args": { + "External id": 9157, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9157, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 9157, "pid": 0, "tid": 7, "ts": 1714879883674159, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674153, "dur": 9, + "args": { + "External id": 9157, + "cbid": 211, "correlation": 9157 + } + }, + { + "ph": "s", "id": 9157, "pid": 343698, "tid": 343749, "ts": 1714879883674153, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883674171, "dur": 4, + "args": { + "External id": 9164, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9164, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9164, "pid": 0, "tid": 7, "ts": 1714879883674171, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674166, "dur": 10, + "args": { + "External id": 9164, + "cbid": 211, "correlation": 9164 + } + }, + { + "ph": "s", "id": 9164, "pid": 343698, "tid": 343749, "ts": 1714879883674166, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674229, "dur": 1, + "args": { + "External id": 9186, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9186, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9186, "pid": 0, "tid": 7, "ts": 1714879883674229, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674222, "dur": 11, + "args": { + "External id": 9186, + "cbid": 211, "correlation": 9186 + } + }, + { + "ph": "s", "id": 9186, "pid": 343698, "tid": 343749, "ts": 1714879883674222, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674261, "dur": 1, + "args": { + "External id": 9200, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9200, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9200, "pid": 0, "tid": 7, "ts": 1714879883674261, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674254, "dur": 10, + "args": { + "External id": 9200, + "cbid": 211, "correlation": 9200 + } + }, + { + "ph": "s", "id": 9200, "pid": 343698, "tid": 343749, "ts": 1714879883674254, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883674288, "dur": 0, + "args": { + "External id": 9216, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9216, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 9216, "pid": 0, "tid": 7, "ts": 1714879883674288, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674282, "dur": 8, + "args": { + "External id": 9216, + "cbid": 211, "correlation": 9216 + } + }, + { + "ph": "s", "id": 9216, "pid": 343698, "tid": 343749, "ts": 1714879883674282, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883674300, "dur": 5, + "args": { + "External id": 9223, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9223, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9223, "pid": 0, "tid": 7, "ts": 1714879883674300, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674295, "dur": 12, + "args": { + "External id": 9223, + "cbid": 211, "correlation": 9223 + } + }, + { + "ph": "s", "id": 9223, "pid": 343698, "tid": 343749, "ts": 1714879883674295, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674360, "dur": 1, + "args": { + "External id": 9245, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9245, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9245, "pid": 0, "tid": 7, "ts": 1714879883674360, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674353, "dur": 10, + "args": { + "External id": 9245, + "cbid": 211, "correlation": 9245 + } + }, + { + "ph": "s", "id": 9245, "pid": 343698, "tid": 343749, "ts": 1714879883674353, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674385, "dur": 1, + "args": { + "External id": 9259, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9259, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9259, "pid": 0, "tid": 7, "ts": 1714879883674385, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674378, "dur": 10, + "args": { + "External id": 9259, + "cbid": 211, "correlation": 9259 + } + }, + { + "ph": "s", "id": 9259, "pid": 343698, "tid": 343749, "ts": 1714879883674378, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883674418, "dur": 0, + "args": { + "External id": 9275, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9275, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9275, "pid": 0, "tid": 7, "ts": 1714879883674418, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674411, "dur": 9, + "args": { + "External id": 9275, + "cbid": 211, "correlation": 9275 + } + }, + { + "ph": "s", "id": 9275, "pid": 343698, "tid": 343749, "ts": 1714879883674411, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883674430, "dur": 5, + "args": { + "External id": 9282, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9282, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9282, "pid": 0, "tid": 7, "ts": 1714879883674430, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674425, "dur": 11, + "args": { + "External id": 9282, + "cbid": 211, "correlation": 9282 + } + }, + { + "ph": "s", "id": 9282, "pid": 343698, "tid": 343749, "ts": 1714879883674425, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674504, "dur": 1, + "args": { + "External id": 9304, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9304, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9304, "pid": 0, "tid": 7, "ts": 1714879883674504, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674497, "dur": 11, + "args": { + "External id": 9304, + "cbid": 211, "correlation": 9304 + } + }, + { + "ph": "s", "id": 9304, "pid": 343698, "tid": 343749, "ts": 1714879883674497, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674530, "dur": 1, + "args": { + "External id": 9318, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9318, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9318, "pid": 0, "tid": 7, "ts": 1714879883674530, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674523, "dur": 23, + "args": { + "External id": 9318, + "cbid": 211, "correlation": 9318 + } + }, + { + "ph": "s", "id": 9318, "pid": 343698, "tid": 343749, "ts": 1714879883674523, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883674568, "dur": 15, + "args": { + "External id": 9334, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9334, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9334, "pid": 0, "tid": 7, "ts": 1714879883674568, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674562, "dur": 23, + "args": { + "External id": 9334, + "cbid": 211, "correlation": 9334 + } + }, + { + "ph": "s", "id": 9334, "pid": 343698, "tid": 343749, "ts": 1714879883674562, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883674599, "dur": 5, + "args": { + "External id": 9341, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9341, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9341, "pid": 0, "tid": 7, "ts": 1714879883674599, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674590, "dur": 16, + "args": { + "External id": 9341, + "cbid": 211, "correlation": 9341 + } + }, + { + "ph": "s", "id": 9341, "pid": 343698, "tid": 343749, "ts": 1714879883674590, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674663, "dur": 1, + "args": { + "External id": 9363, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9363, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9363, "pid": 0, "tid": 7, "ts": 1714879883674663, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674655, "dur": 11, + "args": { + "External id": 9363, + "cbid": 211, "correlation": 9363 + } + }, + { + "ph": "s", "id": 9363, "pid": 343698, "tid": 343749, "ts": 1714879883674655, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674688, "dur": 1, + "args": { + "External id": 9377, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9377, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9377, "pid": 0, "tid": 7, "ts": 1714879883674688, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674682, "dur": 10, + "args": { + "External id": 9377, + "cbid": 211, "correlation": 9377 + } + }, + { + "ph": "s", "id": 9377, "pid": 343698, "tid": 343749, "ts": 1714879883674682, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883674714, "dur": 24, + "args": { + "External id": 9393, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9393, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9393, "pid": 0, "tid": 7, "ts": 1714879883674714, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674708, "dur": 32, + "args": { + "External id": 9393, + "cbid": 211, "correlation": 9393 + } + }, + { + "ph": "s", "id": 9393, "pid": 343698, "tid": 343749, "ts": 1714879883674708, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883674750, "dur": 6, + "args": { + "External id": 9400, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9400, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9400, "pid": 0, "tid": 7, "ts": 1714879883674750, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674744, "dur": 13, + "args": { + "External id": 9400, + "cbid": 211, "correlation": 9400 + } + }, + { + "ph": "s", "id": 9400, "pid": 343698, "tid": 343749, "ts": 1714879883674744, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674846, "dur": 1, + "args": { + "External id": 9422, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9422, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9422, "pid": 0, "tid": 7, "ts": 1714879883674846, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674811, "dur": 39, + "args": { + "External id": 9422, + "cbid": 211, "correlation": 9422 + } + }, + { + "ph": "s", "id": 9422, "pid": 343698, "tid": 343749, "ts": 1714879883674811, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883674887, "dur": 2, + "args": { + "External id": 9436, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9436, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9436, "pid": 0, "tid": 7, "ts": 1714879883674887, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674881, "dur": 10, + "args": { + "External id": 9436, + "cbid": 211, "correlation": 9436 + } + }, + { + "ph": "s", "id": 9436, "pid": 343698, "tid": 343749, "ts": 1714879883674881, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883674914, "dur": 177, + "args": { + "External id": 9452, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9452, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9452, "pid": 0, "tid": 7, "ts": 1714879883674914, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883674908, "dur": 185, + "args": { + "External id": 9452, + "cbid": 211, "correlation": 9452 + } + }, + { + "ph": "s", "id": 9452, "pid": 343698, "tid": 343749, "ts": 1714879883674908, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883675103, "dur": 6, + "args": { + "External id": 9459, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9459, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9459, "pid": 0, "tid": 7, "ts": 1714879883675103, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675097, "dur": 13, + "args": { + "External id": 9459, + "cbid": 211, "correlation": 9459 + } + }, + { + "ph": "s", "id": 9459, "pid": 343698, "tid": 343749, "ts": 1714879883675097, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675198, "dur": 1, + "args": { + "External id": 9481, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9481, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9481, "pid": 0, "tid": 7, "ts": 1714879883675198, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675190, "dur": 11, + "args": { + "External id": 9481, + "cbid": 211, "correlation": 9481 + } + }, + { + "ph": "s", "id": 9481, "pid": 343698, "tid": 343749, "ts": 1714879883675190, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675230, "dur": 1, + "args": { + "External id": 9495, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9495, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9495, "pid": 0, "tid": 7, "ts": 1714879883675230, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675219, "dur": 15, + "args": { + "External id": 9495, + "cbid": 211, "correlation": 9495 + } + }, + { + "ph": "s", "id": 9495, "pid": 343698, "tid": 343749, "ts": 1714879883675219, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883675286, "dur": 0, + "args": { + "External id": 9511, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9511, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 9511, "pid": 0, "tid": 7, "ts": 1714879883675286, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675262, "dur": 40, + "args": { + "External id": 9511, + "cbid": 211, "correlation": 9511 + } + }, + { + "ph": "s", "id": 9511, "pid": 343698, "tid": 343749, "ts": 1714879883675262, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883675318, "dur": 5, + "args": { + "External id": 9518, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9518, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9518, "pid": 0, "tid": 7, "ts": 1714879883675318, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675310, "dur": 17, + "args": { + "External id": 9518, + "cbid": 211, "correlation": 9518 + } + }, + { + "ph": "s", "id": 9518, "pid": 343698, "tid": 343749, "ts": 1714879883675310, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675389, "dur": 1, + "args": { + "External id": 9540, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9540, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9540, "pid": 0, "tid": 7, "ts": 1714879883675389, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675381, "dur": 11, + "args": { + "External id": 9540, + "cbid": 211, "correlation": 9540 + } + }, + { + "ph": "s", "id": 9540, "pid": 343698, "tid": 343749, "ts": 1714879883675381, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675414, "dur": 1, + "args": { + "External id": 9554, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9554, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9554, "pid": 0, "tid": 7, "ts": 1714879883675414, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675408, "dur": 10, + "args": { + "External id": 9554, + "cbid": 211, "correlation": 9554 + } + }, + { + "ph": "s", "id": 9554, "pid": 343698, "tid": 343749, "ts": 1714879883675408, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883675456, "dur": 0, + "args": { + "External id": 9570, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9570, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 9570, "pid": 0, "tid": 7, "ts": 1714879883675456, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675449, "dur": 9, + "args": { + "External id": 9570, + "cbid": 211, "correlation": 9570 + } + }, + { + "ph": "s", "id": 9570, "pid": 343698, "tid": 343749, "ts": 1714879883675449, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883675468, "dur": 4, + "args": { + "External id": 9577, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9577, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9577, "pid": 0, "tid": 7, "ts": 1714879883675468, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675463, "dur": 10, + "args": { + "External id": 9577, + "cbid": 211, "correlation": 9577 + } + }, + { + "ph": "s", "id": 9577, "pid": 343698, "tid": 343749, "ts": 1714879883675463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675528, "dur": 1, + "args": { + "External id": 9599, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9599, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9599, "pid": 0, "tid": 7, "ts": 1714879883675528, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675521, "dur": 10, + "args": { + "External id": 9599, + "cbid": 211, "correlation": 9599 + } + }, + { + "ph": "s", "id": 9599, "pid": 343698, "tid": 343749, "ts": 1714879883675521, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675553, "dur": 1, + "args": { + "External id": 9613, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9613, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9613, "pid": 0, "tid": 7, "ts": 1714879883675553, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675547, "dur": 9, + "args": { + "External id": 9613, + "cbid": 211, "correlation": 9613 + } + }, + { + "ph": "s", "id": 9613, "pid": 343698, "tid": 343749, "ts": 1714879883675547, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883675587, "dur": 1, + "args": { + "External id": 9629, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9629, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 9629, "pid": 0, "tid": 7, "ts": 1714879883675587, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675580, "dur": 10, + "args": { + "External id": 9629, + "cbid": 211, "correlation": 9629 + } + }, + { + "ph": "s", "id": 9629, "pid": 343698, "tid": 343749, "ts": 1714879883675580, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883675600, "dur": 3, + "args": { + "External id": 9636, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9636, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9636, "pid": 0, "tid": 7, "ts": 1714879883675600, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675594, "dur": 10, + "args": { + "External id": 9636, + "cbid": 211, "correlation": 9636 + } + }, + { + "ph": "s", "id": 9636, "pid": 343698, "tid": 343749, "ts": 1714879883675594, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675666, "dur": 1, + "args": { + "External id": 9658, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9658, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9658, "pid": 0, "tid": 7, "ts": 1714879883675666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675659, "dur": 11, + "args": { + "External id": 9658, + "cbid": 211, "correlation": 9658 + } + }, + { + "ph": "s", "id": 9658, "pid": 343698, "tid": 343749, "ts": 1714879883675659, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675692, "dur": 1, + "args": { + "External id": 9672, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9672, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9672, "pid": 0, "tid": 7, "ts": 1714879883675692, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675685, "dur": 10, + "args": { + "External id": 9672, + "cbid": 211, "correlation": 9672 + } + }, + { + "ph": "s", "id": 9672, "pid": 343698, "tid": 343749, "ts": 1714879883675685, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883675718, "dur": 0, + "args": { + "External id": 9688, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9688, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9688, "pid": 0, "tid": 7, "ts": 1714879883675718, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675711, "dur": 8, + "args": { + "External id": 9688, + "cbid": 211, "correlation": 9688 + } + }, + { + "ph": "s", "id": 9688, "pid": 343698, "tid": 343749, "ts": 1714879883675711, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883675729, "dur": 7, + "args": { + "External id": 9695, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9695, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9695, "pid": 0, "tid": 7, "ts": 1714879883675729, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675724, "dur": 14, + "args": { + "External id": 9695, + "cbid": 211, "correlation": 9695 + } + }, + { + "ph": "s", "id": 9695, "pid": 343698, "tid": 343749, "ts": 1714879883675724, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675791, "dur": 1, + "args": { + "External id": 9717, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9717, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9717, "pid": 0, "tid": 7, "ts": 1714879883675791, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675784, "dur": 10, + "args": { + "External id": 9717, + "cbid": 211, "correlation": 9717 + } + }, + { + "ph": "s", "id": 9717, "pid": 343698, "tid": 343749, "ts": 1714879883675784, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675823, "dur": 1, + "args": { + "External id": 9731, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9731, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9731, "pid": 0, "tid": 7, "ts": 1714879883675823, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675816, "dur": 10, + "args": { + "External id": 9731, + "cbid": 211, "correlation": 9731 + } + }, + { + "ph": "s", "id": 9731, "pid": 343698, "tid": 343749, "ts": 1714879883675816, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883675850, "dur": 3, + "args": { + "External id": 9747, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9747, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9747, "pid": 0, "tid": 7, "ts": 1714879883675850, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675844, "dur": 11, + "args": { + "External id": 9747, + "cbid": 211, "correlation": 9747 + } + }, + { + "ph": "s", "id": 9747, "pid": 343698, "tid": 343749, "ts": 1714879883675844, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883675865, "dur": 4, + "args": { + "External id": 9754, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9754, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9754, "pid": 0, "tid": 7, "ts": 1714879883675865, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675860, "dur": 11, + "args": { + "External id": 9754, + "cbid": 211, "correlation": 9754 + } + }, + { + "ph": "s", "id": 9754, "pid": 343698, "tid": 343749, "ts": 1714879883675860, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675924, "dur": 1, + "args": { + "External id": 9776, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9776, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9776, "pid": 0, "tid": 7, "ts": 1714879883675924, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675916, "dur": 11, + "args": { + "External id": 9776, + "cbid": 211, "correlation": 9776 + } + }, + { + "ph": "s", "id": 9776, "pid": 343698, "tid": 343749, "ts": 1714879883675916, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883675948, "dur": 1, + "args": { + "External id": 9790, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9790, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9790, "pid": 0, "tid": 7, "ts": 1714879883675948, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675942, "dur": 10, + "args": { + "External id": 9790, + "cbid": 211, "correlation": 9790 + } + }, + { + "ph": "s", "id": 9790, "pid": 343698, "tid": 343749, "ts": 1714879883675942, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883675982, "dur": 1, + "args": { + "External id": 9806, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9806, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 9806, "pid": 0, "tid": 7, "ts": 1714879883675982, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675975, "dur": 9, + "args": { + "External id": 9806, + "cbid": 211, "correlation": 9806 + } + }, + { + "ph": "s", "id": 9806, "pid": 343698, "tid": 343749, "ts": 1714879883675975, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883675994, "dur": 4, + "args": { + "External id": 9813, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9813, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9813, "pid": 0, "tid": 7, "ts": 1714879883675994, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883675989, "dur": 11, + "args": { + "External id": 9813, + "cbid": 211, "correlation": 9813 + } + }, + { + "ph": "s", "id": 9813, "pid": 343698, "tid": 343749, "ts": 1714879883675989, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883676053, "dur": 1, + "args": { + "External id": 9835, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9835, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9835, "pid": 0, "tid": 7, "ts": 1714879883676053, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676046, "dur": 10, + "args": { + "External id": 9835, + "cbid": 211, "correlation": 9835 + } + }, + { + "ph": "s", "id": 9835, "pid": 343698, "tid": 343749, "ts": 1714879883676046, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883676078, "dur": 1, + "args": { + "External id": 9849, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9849, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9849, "pid": 0, "tid": 7, "ts": 