From 107e972d61e12076e6fb0bcdc1283142a2e5bbee Mon Sep 17 00:00:00 2001 From: Yanchao Lu Date: Thu, 16 Jul 2026 23:55:12 +0800 Subject: [PATCH 1/5] [None][infra] Handle SBSA image tags for x86 CI agents (#16503) Signed-off-by: Yanchao Lu --- jenkins/Build.groovy | 2 +- jenkins/L0_Test.groovy | 7 ++++--- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/jenkins/Build.groovy b/jenkins/Build.groovy index a5d3966bb5c8..caadaca639b3 100644 --- a/jenkins/Build.groovy +++ b/jenkins/Build.groovy @@ -33,7 +33,7 @@ AARCH64_TRIPLE = "aarch64-linux-gnu" LLM_DOCKER_IMAGE = env.dockerImage // Always use x86_64 image for agent -AGENT_IMAGE = env.dockerImage.replace("aarch64", "x86_64") +AGENT_IMAGE = env.dockerImage.replace("aarch64", "x86_64").replace("sbsa", "x86_64") POD_TIMEOUT_SECONDS_BUILD = env.podTimeoutSeconds ? env.podTimeoutSeconds : "43200" diff --git a/jenkins/L0_Test.groovy b/jenkins/L0_Test.groovy index cc7281206ece..8f246f744287 100644 --- a/jenkins/L0_Test.groovy +++ b/jenkins/L0_Test.groovy @@ -59,6 +59,7 @@ linuxPkgName = ( env.targetArch == AARCH64_TRIPLE ? "tensorrt-llm-sbsa-release-s // available tags can be found in: https://urm.nvidia.com/artifactory/sw-tensorrt-docker/tensorrt-llm/ // [base_image_name]-[arch]-[os](-[python_version])-[trt_version]-[torch_install_type]-[stage]-[date]-[mr_id] LLM_DOCKER_IMAGE = env.dockerImage +X86_64_DOCKER_IMAGE = LLM_DOCKER_IMAGE.replace("aarch64", "x86_64").replace("sbsa", "x86_64") LLM_ROCKYLINUX8_PY310_DOCKER_IMAGE = env.wheelDockerImagePy310 LLM_ROCKYLINUX8_PY312_DOCKER_IMAGE = env.wheelDockerImagePy312 LLM_WHEEL_DOCKER_IMAGE = env.wheelDockerImage @@ -4895,7 +4896,7 @@ def launchTestJobs(pipeline, testFilter) x86SlurmTestConfigs = cbtsResizeSplits(x86SlurmTestConfigs) fullSet += x86SlurmTestConfigs.keySet() - parallelSlurmJobs = x86SlurmTestConfigs.collectEntries{key, values -> [key, [createKubernetesPodConfig(LLM_DOCKER_IMAGE.replace("aarch64", "x86_64"), "slurm", "amd64"), { attemptTag, isFinalAttempt, retryContext = null -> + parallelSlurmJobs = x86SlurmTestConfigs.collectEntries{key, values -> [key, [createKubernetesPodConfig(X86_64_DOCKER_IMAGE, "slurm", "amd64"), { attemptTag, isFinalAttempt, retryContext = null -> // attemptTag comes from runKubernetesPodWithInfraRetry for the outer // dispatcher pod (when retry is enabled — see opts below) and is // threaded into runLLMTestlistOnSlurm so a future re-enable of outer @@ -5168,7 +5169,7 @@ def launchTestJobs(pipeline, testFilter) // singleAttempt:true disables the outer K8s pod retry; see the x86 // SLURM closure above for the full rationale (cap nested retry budget // so consistently-timing-out tests don't burn ~36h on retry cascades). - parallelSlurmJobs = SBSASlurmTestConfigs.collectEntries{key, values -> [key, [createKubernetesPodConfig(LLM_DOCKER_IMAGE.replace("aarch64", "x86_64"), "slurm", "amd64"), { attemptTag, isFinalAttempt, retryContext = null -> + parallelSlurmJobs = SBSASlurmTestConfigs.collectEntries{key, values -> [key, [createKubernetesPodConfig(X86_64_DOCKER_IMAGE, "slurm", "amd64"), { attemptTag, isFinalAttempt, retryContext = null -> // attemptTag is threaded into runLLMTestlistOnSlurm as the outer // dispatcher pod's tag so the inner SLURM retry's postTag can't // collide with a previous dispatcher pod's upload. See the x86 @@ -5186,7 +5187,7 @@ def launchTestJobs(pipeline, testFilter) // Add SBSA multi node Slurm jobs // singleAttempt:true disables the outer K8s pod retry; see above. - parallelMultiNodesSBSAJobs = multiNodesSBSAConfigs.collectEntries{key, values -> [key, [createKubernetesPodConfig(LLM_DOCKER_IMAGE.replace("aarch64", "x86_64"), "slurm", "amd64"), { attemptTag, isFinalAttempt, retryContext = null -> + parallelMultiNodesSBSAJobs = multiNodesSBSAConfigs.collectEntries{key, values -> [key, [createKubernetesPodConfig(X86_64_DOCKER_IMAGE, "slurm", "amd64"), { attemptTag, isFinalAttempt, retryContext = null -> def config = LINUX_AARCH64_CONFIG if (key.contains("single-device")) { config = SINGLE_DEVICE_CONFIG From d0483a3ae2bf23702f3545786ff5b93656fb0084 Mon Sep 17 00:00:00 2001 From: Eran Geva <19514940+MrGeva@users.noreply.github.com> Date: Thu, 16 Jul 2026 21:16:54 +0300 Subject: [PATCH 2/5] [https://nvbugs/6403920][fix] Move allreduce strategy test to smoke, use full-warp hidden_size (#16389) Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com> --- tests/integration/test_lists/waives.txt | 6 - .../custom_ops/test_ad_dist_strategies.py | 276 ---------------- .../smoke/test_ad_allreduce_strategies.py | 310 ++++++++++++++++++ 3 files changed, 310 insertions(+), 282 deletions(-) create mode 100644 tests/unittest/auto_deploy/multigpu/smoke/test_ad_allreduce_strategies.py diff --git a/tests/integration/test_lists/waives.txt b/tests/integration/test_lists/waives.txt index cef79620dc6f..32e9f557da81 100644 --- a/tests/integration/test_lists/waives.txt +++ b/tests/integration/test_lists/waives.txt @@ -245,9 +245,6 @@ full:B300/accuracy/test_llm_api_pytorch_multimodal.py::TestExaone4_5_33B::test_a full:B300/accuracy/test_llm_api_pytorch_multimodal.py::TestQwen2_5_VL_7B::test_auto_dtype SKIP (https://nvbugs/6316983) full:B300/disaggregated/test_disaggregated.py::test_disaggregated_ctxpp2_genpp2[TinyLlama-1.1B-Chat-v1.0] SKIP (https://nvbugs/6322073) full:B300/test_e2e.py::test_qwen_e2e_cpprunner_large_new_tokens[DeepSeek-R1-Distill-Qwen-1.5B-DeepSeek-R1-Distill-Qwen-1.5B] SKIP (https://nvbugs/6414760) -full:DGX_B200/unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py::test_allreduce_strategies[MIN_LATENCY] SKIP (https://nvbugs/6403920) -full:DGX_B200/unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py::test_allreduce_strategies[ONESHOT] SKIP (https://nvbugs/6403920) -full:DGX_B200/unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py::test_allreduce_strategies[TWOSHOT] SKIP (https://nvbugs/6403920) full:DGX_B300/accuracy/test_llm_api_pytorch.py::TestDeepSeekV3Lite::test_bfloat16_4gpus[ep4-mtp_nextn=2-attention_dp=True-cuda_graph=True-overlap_scheduler=True-torch_compile=False] SKIP (https://nvbugs/6432831) full:GB200/accuracy/test_disaggregated_serving.py::TestLlama3_1_8BInstruct::test_eagle3[eagle3_one_model=False-overlap_scheduler=False] SKIP (https://nvbugs/6402500) full:GB200/accuracy/test_disaggregated_serving.py::TestLlama3_1_8BInstruct::test_guided_decoding_with_eagle3[llguidance-eagle3_one_model=False] SKIP (https://nvbugs/6402500) @@ -472,9 +469,6 @@ unittest/_torch/visual_gen/test_attention_integration.py::test_sage_attention_se unittest/_torch/visual_gen/test_attention_integration.py::test_sage_attention_self_attention[int8-2-1560] SKIP (https://nvbugs/6198760) unittest/_torch/visual_gen/test_wan21_i2v_pipeline.py::TestWanI2VBatchGeneration::test_batch_prompt_shape SKIP (https://nvbugs/6418822) unittest/auto_deploy/multigpu/custom_ops SKIP (https://nvbugs/6403920) -unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py::test_allreduce_strategies[AUTO] SKIP (https://nvbugs/6403920) -unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py::test_allreduce_strategies[NCCL] SKIP (https://nvbugs/6403920) -unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py::test_allreduce_strategies[SYMM_MEM] SKIP (https://nvbugs/6403920) unittest/bindings/test_executor_bindings.py SKIP (TRTLLM-13781: legacy TensorRT examples removed; tests to be removed in follow-up PR3) unittest/disaggregated/test_kv_transfer.py::test_transfer_worker_v2[tp4_pp1_to_tp2_pp2] SKIP (https://nvbugs/6426834) unittest/executor/test_rpc.py::TestRpcCorrectness::test_incremental_task_async SKIP (https://nvbugs/5741476) diff --git a/tests/unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py b/tests/unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py index 3b4957d08124..b9ae83d8f020 100644 --- a/tests/unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py +++ b/tests/unittest/auto_deploy/multigpu/custom_ops/test_ad_dist_strategies.py @@ -12,18 +12,9 @@ # 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. -import signal -import subprocess -import tempfile -from contextlib import contextmanager -from pathlib import Path - import pytest import torch import torch.nn as nn -import yaml -from _model_test_utils import get_small_model_config -from click.testing import CliRunner from utils.cpp_paths import llm_root # noqa: F401 from tensorrt_llm._torch.auto_deploy.export import torch_export_to_gm @@ -37,279 +28,12 @@ from tensorrt_llm._torch.auto_deploy.transform.library.sharding_ir import SplitDimension from tensorrt_llm._torch.auto_deploy.utils._graph import recompile from tensorrt_llm._torch.auto_deploy.utils.node_utils import is_op -from tensorrt_llm.commands.bench import main from tensorrt_llm.functional import AllReduceStrategy # needed since LLM API uses MPI executor pool internally for TP>1, which leaks a thread on shutdown pytestmark = pytest.mark.threadleak(enabled=False) -class TimeoutError(Exception): - """Exception raised when a test times out.""" - - pass - - -@contextmanager -def timeout(seconds): - """Context manager that raises TimeoutError if code block exceeds time limit. - - Args: - seconds: Maximum time in seconds to allow the code block to run - - Raises: - TimeoutError: If the code block execution exceeds the time limit - """ - - def timeout_handler(signum, frame): - raise TimeoutError(f"Test execution exceeded {seconds} seconds timeout") - - # Set the signal handler and alarm - old_handler = signal.signal(signal.SIGALRM, timeout_handler) - signal.alarm(seconds) - try: - yield - finally: - # Restore the old signal handler and cancel the alarm - signal.alarm(0) - signal.signal(signal.SIGALRM, old_handler) - - -@pytest.fixture(scope="module", autouse=True) -def prewarm_flashinfer_jit(): - """Pre-warm FlashInfer JIT kernels before multi-GPU tests. - - This prevents a race condition where multiple MPI ranks try to JIT-compile - FlashInfer kernels simultaneously to the same cache directory, causing - Ninja build failures like: "ninja: error: opening build log: No such file or directory" - - By triggering the compilation in the main process first, the kernels are - cached and available for all worker ranks. - """ - try: - import flashinfer - import flashinfer.page - import flashinfer.sampling - - if torch.cuda.is_available(): - # Prevent concurrent JIT warmup across multiple pytest processes (e.g., xdist). - try: - import fcntl # Linux-only - except ImportError: - fcntl = None - - lock_f = None - if fcntl is not None: - import pathlib - import tempfile - - lock_path = pathlib.Path(tempfile.gettempdir()) / "flashinfer_jit_prewarm.lock" - lock_f = open(lock_path, "w") - fcntl.flock(lock_f.fileno(), fcntl.LOCK_EX) - # Create dummy tensors to trigger kernel JIT compilation - with torch.no_grad(): - device = torch.device("cuda:0") - - # Trigger page kernel compilation - try: - # Force module loading (this triggers JIT compilation) - _ = flashinfer.page.gen_page_module() - except Exception as exc: # noqa: BLE001 - import warnings - - warnings.warn(f"FlashInfer page-kernel prewarm failed: {exc!r}", RuntimeWarning) - - # Trigger sampling kernel compilation - try: - dummy_probs = torch.softmax(torch.randn(1, 100, device=device), dim=-1) - _ = flashinfer.sampling.sampling_from_probs(dummy_probs, deterministic=True) - except Exception as exc: # noqa: BLE001 - import warnings - - warnings.warn( - f"FlashInfer sampling-kernel prewarm failed: {exc!r}", RuntimeWarning - ) - - torch.cuda.empty_cache() - if lock_f is not None: - lock_f.close() - - except ImportError: - pass # FlashInfer not available - - yield - - -@pytest.fixture(scope="module") -def shared_dataset(llm_root): # noqa: F811 - """Prepare dataset once for all tests in this module.""" - model_name = "meta-llama/Meta-Llama-3.1-8B-Instruct" - config = get_small_model_config(model_name) - with tempfile.TemporaryDirectory() as temp_dir: - dataset_path = _prepare_dataset( - llm_root, temp_dir, config["args"]["model"], num_requests=10 - ) - # Read dataset content to return it (temp_dir will be deleted) - with open(dataset_path, "r") as f: - dataset_content = f.read() - yield dataset_content - - -def _prepare_dataset(root_dir: str, temp_dir: str, model_path_or_name: str, num_requests: int = 10): - """Prepare a synthetic dataset for benchmarking.""" - _DATASET_NAME = "synthetic_128_128.txt" - dataset_path = Path(temp_dir, _DATASET_NAME) - dataset_tool = Path(root_dir, "benchmarks", "cpp", "prepare_dataset.py") - script_dir = Path(root_dir, "benchmarks", "cpp") - - # Generate a small dataset to run a test - matching workload configuration - command = [ - "python3", - f"{dataset_tool}", - "--stdout", - "--tokenizer", - model_path_or_name, - "token-norm-dist", - "--input-mean", - "128", - "--output-mean", - "128", - "--input-stdev", - "0", - "--output-stdev", - "0", - "--num-requests", - str(num_requests), - ] - print(f"Running command: {' '.join(command)}") - result = subprocess.run( - command, cwd=str(script_dir), capture_output=True, text=True, timeout=300 - ) - if result.returncode != 0: - raise RuntimeError(f"Failed to prepare dataset: {result.stderr}") - # Grab the stdout and write it to a dataset file for passing to suite. - with open(dataset_path, "w") as dataset: - dataset.write(result.stdout) - return dataset_path - - -@pytest.mark.parametrize( - "allreduce_strategy", - [ - "AUTO", - "ONESHOT", - "TWOSHOT", - "MIN_LATENCY", - "NCCL", - "SYMM_MEM", - ], -) -def test_allreduce_strategies(llm_root, shared_dataset, allreduce_strategy): # noqa: F811 - """Test different allreduce strategies with multi-GPU configuration making sure that there are no crashes or hangs. - - Configuration: - The allreduce_strategy is set in the transforms config: - ```yaml - transforms: - detect_sharding: - allreduce_strategy: "ONESHOT" # or AUTO, NCCL, TWOSHOT, etc. - ``` - - Test configuration: - - Model: Llama-3.1-8B with TP=2 - - Dataset: 10 synthetic requests (128 input, 128 output tokens) - - Timeout: 300 seconds to catch hangs - - Skipped if fewer than 2 GPUs available - - Args: - llm_root: Root directory fixture - shared_dataset: Shared dataset fixture (prepared once for all test runs) - allreduce_strategy: Strategy to test (AUTO, ONESHOT, TWOSHOT, MIN_LATENCY, NCCL) - """ - # Fixed timeout for all strategies (5 minutes should be enough) - TEST_TIMEOUT_SECONDS = 300 - - model_name = "meta-llama/Meta-Llama-3.1-8B-Instruct" - config = get_small_model_config(model_name) - tp_size = 2 - max_batch_size = 256 - max_num_tokens = 8192 - - if not torch.cuda.is_available() or torch.cuda.device_count() < tp_size: - pytest.skip(f"Allreduce strategy test requires at least {tp_size} GPUs, skipping") - - with tempfile.TemporaryDirectory() as temp_dir: - # Write shared dataset to temp location - dataset_path = Path(temp_dir, "synthetic_128_128.txt") - with open(dataset_path, "w") as f: - f.write(shared_dataset) - - # Create configuration with specified allreduce strategy in transforms - extra_llm_api_options_path = f"{temp_dir}/extra_llm_api_options.yaml" - with open(extra_llm_api_options_path, "w") as f: - yaml.dump( - { - **config["args"], - "max_batch_size": max_batch_size, - "max_num_tokens": max_num_tokens, - "max_seq_len": 256, - "transforms": { - "detect_sharding": { - "stage": "sharding", - "allreduce_strategy": allreduce_strategy, - }, - "compile_model": { - "stage": "compile", - "backend": "torch-cudagraph", - "cuda_graph_batch_sizes": [1, 2, 4, 8, 16, 32, 64, 128, 256], - }, - }, - }, - f, - ) - - # Run benchmark with specified allreduce strategy with timeout protection - runner = CliRunner() - args = [ - "--model", - model_name, - ] - - # Only pass --model_path if it's a local filesystem path - # Note: --model_path must come BEFORE the subcommand (throughput) - if str(config["args"]["model"]).startswith("/"): - args.extend(["--model_path", str(config["args"]["model"])]) - - # Add the subcommand and its options - args.extend( - [ - "throughput", - "--backend", - "_autodeploy", - "--dataset", - str(dataset_path), - "--extra_llm_api_options", - extra_llm_api_options_path, - "--tp", - str(tp_size), - "--max_batch_size", - str(max_batch_size), - "--max_num_tokens", - str(max_num_tokens), - ] - ) - - try: - with timeout(TEST_TIMEOUT_SECONDS): - result = runner.invoke(main, args, catch_exceptions=False) - assert result.exit_code == 0, f"Benchmark failed with output: {result.output}" - except TimeoutError as e: - pytest.fail( - f"Test timed out after {TEST_TIMEOUT_SECONDS}s for strategy {allreduce_strategy}. " - f"This might indicate a hang (e.g., TWOSHOT without C++ fix). Error: {e}" - ) - - @pytest.mark.parametrize( "strategy", [ diff --git a/tests/unittest/auto_deploy/multigpu/smoke/test_ad_allreduce_strategies.py b/tests/unittest/auto_deploy/multigpu/smoke/test_ad_allreduce_strategies.py new file mode 100644 index 000000000000..48b650c3ba1f --- /dev/null +++ b/tests/unittest/auto_deploy/multigpu/smoke/test_ad_allreduce_strategies.py @@ -0,0 +1,310 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# 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. +import signal +import subprocess +import tempfile +from contextlib import contextmanager +from pathlib import Path + +import pytest +import torch +import yaml +from _model_test_utils import get_small_model_config +from click.testing import CliRunner +from utils.cpp_paths import llm_root # noqa: F401 + +from tensorrt_llm.commands.bench import main + +# needed since LLM API uses MPI executor pool internally for TP>1, which leaks a thread on shutdown +pytestmark = pytest.mark.threadleak(enabled=False) + + +class TimeoutError(Exception): + """Exception raised when a test times out.""" + + pass + + +@contextmanager +def timeout(seconds): + """Context manager that raises TimeoutError if code block exceeds time limit. + + Args: + seconds: Maximum time in seconds to allow the code block to run + + Raises: + TimeoutError: If the code block execution exceeds the time limit + """ + + def timeout_handler(signum, frame): + raise TimeoutError(f"Test execution exceeded {seconds} seconds timeout") + + # Set the signal handler and alarm + old_handler = signal.signal(signal.SIGALRM, timeout_handler) + signal.alarm(seconds) + try: + yield + finally: + # Restore the old signal handler and cancel the alarm + signal.alarm(0) + signal.signal(signal.SIGALRM, old_handler) + + +@pytest.fixture(scope="module", autouse=True) +def prewarm_flashinfer_jit(): + """Pre-warm FlashInfer JIT kernels before multi-GPU tests. + + This prevents a race condition where multiple MPI ranks try to JIT-compile + FlashInfer kernels simultaneously to the same cache directory, causing + Ninja build failures like: "ninja: error: opening build log: No such file or directory" + + By triggering the compilation in the main process first, the kernels are + cached and available for all worker ranks. + """ + try: + import flashinfer + import flashinfer.page + import flashinfer.sampling + + if torch.cuda.is_available(): + # Prevent concurrent JIT warmup across multiple pytest processes (e.g., xdist). + try: + import fcntl # Linux-only + except ImportError: + fcntl = None + + lock_f = None + if fcntl is not None: + import pathlib + import tempfile + + lock_path = pathlib.Path(tempfile.gettempdir()) / "flashinfer_jit_prewarm.lock" + lock_f = open(lock_path, "w") + fcntl.flock(lock_f.fileno(), fcntl.LOCK_EX) + # Create dummy tensors to trigger kernel JIT compilation + with torch.no_grad(): + device = torch.device("cuda:0") + + # Trigger page kernel compilation + try: + # Force module loading (this triggers JIT compilation) + _ = flashinfer.page.gen_page_module() + except Exception as exc: # noqa: BLE001 + import warnings + + warnings.warn(f"FlashInfer page-kernel prewarm failed: {exc!r}", RuntimeWarning) + + # Trigger sampling kernel compilation + try: + dummy_probs = torch.softmax(torch.randn(1, 100, device=device), dim=-1) + _ = flashinfer.sampling.sampling_from_probs(dummy_probs, deterministic=True) + except Exception as exc: # noqa: BLE001 + import warnings + + warnings.warn( + f"FlashInfer sampling-kernel prewarm failed: {exc!r}", RuntimeWarning + ) + + torch.cuda.empty_cache() + if lock_f is not None: + lock_f.close() + + except ImportError: + pass # FlashInfer not available + + yield + + +@pytest.fixture(scope="module") +def shared_dataset(llm_root): # noqa: F811 + """Prepare dataset once for all tests in this module.""" + model_name = "meta-llama/Meta-Llama-3.1-8B-Instruct" + config = get_small_model_config(model_name) + with tempfile.TemporaryDirectory() as temp_dir: + dataset_path = _prepare_dataset( + llm_root, temp_dir, config["args"]["model"], num_requests=10 + ) + # Read dataset content to return it (temp_dir will be deleted) + with open(dataset_path, "r") as f: + dataset_content = f.read() + yield dataset_content + + +def _prepare_dataset(root_dir: str, temp_dir: str, model_path_or_name: str, num_requests: int = 10): + """Prepare a synthetic dataset for benchmarking.""" + _DATASET_NAME = "synthetic_128_128.txt" + dataset_path = Path(temp_dir, _DATASET_NAME) + dataset_tool = Path(root_dir, "benchmarks", "cpp", "prepare_dataset.py") + script_dir = Path(root_dir, "benchmarks", "cpp") + + # Generate a small dataset to run a test - matching workload configuration + command = [ + "python3", + f"{dataset_tool}", + "--stdout", + "--tokenizer", + model_path_or_name, + "token-norm-dist", + "--input-mean", + "128", + "--output-mean", + "128", + "--input-stdev", + "0", + "--output-stdev", + "0", + "--num-requests", + str(num_requests), + ] + print(f"Running command: {' '.join(command)}") + result = subprocess.run( + command, cwd=str(script_dir), capture_output=True, text=True, timeout=300 + ) + if result.returncode != 0: + raise RuntimeError(f"Failed to prepare dataset: {result.stderr}") + # Grab the stdout and write it to a dataset file for passing to suite. + with open(dataset_path, "w") as dataset: + dataset.write(result.stdout) + return dataset_path + + +@pytest.mark.parametrize( + "allreduce_strategy", + [ + "AUTO", + "ONESHOT", + "TWOSHOT", + "MIN_LATENCY", + "NCCL", + "SYMM_MEM", + ], +) +def test_allreduce_strategies(llm_root, shared_dataset, allreduce_strategy): # noqa: F811 + """Test different allreduce strategies with multi-GPU configuration making sure that there are no crashes or hangs. + + Configuration: + The allreduce_strategy is set in the transforms config: + ```yaml + transforms: + detect_sharding: + allreduce_strategy: "ONESHOT" # or AUTO, NCCL, TWOSHOT, etc. + ``` + + Test configuration: + - Model: Llama-3.1-8B with TP=2 + - Dataset: 10 synthetic requests (128 input, 128 output tokens) + - Timeout: 300 seconds to catch hangs + - Skipped if fewer than 2 GPUs available + + Args: + llm_root: Root directory fixture + shared_dataset: Shared dataset fixture (prepared once for all test runs) + allreduce_strategy: Strategy to test (AUTO, ONESHOT, TWOSHOT, MIN_LATENCY, NCCL) + """ + # Fixed timeout for all strategies (5 minutes should be enough) + TEST_TIMEOUT_SECONDS = 300 + + model_name = "meta-llama/Meta-Llama-3.1-8B-Instruct" + # Override hidden_size to a multiple of one warp's worth of 128-bit accesses (32 threads * + # 8 fp16 elements/access = 256) so the fused all-reduce/RMSNorm kernel never launches a + # partial-warp block. This isolates whether CI failures are specific to the partial-warp + # code path or are unrelated infra flakiness that also affects the full-warp path. + config = get_small_model_config( + model_name, + model_kwargs={ + "num_hidden_layers": 1, + "hidden_size": 256, + "intermediate_size": 256, + "num_attention_heads": 2, + "num_key_value_heads": 1, + }, + ) + tp_size = 2 + max_batch_size = 256 + max_num_tokens = 8192 + + if not torch.cuda.is_available() or torch.cuda.device_count() < tp_size: + pytest.skip(f"Allreduce strategy test requires at least {tp_size} GPUs, skipping") + + with tempfile.TemporaryDirectory() as temp_dir: + # Write shared dataset to temp location + dataset_path = Path(temp_dir, "synthetic_128_128.txt") + with open(dataset_path, "w") as f: + f.write(shared_dataset) + + # Create configuration with specified allreduce strategy in transforms + extra_llm_api_options_path = f"{temp_dir}/extra_llm_api_options.yaml" + with open(extra_llm_api_options_path, "w") as f: + yaml.dump( + { + **config["args"], + "max_batch_size": max_batch_size, + "max_num_tokens": max_num_tokens, + "max_seq_len": 256, + "transforms": { + "detect_sharding": { + "stage": "sharding", + "allreduce_strategy": allreduce_strategy, + }, + "compile_model": { + "stage": "compile", + "backend": "torch-cudagraph", + "cuda_graph_batch_sizes": [1, 2, 4, 8, 16, 32, 64, 128, 256], + }, + }, + }, + f, + ) + + # Run benchmark with specified allreduce strategy with timeout protection + runner = CliRunner() + args = [ + "--model", + model_name, + ] + + # Only pass --model_path if it's a local filesystem path + # Note: --model_path must come BEFORE the