1714879883676078, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676072, "dur": 10, + "args": { + "External id": 9849, + "cbid": 211, "correlation": 9849 + } + }, + { + "ph": "s", "id": 9849, "pid": 343698, "tid": 343749, "ts": 1714879883676072, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883676113, "dur": 2, + "args": { + "External id": 9865, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9865, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9865, "pid": 0, "tid": 7, "ts": 1714879883676113, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676106, "dur": 11, + "args": { + "External id": 9865, + "cbid": 211, "correlation": 9865 + } + }, + { + "ph": "s", "id": 9865, "pid": 343698, "tid": 343749, "ts": 1714879883676106, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883676127, "dur": 3, + "args": { + "External id": 9872, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9872, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9872, "pid": 0, "tid": 7, "ts": 1714879883676127, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676121, "dur": 10, + "args": { + "External id": 9872, + "cbid": 211, "correlation": 9872 + } + }, + { + "ph": "s", "id": 9872, "pid": 343698, "tid": 343749, "ts": 1714879883676121, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883676185, "dur": 1, + "args": { + "External id": 9894, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9894, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9894, "pid": 0, "tid": 7, "ts": 1714879883676185, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676177, "dur": 11, + "args": { + "External id": 9894, + "cbid": 211, "correlation": 9894 + } + }, + { + "ph": "s", "id": 9894, "pid": 343698, "tid": 343749, "ts": 1714879883676177, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883676220, "dur": 1, + "args": { + "External id": 9908, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9908, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9908, "pid": 0, "tid": 7, "ts": 1714879883676220, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676214, "dur": 10, + "args": { + "External id": 9908, + "cbid": 211, "correlation": 9908 + } + }, + { + "ph": "s", "id": 9908, "pid": 343698, "tid": 343749, "ts": 1714879883676214, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883676247, "dur": 4, + "args": { + "External id": 9924, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9924, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9924, "pid": 0, "tid": 7, "ts": 1714879883676247, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676240, "dur": 11, + "args": { + "External id": 9924, + "cbid": 211, "correlation": 9924 + } + }, + { + "ph": "s", "id": 9924, "pid": 343698, "tid": 343749, "ts": 1714879883676240, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883676262, "dur": 4, + "args": { + "External id": 9931, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9931, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9931, "pid": 0, "tid": 7, "ts": 1714879883676262, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676256, "dur": 10, + "args": { + "External id": 9931, + "cbid": 211, "correlation": 9931 + } + }, + { + "ph": "s", "id": 9931, "pid": 343698, "tid": 343749, "ts": 1714879883676256, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883676327, "dur": 1, + "args": { + "External id": 9953, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9953, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 9953, "pid": 0, "tid": 7, "ts": 1714879883676327, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676319, "dur": 11, + "args": { + "External id": 9953, + "cbid": 211, "correlation": 9953 + } + }, + { + "ph": "s", "id": 9953, "pid": 343698, "tid": 343749, "ts": 1714879883676319, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883676352, "dur": 1, + "args": { + "External id": 9967, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9967, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9967, "pid": 0, "tid": 7, "ts": 1714879883676352, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676345, "dur": 9, + "args": { + "External id": 9967, + "cbid": 211, "correlation": 9967 + } + }, + { + "ph": "s", "id": 9967, "pid": 343698, "tid": 343749, "ts": 1714879883676345, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883676378, "dur": 256, + "args": { + "External id": 9983, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9983, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 9983, "pid": 0, "tid": 7, "ts": 1714879883676378, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676372, "dur": 264, + "args": { + "External id": 9983, + "cbid": 211, "correlation": 9983 + } + }, + { + "ph": "s", "id": 9983, "pid": 343698, "tid": 343749, "ts": 1714879883676372, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883676646, "dur": 6, + "args": { + "External id": 9990, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 9990, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 9990, "pid": 0, "tid": 7, "ts": 1714879883676646, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676640, "dur": 13, + "args": { + "External id": 9990, + "cbid": 211, "correlation": 9990 + } + }, + { + "ph": "s", "id": 9990, "pid": 343698, "tid": 343749, "ts": 1714879883676640, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883676703, "dur": 1, + "args": { + "External id": 10010, + "cbid": 210, "correlation": 10010 + } + }, + { + "ph": "f", "id": 10010, "pid": 343698, "tid": 343749, "ts": 1714879883676703, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714879883676712, "dur": 3, + "args": { + "External id": 10011, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10011, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.13333334, + "warps per SM": 1.0666667, + "grid": [1, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10011, "pid": 0, "tid": 7, "ts": 1714879883676712, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676704, "dur": 13, + "args": { + "External id": 10011, + "cbid": 211, "correlation": 10011 + } + }, + { + "ph": "s", "id": 10011, "pid": 343698, "tid": 343749, "ts": 1714879883676704, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883676745, "dur": 1, + "args": { + "External id": 10023, + "cbid": 210, "correlation": 10023 + } + }, + { + "ph": "f", "id": 10023, "pid": 343698, "tid": 343749, "ts": 1714879883676745, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714879883676755, "dur": 5, + "args": { + "External id": 10024, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10024, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 10024, "pid": 0, "tid": 7, "ts": 1714879883676755, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883676747, "dur": 14, + "args": { + "External id": 10024, + "cbid": 211, "correlation": 10024 + } + }, + { + "ph": "s", "id": 10024, "pid": 343698, "tid": 343749, "ts": 1714879883676747, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<128, 4, at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4> >(at::native::ReduceOp::operator()(at::TensorIterator&)::{lambda(float, float)#1}>, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883676791, "dur": 8, + "args": { + "External id": 10037, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10037, + "registers per thread": 46, + "shared memory": 16, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [4, 32, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10037, "pid": 0, "tid": 7, "ts": 1714879883676791, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 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"cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883682212, "dur": 859, + "args": { + "External id": 10268, + "cbid": 211, "correlation": 10268 + } + }, + { + "ph": "s", "id": 10268, "pid": 343698, "tid": 343698, "ts": 1714879883682212, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float>(at::native::(anonymous namespace)::TensorListMetadata<2>, at::native::(anonymous namespace)::TernaryOpScalarFunctor, at::native::LerpFunctor, float)", "pid": 0, "tid": 7, + "ts": 1714879883683080, "dur": 850, + "args": { + "External id": 10271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10271, + "registers per thread": 34, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + 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1714879883714072, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883714067, "dur": 407, + "args": { + "External id": 10707, + "cbid": 211, "correlation": 10707 + } + }, + { + "ph": "s", "id": 10707, "pid": 343698, "tid": 343698, "ts": 1714879883714067, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883714583, "dur": 1087, + "args": { + "External id": 10713, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10713, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10713, "pid": 0, "tid": 7, "ts": 1714879883714583, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883714575, "dur": 1098, + "args": { + "External id": 10713, + "cbid": 211, "correlation": 10713 + } + }, + { + "ph": "s", "id": 10713, "pid": 343698, "tid": 343698, "ts": 1714879883714575, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883715682, "dur": 1077, + "args": { + "External id": 10716, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10716, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10716, "pid": 0, "tid": 7, "ts": 1714879883715682, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883715676, "dur": 1085, + "args": { + "External id": 10716, + "cbid": 211, "correlation": 10716 + } + }, + { + "ph": "s", "id": 10716, "pid": 343698, "tid": 343698, "ts": 1714879883715676, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883716768, "dur": 1109, + "args": { + "External id": 10719, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10719, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10719, "pid": 0, "tid": 7, "ts": 1714879883716768, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883716763, "dur": 1116, + "args": { + "External id": 10719, + "cbid": 211, "correlation": 10719 + } + }, + { + "ph": "s", "id": 10719, "pid": 343698, "tid": 343698, "ts": 1714879883716763, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883717887, "dur": 1110, + "args": { + "External id": 10722, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10722, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10722, "pid": 0, "tid": 7, "ts": 1714879883717887, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883717881, "dur": 1117, + "args": { + "External id": 10722, + "cbid": 211, "correlation": 10722 + } + }, + { + "ph": "s", "id": 10722, "pid": 343698, "tid": 343698, "ts": 1714879883717881, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883719006, "dur": 1102, + "args": { + "External id": 10725, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10725, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10725, "pid": 0, "tid": 7, "ts": 1714879883719006, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883719000, "dur": 1109, + "args": { + "External id": 10725, + "cbid": 211, "correlation": 10725 + } + }, + { + "ph": "s", "id": 10725, "pid": 343698, "tid": 343698, "ts": 1714879883719000, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883720117, "dur": 1112, + "args": { + "External id": 10728, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10728, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10728, "pid": 0, "tid": 7, "ts": 1714879883720117, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883720111, "dur": 1119, + "args": { + "External id": 10728, + "cbid": 211, "correlation": 10728 + } + }, + { + "ph": "s", "id": 10728, "pid": 343698, "tid": 343698, "ts": 1714879883720111, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883721237, "dur": 1111, + "args": { + "External id": 10731, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10731, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10731, "pid": 0, "tid": 7, "ts": 1714879883721237, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883721232, "dur": 1118, + "args": { + "External id": 10731, + "cbid": 211, "correlation": 10731 + } + }, + { + "ph": "s", "id": 10731, "pid": 343698, "tid": 343698, "ts": 1714879883721232, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883722357, "dur": 1115, + "args": { + "External id": 10734, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10734, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 10.666667, + "warps per SM": 170.66667, + "grid": [320, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10734, "pid": 0, "tid": 7, "ts": 1714879883722357, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883722351, "dur": 1122, + "args": { + "External id": 10734, + "cbid": 211, "correlation": 10734 + } + }, + { + "ph": "s", "id": 10734, "pid": 343698, "tid": 343698, "ts": 1714879883722351, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::multi_tensor_apply_kernel, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides >(at::native::(anonymous namespace)::TensorListScalarListMetadata, at::native::(anonymous namespace)::PointwiseOpScalarListFunctor, std::divides)", "pid": 0, "tid": 7, + "ts": 1714879883723483, "dur": 736, + "args": { + "External id": 10737, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10737, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 7.2, + "warps per SM": 115.2, + "grid": [216, 1, 1], + "block": [512, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10737, "pid": 0, "tid": 7, "ts": 1714879883723483, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883723476, "dur": 744, + "args": { + "External id": 10737, + "cbid": 211, "correlation": 10737 + } + }, + { + "ph": "s", "id": 10737, "pid": 343698, "tid": 343698, "ts": 1714879883723476, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoH (Device -> Pageable)", "pid": 0, "tid": 7, + "ts": 1714879883724313, "dur": 1, + "args": { + "External id": 10743, + "device": 0, "context": 1, + "stream": 7, "correlation": 10743, + "bytes": 4, "memory bandwidth (GB/s)": 0.002551020408163265 + } + }, + { + "ph": "f", "id": 10743, "pid": 0, "tid": 7, "ts": 1714879883724313, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883724298, "dur": 20, + "args": { + "External id": 10743, + "cbid": 41, "correlation": 10743 + } + }, + { + "ph": "s", "id": 10743, "pid": 343698, "tid": 343698, "ts": 1714879883724298, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 343698, "tid": 343698, + "ts": 1714879883724319, "dur": 2, + "args": { + "External id": 10744, + "cbid": 131, "correlation": 10744 + } + }, + { + "ph": "s", "id": 10744, "pid": 343698, "tid": 343698, "ts": 1714879883724319, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883724351, "dur": 1, + "args": { + "External id": 10753, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10753, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10753, "pid": 0, "tid": 7, "ts": 1714879883724351, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883724342, "dur": 12, + "args": { + "External id": 10753, + "cbid": 211, "correlation": 10753 + } + }, + { + "ph": "s", "id": 10753, "pid": 343698, "tid": 343698, "ts": 1714879883724342, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array >(int, at::native::compare_scalar_kernel(at::TensorIteratorBase&, at::native::(anonymous namespace)::OpType, float)::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883724394, "dur": 1, + "args": { + "External id": 10763, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10763, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10763, "pid": 0, "tid": 7, "ts": 1714879883724394, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883724386, "dur": 11, + "args": { + "External id": 10763, + "cbid": 211, "correlation": 10763 + } + }, + { + "ph": "s", "id": 10763, "pid": 343698, "tid": 343698, "ts": 1714879883724386, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::unrolled_elementwise_kernel >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1> >(int, at::native::BinaryFunctor >, at::detail::Array, TrivialOffsetCalculator<2, unsigned int>, TrivialOffsetCalculator<1, unsigned int>, at::native::memory::LoadWithCast<2>, at::native::memory::StoreWithCast<1>)", "pid": 0, "tid": 7, + "ts": 1714879883724428, "dur": 1, + "args": { + "External id": 10773, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10773, + "registers per thread": 39, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 10773, "pid": 0, "tid": 7, "ts": 1714879883724428, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883724420, "dur": 11, + "args": { + "External id": 10773, + "cbid": 211, "correlation": 10773 + } + }, + { + "ph": "s", "id": 10773, "pid": 343698, "tid": 343698, "ts": 1714879883724420, + "cat": "ac2g", "name": 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0, "tid": 7, "ts": 1714879883726877, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883726851, "dur": 22, + "args": { + "External id": 10821, + "cbid": 41, "correlation": 10821 + } + }, + { + "ph": "s", "id": 10821, "pid": 343698, "tid": 343698, "ts": 1714879883726851, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 343698, "tid": 343698, + "ts": 1714879883726874, "dur": 4, + "args": { + "External id": 10822, + "cbid": 131, "correlation": 10822 + } + }, + { + "ph": "s", "id": 10822, "pid": 343698, "tid": 343698, "ts": 1714879883726874, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy HtoD (Pageable -> Device)", "pid": 0, "tid": 7, + "ts": 1714879883726908, "dur": 0, + "args": { + "External id": 10835, + "device": 0, "context": 1, + "stream": 7, "correlation": 10835, 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{ + "External id": 10849, + "device": 0, "context": 1, + "stream": 7, "correlation": 10849, + "bytes": 26624, "memory bandwidth (GB/s)": 21.333333333333332 + } + }, + { + "ph": "f", "id": 10849, "pid": 0, "tid": 7, "ts": 1714879883726938, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883726928, "dur": 6, + "args": { + "External id": 10849, + "cbid": 41, "correlation": 10849 + } + }, + { + "ph": "s", "id": 10849, "pid": 343698, "tid": 343698, "ts": 1714879883726928, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 343698, "tid": 343698, + "ts": 1714879883726935, "dur": 6, + "args": { + "External id": 10850, + "cbid": 131, "correlation": 10850 + } + }, + { + "ph": "s", "id": 10850, "pid": 343698, "tid": 343698, "ts": 1714879883726935, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883727025, "dur": 1, + "args": { + "External id": 10863, + "cbid": 210, "correlation": 10863 + } + }, + { + "ph": "f", "id": 10863, "pid": 343698, "tid": 343698, "ts": 1714879883727025, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883727038, "dur": 4, + "args": { + "External id": 10864, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10864, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.53333336, + "warps per SM": 4.266667, + "grid": [16, 1, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 13 + } + }, + { + "ph": "f", "id": 10864, "pid": 0, "tid": 7, "ts": 1714879883727038, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727027, "dur": 17, + "args": { + "External id": 10864, + "cbid": 211, "correlation": 10864 + } + }, + { + "ph": "s", "id": 10864, "pid": 343698, "tid": 343698, "ts": 1714879883727027, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883727090, "dur": 1, + "args": { + "External id": 10875, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10875, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 10875, "pid": 0, "tid": 7, "ts": 1714879883727090, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727082, "dur": 12, + "args": { + "External id": 10875, + "cbid": 211, "correlation": 10875 + } + }, + { + "ph": "s", "id": 10875, "pid": 343698, "tid": 343698, "ts": 1714879883727082, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883727150, "dur": 16, + "args": { + "External id": 10891, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10891, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 1.6, + "warps per SM": 12.8, + "grid": [8, 1, 6], + "block": [256, 1, 1], + "est. achieved occupancy %": 40 + } + }, + { + "ph": "f", "id": 10891, "pid": 0, "tid": 7, "ts": 1714879883727150, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727142, "dur": 26, + "args": { + "External id": 10891, + "cbid": 211, "correlation": 10891 + } + }, + { + "ph": "s", "id": 10891, "pid": 343698, "tid": 343698, "ts": 1714879883727142, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714879883727176, "dur": 4, + "args": { + "External id": 10893, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10893, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [8, 8, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 10893, "pid": 0, "tid": 7, "ts": 1714879883727176, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727169, "dur": 12, + "args": { + "External id": 10893, + "cbid": 211, "correlation": 10893 + } + }, + { + "ph": "s", "id": 10893, "pid": 343698, "tid": 343698, "ts": 1714879883727169, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883727216, "dur": 1, + "args": { + "External id": 10904, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10904, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 10904, "pid": 0, "tid": 7, "ts": 1714879883727216, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727208, "dur": 10, + "args": { + "External id": 10904, + "cbid": 211, "correlation": 10904 + } + }, + { + "ph": "s", "id": 10904, "pid": 343698, "tid": 343698, "ts": 1714879883727208, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, + "ts": 1714879883727271, "dur": 5, + "args": { + "External id": 10920, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10920, + "registers per thread": 86, + "shared memory": 32768, + "blocks per SM": 0.8, + "warps per SM": 3.2, + "grid": [2, 4, 3], + "block": [128, 1, 1], + "est. achieved occupancy %": 10 + } + }, + { + "ph": "f", "id": 10920, "pid": 0, "tid": 7, "ts": 1714879883727271, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727263, "dur": 15, + "args": { + "External id": 10920, + "cbid": 211, "correlation": 10920 + } + }, + { + "ph": "s", "id": 10920, "pid": 343698, "tid": 343698, "ts": 1714879883727263, + "cat": "ac2g", "name": "ac2g" + }, 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"id": 10922, "pid": 343698, "tid": 343698, "ts": 1714879883727279, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883727321, "dur": 1, + "args": { + "External id": 10933, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10933, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 10933, "pid": 0, "tid": 7, "ts": 1714879883727321, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727314, "dur": 10, + "args": { + "External id": 10933, + "cbid": 211, "correlation": 10933 + } + }, + { + "ph": "s", "id": 10933, "pid": 343698, "tid": 343698, "ts": 1714879883727314, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883727375, "dur": 0, + "args": { + "External id": 10949, + "cbid": 210, "correlation": 10949 + } + }, + { + "ph": "f", "id": 10949, "pid": 343698, "tid": 343698, "ts": 1714879883727375, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_tn", "pid": 0, "tid": 7, 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at::native::CUDAFunctorOnSelf_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883727437, "dur": 0, + "args": { + "External id": 10960, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 10960, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.23333333, + "warps per SM": 0.93333334, + "grid": [7, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 10960, "pid": 0, "tid": 7, "ts": 1714879883727437, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727429, "dur": 11, + "args": { + "External id": 10960, + "cbid": 211, "correlation": 10960 + } + }, + { + "ph": "s", "id": 10960, "pid": 343698, "tid": 343698, "ts": 1714879883727429, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, 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"ph": "f", "id": 11095, "pid": 0, "tid": 7, "ts": 1714879883727846, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883727838, "dur": 11, + "args": { + "External id": 11095, + "cbid": 211, "correlation": 11095 + } + }, + { + "ph": "s", "id": 11095, "pid": 343698, "tid": 343698, "ts": 1714879883727838, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883727908, "dur": 1, + "args": { + "External id": 11120, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11120, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + 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at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883728231, "dur": 2, + "args": { + "External id": 11245, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11245, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 11245, "pid": 0, "tid": 7, "ts": 1714879883728231, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883728223, "dur": 12, + "args": { + "External id": 11245, + "cbid": 211, "correlation": 11245 + } + }, + { + "ph": "s", "id": 11245, "pid": 343698, "tid": 343698, "ts": 1714879883728223, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"ph": "f", "id": 11420, "pid": 0, "tid": 7, "ts": 1714879883728666, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883728658, "dur": 11, + "args": { + "External id": 11420, + "cbid": 211, "correlation": 11420 + } + }, + { + "ph": "s", "id": 11420, "pid": 343698, "tid": 343698, "ts": 1714879883728658, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883728727, "dur": 2, + "args": { + "External id": 11445, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11445, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + 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11495, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 11495, "pid": 0, "tid": 7, "ts": 1714879883728855, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883728847, "dur": 11, + "args": { + "External id": 11495, + "cbid": 211, "correlation": 11495 + } + }, + { + "ph": "s", "id": 11495, "pid": 343698, "tid": 343698, "ts": 1714879883728847, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::indexSelectLargeIndex(at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883728916, "dur": 2, + "args": { + "External id": 11520, + 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at::cuda::detail::TensorInfo, int, int, unsigned int, unsigned int, long)", "pid": 0, "tid": 7, + "ts": 1714879883729039, "dur": 2, + "args": { + "External id": 11570, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11570, + "registers per thread": 35, + "shared memory": 0, + "blocks per SM": 0.53333336, + "warps per SM": 2.1333334, + "grid": [16, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 11570, "pid": 0, "tid": 7, "ts": 1714879883729039, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883729032, "dur": 11, + "args": { + "External id": 11570, + "cbid": 211, "correlation": 11570 + } + }, + { + "ph": "s", "id": 11570, "pid": 343698, "tid": 343698, "ts": 1714879883729032, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous 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"tid": 343698, "ts": 1714879883729158, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::CatArrayBatchedCopy_aligned16_contig(float*, at::native::(anonymous namespace)::CatArrInputTensorMetadata, at::native::(anonymous namespace)::TensorSizeStride, int, unsigned int)", "pid": 0, "tid": 7, + "ts": 1714879883729222, "dur": 3, + "args": { + "External id": 11631, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11631, + "registers per thread": 30, + "shared memory": 0, + "blocks per SM": 3.6, + "warps per SM": 14.4, + "grid": [4, 27, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 45 + } + }, + { + "ph": "f", "id": 11631, "pid": 0, "tid": 7, "ts": 1714879883729222, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883729214, "dur": 13, + "args": { + "External id": 11631, + "cbid": 211, "correlation": 11631 + } + }, + { + "ph": "s", "id": 11631, "pid": 343698, "tid": 343698, "ts": 1714879883729214, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714879883729282, "dur": 312, + "args": { + "External id": 11643, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11643, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 836.26666, + "warps per SM": 6690.1333, + "grid": [14, 14, 128], + "block": [256, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11643, "pid": 0, "tid": 7, "ts": 1714879883729282, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883729274, "dur": 321, + "args": { + "External id": 11643, + "cbid": 211, "correlation": 11643 + } + }, + { + "ph": "s", "id": 11643, "pid": 343698, "tid": 343698, "ts": 1714879883729274, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memset", "name": "Memset (Device)", "pid": 0, "tid": 7, + "ts": 1714879883729674, "dur": 0, + "args": { + "External id": 11657, + "device": 0, "context": 1, + "stream": 7, "correlation": 11657, + "bytes": 16, "memory bandwidth (GB/s)": 0.05555555555555555 + } + }, + { + "ph": "f", "id": 11657, "pid": 0, "tid": 7, "ts": 1714879883729674, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemsetAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883729663, "dur": 7, + "args": { + "External id": 11657, + "cbid": 51, "correlation": 11657 + } + }, + { + "ph": "s", "id": 11657, "pid": 343698, "tid": 343698, "ts": 1714879883729663, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343698, + "ts": 1714879883729671, "dur": 1, + "args": { + "External id": 11658, + "cbid": 210, "correlation": 11658 + } + }, + { + "ph": "f", "id": 11658, "pid": 343698, "tid": 343698, "ts": 1714879883729671, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883729681, "dur": 5892, + "args": { + "External id": 11659, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11659, + "registers per thread": 118, + "shared memory": 16896, + "blocks per SM": 10.666667, + "warps per SM": 85.333336, + "grid": [4, 1, 80], + "block": [256, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 11659, "pid": 0, "tid": 7, "ts": 1714879883729681, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883729673, "dur": 5903, + "args": { + "External id": 11659, + "cbid": 211, "correlation": 11659 + } + }, + { + "ph": "s", "id": 11659, "pid": 343698, "tid": 343698, "ts": 1714879883729673, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883735616, "dur": 1, + "args": { + "External id": 11670, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11670, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 4.266667, + "warps per SM": 17.066668, + "grid": [128, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 53 + } + }, + { + "ph": "f", "id": 11670, "pid": 0, "tid": 7, "ts": 1714879883735616, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735608, "dur": 12, + "args": { + "External id": 11670, + "cbid": 211, "correlation": 11670 + } + }, + { + "ph": "s", "id": 11670, "pid": 343698, "tid": 343698, "ts": 1714879883735608, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x128_tn", "pid": 0, "tid": 7, + "ts": 1714879883735673, "dur": 15, + "args": { + "External id": 11686, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11686, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 1.6, + "warps per SM": 12.8, + "grid": [8, 1, 6], + "block": [256, 1, 1], + "est. achieved occupancy %": 40 + } + }, + { + "ph": "f", "id": 11686, "pid": 0, "tid": 7, "ts": 1714879883735673, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735665, "dur": 25, + "args": { + "External id": 11686, + "cbid": 211, "correlation": 11686 + } + }, + { + "ph": "s", "id": 11686, "pid": 343698, "tid": 343698, "ts": 1714879883735665, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void splitKreduce_kernel<32, 16, int, float, float, float, float, true, true, false>(cublasSplitKParams, float const*, float const*, float*, float const*, float const*, float const*, float const*, float*, void*, long, float*, int*)", "pid": 0, "tid": 7, + "ts": 1714879883735697, "dur": 3, + "args": { + "External id": 11688, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11688, + "registers per thread": 44, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 34.133335, + "grid": [8, 8, 1], + "block": [32, 16, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 11688, "pid": 0, "tid": 7, "ts": 1714879883735697, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735691, "dur": 10, + "args": { + "External id": 11688, + "cbid": 211, "correlation": 11688 + } + }, + { + "ph": "s", "id": 11688, "pid": 343698, "tid": 343698, "ts": 1714879883735691, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::(anonymous namespace)::launch_clamp_scalar(at::TensorIteratorBase&, c10::Scalar, c10::Scalar, at::native::detail::ClampLimits)::{lambda()#1}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883735735, "dur": 1, + "args": { + "External id": 11699, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11699, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 2.1333334, + "warps per SM": 8.533334, + "grid": [64, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 11699, "pid": 0, "tid": 7, "ts": 1714879883735735, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735727, "dur": 10, + "args": { + "External id": 11699, + "cbid": 211, "correlation": 11699 + } + }, + { + "ph": "s", "id": 11699, "pid": 343698, "tid": 343698, "ts": 1714879883735727, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883735791, "dur": 1, + "args": { + "External id": 11712, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11712, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11712, "pid": 0, "tid": 7, "ts": 1714879883735791, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735783, "dur": 11, + "args": { + "External id": 11712, + "cbid": 211, "correlation": 11712 + } + }, + { + "ph": "s", "id": 11712, "pid": 343698, "tid": 343698, "ts": 1714879883735783, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883735812, "dur": 2, + "args": { + "External id": 11720, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11720, + "registers per thread": 96, + "shared memory": 272, + "blocks per SM": 1.0666667, + "warps per SM": 2.1333334, + "grid": [32, 1, 1], + "block": [16, 4, 1], + "est. achieved occupancy %": 7 + } + }, + { + "ph": "f", "id": 11720, "pid": 0, "tid": 7, "ts": 1714879883735812, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735806, "dur": 10, + "args": { + "External id": 11720, + "cbid": 211, "correlation": 11720 + } + }, + { + "ph": "s", "id": 11720, "pid": 343698, "tid": 343698, "ts": 1714879883735806, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array >(int, at::native::sigmoid_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883735852, "dur": 1, + "args": { + "External id": 11730, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11730, + "registers per thread": 24, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11730, "pid": 0, "tid": 7, "ts": 1714879883735852, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735845, "dur": 10, + "args": { + "External id": 11730, + "cbid": 211, "correlation": 11730 + } + }, + { + "ph": "s", "id": 11730, "pid": 343698, "tid": 343698, "ts": 1714879883735845, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::binary_cross_entropy_out_cuda(at::Tensor const&, at::Tensor const&, std::optional const&, long, at::Tensor&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883735944, "dur": 1, + "args": { + "External id": 11743, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11743, + "registers per thread": 32, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11743, "pid": 0, "tid": 7, "ts": 1714879883735944, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735935, "dur": 12, + "args": { + "External id": 11743, + "cbid": 211, "correlation": 11743 + } + }, + { + "ph": "s", "id": 11743, "pid": 343698, "tid": 343698, "ts": 1714879883735935, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::reduce_kernel<512, 1, at::native::ReduceOp, unsigned int, float, 4> >(at::native::ReduceOp, unsigned int, float, 4>)", "pid": 0, "tid": 7, + "ts": 1714879883735972, "dur": 3, + "args": { + "External id": 11755, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11755, + "registers per thread": 32, + "shared memory": 528, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11755, "pid": 0, "tid": 7, "ts": 1714879883735972, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883735965, "dur": 12, + "args": { + "External id": 11755, + "cbid": 211, "correlation": 11755 + } + }, + { + "ph": "s", "id": 11755, "pid": 343698, "tid": 343698, "ts": 1714879883735965, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "gpu_memcpy", "name": "Memcpy DtoD (Device -> Device)", "pid": 0, "tid": 7, + "ts": 1714879883736001, "dur": 1, + "args": { + "External id": 11763, + "device": 0, "context": 1, + "stream": 7, "correlation": 11763, + "bytes": 4, "memory bandwidth (GB/s)": 0.003472222222222222 + } + }, + { + "ph": "f", "id": 11763, "pid": 0, "tid": 7, "ts": 1714879883736001, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883735990, "dur": 14, + "args": { + "External id": 11763, + "cbid": 41, "correlation": 11763 + } + }, + { + "ph": "s", "id": 11763, "pid": 343698, "tid": 343698, "ts": 1714879883735990, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883736267, "dur": 0, + "args": { + "External id": 11778, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11778, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11778, "pid": 0, "tid": 7, "ts": 1714879883736267, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343698, + "ts": 1714879883736258, "dur": 12, + "args": { + "External id": 11778, + "cbid": 211, "correlation": 11778 + } + }, + { + "ph": "s", "id": 11778, "pid": 343698, "tid": 343698, "ts": 1714879883736258, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast<_INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1}>(at::TensorIteratorBase&, _INTERNAL_c1b57205_7_Loss_cu_5b0651e1::(anonymous namespace)::binary_cross_entropy_backward_out_kernel(at::Tensor&, at::Tensor const&, at::Tensor const&, at::Tensor const&)::{lambda()#1}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float, float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883736403, "dur": 1, + "args": { + "External id": 11794, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11794, + "registers per thread": 17, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11794, "pid": 0, "tid": 7, "ts": 1714879883736403, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883736392, "dur": 16, + "args": { + "External id": 11794, + "cbid": 211, "correlation": 11794 + } + }, + { + "ph": "s", "id": 11794, "pid": 343698, "tid": 343749, "ts": 1714879883736392, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BUnaryFunctor >, at::detail::Array >(int, at::native::BUnaryFunctor >, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883736429, "dur": 1, + "args": { + "External id": 11798, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11798, + "registers per thread": 18, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11798, "pid": 0, "tid": 7, "ts": 1714879883736429, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883736422, "dur": 10, + "args": { + "External id": 11798, + "cbid": 211, "correlation": 11798 + } + }, + { + "ph": "s", "id": 11798, "pid": 343698, "tid": 343749, "ts": 1714879883736422, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array >(int, at::native::sigmoid_backward_kernel_cuda(at::TensorIteratorBase&)::{lambda()#2}::operator()() const::{lambda()#2}::operator()() const::{lambda(float, float)#1}, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883736485, "dur": 1, + "args": { + "External id": 11818, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11818, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 11818, "pid": 0, "tid": 7, "ts": 1714879883736485, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883736477, "dur": 11, + "args": { + "External id": 11818, + "cbid": 211, "correlation": 11818 + } + }, + { + "ph": "s", "id": 11818, "pid": 343698, "tid": 343749, "ts": 1714879883736477, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void gemmk1_kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, 0>(cublasGemmk1Params, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float, biasType::value_type, float>::type>)", "pid": 0, "tid": 7, + "ts": 1714879883736535, "dur": 1, + "args": { + "External id": 11834, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11834, + "registers per thread": 20, + "shared memory": 1024, + "blocks per SM": 1.0666667, + "warps per SM": 8.533334, + "grid": [8, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 27 + } + }, + { + "ph": "f", "id": 11834, "pid": 0, "tid": 7, "ts": 1714879883736535, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883736526, "dur": 11, + "args": { + "External id": 11834, + "cbid": 211, "correlation": 11834 + } + }, + { + "ph": "s", "id": 11834, "pid": 343698, "tid": 343749, "ts": 1714879883736526, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883736567, "dur": 2, + "args": { + "External id": 11846, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11846, + "registers per thread": 96, + "shared memory": 640, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [32, 4, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 11846, "pid": 0, "tid": 7, "ts": 1714879883736567, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883736559, "dur": 11, + "args": { + "External id": 11846, + "cbid": 211, "correlation": 11846 + } + }, + { + "ph": "s", "id": 11846, "pid": 343698, "tid": 343749, "ts": 1714879883736559, + "cat": "ac2g", "name": "ac2g" + }, + { 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"cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883740545, "dur": 0, + "args": { + "External id": 11983, + "cbid": 210, "correlation": 11983 + } + }, + { + "ph": "f", "id": 11983, "pid": 343698, "tid": 343749, "ts": 1714879883740545, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x64_nt", "pid": 0, "tid": 7, + "ts": 1714879883740562, "dur": 3601, + "args": { + "External id": 11984, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 11984, + "registers per thread": 122, + "shared memory": 12288, + "blocks per SM": 388.8, + "warps per SM": 1555.2, + "grid": [1458, 8, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 50 + } + }, + { + "ph": "f", "id": 11984, "pid": 0, "tid": 7, "ts": 1714879883740562, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": 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"f", "id": 11997, "pid": 0, "tid": 7, "ts": 1714879883744196, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883744188, "dur": 17, + "args": { + "External id": 11997, + "cbid": 211, "correlation": 11997 + } + }, + { + "ph": "s", "id": 11997, "pid": 343698, "tid": 343749, "ts": 1714879883744188, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883744312, "dur": 312, + "args": { + "External id": 12029, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12029, + "registers per thread": 64, + "shared memory": 1792, + "blocks per SM": 17.066668, + "warps per SM": 136.53334, + "grid": [4, 1, 128], + "block": [128, 2, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12029, "pid": 0, "tid": 7, "ts": 1714879883744312, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883744304, "dur": 323, + "args": { + "External id": 12029, + "cbid": 211, "correlation": 12029 + } + }, + { + "ph": "s", "id": 12029, "pid": 343698, "tid": 343749, "ts": 1714879883744304, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "std::enable_if::type internal::gemvx::kernel, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float> >(cublasGemvParamsEx, cublasGemvTensorStridedBatched, cublasGemvTensorStridedBatched, float>)", "pid": 0, "tid": 7, + "ts": 1714879883744653, "dur": 299, + "args": { + "External id": 12041, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12041, + "registers per thread": 96, + "shared memory": 288, + "blocks per SM": 230.4, + "warps per SM": 460.8, + "grid": [54, 1, 128], + "block": [8, 8, 1], + "est. achieved occupancy %": 63 + } + }, + { + "ph": "f", "id": 12041, "pid": 0, "tid": 7, "ts": 1714879883744653, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883744646, "dur": 308, + "args": { + "External id": 12041, + "cbid": 211, "correlation": 12041 + } + }, + { + "ph": "s", "id": 12041, "pid": 343698, "tid": 343749, "ts": 1714879883744646, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::CUDAFunctor_add, at::detail::Array >(int, at::native::CUDAFunctor_add, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883745004, "dur": 2, + "args": { + "External id": 12052, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12052, + "registers per thread": 22, + "shared memory": 0, + "blocks per SM": 3.6, + "warps per SM": 14.4, + "grid": [108, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 45 + } + }, + { + "ph": "f", "id": 12052, "pid": 0, "tid": 7, "ts": 1714879883745004, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883744996, "dur": 13, + "args": { + "External id": 12052, + "cbid": 211, "correlation": 12052 + } + }, + { + "ph": "s", "id": 12052, "pid": 343698, "tid": 343749, "ts": 1714879883744996, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745241, "dur": 1, + "args": { + "External id": 12080, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12080, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12080, "pid": 0, "tid": 7, "ts": 1714879883745241, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745233, "dur": 12, + "args": { + "External id": 12080, + "cbid": 211, "correlation": 12080 + } + }, + { + "ph": "s", "id": 12080, "pid": 343698, "tid": 343749, "ts": 1714879883745233, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745281, "dur": 1, + "args": { + "External id": 12094, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12094, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12094, "pid": 0, "tid": 7, "ts": 1714879883745281, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745274, "dur": 10, + "args": { + "External id": 12094, + "cbid": 211, "correlation": 12094 + } + }, + { + "ph": "s", "id": 12094, "pid": 343698, "tid": 343749, "ts": 1714879883745274, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883745311, "dur": 0, + "args": { + "External id": 12110, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12110, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12110, "pid": 0, "tid": 7, "ts": 1714879883745311, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745304, "dur": 9, + "args": { + "External id": 12110, + "cbid": 211, "correlation": 12110 + } + }, + { + "ph": "s", "id": 12110, "pid": 343698, "tid": 343749, "ts": 1714879883745304, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883745325, "dur": 5, + "args": { + "External id": 12117, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12117, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12117, "pid": 0, "tid": 7, "ts": 1714879883745325, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745319, "dur": 12, + "args": { + "External id": 12117, + "cbid": 211, "correlation": 12117 + } + }, + { + "ph": "s", "id": 12117, "pid": 343698, "tid": 343749, "ts": 1714879883745319, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745388, "dur": 1, + "args": { + "External id": 