subcommand (throughput) + if str(config["args"]["model"]).startswith("/"): + args.extend(["--model_path", str(config["args"]["model"])]) + + # Add the subcommand and its options + args.extend( + [ + "throughput", + "--backend", + "_autodeploy", + "--dataset", + str(dataset_path), + "--extra_llm_api_options", + extra_llm_api_options_path, + "--tp", + str(tp_size), + "--max_batch_size", + str(max_batch_size), + "--max_num_tokens", + str(max_num_tokens), + ] + ) + + try: + with timeout(TEST_TIMEOUT_SECONDS): + result = runner.invoke(main, args, catch_exceptions=False) + assert result.exit_code == 0, f"Benchmark failed with output: {result.output}" + except TimeoutError as e: + pytest.fail( + f"Test timed out after {TEST_TIMEOUT_SECONDS}s for strategy {allreduce_strategy}. " + f"This might indicate a hang (e.g., TWOSHOT without C++ fix). Error: {e}" + ) From a273f0f3c8e9e9ddb330b43925ef9b498ae444d3 Mon Sep 17 00:00:00 2001 From: TensorRT LLM <90828364+tensorrt-cicd@users.noreply.github.com> Date: Thu, 16 Jul 2026 18:55:55 +0000 Subject: [PATCH 3/5] [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <90828364+tensorrt-cicd@users.noreply.github.com> --- .../examples/auto_deploy/poetry.lock | 56 +++++++-------- .../llm-eval/lm-eval-harness/poetry.lock | 56 +++++++-------- .../models/contrib/chatglm-6b/poetry.lock | 50 ++++++-------- .../models/contrib/chatglm2-6b/poetry.lock | 50 ++++++-------- .../contrib/chatglm3-6b-32k/poetry.lock | 50 ++++++-------- .../models/contrib/hyperclovax/poetry.lock | 50 ++++++-------- .../models/contrib/internlm/poetry.lock | 50 ++++++-------- .../examples/models/contrib/jais/poetry.lock | 50 ++++++-------- .../models/contrib/skywork/poetry.lock | 50 ++++++-------- .../examples/models/contrib/smaug/poetry.lock | 50 ++++++-------- .../examples/models/core/mixtral/poetry.lock | 50 ++++++-------- .../examples/models/core/nemotron/poetry.lock | 50 ++++++-------- .../models/core/qwen2audio/poetry.lock | 56 +++++++-------- .../examples/models/core/qwenvl/poetry.lock | 56 +++++++-------- security_scanning/examples/ngram/poetry.lock | 50 ++++++-------- .../examples/quantization/poetry.lock | 56 +++++++-------- .../examples/ray_orchestrator/poetry.lock | 46 ++++++------- security_scanning/examples/serve/poetry.lock | 68 ++++++++----------- .../examples/trtllm-eval/poetry.lock | 56 +++++++-------- security_scanning/metadata.json | 4 +- security_scanning/poetry.lock | 50 ++++++-------- security_scanning/triton_backend/poetry.lock | 50 ++++++-------- 22 files changed, 472 insertions(+), 632 deletions(-) diff --git a/security_scanning/examples/auto_deploy/poetry.lock b/security_scanning/examples/auto_deploy/poetry.lock index 3b450ff0c25c..e01d2e8abf4c 100644 --- a/security_scanning/examples/auto_deploy/poetry.lock +++ b/security_scanning/examples/auto_deploy/poetry.lock @@ -799,14 +799,14 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth [[package]] name = "filelock" -version = "3.29.7" +version = "3.30.1" description = "A platform independent file lock." optional = false python-versions = ">=3.10" groups = ["main"] files = [ - 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"commit_hash": "d0483a3ae2bf23702f3545786ff5b93656fb0084", - "timestamp": "2026-07-16T18:38:36Z" + "commit_hash": "a273f0f3c8e9e9ddb330b43925ef9b498ae444d3", + "timestamp": "2026-07-16T19:26:38Z" } From a0545b74461744e9cf6efaa0153333a9d90b73e3 Mon Sep 17 00:00:00 2001 From: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com> Date: Thu, 16 Jul 2026 17:15:08 -0400 Subject: [PATCH 5/5] [None][fix] Fix Qwen image CUDA graph with CFG (#16391) Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com> Signed-off-by: Yibin-Li <109242046+yibinl-nvidia@users.noreply.github.com> --- .../models/qwen_image/pipeline_qwen_image.py | 7 +++++ .../examples/visual_gen/test_visual_gen.py | 29 +++++++++++++++++-- .../test_lists/test-db/l0_b200.yml | 1 + 3 files changed, 34 insertions(+), 3 deletions(-) diff --git a/tensorrt_llm/_torch/visual_gen/models/qwen_image/pipeline_qwen_image.py b/tensorrt_llm/_torch/visual_gen/models/qwen_image/pipeline_qwen_image.py index 1290453c57a0..54c2310cd56d 100644 --- a/tensorrt_llm/_torch/visual_gen/models/qwen_image/pipeline_qwen_image.py +++ b/tensorrt_llm/_torch/visual_gen/models/qwen_image/pipeline_qwen_image.py @@ -486,6 +486,8 @@ def forward( # Denoise loop. timer.mark_denoise_start() logger.info("Denoising (%d steps)...", len(timesteps)) + pipeline_config = getattr(self, "pipeline_config", None) + cuda_graph_enabled = getattr(getattr(pipeline_config, "cuda_graph", None), "enable", False) for i, t in enumerate(timesteps): timestep = t.expand(latents.shape[0]).to(latents.dtype) noise_pred = self.transformer( @@ -497,6 +499,11 @@ def forward( return_dict=False, )[0] + if do_true_cfg and cuda_graph_enabled: + # CUDA graph outputs are graph-owned buffers; the negative CFG + # replay may reuse the same pool before guidance consumes this one. + noise_pred = noise_pred.clone() + if do_true_cfg: neg_noise_pred = self.transformer( hidden_states=latents, diff --git a/tests/integration/defs/examples/visual_gen/test_visual_gen.py b/tests/integration/defs/examples/visual_gen/test_visual_gen.py index a8ecf5e39782..83191a0d4837 100644 --- a/tests/integration/defs/examples/visual_gen/test_visual_gen.py +++ b/tests/integration/defs/examples/visual_gen/test_visual_gen.py @@ -811,17 +811,18 @@ def wan22_bf16_video_path(_visual_gen_deps, llm_venv): return output_path -def _generate_qwenimage_lpips_image(model_path, output_path): - """Generate the QwenImage text-to-image LPIPS sample (default setting, compile-off).""" +def _generate_qwenimage_lpips_image(model_path, output_path, *, enable_cuda_graph=False): + """Generate the QwenImage text-to-image LPIPS sample.""" from tensorrt_llm._torch.visual_gen.pipeline_loader import PipelineLoader from tensorrt_llm.media.encoding import save_image - from tensorrt_llm.visual_gen.args import TorchCompileConfig, VisualGenArgs + from tensorrt_llm.visual_gen.args import CudaGraphConfig, TorchCompileConfig, VisualGenArgs _skip_if_missing(model_path, "QwenImage checkpoint", is_dir=True) _disable_inductor_compile_worker_quiesce() args = VisualGenArgs( model=model_path, torch_compile_config=TorchCompileConfig(enable=False), + cuda_graph_config=CudaGraphConfig(enable=enable_cuda_graph), ) pipeline = PipelineLoader(args).load(skip_warmup=True) try: @@ -1082,6 +1083,28 @@ def test_qwenimage_lpips_against_golden(tmp_path): _assert_lpips_below_threshold(score, QWENIMAGE_LPIPS_THRESHOLD) +@pytest.mark.skipif(not torch.cuda.is_available(), reason="CUDA not available") +def test_qwenimage_cuda_graph_lpips_against_golden(tmp_path): + generated_path = tmp_path / "qwenimage_cuda_graph_generated.png" + golden_path = _golden_media_path( + tmp_path, "qwenimage_lpips_golden.png", "QwenImage LPIPS golden image" + ) + _generate_qwenimage_lpips_image( + _lpips_model_path(QWENIMAGE_MODEL_SUBPATH), + generated_path, + enable_cuda_graph=True, + ) + score = _run_lpips_eval( + tmp_path, + "qwenimage_cuda_graph", + "image", + QWENIMAGE_LPIPS_PROMPT, + golden_path, + generated_path, + ) + _assert_lpips_below_threshold(score, QWENIMAGE_LPIPS_THRESHOLD) + + @pytest.mark.skipif(not torch.cuda.is_available(), reason="CUDA not available") def test_cosmos3_nano_t2v_lpips_against_golden(_visual_gen_deps, tmp_path): generated_path = tmp_path / "cosmos3_nano_t2v_generated.mp4" diff --git a/tests/integration/test_lists/test-db/l0_b200.yml b/tests/integration/test_lists/test-db/l0_b200.yml index f633a590f4c8..464c3e553f91 100644 --- a/tests/integration/test_lists/test-db/l0_b200.yml +++ b/tests/integration/test_lists/test-db/l0_b200.yml @@ -367,6 +367,7 @@ l0_b200: # Measured on B200 with TRT-LLM commit 85665f5f from the staging main image: # QwenImage ~5 min, Cosmos3-Nano T2I ~3 min, and T2V ~5 min. - examples/visual_gen/test_visual_gen.py::test_qwenimage_lpips_against_golden TIMEOUT (10) + - examples/visual_gen/test_visual_gen.py::test_qwenimage_cuda_graph_lpips_against_golden TIMEOUT (10) - examples/visual_gen/test_visual_gen.py::test_cosmos3_nano_t2i_lpips_against_golden TIMEOUT (10) - examples/visual_gen/test_visual_gen.py::test_cosmos3_nano_t2v_lpips_against_golden TIMEOUT (15) - visual_gen/test_visual_gen_benchmark.py::test_offline_benchmark