12139, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12139, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12139, "pid": 0, "tid": 7, "ts": 1714879883745388, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745381, "dur": 11, + "args": { + "External id": 12139, + "cbid": 211, "correlation": 12139 + } + }, + { + "ph": "s", "id": 12139, "pid": 343698, "tid": 343749, "ts": 1714879883745381, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745423, "dur": 1, + "args": { + "External id": 12153, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12153, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12153, "pid": 0, "tid": 7, "ts": 1714879883745423, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745416, "dur": 10, + "args": { + "External id": 12153, + "cbid": 211, "correlation": 12153 + } + }, + { + "ph": "s", "id": 12153, "pid": 343698, "tid": 343749, "ts": 1714879883745416, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883745449, "dur": 0, + "args": { + "External id": 12169, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12169, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.1, + "warps per SM": 0.4, + "grid": [3, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12169, "pid": 0, "tid": 7, "ts": 1714879883745449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745443, "dur": 8, + "args": { + "External id": 12169, + "cbid": 211, "correlation": 12169 + } + }, + { + "ph": "s", "id": 12169, "pid": 343698, "tid": 343749, "ts": 1714879883745443, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883745461, "dur": 5, + "args": { + "External id": 12176, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12176, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12176, "pid": 0, "tid": 7, "ts": 1714879883745461, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745456, "dur": 12, + "args": { + "External id": 12176, + "cbid": 211, "correlation": 12176 + } + }, + { + "ph": "s", "id": 12176, "pid": 343698, "tid": 343749, "ts": 1714879883745456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745522, "dur": 1, + "args": { + "External id": 12198, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12198, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12198, "pid": 0, "tid": 7, "ts": 1714879883745522, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745515, "dur": 11, + "args": { + "External id": 12198, + "cbid": 211, "correlation": 12198 + } + }, + { + "ph": "s", "id": 12198, "pid": 343698, "tid": 343749, "ts": 1714879883745515, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745547, "dur": 1, + "args": { + "External id": 12212, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12212, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12212, "pid": 0, "tid": 7, "ts": 1714879883745547, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745541, "dur": 9, + "args": { + "External id": 12212, + "cbid": 211, "correlation": 12212 + } + }, + { + "ph": "s", "id": 12212, "pid": 343698, "tid": 343749, "ts": 1714879883745541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883745580, "dur": 1, + "args": { + "External id": 12228, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12228, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 9.433333, + "warps per SM": 37.733334, + "grid": [283, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12228, "pid": 0, "tid": 7, "ts": 1714879883745580, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745573, "dur": 10, + "args": { + "External id": 12228, + "cbid": 211, "correlation": 12228 + } + }, + { + "ph": "s", "id": 12228, "pid": 343698, "tid": 343749, "ts": 1714879883745573, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883745593, "dur": 3, + "args": { + "External id": 12235, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12235, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12235, "pid": 0, "tid": 7, "ts": 1714879883745593, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745588, "dur": 10, + "args": { + "External id": 12235, + "cbid": 211, "correlation": 12235 + } + }, + { + "ph": "s", "id": 12235, "pid": 343698, "tid": 343749, "ts": 1714879883745588, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745652, "dur": 1, + "args": { + "External id": 12257, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12257, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12257, "pid": 0, "tid": 7, "ts": 1714879883745652, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745645, "dur": 10, + "args": { + "External id": 12257, + "cbid": 211, "correlation": 12257 + } + }, + { + "ph": "s", "id": 12257, "pid": 343698, "tid": 343749, "ts": 1714879883745645, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745676, "dur": 1, + "args": { + "External id": 12271, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12271, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12271, "pid": 0, "tid": 7, "ts": 1714879883745676, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745670, "dur": 9, + "args": { + "External id": 12271, + "cbid": 211, "correlation": 12271 + } + }, + { + "ph": "s", "id": 12271, "pid": 343698, "tid": 343749, "ts": 1714879883745670, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883745714, "dur": 16, + "args": { + "External id": 12287, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12287, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 91.4, + "warps per SM": 365.6, + "grid": [2742, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12287, "pid": 0, "tid": 7, "ts": 1714879883745714, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745707, "dur": 25, + "args": { + "External id": 12287, + "cbid": 211, "correlation": 12287 + } + }, + { + "ph": "s", "id": 12287, "pid": 343698, "tid": 343749, "ts": 1714879883745707, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883745742, "dur": 6, + "args": { + "External id": 12294, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12294, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12294, "pid": 0, "tid": 7, "ts": 1714879883745742, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745736, "dur": 13, + "args": { + "External id": 12294, + "cbid": 211, "correlation": 12294 + } + }, + { + "ph": "s", "id": 12294, "pid": 343698, "tid": 343749, "ts": 1714879883745736, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745804, "dur": 1, + "args": { + "External id": 12316, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12316, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12316, "pid": 0, "tid": 7, "ts": 1714879883745804, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745797, "dur": 11, + "args": { + "External id": 12316, + "cbid": 211, "correlation": 12316 + } + }, + { + "ph": "s", "id": 12316, "pid": 343698, "tid": 343749, "ts": 1714879883745797, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883745829, "dur": 1, + "args": { + "External id": 12330, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12330, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12330, "pid": 0, "tid": 7, "ts": 1714879883745829, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745823, "dur": 9, + "args": { + "External id": 12330, + "cbid": 211, "correlation": 12330 + } + }, + { + "ph": "s", "id": 12330, "pid": 343698, "tid": 343749, "ts": 1714879883745823, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883745856, "dur": 229, + "args": { + "External id": 12346, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12346, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1151.7, + "warps per SM": 4606.8, + "grid": [34551, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12346, "pid": 0, "tid": 7, "ts": 1714879883745856, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883745849, "dur": 237, + "args": { + "External id": 12346, + "cbid": 211, "correlation": 12346 + } + }, + { + "ph": "s", "id": 12346, "pid": 343698, "tid": 343749, "ts": 1714879883745849, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883746097, "dur": 6, + "args": { + "External id": 12353, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12353, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12353, "pid": 0, "tid": 7, "ts": 1714879883746097, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746091, "dur": 13, + "args": { + "External id": 12353, + "cbid": 211, "correlation": 12353 + } + }, + { + "ph": "s", "id": 12353, "pid": 343698, "tid": 343749, "ts": 1714879883746091, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883746172, "dur": 1, + "args": { + "External id": 12375, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12375, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12375, "pid": 0, "tid": 7, "ts": 1714879883746172, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746165, "dur": 11, + "args": { + "External id": 12375, + "cbid": 211, "correlation": 12375 + } + }, + { + "ph": "s", "id": 12375, "pid": 343698, "tid": 343749, "ts": 1714879883746165, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883746198, "dur": 1, + "args": { + "External id": 12389, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12389, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12389, "pid": 0, "tid": 7, "ts": 1714879883746198, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746191, "dur": 10, + "args": { + "External id": 12389, + "cbid": 211, "correlation": 12389 + } + }, + { + "ph": "s", "id": 12389, "pid": 343698, "tid": 343749, "ts": 1714879883746191, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883746225, "dur": 83, + "args": { + "External id": 12405, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12405, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 421.63333, + "warps per SM": 1686.5333, + "grid": [12649, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12405, "pid": 0, "tid": 7, "ts": 1714879883746225, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746218, "dur": 91, + "args": { + "External id": 12405, + "cbid": 211, "correlation": 12405 + } + }, + { + "ph": "s", "id": 12405, "pid": 343698, "tid": 343749, "ts": 1714879883746218, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883746320, "dur": 6, + "args": { + "External id": 12412, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12412, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12412, "pid": 0, "tid": 7, "ts": 1714879883746320, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746314, "dur": 13, + "args": { + "External id": 12412, + "cbid": 211, "correlation": 12412 + } + }, + { + "ph": "s", "id": 12412, "pid": 343698, "tid": 343749, "ts": 1714879883746314, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883746404, "dur": 1, + "args": { + "External id": 12434, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12434, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12434, "pid": 0, "tid": 7, "ts": 1714879883746404, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746396, "dur": 11, + "args": { + "External id": 12434, + "cbid": 211, "correlation": 12434 + } + }, + { + "ph": "s", "id": 12434, "pid": 343698, "tid": 343749, "ts": 1714879883746396, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883746436, "dur": 1, + "args": { + "External id": 12448, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12448, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12448, "pid": 0, "tid": 7, "ts": 1714879883746436, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746429, "dur": 10, + "args": { + "External id": 12448, + "cbid": 211, "correlation": 12448 + } + }, + { + "ph": "s", "id": 12448, "pid": 343698, "tid": 343749, "ts": 1714879883746429, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883746462, "dur": 271, + "args": { + "External id": 12464, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12464, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1362.3, + "warps per SM": 5449.2, + "grid": [40869, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12464, "pid": 0, "tid": 7, "ts": 1714879883746462, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746456, "dur": 279, + "args": { + "External id": 12464, + "cbid": 211, "correlation": 12464 + } + }, + { + "ph": "s", "id": 12464, "pid": 343698, "tid": 343749, "ts": 1714879883746456, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883746745, "dur": 6, + "args": { + "External id": 12471, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12471, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12471, "pid": 0, "tid": 7, "ts": 1714879883746745, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746740, "dur": 13, + "args": { + "External id": 12471, + "cbid": 211, "correlation": 12471 + } + }, + { + "ph": "s", "id": 12471, "pid": 343698, "tid": 343749, "ts": 1714879883746740, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883746812, "dur": 1, + "args": { + "External id": 12493, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12493, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12493, "pid": 0, "tid": 7, "ts": 1714879883746812, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746804, "dur": 33, + "args": { + "External id": 12493, + "cbid": 211, "correlation": 12493 + } + }, + { + "ph": "s", "id": 12493, "pid": 343698, "tid": 343749, "ts": 1714879883746804, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883746872, "dur": 2, + "args": { + "External id": 12507, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12507, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12507, "pid": 0, "tid": 7, "ts": 1714879883746872, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746852, "dur": 23, + "args": { + "External id": 12507, + "cbid": 211, "correlation": 12507 + } + }, + { + "ph": "s", "id": 12507, "pid": 343698, "tid": 343749, "ts": 1714879883746852, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883746906, "dur": 0, + "args": { + "External id": 12523, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12523, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12523, "pid": 0, "tid": 7, "ts": 1714879883746906, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746899, "dur": 9, + "args": { + "External id": 12523, + "cbid": 211, "correlation": 12523 + } + }, + { + "ph": "s", "id": 12523, "pid": 343698, "tid": 343749, "ts": 1714879883746899, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883746918, "dur": 5, + "args": { + "External id": 12530, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12530, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12530, "pid": 0, "tid": 7, "ts": 1714879883746918, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746912, "dur": 12, + "args": { + "External id": 12530, + "cbid": 211, "correlation": 12530 + } + }, + { + "ph": "s", "id": 12530, "pid": 343698, "tid": 343749, "ts": 1714879883746912, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883746979, "dur": 1, + "args": { + "External id": 12552, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12552, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12552, "pid": 0, "tid": 7, "ts": 1714879883746979, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746971, "dur": 11, + "args": { + "External id": 12552, + "cbid": 211, "correlation": 12552 + } + }, + { + "ph": "s", "id": 12552, "pid": 343698, "tid": 343749, "ts": 1714879883746971, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747003, "dur": 1, + "args": { + "External id": 12566, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12566, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12566, "pid": 0, "tid": 7, "ts": 1714879883747003, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883746997, "dur": 9, + "args": { + "External id": 12566, + "cbid": 211, "correlation": 12566 + } + }, + { + "ph": "s", "id": 12566, "pid": 343698, "tid": 343749, "ts": 1714879883746997, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747029, "dur": 0, + "args": { + "External id": 12582, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12582, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.96666664, + "warps per SM": 3.8666666, + "grid": [29, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 12 + } + }, + { + "ph": "f", "id": 12582, "pid": 0, "tid": 7, "ts": 1714879883747029, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747023, "dur": 8, + "args": { + "External id": 12582, + "cbid": 211, "correlation": 12582 + } + }, + { + "ph": "s", "id": 12582, "pid": 343698, "tid": 343749, "ts": 1714879883747023, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747041, "dur": 6, + "args": { + "External id": 12589, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12589, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12589, "pid": 0, "tid": 7, "ts": 1714879883747041, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747036, "dur": 12, + "args": { + "External id": 12589, + "cbid": 211, "correlation": 12589 + } + }, + { + "ph": "s", "id": 12589, "pid": 343698, "tid": 343749, "ts": 1714879883747036, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747116, "dur": 1, + "args": { + "External id": 12611, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12611, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12611, "pid": 0, "tid": 7, "ts": 1714879883747116, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747108, "dur": 11, + "args": { + "External id": 12611, + "cbid": 211, "correlation": 12611 + } + }, + { + "ph": "s", "id": 12611, "pid": 343698, "tid": 343749, "ts": 1714879883747108, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747141, "dur": 1, + "args": { + "External id": 12625, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12625, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12625, "pid": 0, "tid": 7, "ts": 1714879883747141, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747135, "dur": 9, + "args": { + "External id": 12625, + "cbid": 211, "correlation": 12625 + } + }, + { + "ph": "s", "id": 12625, "pid": 343698, "tid": 343749, "ts": 1714879883747135, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747166, "dur": 0, + "args": { + "External id": 12641, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12641, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12641, "pid": 0, "tid": 7, "ts": 1714879883747166, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747160, "dur": 8, + "args": { + "External id": 12641, + "cbid": 211, "correlation": 12641 + } + }, + { + "ph": "s", "id": 12641, "pid": 343698, "tid": 343749, "ts": 1714879883747160, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747178, "dur": 6, + "args": { + "External id": 12648, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12648, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12648, "pid": 0, "tid": 7, "ts": 1714879883747178, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747173, "dur": 13, + "args": { + "External id": 12648, + "cbid": 211, "correlation": 12648 + } + }, + { + "ph": "s", "id": 12648, "pid": 343698, "tid": 343749, "ts": 1714879883747173, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747239, "dur": 1, + "args": { + "External id": 12670, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12670, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12670, "pid": 0, "tid": 7, "ts": 1714879883747239, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747231, "dur": 10, + "args": { + "External id": 12670, + "cbid": 211, "correlation": 12670 + } + }, + { + "ph": "s", "id": 12670, "pid": 343698, "tid": 343749, "ts": 1714879883747231, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747270, "dur": 1, + "args": { + "External id": 12684, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12684, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12684, "pid": 0, "tid": 7, "ts": 1714879883747270, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747264, "dur": 10, + "args": { + "External id": 12684, + "cbid": 211, "correlation": 12684 + } + }, + { + "ph": "s", "id": 12684, "pid": 343698, "tid": 343749, "ts": 1714879883747264, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747297, "dur": 0, + "args": { + "External id": 12700, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12700, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 12700, "pid": 0, "tid": 7, "ts": 1714879883747297, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747291, "dur": 8, + "args": { + "External id": 12700, + "cbid": 211, "correlation": 12700 + } + }, + { + "ph": "s", "id": 12700, "pid": 343698, "tid": 343749, "ts": 1714879883747291, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747309, "dur": 5, + "args": { + "External id": 12707, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12707, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12707, "pid": 0, "tid": 7, "ts": 1714879883747309, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747304, "dur": 12, + "args": { + "External id": 12707, + "cbid": 211, "correlation": 12707 + } + }, + { + "ph": "s", "id": 12707, "pid": 343698, "tid": 343749, "ts": 1714879883747304, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747370, "dur": 1, + "args": { + "External id": 12729, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12729, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12729, "pid": 0, "tid": 7, "ts": 1714879883747370, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747362, "dur": 10, + "args": { + "External id": 12729, + "cbid": 211, "correlation": 12729 + } + }, + { + "ph": "s", "id": 12729, "pid": 343698, "tid": 343749, "ts": 1714879883747362, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747394, "dur": 1, + "args": { + "External id": 12743, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12743, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12743, "pid": 0, "tid": 7, "ts": 1714879883747394, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747388, "dur": 10, + "args": { + "External id": 12743, + "cbid": 211, "correlation": 12743 + } + }, + { + "ph": "s", "id": 12743, "pid": 343698, "tid": 343749, "ts": 1714879883747388, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747427, "dur": 1, + "args": { + "External id": 12759, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12759, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.866667, + "warps per SM": 31.466667, + "grid": [236, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 98 + } + }, + { + "ph": "f", "id": 12759, "pid": 0, "tid": 7, "ts": 1714879883747427, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747420, "dur": 10, + "args": { + "External id": 12759, + "cbid": 211, "correlation": 12759 + } + }, + { + "ph": "s", "id": 12759, "pid": 343698, "tid": 343749, "ts": 1714879883747420, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747440, "dur": 4, + "args": { + "External id": 12766, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12766, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12766, "pid": 0, "tid": 7, "ts": 1714879883747440, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747435, "dur": 10, + "args": { + "External id": 12766, + "cbid": 211, "correlation": 12766 + } + }, + { + "ph": "s", "id": 12766, "pid": 343698, "tid": 343749, "ts": 1714879883747435, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747498, "dur": 1, + "args": { + "External id": 12788, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12788, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12788, "pid": 0, "tid": 7, "ts": 1714879883747498, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747491, "dur": 10, + "args": { + "External id": 12788, + "cbid": 211, "correlation": 12788 + } + }, + { + "ph": "s", "id": 12788, "pid": 343698, "tid": 343749, "ts": 1714879883747491, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747523, "dur": 1, + "args": { + "External id": 12802, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12802, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12802, "pid": 0, "tid": 7, "ts": 1714879883747523, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747517, "dur": 10, + "args": { + "External id": 12802, + "cbid": 211, "correlation": 12802 + } + }, + { + "ph": "s", "id": 12802, "pid": 343698, "tid": 343749, "ts": 1714879883747517, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747556, "dur": 0, + "args": { + "External id": 12818, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12818, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 2.2666667, + "warps per SM": 9.066667, + "grid": [68, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 28 + } + }, + { + "ph": "f", "id": 12818, "pid": 0, "tid": 7, "ts": 1714879883747556, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747549, "dur": 10, + "args": { + "External id": 12818, + "cbid": 211, "correlation": 12818 + } + }, + { + "ph": "s", "id": 12818, "pid": 343698, "tid": 343749, "ts": 1714879883747549, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747569, "dur": 5, + "args": { + "External id": 12825, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12825, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12825, "pid": 0, "tid": 7, "ts": 1714879883747569, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747564, "dur": 12, + "args": { + "External id": 12825, + "cbid": 211, "correlation": 12825 + } + }, + { + "ph": "s", "id": 12825, "pid": 343698, "tid": 343749, "ts": 1714879883747564, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747629, "dur": 1, + "args": { + "External id": 12847, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12847, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12847, "pid": 0, "tid": 7, "ts": 1714879883747629, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747622, "dur": 10, + "args": { + "External id": 12847, + "cbid": 211, "correlation": 12847 + } + }, + { + "ph": "s", "id": 12847, "pid": 343698, "tid": 343749, "ts": 1714879883747622, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747654, "dur": 1, + "args": { + "External id": 12861, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12861, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12861, "pid": 0, "tid": 7, "ts": 1714879883747654, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747647, "dur": 10, + "args": { + "External id": 12861, + "cbid": 211, "correlation": 12861 + } + }, + { + "ph": "s", "id": 12861, "pid": 343698, "tid": 343749, "ts": 1714879883747647, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747680, "dur": 0, + "args": { + "External id": 12877, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12877, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12877, "pid": 0, "tid": 7, "ts": 1714879883747680, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747673, "dur": 8, + "args": { + "External id": 12877, + "cbid": 211, "correlation": 12877 + } + }, + { + "ph": "s", "id": 12877, "pid": 343698, "tid": 343749, "ts": 1714879883747673, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747691, "dur": 5, + "args": { + "External id": 12884, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12884, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12884, "pid": 0, "tid": 7, "ts": 1714879883747691, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747686, "dur": 11, + "args": { + "External id": 12884, + "cbid": 211, "correlation": 12884 + } + }, + { + "ph": "s", "id": 12884, "pid": 343698, "tid": 343749, "ts": 1714879883747686, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747757, "dur": 1, + "args": { + "External id": 12906, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12906, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12906, "pid": 0, "tid": 7, "ts": 1714879883747757, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747749, "dur": 11, + "args": { + "External id": 12906, + "cbid": 211, "correlation": 12906 + } + }, + { + "ph": "s", "id": 12906, "pid": 343698, "tid": 343749, "ts": 1714879883747749, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747781, "dur": 1, + "args": { + "External id": 12920, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12920, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12920, "pid": 0, "tid": 7, "ts": 1714879883747781, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747775, "dur": 9, + "args": { + "External id": 12920, + "cbid": 211, "correlation": 12920 + } + }, + { + "ph": "s", "id": 12920, "pid": 343698, "tid": 343749, "ts": 1714879883747775, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747807, "dur": 15, + "args": { + "External id": 12936, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12936, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 78.9, + "warps per SM": 315.6, + "grid": [2367, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12936, "pid": 0, "tid": 7, "ts": 1714879883747807, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747801, "dur": 23, + "args": { + "External id": 12936, + "cbid": 211, "correlation": 12936 + } + }, + { + "ph": "s", "id": 12936, "pid": 343698, "tid": 343749, "ts": 1714879883747801, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747834, "dur": 6, + "args": { + "External id": 12943, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12943, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12943, "pid": 0, "tid": 7, "ts": 1714879883747834, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747829, "dur": 12, + "args": { + "External id": 12943, + "cbid": 211, "correlation": 12943 + } + }, + { + "ph": "s", "id": 12943, "pid": 343698, "tid": 343749, "ts": 1714879883747829, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747901, "dur": 1, + "args": { + "External id": 12965, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12965, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 12965, "pid": 0, "tid": 7, "ts": 1714879883747901, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747894, "dur": 11, + "args": { + "External id": 12965, + "cbid": 211, "correlation": 12965 + } + }, + { + "ph": "s", "id": 12965, "pid": 343698, "tid": 343749, "ts": 1714879883747894, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883747927, "dur": 2, + "args": { + "External id": 12979, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12979, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 12979, "pid": 0, "tid": 7, "ts": 1714879883747927, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747920, "dur": 10, + "args": { + "External id": 12979, + "cbid": 211, "correlation": 12979 + } + }, + { + "ph": "s", "id": 12979, "pid": 343698, "tid": 343749, "ts": 1714879883747920, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883747960, "dur": 23, + "args": { + "External id": 12995, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 12995, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 118.8, + "warps per SM": 475.2, + "grid": [3564, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 12995, "pid": 0, "tid": 7, "ts": 1714879883747960, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747953, "dur": 32, + "args": { + "External id": 12995, + "cbid": 211, "correlation": 12995 + } + }, + { + "ph": "s", "id": 12995, "pid": 343698, "tid": 343749, "ts": 1714879883747953, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883747995, "dur": 6, + "args": { + "External id": 13002, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13002, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13002, "pid": 0, "tid": 7, "ts": 1714879883747995, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883747990, "dur": 13, + "args": { + "External id": 13002, + "cbid": 211, "correlation": 13002 + } + }, + { + "ph": "s", "id": 13002, "pid": 343698, "tid": 343749, "ts": 1714879883747990, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748055, "dur": 1, + "args": { + "External id": 13024, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13024, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13024, "pid": 0, "tid": 7, "ts": 1714879883748055, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748048, "dur": 11, + "args": { + "External id": 13024, + "cbid": 211, "correlation": 13024 + } + }, + { + "ph": "s", "id": 13024, "pid": 343698, "tid": 343749, "ts": 1714879883748048, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748081, "dur": 1, + "args": { + "External id": 13038, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13038, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13038, "pid": 0, "tid": 7, "ts": 1714879883748081, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748074, "dur": 10, + "args": { + "External id": 13038, + "cbid": 211, "correlation": 13038 + } + }, + { + "ph": "s", "id": 13038, "pid": 343698, "tid": 343749, "ts": 1714879883748074, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883748114, "dur": 178, + "args": { + "External id": 13054, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13054, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 890.3, + "warps per SM": 3561.2, + "grid": [26709, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13054, "pid": 0, "tid": 7, "ts": 1714879883748114, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748107, "dur": 187, + "args": { + "External id": 13054, + "cbid": 211, "correlation": 13054 + } + }, + { + "ph": "s", "id": 13054, "pid": 343698, "tid": 343749, "ts": 1714879883748107, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883748304, "dur": 6, + "args": { + "External id": 13061, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13061, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13061, "pid": 0, "tid": 7, "ts": 1714879883748304, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748299, "dur": 12, + "args": { + "External id": 13061, + "cbid": 211, "correlation": 13061 + } + }, + { + "ph": "s", "id": 13061, "pid": 343698, "tid": 343749, "ts": 1714879883748299, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748365, "dur": 1, + "args": { + "External id": 13083, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13083, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13083, "pid": 0, "tid": 7, "ts": 1714879883748365, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748357, "dur": 11, + "args": { + "External id": 13083, + "cbid": 211, "correlation": 13083 + } + }, + { + "ph": "s", "id": 13083, "pid": 343698, "tid": 343749, "ts": 1714879883748357, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748390, "dur": 2, + "args": { + "External id": 13097, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13097, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13097, "pid": 0, "tid": 7, "ts": 1714879883748390, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748383, "dur": 10, + "args": { + "External id": 13097, + "cbid": 211, "correlation": 13097 + } + }, + { + "ph": "s", "id": 13097, "pid": 343698, "tid": 343749, "ts": 1714879883748383, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883748416, "dur": 0, + "args": { + "External id": 13113, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13113, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13113, "pid": 0, "tid": 7, "ts": 1714879883748416, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748410, "dur": 8, + "args": { + "External id": 13113, + "cbid": 211, "correlation": 13113 + } + }, + { + "ph": "s", "id": 13113, "pid": 343698, "tid": 343749, "ts": 1714879883748410, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883748428, "dur": 5, + "args": { + "External id": 13120, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13120, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13120, "pid": 0, "tid": 7, "ts": 1714879883748428, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748423, "dur": 12, + "args": { + "External id": 13120, + "cbid": 211, "correlation": 13120 + } + }, + { + "ph": "s", "id": 13120, "pid": 343698, "tid": 343749, "ts": 1714879883748423, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748497, "dur": 1, + "args": { + "External id": 13142, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13142, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13142, "pid": 0, "tid": 7, "ts": 1714879883748497, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748489, "dur": 11, + "args": { + "External id": 13142, + "cbid": 211, "correlation": 13142 + } + }, + { + "ph": "s", "id": 13142, "pid": 343698, "tid": 343749, "ts": 1714879883748489, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748522, "dur": 1, + "args": { + "External id": 13156, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13156, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13156, "pid": 0, "tid": 7, "ts": 1714879883748522, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748516, "dur": 9, + "args": { + "External id": 13156, + "cbid": 211, "correlation": 13156 + } + }, + { + "ph": "s", "id": 13156, "pid": 343698, "tid": 343749, "ts": 1714879883748516, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883748548, "dur": 0, + "args": { + "External id": 13172, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13172, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1.3, + "warps per SM": 5.2, + "grid": [39, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 16 + } + }, + { + "ph": "f", "id": 13172, "pid": 0, "tid": 7, "ts": 1714879883748548, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748541, "dur": 8, + "args": { + "External id": 13172, + "cbid": 211, "correlation": 13172 + } + }, + { + "ph": "s", "id": 13172, "pid": 343698, "tid": 343749, "ts": 1714879883748541, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883748560, "dur": 4, + "args": { + "External id": 13179, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13179, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13179, "pid": 0, "tid": 7, "ts": 1714879883748560, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748554, "dur": 10, + "args": { + "External id": 13179, + "cbid": 211, "correlation": 13179 + } + }, + { + "ph": "s", "id": 13179, "pid": 343698, "tid": 343749, "ts": 1714879883748554, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748617, "dur": 1, + "args": { + "External id": 13201, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13201, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13201, "pid": 0, "tid": 7, "ts": 1714879883748617, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748610, "dur": 10, + "args": { + "External id": 13201, + "cbid": 211, "correlation": 13201 + } + }, + { + "ph": "s", "id": 13201, "pid": 343698, "tid": 343749, "ts": 1714879883748610, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748656, "dur": 1, + "args": { + "External id": 13215, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13215, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13215, "pid": 0, "tid": 7, "ts": 1714879883748656, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748649, "dur": 10, + "args": { + "External id": 13215, + "cbid": 211, "correlation": 13215 + } + }, + { + "ph": "s", "id": 13215, "pid": 343698, "tid": 343749, "ts": 1714879883748649, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883748683, "dur": 1, + "args": { + "External id": 13231, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13231, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 6.5333333, + "warps per SM": 26.133333, + "grid": [196, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 82 + } + }, + { + "ph": "f", "id": 13231, "pid": 0, "tid": 7, "ts": 1714879883748683, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748677, "dur": 9, + "args": { + "External id": 13231, + "cbid": 211, "correlation": 13231 + } + }, + { + "ph": "s", "id": 13231, "pid": 343698, "tid": 343749, "ts": 1714879883748677, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883748695, "dur": 3, + "args": { + "External id": 13238, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13238, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13238, "pid": 0, "tid": 7, "ts": 1714879883748695, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748690, "dur": 10, + "args": { + "External id": 13238, + "cbid": 211, "correlation": 13238 + } + }, + { + "ph": "s", "id": 13238, "pid": 343698, "tid": 343749, "ts": 1714879883748690, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748753, "dur": 1, + "args": { + "External id": 13260, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13260, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13260, "pid": 0, "tid": 7, "ts": 1714879883748753, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748746, "dur": 10, + "args": { + "External id": 13260, + "cbid": 211, "correlation": 13260 + } + }, + { + "ph": "s", "id": 13260, "pid": 343698, "tid": 343749, "ts": 1714879883748746, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748777, "dur": 1, + "args": { + "External id": 13274, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13274, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13274, "pid": 0, "tid": 7, "ts": 1714879883748777, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748771, "dur": 9, + "args": { + "External id": 13274, + "cbid": 211, "correlation": 13274 + } + }, + { + "ph": "s", "id": 13274, "pid": 343698, "tid": 343749, "ts": 1714879883748771, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883748811, "dur": 0, + "args": { + "External id": 13290, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13290, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13290, "pid": 0, "tid": 7, "ts": 1714879883748811, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748804, "dur": 9, + "args": { + "External id": 13290, + "cbid": 211, "correlation": 13290 + } + }, + { + "ph": "s", "id": 13290, "pid": 343698, "tid": 343749, "ts": 1714879883748804, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883748823, "dur": 7, + "args": { + "External id": 13297, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13297, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13297, "pid": 0, "tid": 7, "ts": 1714879883748823, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748817, "dur": 14, + "args": { + "External id": 13297, + "cbid": 211, "correlation": 13297 + } + }, + { + "ph": "s", "id": 13297, "pid": 343698, "tid": 343749, "ts": 1714879883748817, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748885, "dur": 1, + "args": { + "External id": 13319, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13319, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13319, "pid": 0, "tid": 7, "ts": 1714879883748885, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748877, "dur": 10, + "args": { + "External id": 13319, + "cbid": 211, "correlation": 13319 + } + }, + { + "ph": "s", "id": 13319, "pid": 343698, "tid": 343749, "ts": 1714879883748877, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883748909, "dur": 1, + "args": { + "External id": 13333, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13333, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13333, "pid": 0, "tid": 7, "ts": 1714879883748909, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748903, "dur": 10, + "args": { + "External id": 13333, + "cbid": 211, "correlation": 13333 + } + }, + { + "ph": "s", "id": 13333, "pid": 343698, "tid": 343749, "ts": 1714879883748903, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883748970, "dur": 3, + "args": { + "External id": 13349, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13349, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 19.266666, + "warps per SM": 77.066666, + "grid": [578, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13349, "pid": 0, "tid": 7, "ts": 1714879883748970, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748963, "dur": 12, + "args": { + "External id": 13349, + "cbid": 211, "correlation": 13349 + } + }, + { + "ph": "s", "id": 13349, "pid": 343698, "tid": 343749, "ts": 1714879883748963, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883748985, "dur": 4, + "args": { + "External id": 13356, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13356, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13356, "pid": 0, "tid": 7, "ts": 1714879883748985, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883748980, "dur": 11, + "args": { + "External id": 13356, + "cbid": 211, "correlation": 13356 + } + }, + { + "ph": "s", "id": 13356, "pid": 343698, "tid": 343749, "ts": 1714879883748980, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749052, "dur": 1, + "args": { + "External id": 13378, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13378, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13378, "pid": 0, "tid": 7, "ts": 1714879883749052, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749044, "dur": 11, + "args": { + "External id": 13378, + "cbid": 211, "correlation": 13378 + } + }, + { + "ph": "s", "id": 13378, "pid": 343698, "tid": 343749, "ts": 1714879883749044, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749077, "dur": 1, + "args": { + "External id": 13392, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13392, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13392, "pid": 0, "tid": 7, "ts": 1714879883749077, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749070, "dur": 10, + "args": { + "External id": 13392, + "cbid": 211, "correlation": 13392 + } + }, + { + "ph": "s", "id": 13392, "pid": 343698, "tid": 343749, "ts": 1714879883749070, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883749103, "dur": 1, + "args": { + "External id": 13408, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13408, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 7.1666665, + "warps per SM": 28.666666, + "grid": [215, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 90 + } + }, + { + "ph": "f", "id": 13408, "pid": 0, "tid": 7, "ts": 1714879883749103, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749097, "dur": 9, + "args": { + "External id": 13408, + "cbid": 211, "correlation": 13408 + } + }, + { + "ph": "s", "id": 13408, "pid": 343698, "tid": 343749, "ts": 1714879883749097, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883749115, "dur": 4, + "args": { + "External id": 13415, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13415, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13415, "pid": 0, "tid": 7, "ts": 1714879883749115, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749110, "dur": 11, + "args": { + "External id": 13415, + "cbid": 211, "correlation": 13415 + } + }, + { + "ph": "s", "id": 13415, "pid": 343698, "tid": 343749, "ts": 1714879883749110, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749193, "dur": 1, + "args": { + "External id": 13437, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13437, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13437, "pid": 0, "tid": 7, "ts": 1714879883749193, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749185, "dur": 11, + "args": { + "External id": 13437, + "cbid": 211, "correlation": 13437 + } + }, + { + "ph": "s", "id": 13437, "pid": 343698, "tid": 343749, "ts": 1714879883749185, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749218, "dur": 1, + "args": { + "External id": 13451, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13451, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13451, "pid": 0, "tid": 7, "ts": 1714879883749218, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749212, "dur": 9, + "args": { + "External id": 13451, + "cbid": 211, "correlation": 13451 + } + }, + { + "ph": "s", "id": 13451, "pid": 343698, "tid": 343749, "ts": 1714879883749212, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883749245, "dur": 2, + "args": { + "External id": 13467, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13467, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 14.366667, + "warps per SM": 57.466667, + "grid": [431, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13467, "pid": 0, "tid": 7, "ts": 1714879883749245, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749238, "dur": 10, + "args": { + "External id": 13467, + "cbid": 211, "correlation": 13467 + } + }, + { + "ph": "s", "id": 13467, "pid": 343698, "tid": 343749, "ts": 1714879883749238, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883749258, "dur": 3, + "args": { + "External id": 13474, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13474, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13474, "pid": 0, "tid": 7, "ts": 1714879883749258, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749253, "dur": 10, + "args": { + "External id": 13474, + "cbid": 211, "correlation": 13474 + } + }, + { + "ph": "s", "id": 13474, "pid": 343698, "tid": 343749, "ts": 1714879883749253, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749315, "dur": 1, + "args": { + "External id": 13496, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13496, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13496, "pid": 0, "tid": 7, "ts": 1714879883749315, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749308, "dur": 11, + "args": { + "External id": 13496, + "cbid": 211, "correlation": 13496 + } + }, + { + "ph": "s", "id": 13496, "pid": 343698, "tid": 343749, "ts": 1714879883749308, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749349, "dur": 1, + "args": { + "External id": 13510, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13510, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13510, "pid": 0, "tid": 7, "ts": 1714879883749349, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749342, "dur": 10, + "args": { + "External id": 13510, + "cbid": 211, "correlation": 13510 + } + }, + { + "ph": "s", "id": 13510, "pid": 343698, "tid": 343749, "ts": 1714879883749342, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883749376, "dur": 4, + "args": { + "External id": 13526, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13526, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 20.533333, + "warps per SM": 82.13333, + "grid": [616, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13526, "pid": 0, "tid": 7, "ts": 1714879883749376, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749369, "dur": 12, + "args": { + "External id": 13526, + "cbid": 211, "correlation": 13526 + } + }, + { + "ph": "s", "id": 13526, "pid": 343698, "tid": 343749, "ts": 1714879883749369, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883749391, "dur": 3, + "args": { + "External id": 13533, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13533, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13533, "pid": 0, "tid": 7, "ts": 1714879883749391, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749385, "dur": 10, + "args": { + "External id": 13533, + "cbid": 211, "correlation": 13533 + } + }, + { + "ph": "s", "id": 13533, "pid": 343698, "tid": 343749, "ts": 1714879883749385, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#4}::operator()() const::{lambda(long)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749449, "dur": 1, + "args": { + "External id": 13555, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13555, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.033333335, + "warps per SM": 0.13333334, + "grid": [1, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 0 + } + }, + { + "ph": "f", "id": 13555, "pid": 0, "tid": 7, "ts": 1714879883749449, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749442, "dur": 10, + "args": { + "External id": 13555, + "cbid": 211, "correlation": 13555 + } + }, + { + "ph": "s", "id": 13555, "pid": 343698, "tid": 343749, "ts": 1714879883749442, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::elementwise_kernel<128, 2, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1}>(int, at::native::gpu_kernel_impl_nocast(at::TensorIteratorBase&, at::native::direct_copy_kernel_cuda(at::TensorIteratorBase&)::{lambda()#3}::operator()() const::{lambda()#7}::operator()() const::{lambda(float)#1} const&)::{lambda(int)#1})", "pid": 0, "tid": 7, + "ts": 1714879883749473, "dur": 1, + "args": { + "External id": 13569, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13569, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 0.26666668, + "warps per SM": 1.0666667, + "grid": [8, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13569, "pid": 0, "tid": 7, "ts": 1714879883749473, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749467, "dur": 9, + "args": { + "External id": 13569, + "cbid": 211, "correlation": 13569 + } + }, + { + "ph": "s", "id": 13569, "pid": 343698, "tid": 343749, "ts": 1714879883749467, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::FillFunctor, at::detail::Array >(int, at::native::FillFunctor, at::detail::Array)", "pid": 0, "tid": 7, + "ts": 1714879883749507, "dur": 256, + "args": { + "External id": 13585, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13585, + "registers per thread": 16, + "shared memory": 0, + "blocks per SM": 1286.3667, + "warps per SM": 5145.467, + "grid": [38591, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 100 + } + }, + { + "ph": "f", "id": 13585, "pid": 0, "tid": 7, "ts": 1714879883749507, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749500, "dur": 265, + "args": { + "External id": 13585, + "cbid": 211, "correlation": 13585 + } + }, + { + "ph": "s", "id": 13585, "pid": 343698, "tid": 343749, "ts": 1714879883749500, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "kernel", "name": "void at::native::(anonymous namespace)::embedding_backward_feature_kernel(long const*, float const*, float*, int, long, int)", "pid": 0, "tid": 7, + "ts": 1714879883749775, "dur": 6, + "args": { + "External id": 13592, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13592, + "registers per thread": 24, + "shared memory": 8192, + "blocks per SM": 0.033333335, + "warps per SM": 1.0666667, + "grid": [1, 1, 1], + "block": [32, 32, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13592, "pid": 0, "tid": 7, "ts": 1714879883749775, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749769, "dur": 13, + "args": { + "External id": 13592, + "cbid": 211, "correlation": 13592 + } + }, + { + "ph": "s", "id": 13592, "pid": 343698, "tid": 343749, "ts": 1714879883749769, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883749838, "dur": 1, + "args": { + "External id": 13612, + "cbid": 210, "correlation": 13612 + } + }, + { + "ph": "f", "id": 13612, "pid": 343698, "tid": 343749, "ts": 1714879883749838, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_128x32_nn", "pid": 0, "tid": 7, + "ts": 1714879883749848, "dur": 3, + "args": { + "External id": 13613, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13613, + "registers per thread": 57, + "shared memory": 16384, + "blocks per SM": 0.13333334, + "warps per SM": 1.0666667, + "grid": [1, 4, 1], + "block": [256, 1, 1], + "est. achieved occupancy %": 3 + } + }, + { + "ph": "f", "id": 13613, "pid": 0, "tid": 7, "ts": 1714879883749848, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749840, "dur": 13, + "args": { + "External id": 13613, + "cbid": 211, "correlation": 13613 + } + }, + { + "ph": "s", "id": 13613, "pid": 343698, "tid": 343749, "ts": 1714879883749840, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 343698, "tid": 343749, + "ts": 1714879883749874, "dur": 1, + "args": { + "External id": 13625, + "cbid": 210, "correlation": 13625 + } + }, + { + "ph": "f", "id": 13625, "pid": 343698, "tid": 343749, "ts": 1714879883749874, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "kernel", "name": "volta_sgemm_32x32_sliced1x4_nt", "pid": 0, "tid": 7, + "ts": 1714879883749882, "dur": 5, + "args": { + "External id": 13626, + "queued": 0, "device": 0, "context": 1, + "stream": 7, "correlation": 13626, + "registers per thread": 86, + "shared memory": 16384, + "blocks per SM": 0.06666667, + "warps per SM": 0.26666668, + "grid": [2, 1, 1], + "block": [128, 1, 1], + "est. achieved occupancy %": 1 + } + }, + { + "ph": "f", "id": 13626, "pid": 0, "tid": 7, "ts": 1714879883749882, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 343698, "tid": 343749, + "ts": 1714879883749876, "dur": 14, + "args": { + "External id": 13626, + "cbid": 211, "correlation": 13626 + } + }, + { + "ph": "s", "id": 13626, "pid": 343698, 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1714879883797457, "dur": 1, + "args": { + "External id": 14345, + "device": 0, "context": 1, + "stream": 7, "correlation": 14345, + "bytes": 4, "memory bandwidth (GB/s)": 0.0025 + } + }, + { + "ph": "f", "id": 14345, "pid": 0, "tid": 7, "ts": 1714879883797457, + "cat": "ac2g", "name": "ac2g", "bp": "e" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaMemcpyAsync", "pid": 343698, "tid": 343698, + "ts": 1714879883797441, "dur": 21, + "args": { + "External id": 14345, + "cbid": 41, "correlation": 14345 + } + }, + { + "ph": "s", "id": 14345, "pid": 343698, "tid": 343698, "ts": 1714879883797441, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": "X", "cat": "cuda_runtime", "name": "cudaStreamSynchronize", "pid": 343698, "tid": 343698, + "ts": 1714879883797463, "dur": 2, + "args": { + "External id": 14346, + "cbid": 131, "correlation": 14346 + } + }, + { + "ph": "s", "id": 14346, "pid": 343698, "tid": 343698, "ts": 1714879883797463, + "cat": "ac2g", "name": "ac2g" + }, + { + "ph": 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ctypes import c_void_p, c_long +import torch +import math +import random +import os +import tempfile +from math import inf, nan +from torch._inductor.hooks import run_intermediate_hooks +from torch._inductor.utils import maybe_profile +from torch._inductor.codegen.memory_planning import _align as align + +from torch import device, empty, empty_strided +from torch._inductor.codecache import AsyncCompile +from torch._inductor.select_algorithm import extern_kernels + +aten = torch.ops.aten +inductor_ops = torch.ops.inductor +assert_size_stride = torch._C._dynamo.guards.assert_size_stride +alloc_from_pool = torch.ops.inductor._alloc_from_pool +reinterpret_tensor = torch.ops.inductor._reinterpret_tensor +async_compile = AsyncCompile() + + +cpp_fused_add_mul_relu_0 = async_compile.cpp(''' +#include "/tmp/torchinductor_ksharma/26/c26eqbkuxvn72gf7p2xujmqjcwf4bo6lxmp6rwborxnf4gldnimh.h" +extern "C" void kernel(float* in_out_ptr0, + const float* in_ptr0) +{ + { + for(long x0=static_cast(0L); x0(56L); x0+=static_cast(8L)) + { + auto tmp0 = at::vec::Vectorized::loadu(in_out_ptr0 + static_cast(x0)); + auto tmp1 = at::vec::Vectorized::loadu(in_ptr0 + static_cast(x0)); + auto tmp2 = static_cast(0.5); + auto tmp3 = at::vec::Vectorized(tmp2); + auto tmp4 = tmp1 * tmp3; + auto tmp5 = tmp0 + tmp4; + auto tmp6 = at::vec::clamp_min(tmp5, decltype(tmp5)(0)); + tmp6.store(in_out_ptr0 + static_cast(x0)); + } + } +} +''') + + +cpp_fused_add_mul_sigmoid_1 = async_compile.cpp(''' +#include "/tmp/torchinductor_ksharma/26/c26eqbkuxvn72gf7p2xujmqjcwf4bo6lxmp6rwborxnf4gldnimh.h" +extern "C" void kernel(float* in_out_ptr0, + const float* in_ptr0) +{ + { + for(long x0=static_cast(0L); x0(24L); x0+=static_cast(8L)) + { + auto tmp0 = at::vec::Vectorized::loadu(in_out_ptr0 + static_cast(x0)); + auto tmp1 = at::vec::Vectorized::loadu(in_ptr0 + static_cast(x0)); + auto tmp2 = static_cast(0.5); + auto tmp3 = at::vec::Vectorized(tmp2); + auto tmp4 = tmp1 * tmp3; + auto tmp5 = tmp0 + tmp4; + auto tmp6 = decltype(tmp5)(1)/(decltype(tmp5)(1) + tmp5.neg().exp()); + tmp6.store(in_out_ptr0 + static_cast(x0)); + } + #pragma omp simd simdlen(4) + for(long x0=static_cast(24L); x0(28L); x0+=static_cast(1L)) + { + auto tmp0 = in_out_ptr0[static_cast(x0)]; + auto tmp1 = in_ptr0[static_cast(x0)]; + auto tmp2 = static_cast(0.5); + auto tmp3 = decltype(tmp1)(tmp1 * tmp2); + auto tmp4 = decltype(tmp0)(tmp0 + tmp3); + auto tmp5 = decltype(tmp4)(1) / (decltype(tmp4)(1) + std::exp(-tmp4)); + in_out_ptr0[static_cast(x0)] = tmp5; + } + } +} +''') + + +async_compile.wait(globals()) +del async_compile + +def call(args): + primals_1, primals_2, primals_3, primals_4, primals_5, primals_6, primals_7, primals_8, primals_9 = args + args.clear() + assert_size_stride(primals_1, (16, 5), (5, 1)) + assert_size_stride(primals_2, (5, 8), (8, 1)) + assert_size_stride(primals_3, (8, 5), (5, 1)) + assert_size_stride(primals_4, (5, 4), (4, 1)) + assert_size_stride(primals_5, (8, 16), (16, 1)) + assert_size_stride(primals_6, (8, ), (1, )) + assert_size_stride(primals_7, (4, 8), (8, 1)) + assert_size_stride(primals_8, (4, ), (1, )) + assert_size_stride(primals_9, (7, 16), (16, 1)) + buf0 = empty((7, 8), device='cpu', dtype=torch.float32) + # Source Nodes: [getattr_l__self___layers___0___linear], Original ATen: [aten.addmm] + extern_kernels.addmm(reinterpret_tensor(primals_6, (7, 8), (0, 1), 0), primals_9, reinterpret_tensor(primals_5, (16, 8), (1, 16), 0), alpha=1, beta=1, out=buf0) + del primals_5 + del primals_6 + buf1 = empty((7, 5), device='cpu', dtype=torch.float32) + # Source Nodes: [matmul], Original ATen: [aten.mm] + extern_kernels.mm(primals_9, primals_1, out=buf1) + del primals_1 + buf2 = empty((7, 8), device='cpu', dtype=torch.float32) + # Source Nodes: [matmul_1], Original ATen: [aten.mm] + extern_kernels.mm(buf1, primals_2, out=buf2) + buf3 = buf0; del buf0 # reuse + cpp_fused_add_mul_relu_0(c_void_p(buf3.data_ptr()), c_void_p(buf2.data_ptr())) + del buf2 + buf4 = empty((7, 4), device='cpu', dtype=torch.float32) + # Source Nodes: [getattr_l__self___layers___2___linear], Original ATen: [aten.addmm] + extern_kernels.addmm(reinterpret_tensor(primals_8, (7, 4), (0, 1), 0), buf3, reinterpret_tensor(primals_7, (8, 4), (1, 8), 0), alpha=1, beta=1, out=buf4) + del primals_8 + buf5 = empty((7, 5), device='cpu', dtype=torch.float32) + # Source Nodes: [matmul_2], Original ATen: [aten.mm] + extern_kernels.mm(buf3, primals_3, out=buf5) + buf6 = empty((7, 4), device='cpu', dtype=torch.float32) + # Source Nodes: [matmul_3], Original ATen: [aten.mm] + extern_kernels.mm(buf5, primals_4, out=buf6) + buf7 = buf4; del buf4 # reuse + cpp_fused_add_mul_sigmoid_1(c_void_p(buf7.data_ptr()), c_void_p(buf6.data_ptr())) + return (buf7, primals_9, buf3, buf7, reinterpret_tensor(buf5, (5, 7), (1, 5), 0), reinterpret_tensor(primals_4, (4, 5), (1, 4), 0), reinterpret_tensor(primals_3, (5, 8), (1, 5), 0), reinterpret_tensor(primals_7, (4, 8), (8, 1), 0), reinterpret_tensor(buf1, (5, 7), (1, 5), 0), reinterpret_tensor(primals_2, (8, 5), (1, 8), 0), ) + + +def benchmark_compiled_module(times=10, repeat=10): + from torch._dynamo.testing import rand_strided + from torch._inductor.utils import print_performance + primals_1 = rand_strided((16, 5), (5, 1), device='cpu', dtype=torch.float32) + primals_2 = rand_strided((5, 8), (8, 1), device='cpu', dtype=torch.float32) + primals_3 = rand_strided((8, 5), (5, 1), device='cpu', dtype=torch.float32) + primals_4 = rand_strided((5, 4), (4, 1), device='cpu', dtype=torch.float32) + primals_5 = rand_strided((8, 16), (16, 1), device='cpu', dtype=torch.float32) + primals_6 = rand_strided((8, ), (1, ), device='cpu', dtype=torch.float32) + primals_7 = rand_strided((4, 8), (8, 1), device='cpu', dtype=torch.float32) + primals_8 = rand_strided((4, ), (1, ), device='cpu', dtype=torch.float32) + primals_9 = rand_strided((7, 16), (16, 1), device='cpu', dtype=torch.float32) + fn = lambda: call([primals_1, primals_2, primals_3, primals_4, primals_5, primals_6, primals_7, primals_8, primals_9]) + return print_performance(fn, times=times, repeat=repeat) + + +if __name__ == "__main__": + from torch._inductor.wrapper_benchmark import compiled_module_main + compiled_module_main('None', benchmark_compiled_module) diff --git a/lecture_018/torch_compile_generated_triton.py b/lecture_018/torch_compile_generated_triton.py new file mode 100644 index 0000000..90600a5 --- /dev/null +++ b/lecture_018/torch_compile_generated_triton.py @@ -0,0 +1,185 @@ + +from ctypes import c_void_p, c_long +import torch +import math +import random +import os +import tempfile +from math import inf, nan +from torch._inductor.hooks import run_intermediate_hooks +from torch._inductor.utils import maybe_profile +from torch._inductor.codegen.memory_planning import _align as align + +from torch import device, empty, empty_strided +from torch._inductor.codecache import AsyncCompile +from torch._inductor.select_algorithm import extern_kernels + +aten = torch.ops.aten +inductor_ops = torch.ops.inductor +assert_size_stride = torch._C._dynamo.guards.assert_size_stride +alloc_from_pool = torch.ops.inductor._alloc_from_pool +reinterpret_tensor = torch.ops.inductor._reinterpret_tensor +async_compile = AsyncCompile() + + +# kernel path: /tmp/torchinductor_ksharma/q7/cq7h4dlcv3kttko5qpzbdwnfoxz5v2zfabffxtrfd77uay2lripi.py +# Source Nodes: [add, l__self___layers_1, x], Original ATen: [aten.add, aten.mul, aten.relu] +# add => add +# l__self___layers_1 => relu +# x => mul +triton_poi_fused_add_mul_relu_0 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[64], + filename=__file__, + triton_meta={'signature': {0: '*fp32', 1: '*fp32', 2: '*fp32', 3: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=(3,))]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_add_mul_relu_0', 'mutated_arg_names': ['in_out_ptr0']}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_out_ptr0, in_ptr0, in_ptr1, xnumel, XBLOCK : tl.constexpr): + xnumel = 56 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x2 = xindex + x0 = xindex % 8 + tmp0 = tl.load(in_out_ptr0 + (x2), xmask) + tmp1 = tl.load(in_ptr0 + (x0), xmask, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (x2), xmask) + tmp2 = tmp0 + tmp1 + tmp4 = 0.5 + tmp5 = tmp3 * tmp4 + tmp6 = tmp2 + tmp5 + tmp7 = triton_helpers.maximum(0, tmp6) + tl.store(in_out_ptr0 + (x2), tmp7, xmask) +''') + +import triton +import triton.language as tl +from torch._inductor.triton_heuristics import grid, start_graph, end_graph +from torch._C import _cuda_getCurrentRawStream as get_cuda_stream + + +# kernel path: /tmp/torchinductor_ksharma/kl/cklo4lcv3wxgk3s75u4iojwegc57tuf6phwfqmtok3kndqjho6hh.py +# Source Nodes: [add_1, l__self___layers_3, x_1], Original ATen: [aten.add, aten.mul, aten.sigmoid] +# add_1 => add_1 +# l__self___layers_3 => sigmoid +# x_1 => mul_1 +triton_poi_fused_add_mul_sigmoid_1 = async_compile.triton('triton_', ''' +import triton +import triton.language as tl +from torch._inductor.ir import ReductionHint +from torch._inductor.ir import TileHint +from torch._inductor.triton_heuristics import AutotuneHint, pointwise +from torch._inductor.utils import instance_descriptor +from torch._inductor import triton_helpers + +@pointwise( + size_hints=[32], + filename=__file__, + triton_meta={'signature': {0: '*fp32', 1: '*fp32', 2: '*fp32', 3: 'i32'}, 'device': 0, 'device_type': 'cuda', 'constants': {}, 'configs': [instance_descriptor(divisible_by_16=(0, 1, 2), equal_to_1=(), ids_of_folded_args=(), divisible_by_8=())]}, + inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_add_mul_sigmoid_1', 'mutated_arg_names': ['in_out_ptr0']}, + min_elem_per_thread=0 +) +@triton.jit +def triton_(in_out_ptr0, in_ptr0, in_ptr1, xnumel, XBLOCK : tl.constexpr): + xnumel = 28 + xoffset = tl.program_id(0) * XBLOCK + xindex = xoffset + tl.arange(0, XBLOCK)[:] + xmask = xindex < xnumel + x2 = xindex + x0 = xindex % 4 + tmp0 = tl.load(in_out_ptr0 + (x2), xmask) + tmp1 = tl.load(in_ptr0 + (x0), xmask, eviction_policy='evict_last') + tmp3 = tl.load(in_ptr1 + (x2), xmask) + tmp2 = tmp0 + tmp1 + tmp4 = 0.5 + tmp5 = tmp3 * tmp4 + tmp6 = tmp2 + tmp5 + tmp7 = tl.sigmoid(tmp6) + tl.store(in_out_ptr0 + (x2), tmp7, xmask) +''') + + +async_compile.wait(globals()) +del async_compile + +def call(args): + primals_1, primals_2, primals_3, primals_4, primals_5, primals_6, primals_7, primals_8, primals_9 = args + args.clear() + assert_size_stride(primals_1, (8, 16), (16, 1)) + assert_size_stride(primals_2, (8, ), (1, )) + assert_size_stride(primals_3, (4, 8), (8, 1)) + assert_size_stride(primals_4, (4, ), (1, )) + assert_size_stride(primals_5, (16, 5), (5, 1)) + assert_size_stride(primals_6, (5, 8), (8, 1)) + assert_size_stride(primals_7, (8, 5), (5, 1)) + assert_size_stride(primals_8, (5, 4), (4, 1)) + assert_size_stride(primals_9, (7, 16), (16, 1)) + with torch.cuda._DeviceGuard(0): + torch.cuda.set_device(0) # no-op to ensure context + buf0 = empty((7, 8), device='cuda', dtype=torch.float32) + # Source Nodes: [], Original ATen: [] + # X1 <- X @ W1 [7 X 8] + extern_kernels.mm(primals_9, reinterpret_tensor(primals_1, (16, 8), (1, 16), 0), out=buf0) + del primals_1 + buf1 = empty((7, 5), device='cuda', dtype=torch.float32) + # Source Nodes: [matmul], Original ATen: [aten.mm] + # xa1 <- X @ A1 [7 X 5] + extern_kernels.mm(primals_9, primals_5, out=buf1) + del primals_5 + buf2 = empty((7, 8), device='cuda', dtype=torch.float32) + # Source Nodes: [matmul_1], Original ATen: [aten.mm] + # xa2 <- xa1 @ B1 [7 X 8] <- 7 X 5 @ 5 X 8 + extern_kernels.mm(buf1, primals_6, out=buf2) + buf3 = buf0; del buf0 # reuse + # Source Nodes: [add, l__self___layers_1, x], Original ATen: [aten.add, aten.mul, aten.relu] + stream0 = get_cuda_stream(0) + # out1 = relu(add(xa2, X1)) [7 X 8] + triton_poi_fused_add_mul_relu_0.run(buf3, primals_2, buf2, 56, grid=grid(56), stream=stream0) + del buf2 + del primals_2 + buf4 = empty((7, 4), device='cuda', dtype=torch.float32) + # Source Nodes: [], Original ATen: [] + extern_kernels.mm(buf3, reinterpret_tensor(primals_3, (8, 4), (1, 8), 0), out=buf4) + buf5 = empty((7, 5), device='cuda', dtype=torch.float32) + # Source Nodes: [matmul_2], Original ATen: [aten.mm] + extern_kernels.mm(buf3, primals_7, out=buf5) + buf6 = empty((7, 4), device='cuda', dtype=torch.float32) + # Source Nodes: [matmul_3], Original ATen: [aten.mm] + extern_kernels.mm(buf5, primals_8, out=buf6) + buf7 = buf4; del buf4 # reuse + # Source Nodes: [add_1, l__self___layers_3, x_1], Original ATen: [aten.add, aten.mul, aten.sigmoid] + triton_poi_fused_add_mul_sigmoid_1.run(buf7, primals_4, buf6, 28, grid=grid(28), stream=stream0) + del buf6 + del primals_4 + return (buf7, primals_9, buf3, buf7, reinterpret_tensor(buf5, (5, 7), (1, 5), 0), reinterpret_tensor(primals_8, (4, 5), (1, 4), 0), reinterpret_tensor(primals_7, (5, 8), (1, 5), 0), reinterpret_tensor(primals_3, (4, 8), (8, 1), 0), reinterpret_tensor(buf1, (5, 7), (1, 5), 0), reinterpret_tensor(primals_6, (8, 5), (1, 8), 0), ) + + +def benchmark_compiled_module(times=10, repeat=10): + from torch._dynamo.testing import rand_strided + from torch._inductor.utils import print_performance + primals_1 = rand_strided((8, 16), (16, 1), device='cuda:0', dtype=torch.float32) + primals_2 = rand_strided((8, ), (1, ), device='cuda:0', dtype=torch.float32) + primals_3 = rand_strided((4, 8), (8, 1), device='cuda:0', dtype=torch.float32) + primals_4 = rand_strided((4, ), (1, ), device='cuda:0', dtype=torch.float32) + primals_5 = rand_strided((16, 5), (5, 1), device='cuda:0', dtype=torch.float32) + primals_6 = rand_strided((5, 8), (8, 1), device='cuda:0', dtype=torch.float32) + primals_7 = rand_strided((8, 5), (5, 1), device='cuda:0', dtype=torch.float32) + primals_8 = rand_strided((5, 4), (4, 1), device='cuda:0', dtype=torch.float32) + primals_9 = rand_strided((7, 16), (16, 1), device='cuda:0', dtype=torch.float32) + fn = lambda: call([primals_1, primals_2, primals_3, primals_4, primals_5, primals_6, primals_7, primals_8, primals_9]) + return print_performance(fn, times=times, repeat=repeat) + + +if __name__ == "__main__": + from torch._inductor.wrapper_benchmark import compiled_module_main + compiled_module_main('None', benchmark_compiled_module) diff --git a/lecture_025/AMD_ROCm_Speaking_Composable_Kernel_July_20_2024.pdf b/lecture_025/AMD_ROCm_Speaking_Composable_Kernel_July_20_2024.pdf new file mode 100644 index 0000000..dfbaf55 Binary files /dev/null and b/lecture_025/AMD_ROCm_Speaking_Composable_Kernel_July_20_2024.pdf differ diff --git a/lecture_025/README.md b/lecture_025/README.md new file mode 100644 index 0000000..06493a7 --- /dev/null +++ b/lecture_025/README.md @@ -0,0 +1,7 @@ +- Date: Jul 20, 2024 +- Speaker: Haocong Wang +- [Video](https://youtu.be/-732zELVbpU?si=0VQpIBJM2Ml8Cf6c) +- Composable Kernel repository on github: [ROCm/composable_kernel](https://github.com/ROCm/composable_kernel) +- [Slides](./AMD_ROCm_Speaking_Composable_Kernel_July_20_2024.pdf) +- Flash-attention code shown during the talk: +[flash_attention_fwd_impl.hpp](https://github.com/ROCm/composable_kernel/blob/ck_tile_toy/example/91_tile_program/flash_attention_fwd_impl.hpp) diff --git a/lecture_029/add_kernel.9969bdda_0123.c b/lecture_029/add_kernel.9969bdda_0123.c new file mode 100644 index 0000000..c15fe04 --- /dev/null +++ b/lecture_029/add_kernel.9969bdda_0123.c @@ -0,0 +1,67 @@ +/* clang-format off */ +#include +#include +#include +#include +#include + + +// helpers to check for cuda errors +#define CUDA_CHECK(ans) {\ + gpuAssert((ans), __FILE__, __LINE__);\ + }\ + +static inline void gpuAssert(CUresult code, const char *file, int line) { + if (code != CUDA_SUCCESS) { + const char *prefix = "Triton Error [CUDA]: "; + const char *str; + cuGetErrorString(code, &str); + char err[1024] = {0}; + strcat(err, prefix); + strcat(err, str); + printf("%s\\n", err); + exit(code); + } +} + +// globals +#define CUBIN_NAME add_kernel_9969bdda_0123_cubin +CUmodule add_kernel_9969bdda_0123_mod = NULL; +CUfunction add_kernel_9969bdda_0123_func = NULL; +unsigned char CUBIN_NAME[10960] = { 0x7f, 0x45, 0x4c, 0x46, 0x02, 0x01, 0x01, 0x33, 0x07, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0xbe, 0x00, 0x7c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xc0, 0x14, 0x00, 0x00, 0x00, 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load_add_kernel_9969bdda_0123() { + int dev = 0; + void *bin = (void *)&CUBIN_NAME; + int shared = 0; + CUDA_CHECK(cuModuleLoadData(&add_kernel_9969bdda_0123_mod, bin)); + CUDA_CHECK(cuModuleGetFunction(&add_kernel_9969bdda_0123_func, add_kernel_9969bdda_0123_mod, "add_kernel")); + // set dynamic shared memory if necessary + int shared_optin; + CUDA_CHECK(cuDeviceGetAttribute(&shared_optin, CU_DEVICE_ATTRIBUTE_MAX_SHARED_MEMORY_PER_BLOCK_OPTIN, dev)); + if (shared > 49152 && shared_optin > 49152) { + CUDA_CHECK(cuFuncSetCacheConfig(add_kernel_9969bdda_0123_func, CU_FUNC_CACHE_PREFER_SHARED)); + CUDA_CHECK(cuFuncSetAttribute(add_kernel_9969bdda_0123_func, CU_FUNC_ATTRIBUTE_MAX_DYNAMIC_SHARED_SIZE_BYTES, shared_optin)) + } +} + +/* +['BLOCK_SIZE=64', 'num_warps=1', 'num_stages=3'] +*/ +CUresult add_kernel_9969bdda_0123(CUstream stream, CUdeviceptr x_ptr, CUdeviceptr y_ptr, CUdeviceptr output_ptr, int32_t n_elements) { + if (add_kernel_9969bdda_0123_func == NULL) + load_add_kernel_9969bdda_0123(); + unsigned int gX = 1024; + unsigned int gY = 1024; + unsigned int gZ = 1024; + void *args[4] = { &x_ptr, &y_ptr, &output_ptr, &n_elements }; + // TODO: shared memory + if(gX * gY * gZ > 0) + return cuLaunchKernel(add_kernel_9969bdda_0123_func, gX, gY, gZ, 1 * 32, 1, 1, 0, stream, args, NULL); +} diff --git a/lecture_029/add_kernel.9969bdda_0123.h b/lecture_029/add_kernel.9969bdda_0123.h new file mode 100644 index 0000000..aab81c9 --- /dev/null +++ b/lecture_029/add_kernel.9969bdda_0123.h @@ -0,0 +1,14 @@ +#ifndef TT_KERNEL_INCLUDES +#define TT_KERNEL_INCLUDES + +#include +#include +#include +#include + +#endif + +void unload_add_kernel_9969bdda_0123(void); +void load_add_kernel_9969bdda_0123(void); +// tt-linker: add_kernel_9969bdda_0123:CUdeviceptr x_ptr, CUdeviceptr y_ptr, CUdeviceptr output_ptr, int32_t n_elements:64_warps1xstages3 +CUresult add_kernel_9969bdda_0123(CUstream stream, CUdeviceptr x_ptr, CUdeviceptr y_ptr, CUdeviceptr output_ptr, int32_t n_elements); diff --git a/lecture_029/assets/94y3lu.jpg b/lecture_029/assets/94y3lu.jpg new file mode 100644 index 0000000..1942609 Binary files /dev/null and b/lecture_029/assets/94y3lu.jpg differ diff --git a/lecture_029/assets/Tritoncompiler.jpeg b/lecture_029/assets/Tritoncompiler.jpeg new file mode 100644 index 0000000..f8bb23e Binary files /dev/null and b/lecture_029/assets/Tritoncompiler.jpeg differ diff --git a/lecture_029/assets/backends.png b/lecture_029/assets/backends.png new file mode 100644 index 0000000..6ddf774 Binary files /dev/null and b/lecture_029/assets/backends.png differ diff --git a/lecture_029/assets/cuda_compile.jpg b/lecture_029/assets/cuda_compile.jpg new file mode 100644 index 0000000..677a82c Binary files /dev/null and b/lecture_029/assets/cuda_compile.jpg differ diff --git a/lecture_029/assets/image_0.png b/lecture_029/assets/image_0.png new file mode 100644 index 0000000..a4960a5 Binary files /dev/null and b/lecture_029/assets/image_0.png differ 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diff --git a/lecture_029/assets/triton-compiler-pytorch-conf.png b/lecture_029/assets/triton-compiler-pytorch-conf.png new file mode 100644 index 0000000..fda8793 Binary files /dev/null and b/lecture_029/assets/triton-compiler-pytorch-conf.png differ diff --git a/lecture_029/assets/triton-python-to-ptx.png b/lecture_029/assets/triton-python-to-ptx.png new file mode 100644 index 0000000..9091d2c Binary files /dev/null and b/lecture_029/assets/triton-python-to-ptx.png differ diff --git a/lecture_029/presentation.md b/lecture_029/presentation.md new file mode 100644 index 0000000..8a61569 --- /dev/null +++ b/lecture_029/presentation.md @@ -0,0 +1,544 @@ +--- +theme: uncover +marp: true +class: invert +style: section {font-size: 24px; } +text-align: left +--- + +![bg left width:3in](https://cdn.openai.com/triton/assets/triton-logo.png) + +# Triton Internals + + + +How Triton compiler works under the hood! + +
+ +Kapil Sharma +Software Engineer @ Meta + +--- + +## About Me + +- Work on RecSys/Ranking focussed Infra +- Discord: @sk4301 +- Linkedin: https://www.linkedin.com/in/sharma-k/ +- Twitter: @kapil_sh_ +- Github: https://github.com/kapilsh + +--- + +## About this talk +- GPU Mode Previous Talks on Triton (Triton 101, Fusing Kernels, Liger Kernels) +- Researchers love triton +- Research ➡️ Production 📈📈📈 +- What is Triton? Complex compiler/codegen machinery underneath +- Pytorch ➡️ torch.compile ➡️ triton kernels ➡️ target hardware +- Blog posts: [Part 1](https://www.kapilsharma.dev/posts/deep-dive-into-triton-internals/), [Part 2](https://www.kapilsharma.dev/posts/deep-dive-into-triton-internals-2/), [Part 3](https://www.kapilsharma.dev/posts/deep-dive-into-triton-internals-3/) + + +--- +## Agenda + +![bg left width:5in](./assets/Tritoncompiler.jpeg) + +- [Cuda Compilation](#5) +- [Triton Compilation](#9) +- [Example](#11) +- [Jit Compilation](#15) +- [Triton and MLIR](#16) +- [IR Walkthrough](#23) +- [Example MLIR Pass](#29) +- [If Time Permits: Add a new compiler pass](#31) + +--- + +# CUDA Compilation + +---- + + + +![bg left width:6in](./assets/image_1.png) + +## NVCC toolchain + +- NVCC separates the host code (C/C++ code) from device code (CUDA kernels) +- Host code is compiled using a standard C/C++ compiler +- Device code is compiled into PTX/cubin +- Uses external C++ compilers like g++ or clang for host compilation +- NVCC compiles .cu files for GPU execution and .cpp files for host code. + +---- + +![bg height:7in](./assets/nvcc_structure.png) + +---- + +## Device Code Processing + + + +![bg left width:6in](./assets/image_2.png) + +- The NVCC compiler processes device code in two key phases +- The first phase generates intermediate forms using the C++ preprocessor and `cicc` program +- The `cicc` program optimizes and generates PTX +- The PTX code is then passed to `ptxas`, which produces `SASS` +- [Godbolt Example](https://godbolt.org/z/GcYKT7cfo) + +---- + +![bg left height:7in](./assets/triton-python-to-ptx.png) + +## Triton Compilation + +- Triton compiler takes the DSL code and compiles it over multiple stages down to CUBIN/fatbinary +- Generated executable CUBIN is loaded inline in cuda kernel + - [ELF-formatted file](https://docs.nvidia.com/cuda/cuda-binary-utilities/index.html#what-is-a-cuda-binary) which consists of CUDA executable code + + + +---- + + + + +![bg height:6in](./assets/triton-compiler-pytorch-conf.png) + + +---- + + + +## Example: add_kernel + +```python +@triton.jit +def add_kernel(x_ptr, + y_ptr, + output_ptr, + n_elements, + BLOCK_SIZE: tl.constexpr, + ): + pid = tl.program_id(axis=0) # We use a 1D launch grid so axis is 0. + block_start = pid * BLOCK_SIZE + offsets = block_start + tl.arange(0, BLOCK_SIZE) + mask = offsets < n_elements + x = tl.load(x_ptr + offsets, mask=mask) + y = tl.load(y_ptr + offsets, mask=mask) + output = x + y + tl.store(output_ptr + offsets, output, mask=mask) +``` + +```shell +$ # clone triton repo and install from source +$ # Dumps generated code to TRITON_CACHE_DIR=~/.triton/cache +$ python3 ../../triton/python/triton/tools/compile.py \ + --kernel-name add_kernel \ + --signature "*fp32,*fp32,*fp32,i32,64" \ + --grid=1024,1024,1024 \ + vector_add.py + +``` +---- + +## Example : add_kernel + +```shell +$ ll | grep add_kernel +-rw-rw-r-- 1 ksharma ksharma 36K Aug 1 22:55 add_kernel.9969bdda_0123.c +-rw-rw-r-- 1 ksharma ksharma 501 Aug 1 22:55 add_kernel.9969bdda_0123.h + +$ ll ~/.triton/cache/z8LaDnJEt9PBQ6kqB-fckHL71-x-aUysRw-hpmbeuJc +total 36K +-rw-rw-r-- 1 ksharma ksharma 5.5K Sep 11 07:27 add_kernel.cubin +-rw-rw-r-- 1 ksharma ksharma 686 Sep 11 07:27 add_kernel.json +-rw-rw-r-- 1 ksharma ksharma 4.1K Sep 11 07:27 add_kernel.llir +-rw-rw-r-- 1 ksharma ksharma 3.0K Sep 11 07:27 add_kernel.ptx +-rw-rw-r-- 1 ksharma ksharma 3.5K Sep 11 07:27 add_kernel.ttgir +-rw-rw-r-- 1 ksharma ksharma 3.1K Sep 11 07:27 add_kernel.ttir +-rw-rw-r-- 1 ksharma ksharma 679 Sep 11 07:27 __grp__add_kernel.json +``` + +- This should dump a .c and .h file with the cuda kernel code. +- [add_kernel.9969bdda_0123.c](https://gist.github.com/kapilsh/23599d68a4e3e8af7ae46ccc670ed444) +- [add_kernel.9969bdda_0123.h](https://gist.github.com/kapilsh/16d1218c0629242bb7e9b613609129dd) + +---- + +## Example: add_kernel (Artifacts) + +- [Triton IR](https://gist.github.com/kapilsh/e8f09e8ed4f2f3bcfe13dd4bd099e270#file-add_kernel-ttir) +- [Triton GPU IR](https://gist.github.com/kapilsh/e8f09e8ed4f2f3bcfe13dd4bd099e270#file-add_kernel-ttgir) +- [LLVM IR](https://gist.github.com/kapilsh/e8f09e8ed4f2f3bcfe13dd4bd099e270#file-add_kernel-llir) +- [PTX](https://gist.github.com/kapilsh/e8f09e8ed4f2f3bcfe13dd4bd099e270#file-add_kernel-ptx) +- [CUBIN](https://gist.github.com/kapilsh/e8f09e8ed4f2f3bcfe13dd4bd099e270#file-add_kernel-cubin) +- Some tools + - File is elf formatted: `readelf -a add_kernel.cubin` + - `cuobjdump add_kernel.cubin -sass -ptx` ([cuobjdump](https://docs.nvidia.com/cuda/cuda-binary-utilities/index.html#command-line-options)) + - `nvdisasm -gi add_kernel.cubin` ([nvdisasm](https://docs.nvidia.com/cuda/cuda-binary-utilities/index.html#nvdisasm)) +- More details on Python bindings in [Part 2](https://www.kapilsharma.dev/posts/deep-dive-into-triton-internals-2/) of blog series + +---- + +## Example: add_kernel (JIT Compiled) + +- Artifacts that are dumped on the disk can also be retrieved directly from the kernel + +```python + +size = 1024 +x = torch.rand(size, device='cuda') +y = torch.rand(size, device='cuda') +grid = lambda meta: (triton.cdiv(size, meta['BLOCK_SIZE']),) + +output = torch.empty_like(x) +compiled_kernel = add_kernel[grid](x, y, output, size, BLOCK_SIZE=1024) + +# to get all the codegen keys +print(compiled_kernel.asm.keys()) +# dict_keys(['llir', 'ttgir', 'ttir', 'ptx', 'cubin']) +``` + +---- + +## JIT Compiled Kernel :rocket: + +- Several layers of code generation + - Python DSL ➡️ IR ➡️ PTX ➡️ CUBIN/fatbinary ➡️ launcher.so +- Saves it on disk (`TRITON_CACHE_DIR`) through a [cache manager](https://github.com/triton-lang/triton/blob/4348109b0a8e1aac748aa9b1bbbcd858e9488940/python/triton/runtime/cache.py#L50-L71); loaded inline as fatbinary (cubin) +- Targetted hardware have respective drivers that provide native code wrapped as python modules +- Driver loads cubin into the CUDA driver. [Reference Code](https://github.com/triton-lang/triton/blob/main/third_party/nvidia/backend/driver.c#L389-L406) +- Exported shared libraries: [cuda_utils.so](https://github.com/triton-lang/triton/blob/main/third_party/nvidia/backend/driver.py#L72-L86) and [__triton_launcher.so](https://github.com/triton-lang/triton/blob/main/third_party/nvidia/backend/driver.py#L413-L426) +- Code pointers + - [compile_module_from_src](https://github.com/triton-lang/triton/blob/main/third_party/nvidia/backend/driver.py#L48-L64) + - [triton.runtime.build](https://github.com/triton-lang/triton/blob/main/python/triton/runtime/build.py#L21-L80) + +---- + +![bg width:8in](./assets/94y3lu.jpg) + +---- + +## Triton :heart: MLIR + +- [Complete rewrite of the backend from scratch](https://github.com/triton-lang/triton/pull/1004) in 2022 +- MLIR is a flexible infrastructure for modern optimizing compilers; part of the LLVM ecosystem +- Consists of [Intermediate Representation (IR) specifications](https://mlir.llvm.org/docs/Passes/) and a toolkit for transformations +- Uses dialects that provide custom DSLs/IRs built on top of MLIR framework + - Dialects are mechanism to engage with and extend the MLIR ecosystem +- Tensorflow was the first major ML framework using MLIR + - [Good resource on MLIR applied to ML Frameworks](https://www.youtube.com/watch?v=R5LLIj8EMxw): Tensorflow but still useful +- All of Triton dialects use table-gen (DSL/codegen for MLIR boilerplate) + - [Good Resource on tablegen](https://www.jeremykun.com/2023/08/10/mlir-using-tablegen-for-passes/) +- `MLIR_ENABLE_DUMP=1` to dump IR after each pass in triton + - `MLIR_ENABLE_DUMP=1 python vector_add.py` + + +---- + +## MLIR Hello World Example + +``` +mlir::ModuleOp module = mlir::ModuleOp::create(mlir::UnknownLoc::get()); +mlir::PassManager pm(module); + +// Add some passes +pm.addPass(mlir::createCSEPass()); +pm.addPass(mlir::createDeadCodeEliminationPass()); + +pm.run(module); +``` + +--- + +## MLIR Example + +```python +def foo(b, c): + a = b + c + d = b + c # replace with a (CSE) + e = 2 * a # noop (Dead code elimination) + return d +``` +⚒️ 🪚 🔧 🪛 + +```python +def foo(b, c): + a = b + c + d = a + return d +``` + +--- + +## Common Passes + +- Several common passes are provided by MLIR and are directly used by triton +- Includes optimizations such CSE, DCE, etc. +- Ref: [MLIR Common Passes](https://mlir.llvm.org/doxygen/namespacemlir.html) + +```cpp +void init_triton_passes_common(py::module &&m) { + using namespace mlir; + ADD_PASS_WRAPPER_0("add_sccp", createSCCPPass); + ADD_PASS_WRAPPER_0("add_symbol_dce", createSymbolDCEPass); + ADD_PASS_WRAPPER_0("add_inliner", createInlinerPass); + ADD_PASS_WRAPPER_0("add_canonicalizer", createCanonicalizerPass); + ADD_PASS_WRAPPER_0("add_cse", createCSEPass); + ADD_PASS_WRAPPER_0("add_licm", createLoopInvariantCodeMotionPass); +} +``` + +---- + +## Triton Passes +- **TritonCombineOps:** + - `dot(a, b, 0) + c => dot(a, b, c)` + - `addptr(addptr(ptr, idx0), idx1) => addptr(ptr, AddI(idx0, idx1))` +- **TritonReorderBroadcast:** Moves broadcast/splat after element-wise ops + - `elementwise(broadcast(a)) => broadcast(elementwise(a))` + - `elementwise(splat(a), splat(b), ...) => splat(elementwise(a, b, ...))` +- **TritonRewriteTensorPointer:** After this pass, `tt.make_tensor_ptr` and `tt.advance` will disappear +- **TritonLoopUnroll:** Unrolls (Structured Control Flow) loop with `tt.loop_unroll_factor` attribute +- Reference table-gen: [Triton Passes](https://github.com/triton-lang/triton/blob/576426bccfb9a2c90f2abaa405995738d4a79403/include/triton/Dialect/Triton/Transforms/Passes.td#L27) + + +--- + +## Triton GPU Passes + +```python +def make_ttgir(mod, metadata, opt, capability): + ...truncated... + # TTIR -> TTGIR + pm = ir.pass_manager(mod.context) + pm.enable_debug() + ...truncated... + nvidia.passes.ttnvgpuir.add_plan_cta(pm, cluster_info) + passes.ttgpuir.add_remove_layout_conversions(pm) + passes.ttgpuir.add_optimize_thread_locality(pm) + passes.ttgpuir.add_accelerate_matmul(pm) + passes.ttgpuir.add_remove_layout_conversions(pm) + passes.ttgpuir.add_optimize_dot_operands(pm, capability >= 80) + passes.common.add_cse(pm) + if capability // 10 >= 8: + passes.ttgpuir.add_combine_tensor_select_and_if(pm) + passes.ttgpuir.add_pipeline(pm, opt.num_stages) + ...truncated... + pm.run(mod) + return mod +``` +Reference table-gen: [Triton GPU Passes](https://github.com/triton-lang/triton/blob/main/include/triton/Dialect/TritonGPU/Transforms/Passes.td), [Triton NVIDIA Passes](https://github.com/triton-lang/triton/blob/main/include/triton/Dialect/TritonNvidiaGPU/Transforms/Passes.td) + + +--- + +## Triton GPU Passes + +- Triton compiler applies several gpu specific optimization passes to the IR previously generated. +- Some of the well-known optimization passes include: + - Coalescing + - F32 dot product optimization + - CTA planning + - Thread locality + - Matrix multiplication acceleration + - Optimization of dot operands + - Data de-duplication + - Instructions reordering + - TMA lowering, etc. + +--- + +## IR Walkthrough: add_kernel ([gist](https://gist.github.com/kapilsh/cee55b221d7f91dc64fbac46f018163c)) + +``` +#blocked = #triton_gpu.blocked<{ + sizePerThread = [4], threadsPerWarp = [32], warpsPerCTA = [4], order = [0] +}> +#loc = loc("/home/ksharma/dev/git/triton/python/tutorials/01-vector-add.py":28:0) +module attributes { + "triton_gpu.num-ctas" = 1 : i32, + "triton_gpu.num-warps" = 4 : i32, + triton_gpu.target = "cuda:89", + "triton_gpu.threads-per-warp" = 32 : i32} { + tt.func public @add_kernel( + %arg0: !tt.ptr {tt.divisibility = 16 : i32} ..., + %arg1: !tt.ptr {tt.divisibility = 16 : i32} ..., + %arg2: !tt.ptr {tt.divisibility = 16 : i32} ..., + %arg3: i32 {tt.divisibility = 16 : i32} ...) attributes {noinline = false} { + %c1024_i32 = arith.constant 1024 : i32 loc(#loc1) + %0 = tt.get_program_id x : i32 loc(#loc2) + %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3) + %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32, #blocked> loc(#loc4) + %3 = tt.splat %1 : i32 -> tensor<1024xi32, #blocked> loc(#loc5) + %4 = arith.addi %3, %2 : tensor<1024xi32, #blocked> loc(#loc5) + %5 = tt.splat %arg3 : i32 -> tensor<1024xi32, #blocked> loc(#loc6) + %6 = arith.cmpi slt, %4, %5 : tensor<1024xi32, #blocked> loc(#loc6) + %7 = tt.splat %arg0 : !tt.ptr -> tensor<1024x!tt.ptr, #blocked> loc(#loc7) + %8 = tt.addptr %7, %4 : tensor<1024x!tt.ptr, #blocked>, tensor<1024xi32, #blocked> loc(#loc7) + %9 = tt.load %8, %6 : tensor<1024x!tt.ptr, #blocked> loc(#loc8) + %10 = tt.splat %arg1 : !tt.ptr -> tensor<1024x!tt.ptr, #blocked> loc(#loc9) + %11 = tt.addptr %10, %4 : tensor<1024x!tt.ptr, #blocked>, tensor<1024xi32, #blocked> loc(#loc9) + %12 = tt.load %11, %6 : tensor<1024x!tt.ptr, #blocked> loc(#loc10) + %13 = arith.addf %9, %12 : tensor<1024xf32, #blocked> loc(#loc11) + %14 = tt.splat %arg2 : !tt.ptr -> tensor<1024x!tt.ptr, #blocked> loc(#loc12) + %15 = tt.addptr %14, %4 : tensor<1024x!tt.ptr, #blocked>, tensor<1024xi32, #blocked> loc(#loc12) + tt.store %15, %13, %6 : tensor<1024x!tt.ptr, #blocked> loc(#loc13) + tt.return loc(#loc14) + } loc(#loc) +} loc(#loc) +... +``` + +--- + +### Module Attributes + +``` +module attributes { + "triton_gpu.num-ctas" = 1 : i32, + "triton_gpu.num-warps" = 4 : i32, + triton_gpu.target = "cuda:89", + "triton_gpu.threads-per-warp" = 32 : i32 +} +``` + +---- + +### Program ID and Range Creation + +``` +%c1024_i32 = arith.constant 1024 : i32 +%0 = tt.get_program_id x : i32 +%1 = arith.muli %0, %c1024_i32 : i32 +%2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32, #blocked> +``` + +---- + +### Ops (Splat and add operations) + +``` +%3 = tt.splat %1 : i32 -> tensor<1024xi32, #blocked> +%4 = arith.addi %3, %2 : tensor<1024xi32, #blocked> +... +%13 = arith.addf %9, %12 : tensor<1024xf32, #blocked> loc(#loc11) +``` + +---- + +### Load and store operations + + +``` +%7 = tt.splat %arg0 : !tt.ptr -> tensor<1024x!tt.ptr, #blocked> +%8 = tt.addptr %7, %4 : tensor<1024x!tt.ptr, #blocked>, tensor<1024xi32, #blocked> +%9 = tt.load %8, %6 : tensor<1024x!tt.ptr, #blocked> +... +%12 = tt.load %11, %6 : tensor<1024x!tt.ptr, #blocked> loc(#loc10) +... +tt.store %15, %13, %6 : tensor<1024x!tt.ptr, #blocked> loc(#loc13) +tt.return +``` +---- + +![bg width:12in](./assets/mlir_visualized.png) + +---- + +## Example GPU MLIR Pass: [TritonGPUAccelerateMatmul](https://github.com/search?q=repo%3Atriton-lang%2Ftriton%20TritonGPUAccelerateMatmul&type=code) + +```scala +def TritonGPUAccelerateMatmul : Pass<"tritongpu-accelerate-matmul", "mlir::ModuleOp"> { + let summary = "accelerate matmul"; + + let description = [{ + Optimize the input/output layout of `dot` instruction to make them compatible hardware accelerators + (e.g., Nvidia tensor cores) + }]; + + let dependentDialects = ["mlir::triton::gpu::TritonGPUDialect", + "mlir::triton::nvidia_gpu::TritonNvidiaGPUDialect", + "mlir::triton::TritonDialect"]; +} +``` + +Codegens the base class that compiler pass writer can implement + +---- + +```cpp +class TritonGPUAccelerateMatmulPass + : public impl::TritonGPUAccelerateMatmulBase< + TritonGPUAccelerateMatmulPass> { +public: + using impl::TritonGPUAccelerateMatmulBase< + TritonGPUAccelerateMatmulPass>::TritonGPUAccelerateMatmulBase; + + void runOnOperation() override { + MLIRContext *context = &getContext(); + ModuleOp m = getOperation(); + + auto computeCapability = getNVIDIAComputeCapability(m); + + // https://mlir.llvm.org/doxygen/classmlir_1_1RewritePatternSet.html + mlir::RewritePatternSet patterns(context); + patterns.add(context, computeCapability); + // https://mlir.llvm.org/doxygen/namespacemlir.html#a98d1a56c5c6dd1c979fb0b0b9abf705f + if (applyPatternsAndFoldGreedily(m, std::move(patterns)).failed()) { + // https://mlir.llvm.org/doxygen/classmlir_1_1Pass.html#acbe6c01eab0d182f9dde665ea9708d01 + signalPassFailure(); + } + // Now that we have picked the mma type, decompose dot that are not natively + // supported. + decomposeMixedModeDotOp(m, computeCapability); + } +}; +``` + +---- + +![bg left width:5in](./assets/livecoding.jpeg) + +## Live Coding + +---- + +# Sources + +- Triton Source Code: I read a lot of code 🤓 +- [Original Triton Paper](https://www.eecs.harvard.edu/~htk/publication/2019-mapl-tillet-kung-cox.pdf) +- [Triton Docs](https://triton-lang.org/main/dialects/dialects.html) +- [MLIR Docs](https://mlir.llvm.org/docs/) +- [Technical Overview of Triton](https://www.jokeren.tech/slides/Triton_bsc.pdf) +- [Lei Mao's blog](https://leimao.github.io/) +- [Babylon Project](https://openjdk.org/projects/babylon/articles/triton) +- [Towards Agile Development of Efficient Deep Learning Operators](https://www.jokeren.tech/slides/triton_intel.pdf) +- [The process of a CUDA program compilation using the NVCC toolchain](https://hpcgpu.mini.pw.edu.pl/cuda-compilation-toolchain/) +- [MLIR — Using Tablegen for Passes](https://www.jeremykun.com/2023/08/10/mlir-using-tablegen-for-passes/) + + +---- + +# Questions! diff --git a/lecture_029/presentation.pdf b/lecture_029/presentation.pdf new file mode 100644 index 0000000..0e300a9 Binary files /dev/null and b/lecture_029/presentation.pdf differ diff --git a/lecture_029/vector_add.py b/lecture_029/vector_add.py new file mode 100644 index 0000000..4df9089 --- /dev/null +++ b/lecture_029/vector_add.py @@ -0,0 +1,67 @@ +import time +import torch + +import triton +import triton.language as tl +from triton.tools.disasm import get_sass +from torch.profiler import profile + + +@triton.jit +def add_kernel( + x_ptr, # *Pointer* to first input vector. + y_ptr, # *Pointer* to second input vector. + output_ptr, # *Pointer* to output vector. + n_elements, # Size of the vector. + BLOCK_SIZE: tl.constexpr, # Number of elements each program should process. + # NOTE: `constexpr` so it can be used as a shape value. +): + # There are multiple 'programs' processing different data. We identify which program + # we are here: + pid = tl.program_id(axis=0) # We use a 1D launch grid so axis is 0. + # This program will process inputs that are offset from the initial data. + # For instance, if you had a vector of length 256 and block_size of 64, the programs + # would each access the elements [0:64, 64:128, 128:192, 192:256]. + # Note that offsets is a list of pointers: + block_start = pid * BLOCK_SIZE + offsets = block_start + tl.arange(0, BLOCK_SIZE) + # Create a mask to guard memory operations against out-of-bounds accesses. + mask = offsets < n_elements + # Load x and y from DRAM, masking out any extra elements in case the input is not a + # multiple of the block size. + x = tl.load(x_ptr + offsets, mask=mask) + y = tl.load(y_ptr + offsets, mask=mask) + output = x + y + # Write x + y back to DRAM. + tl.store(output_ptr + offsets, output, mask=mask) + + +if __name__ == "__main__": + size = 1024 + x = torch.rand(size, device="cuda") + y = torch.rand(size, device="cuda") + grid = lambda meta: (triton.cdiv(size, meta["BLOCK_SIZE"]),) + + output = torch.empty_like(x) + compiled_kernel = add_kernel[grid](x, y, output, size, BLOCK_SIZE=1024) + print(compiled_kernel.asm.keys()) + print(compiled_kernel.asm["ttir"]) + import ipdb; ipdb.set_trace() + print(get_sass(compiled_kernel.asm["cubin"])) + + prof = torch.profiler.profile( + activities=[ + torch.profiler.ProfilerActivity.CPU, + torch.profiler.ProfilerActivity.CUDA, + ], + schedule=torch.profiler.schedule(wait=1, warmup=1, active=3, repeat=1), + on_trace_ready=torch.profiler.tensorboard_trace_handler("./runs"), + with_stack=True, + ) + prof.start() + + for i in range(10): + add_kernel[grid](x, y, output, size, BLOCK_SIZE=1024) + prof.step() + + prof.stop() diff --git a/lecture_030/README.md b/lecture_030/README.md new file mode 100644 index 0000000..03d0871 --- /dev/null +++ b/lecture_030/README.md @@ -0,0 +1,5 @@ +# Quantized training + +[Slides](./[GPU-MODE]%20Quantized%20training%20(20241006).pdf) + +Accompanying notebook [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/gpu-mode/lectures/blob/main/lecture_030/[GPU_MODE]_Quantized_training.ipynb) diff --git a/lecture_030/[GPU-MODE] Quantized training (20241006).pdf b/lecture_030/[GPU-MODE] Quantized training (20241006).pdf new file mode 100755 index 0000000..b562700 Binary files /dev/null and b/lecture_030/[GPU-MODE] Quantized training (20241006).pdf differ diff --git a/lecture_030/[GPU_MODE]_Quantized_training.ipynb b/lecture_030/[GPU_MODE]_Quantized_training.ipynb new file mode 100644 index 0000000..7b4855e --- /dev/null +++ b/lecture_030/[GPU_MODE]_Quantized_training.ipynb @@ -0,0 +1,438 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "## Low-bit SGD\n", + "\n", + "https://pytorch.org/docs/stable/generated/torch.optim.SGD.html\n", + "\n", + "![image.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "rXikGHphH65g" + } + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "from torch import Tensor\n", + "\n", + "def sgd(p: Tensor, grad: Tensor, momentum_buffer: Tensor, lr: float, momentum: float):\n", + " new_momentum_buffer = momentum_buffer * momentum + grad\n", + " new_p = p - lr * new_momentum_buffer\n", + "\n", + " momentum_buffer.copy_(new_momentum_buffer)\n", + " p.copy_(new_p)\n", + "\n", + "lr = 1e-4\n", + "momentum = 0.9\n", + "\n", + "torch.manual_seed(2024)\n", + "p = torch.randn(4, 4)\n", + "momentum_buffer = torch.randn(4, 4)\n", + "\n", + "for _ in range(5):\n", + " grad = torch.randn(4, 4)\n", + " sgd(p, grad, momentum_buffer, lr, momentum)\n", + "p" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BVLM1WoTH6fp", + "outputId": "9cc20573-1d3e-4d1b-f64c-4213a0f040fa" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "tensor([[-1.2276, -0.0069, 1.5427, -0.4662],\n", + " [ 0.2781, -0.2610, 0.6238, -1.1576],\n", + " [ 0.1165, -1.8872, 2.1816, -0.1922],\n", + " [ 0.5355, -0.8906, -0.3107, 0.7731]])" + ] + }, + "metadata": {}, + "execution_count": 2 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "SGD with BF16 optim state" + ], + "metadata": { + "id": "cI-THA_U6BB7" + } + }, + { + "cell_type": "code", + "source": [ + "def sgd_bf16(p: Tensor, grad: Tensor, momentum_buffer: Tensor, lr: float, momentum: float):\n", + " # upcast to FP32 for accurate calculations\n", + " new_momentum_buffer = momentum_buffer.float() * momentum + grad\n", + " new_p = p - lr * new_momentum_buffer\n", + "\n", + " momentum_buffer.copy_(new_momentum_buffer) # implicit downcast to BF16\n", + " p.copy_(new_p)\n", + "\n", + "torch.manual_seed(2024)\n", + "p = torch.randn(4, 4)\n", + "grad = torch.randn(4, 4)\n", + "momentum_buffer = torch.randn(4, 4).bfloat16()\n", + "\n", + "for _ in range(5):\n", + " grad = torch.randn(4, 4)\n", + " sgd_bf16(p, grad, momentum_buffer, lr, momentum)\n", + "p" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nrqUQLlwJ2h_", + "outputId": "69a9d138-213b-44b9-88d2-fd46a77ef177" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "tensor([[-1.2275, -0.0075, 1.5428, -0.4662],\n", + " [ 0.2787, -0.2601, 0.6238, -1.1572],\n", + " [ 0.1170, -1.8873, 2.1821, -0.1927],\n", + " [ 0.5361, -0.8902, -0.3104, 0.7732]])" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "SGD with FP8 optim state" + ], + "metadata": { + "id": "OMSy_Gng6FBM" + } + }, + { + "cell_type": "code", + "source": [ + "def sgd_fp8(p: Tensor, grad: Tensor, momentum_buffer: Tensor, lr: float, momentum: float):\n", + " # upcast to FP32 for accurate calculations\n", + " new_momentum_buffer = momentum_buffer.float() * momentum + grad\n", + " new_p = p - lr * new_momentum_buffer\n", + "\n", + " momentum_buffer.copy_(new_momentum_buffer) # implicit downcast to FP8\n", + " p.copy_(new_p)\n", + "\n", + "torch.manual_seed(2024)\n", + "p = torch.randn(4, 4)\n", + "grad = torch.randn(4, 4)\n", + "momentum_buffer = torch.randn(4, 4).to(torch.float8_e4m3fn)\n", + "\n", + "for _ in range(5):\n", + " grad = torch.randn(4, 4)\n", + " sgd_fp8(p, grad, momentum_buffer, lr, momentum)\n", + "p" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6Bap5PWVLNEM", + "outputId": "ef326148-7db1-475d-b64e-bbb153bff7f2" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "tensor([[-1.2275, -0.0075, 1.5427, -0.4662],\n", + " [ 0.2787, -0.2601, 0.6238, -1.1572],\n", + " [ 0.1170, -1.8873, 2.1821, -0.1927],\n", + " [ 0.5361, -0.8902, -0.3104, 0.7732]])" + ] + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "SGD with scaled FP8 optim state (tensor-wise scaling)" + ], + "metadata": { + "id": "W0l0MyQt6IOw" + } + }, + { + "cell_type": "code", + "source": [ + "DTYPE = torch.float8_e4m3fn\n", + "\n", + "def quantize_fp8(x: Tensor):\n", + " scale = x.abs().max() / torch.finfo(DTYPE).max\n", + " quantized_x = (x / scale.clip(1e-12)).to(DTYPE)\n", + " return quantized_x, scale\n", + "\n", + "def sgd_scaled_fp8(\n", + " p: Tensor,\n", + " grad: Tensor,\n", + " momentum_buffer: Tensor,\n", + " momentum_buffer_scale: Tensor,\n", + " lr: float,\n", + " momentum: float,\n", + "):\n", + " # upcast to FP32 for accurate calculations\n", + " new_momentum_buffer = momentum_buffer.float() * momentum_buffer_scale * momentum + grad\n", + " new_p = p - lr * new_momentum_buffer\n", + "\n", + " new_momentum_buffer_quantized, new_momentum_buffer_scale = quantize_fp8(new_momentum_buffer)\n", + " momentum_buffer.copy_(new_momentum_buffer_quantized)\n", + " momentum_buffer_scale.copy_(new_momentum_buffer_scale)\n", + " p.copy_(new_p)\n", + "\n", + "torch.manual_seed(2024)\n", + "p = torch.randn(4, 4)\n", + "grad = torch.randn(4, 4)\n", + "momentum_buffer = torch.randn(4, 4)\n", + "momentum_buffer, momentum_buffer_scale = quantize_fp8(momentum_buffer)\n", + "\n", + "for _ in range(5):\n", + " grad = torch.randn(4, 4)\n", + " sgd_scaled_fp8(p, grad, momentum_buffer, momentum_buffer_scale, lr, momentum)\n", + "p" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cw6jLHdfLe9c", + "outputId": "7fef759d-893b-4b80-cb99-0254879ed0a1" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "tensor([[-1.2275, -0.0075, 1.5427, -0.4661],\n", + " [ 0.2787, -0.2602, 0.6238, -1.1573],\n", + " [ 0.1170, -1.8873, 2.1821, -0.1927],\n", + " [ 0.5361, -0.8902, -0.3104, 0.7731]])" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Stochastic rounding" + ], + "metadata": { + "id": "J97oqmm95YOv" + } + }, + { + "cell_type": "markdown", + "source": [ + "Small changes in to a low-bit data won't change its value." + ], + "metadata": { + "id": "1jvoopOW5z7d" + } + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "\n", + "# INT8 + small fraction\n", + "\n", + "x = torch.tensor(10, dtype=torch.int8)\n", + "N = 100\n", + "for _ in range(N):\n", + " x.copy_(x + 0.2)\n", + "\n", + "print(f\"Expected output: {10 + 0.2 * N}\")\n", + "print(f\"Actual output: {x}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nYh3KpHq5X2B", + "outputId": "8118c284-7378-47a8-ed94-5d87e91d84fa" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Expected output: 30.0\n", + "Actual output: 10\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "$x$ will be rounded up to $\\lfloor x \\rfloor + 1$ with the probability of $(x - \\lfloor x \\rfloor)$, otherwise it is rounded down to $\\lfloor x \\rfloor + 1$." + ], + "metadata": { + "id": "NsrMNXq-5zRc" + } + }, + { + "cell_type": "code", + "source": [ + "def sr(x: torch.Tensor):\n", + " rand = torch.rand(x.shape, device=x.device) # get a random number [0,1)\n", + " return torch.where(rand < x - x.floor(), x.floor() + 1, x.floor())\n", + "\n", + "x = torch.tensor(10, dtype=torch.int8)\n", + "N = 100\n", + "for _ in range(N):\n", + " x.copy_(sr(x.float() + 0.2))\n", + "\n", + "print(f\"Expected output: {10 + 0.2 * N}\")\n", + "print(f\"Actual output: {x}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yLP3iyEV5yyg", + "outputId": "973d23e8-c36c-4cbe-cdc5-98e3d841bb48" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Expected output: 30.0\n", + "Actual output: 32\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Stochastic rounding for BF16\n", + "\n", + "\n", + "\n", + "BF16 = FP32 with truncated mantissa bits. To do SR from FP32 -> BF16, we can do integer arithmetics on the mantissa bits" + ], + "metadata": { + "id": "Lnf_23I27umq" + } + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vikht-rm5Wav", + "outputId": "7a900d28-26a7-439b-d171-cb3637796b78" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Expected output: 300\n", + "Actual output: 256.0\n" + ] + } + ], + "source": [ + "x = torch.tensor(200, dtype=torch.bfloat16)\n", + "N = 100\n", + "for _ in range(N):\n", + " x.copy_(x + 1)\n", + "\n", + "print(f\"Expected output: {200 + N}\")\n", + "print(f\"Actual output: {x}\")" + ] + }, + { + "cell_type": "code", + "source": [ + "def bf16_sr(x: torch.Tensor): # x is FP32\n", + " x_i32 = x.view(torch.int32) # cast to INT32 to do bit manipulation\n", + " x_floor = x_i32 & 0xFFFF0000 # truncate the least significant 16 bits\n", + "\n", + " # this will generate 31 random bits. we only need 16\n", + " rand = torch.empty(x.shape, dtype=torch.int32).random_()\n", + " rand = rand & 0xFFFF\n", + "\n", + " out = torch.where(rand < (x_i32 & 0xFFFF), x_floor + 0x10000, x_floor)\n", + " return out.view(torch.float32).bfloat16()\n", + "\n", + "x = torch.tensor(200, dtype=torch.bfloat16)\n", + "N = 100\n", + "for _ in range(N):\n", + " x.copy_(bf16_sr(x.float() + 1))\n", + "\n", + "print(f\"Expected output: {200 + N}\")\n", + "print(f\"Actual output: {x}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m18zZZIw9MlO", + "outputId": "685a9a3b-2b3f-4b54-e3c8-8dae5eaddf0b" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Expected output: 300\n", + "Actual output: 300.0\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/lecture_031/Beginner's guide to Metal kernels.pdf b/lecture_031/Beginner's guide to Metal kernels.pdf new file mode 100644 index 0000000..a3ece95 Binary files /dev/null and b/lecture_031/Beginner's guide to Metal kernels.pdf differ diff --git a/lecture_031/README.md b/lecture_031/README.md new file mode 100644 index 0000000..4a8b95c --- /dev/null +++ b/lecture_031/README.md @@ -0,0 +1,6 @@ +# Beginner's guide to Metal kernels.pdf + +[Slides](./Beginner's%20guide%20to%20Metal%20kernels.pdf) + +You can find the code mentioned in this talk here: + - [gemm\_perf\_studies.mm](./gemm_perf_studies.mm) diff --git a/lecture_031/gemm_perf_studies.mm b/lecture_031/gemm_perf_studies.mm new file mode 100644 index 0000000..0e77268 --- /dev/null +++ b/lecture_031/gemm_perf_studies.mm @@ -0,0 +1,211 @@ +// Compile me as +// clang++ --std=c++17 gemm_perf_studies.mm -framework Metal -framework +// Foundation Implements matmul of row-first with colum-first matrices using +// naive, vec4 and mat4 +#include + +#include +#include +#include + +const std::string &naive_gemm = R"METAL(// Naive +// One thread per output element +kernel void gemm(constant float *A [[buffer(0)]], + constant float *B [[buffer(1)]], + device float *outputData [[buffer(2)]], + constant uint3 &sizes [[buffer(3)]], + uint2 thread_index [[thread_position_in_grid]]) { + const uint lda = sizes.y; + const uint ldc = sizes.z; + const uint m = thread_index.y; // 0..sizes.x-1 + const uint n = thread_index.x; // 0..sizes.z-1 + constant auto *A_ptr = A + m * lda; + constant auto *B_ptr = B + n * lda; + + float rc = 0.0; + for (uint k = 0; k < sizes.y; k++) { + const auto a_val = A_ptr[k]; + const auto b_val = B_ptr[k]; + rc += a_val * b_val; + } + outputData[m * ldc + n] = rc; +} +)METAL"; + +const std::string &vec4_gemm = R"METAL(// SIMD(vec4) +// One thread per output element +using namespace metal; + +kernel void gemm(constant float *A [[buffer(0)]], + constant float *B [[buffer(1)]], + device float *outputData [[buffer(2)]], + constant uint3 &sizes [[buffer(3)]], + uint2 thread_index [[thread_position_in_grid]]) { + const uint lda = sizes.y; + const uint ldc = sizes.z; + const uint m = thread_index.y; // 0..sizes.x-1 + const uint n = thread_index.x; // 0..sizes.z-1 + constant auto *A_ptr = reinterpret_cast(A + m * lda); + constant auto *B_ptr = reinterpret_cast(B + n * lda); + + float rc = 0.0; + for (uint k = 0; k < sizes.y / 4; k++) { + rc += dot(A_ptr[k], B_ptr[k]); + } + outputData[m * ldc + n] = rc; +} +)METAL"; + +const std::string &mat4_gemm = R"METAL(// SIMD(mat4xvec4) +// One thread per group of 4 output elements, 8x8 blocks +using namespace metal; + +kernel void gemm(constant float *A [[buffer(0)]], + constant float *B [[buffer(1)]], + device float *outputData [[buffer(2)]], + constant uint3 &sizes [[buffer(3)]], + uint2 thread_index [[thread_position_in_grid]]) { + const uint lda = sizes.y; + const uint ldc = sizes.z; + const uint m = thread_index.y; // 0..sizes.x-1 + const uint n = thread_index.x; // 0..sizes.z/4-1 + constant auto *A_ptr = reinterpret_cast(A + m * lda); + constant auto *B_ptr = reinterpret_cast(B + n * 4 * lda); + + float4 rc = 0.0; + for (uint k = 0; k < sizes.y / 4; k++) { + float4x4 b_mat; + for(int j = 0; j < 4; ++j) { + b_mat[j] = B_ptr[k + j * lda /4]; + } + rc += transpose(b_mat) * A_ptr[k]; + } + reinterpret_cast(outputData + m * ldc)[n] = rc; +} +)METAL"; + +template +float measure_time(unsigned repeat_cnt, Callable c) { + using namespace std::chrono; + auto start = high_resolution_clock::now(); + for (unsigned idx = 0; idx < repeat_cnt; idx++) { + c(); + } + auto end = high_resolution_clock::now(); + return duration(end - start).count() / repeat_cnt; +} +id getMetalDevice() { + NSArray *devices = [MTLCopyAllDevices() autorelease]; + if (devices.count == 0) { + throw std::runtime_error("Metal is not supported"); + } + return devices[0]; +} + +id allocSharedBuffer(id device, unsigned length) { + id rc = [device newBufferWithLength:length + options:MTLResourceStorageModeShared]; + if (rc == nil) { + throw std::runtime_error("Can't allocate " + std::to_string(length) + + " bytes on GPU"); + } + return rc; +} + +id compileLibraryFromSource(id device, + const std::string &source) { + NSError *error = nil; + MTLCompileOptions *options = [[MTLCompileOptions new] autorelease]; + [options setLanguageVersion:MTLLanguageVersion3_1]; + id library = [device + newLibraryWithSource:[NSString stringWithUTF8String:source.c_str()] + options:options + error:&error]; + if (library == nil) { + throw std::runtime_error(std::string("Failed to compile: ") + + error.description.UTF8String); + } + return library; +} + +template +void benchmark_gemm(id dev, const std::string &shader_source, + unsigned M, unsigned N, unsigned K) { + // Shader name is encoded in the First line of the source skipping comment + // prefix + auto shader_name = shader_source.substr(3, shader_source.find('\n') - 3); + + // Load shader code and find gemm function + auto lib = compileLibraryFromSource(dev, shader_source); + id func = [lib newFunctionWithName:@"gemm"]; + if (func == nil) { + throw std::runtime_error("Can't get function"); + } + NSError *error = nil; + auto cpl = [lib.device newComputePipelineStateWithFunction:func error:&error]; + if (cpl == nil) { + throw std::runtime_error( + std::string("Failed to construct pipeline state: ") + + error.description.UTF8String); + } + + // Allocate memory for input and output matrices + constexpr auto elem_size = sizeof(float); + auto buf_A = allocSharedBuffer(dev, M * K * elem_size); + auto buf_B = allocSharedBuffer(dev, N * K * elem_size); + auto buf_C = allocSharedBuffer(dev, M * N * elem_size); + auto queue = [dev newCommandQueue]; + auto do_compute = ^() { + @autoreleasepool { + auto cmdBuffer = [queue commandBuffer]; + auto encoder = [cmdBuffer computeCommandEncoder]; + std::vector sizes = {M, K, N, 0}; + [encoder setComputePipelineState:cpl]; + [encoder setBuffer:buf_A offset:0 atIndex:0]; + [encoder setBuffer:buf_B offset:0 atIndex:1]; + [encoder setBuffer:buf_C offset:0 atIndex:2]; + [encoder setBytes:sizes.data() + length:sizeof(uint32_t) * sizes.size() + atIndex:3]; + MTLSize group_size; + if constexpr (col_div == 1) { + const auto maxTpG = [cpl maxTotalThreadsPerThreadgroup]; + group_size = + MTLSizeMake(std::min(static_cast(maxTpG), M), 1, 1); + } else { + group_size = MTLSizeMake(8, 8, 1); + } + [encoder dispatchThreads:MTLSizeMake(N / col_div, M, 1) + threadsPerThreadgroup:group_size]; + [encoder endEncoding]; + [cmdBuffer commit]; + [cmdBuffer waitUntilCompleted]; + } + }; + + // Capture execution, if MTL_CAPTURE_ENABLED envvar is defined + auto captureManager = [MTLCaptureManager sharedCaptureManager]; + auto captureDescriptor = [MTLCaptureDescriptor new]; + auto gpuTraceString = [NSString stringWithFormat:@"%s.gputrace", shader_name.c_str()]; + captureDescriptor.captureObject = queue; + captureDescriptor.destination = MTLCaptureDestinationGPUTraceDocument; + captureDescriptor.outputURL = [NSURL fileURLWithPath:gpuTraceString]; + [captureManager startCaptureWithDescriptor:captureDescriptor error:nil]; + do_compute(); + [captureManager stopCapture]; + + // Benchmark performance (including dispatch overhead) + auto gflops = (M * N * K * 1e-9) / measure_time(200, do_compute); + std::cout << "Perf of " << shader_name << " dim " << M << "x" << N << "x" << K + << " is " << gflops << " GFLOPs" << std::endl; +} + +int main() { + unsigned M, N, K; + std::tie(M, N, K) = std::make_tuple(32, 4128, 4096); + id device = getMetalDevice(); + std::cout << "Using device " << device.name.UTF8String << std::endl; + benchmark_gemm(device, naive_gemm, M, N, K); + benchmark_gemm(device, vec4_gemm, M, N, K); + benchmark_gemm<4>(device, mat4_gemm, M, N, K); +} diff --git a/lecture_033/GPUMODE_TALK_20241026.pdf b/lecture_033/GPUMODE_TALK_20241026.pdf new file mode 100644 index 0000000..4de7100 Binary files /dev/null and b/lecture_033/GPUMODE_TALK_20241026.pdf differ diff --git a/lecture_033/README.md b/lecture_033/README.md new file mode 100644 index 0000000..50a7251 --- /dev/null +++ b/lecture_033/README.md @@ -0,0 +1,5 @@ +# BitBLAS + +- [Slides](./GPUMODE_TALK_20241026.pdf) + +- [Tutorials](https://github.com/microsoft/BitBLAS/tree/main/tutorials) diff --git a/lecture_035/README.md b/lecture_035/README.md new file mode 100644 index 0000000..c87310e --- /dev/null +++ b/lecture_035/README.md @@ -0,0 +1,4 @@ +# SGLang Performance Optimization + +- [Slides](./SGLang-Performance-Optimization-YinengZhang.pdf) + diff --git a/lecture_035/SGLang-Performance-Optimization-YinengZhang.pdf b/lecture_035/SGLang-Performance-Optimization-YinengZhang.pdf new file mode 100644 index 0000000..1dc6286 Binary files /dev/null and b/lecture_035/SGLang-Performance-Optimization-YinengZhang.pdf differ diff --git a/lecture_036/flash_attn_3_gpu_mode_talk.pdf b/lecture_036/flash_attn_3_gpu_mode_talk.pdf new file mode 100644 index 0000000..516815d Binary files /dev/null and b/lecture_036/flash_attn_3_gpu_mode_talk.pdf differ diff --git a/lecture_037/sass_and_gpu_uarch.pdf b/lecture_037/sass_and_gpu_uarch.pdf new file mode 100644 index 0000000..b21e94f Binary files /dev/null and b/lecture_037/sass_and_gpu_uarch.pdf differ diff --git a/lecture_038/lowbit_kernels.pdf b/lecture_038/lowbit_kernels.pdf new file mode 100644 index 0000000..1fb458f Binary files /dev/null and b/lecture_038/lowbit_kernels.pdf differ diff --git a/lecture_042/int8_mm_turing.pdf b/lecture_042/int8_mm_turing.pdf new file mode 100644 index 0000000..ec126e8 Binary files /dev/null and b/lecture_042/int8_mm_turing.pdf differ diff --git a/utils.py b/utils.py new file mode 100644 index 0000000..d9b50b7 --- /dev/null +++ b/utils.py @@ -0,0 +1,41 @@ +import torch +import matplotlib.pyplot as plt +from torch.utils.cpp_extension import load_inline + +def show_img(x, figsize=(4,3), **kwargs): + "Display HW or CHW format image `x`" + plt.figure(figsize=figsize) + plt.axis('off') + if len(x.shape)==3: x = x.permute(1,2,0) # CHW -> HWC + plt.imshow(x.cpu(), **kwargs) + +cuda_begin = r''' +#include +#include +#include + +#define CHECK_CUDA(x) TORCH_CHECK(x.device().is_cuda(), #x " must be a CUDA tensor") +#define CHECK_CONTIGUOUS(x) TORCH_CHECK(x.is_contiguous(), #x " must be contiguous") +#define CHECK_INPUT(x) CHECK_CUDA(x); CHECK_CONTIGUOUS(x) +#define CUDA_ERR(ans) { gpuAssert((ans), __FILE__, __LINE__); } +inline void gpuAssert(cudaError_t code, const char *file, int line, bool abort=true) +{ + if (code != cudaSuccess) + { + fprintf(stderr,"GPUassert: %s %s %d\n", cudaGetErrorString(code), file, line); + if (abort) exit(code); + } +} +__host__ __device__ inline unsigned int cdiv(unsigned int a, unsigned int b) { return (a+b-1)/b;} +''' + +def load_cuda(cuda_src, cpp_src, funcs, opt=True, verbose=False, name=None): + "Simple wrapper for torch.utils.cpp_extension.load_inline" + if name is None: name = funcs[0] + flags = "-O3 -Xptxas -O3 -Xcompiler -O3" if opt else "-O0 -Xptxas -O0 -Xcompiler -O0" + return load_inline(cuda_sources=[cuda_src], cpp_sources=[cpp_src], functions=funcs, + extra_cuda_cflags=[flags], verbose=verbose, name=name) + +def cdiv(a,b): + "Int ceiling division of `a` over `b`" + return (a+b-1)//b