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| 1 | +#ifndef __GPTQ_QYBLAS_GEMM_INFO_H__ |
| 2 | +#define __GPTQ_QYBLAS_GEMM_INFO_H__ |
| 3 | + |
| 4 | +#include "../../../utils.h" |
| 5 | +#include "../../tensor.h" |
| 6 | +#include <optional> |
| 7 | +#include <vector> |
| 8 | + |
| 9 | +namespace op::gptq_qyblas_gemm { |
| 10 | + |
| 11 | +class GptqQyblasGemmInfo { |
| 12 | + GptqQyblasGemmInfo() = default; |
| 13 | + |
| 14 | +public: |
| 15 | + infiniDtype_t dtype, weight_dtype, scales_dtype, zeros_dtype, out_dtype; |
| 16 | + size_t M, K, N, scales_size_0, scales_size_1; |
| 17 | + ptrdiff_t lda, ldb, result_ld; |
| 18 | + bool transpose_mat_1, transpose_mat_2, transpose_result; |
| 19 | + |
| 20 | + static utils::Result<GptqQyblasGemmInfo> createGptqQyblasGemmInfo( |
| 21 | + infiniopTensorDescriptor_t out_desc, |
| 22 | + infiniopTensorDescriptor_t a_desc, |
| 23 | + infiniopTensorDescriptor_t b_desc, |
| 24 | + infiniopTensorDescriptor_t b_scales_desc, |
| 25 | + infiniopTensorDescriptor_t b_zeros_desc) { |
| 26 | + |
| 27 | + auto dtype = a_desc->dtype(); |
| 28 | + |
| 29 | + CHECK_DTYPE(dtype, INFINI_DTYPE_F16, INFINI_DTYPE_BF16); |
| 30 | + |
| 31 | + const infiniDtype_t weight_dtype = b_desc->dtype(); |
| 32 | + CHECK_DTYPE(weight_dtype, INFINI_DTYPE_F8, INFINI_DTYPE_U8, INFINI_DTYPE_I8); |
| 33 | + |
| 34 | + const infiniDtype_t scales_dtype = b_scales_desc->dtype(); |
| 35 | + const infiniDtype_t zeros_dtype = b_zeros_desc->dtype(); |
| 36 | + const infiniDtype_t out_dtype = out_desc->dtype(); |
| 37 | + |
| 38 | + size_t M = out_desc->shape()[0]; |
| 39 | + size_t N = out_desc->shape()[1]; |
| 40 | + size_t K = a_desc->shape()[1]; |
| 41 | + |
| 42 | + size_t scales_size_0 = b_scales_desc->shape()[0]; |
| 43 | + size_t scales_size_1 = b_scales_desc->shape()[1]; |
| 44 | + |
| 45 | + auto ndim = out_desc->ndim(); |
| 46 | + CHECK_OR_RETURN(ndim == 2 |
| 47 | + && a_desc->ndim() == ndim |
| 48 | + && b_desc->ndim() == ndim |
| 49 | + && b_scales_desc->ndim() == ndim |
| 50 | + && b_zeros_desc->ndim() == ndim, |
| 51 | + INFINI_STATUS_BAD_TENSOR_SHAPE); |
| 52 | + |
| 53 | + bool transpose_result = false; |
| 54 | + if (out_desc->strides()[0] == 1 && out_desc->strides()[1] >= std::max<int64_t>(1, out_desc->shape()[0])) { |
| 55 | + transpose_result = true; |
| 56 | + } else if (out_desc->strides()[1] == 1 && out_desc->strides()[0] >= std::max<int64_t>(1, out_desc->shape()[1])) { |
| 57 | + transpose_result = false; |
| 58 | + } else { |
| 59 | + transpose_result = false; |
| 60 | + } |
| 61 | + bool transpose_mat_1 = false; |
| 62 | + if (a_desc->strides()[0] == 1 && a_desc->strides()[1] >= std::max<int64_t>(1, a_desc->shape()[0])) { |
| 63 | + transpose_mat_1 = true; |
| 64 | + } else if (a_desc->strides()[1] == 1 && a_desc->strides()[0] >= std::max<int64_t>(1, a_desc->shape()[1])) { |
| 65 | + transpose_mat_1 = false; |
| 66 | + } else { |
| 67 | + transpose_mat_1 = false; |
| 68 | + } |
| 69 | + bool transpose_mat_2 = false; |
| 70 | + if (b_desc->strides()[0] == 1 && b_desc->strides()[1] >= std::max<int64_t>(1, b_desc->shape()[0])) { |
| 71 | + transpose_mat_2 = true; |
| 72 | + } else if (b_desc->strides()[1] == 1 && b_desc->strides()[0] >= std::max<int64_t>(1, b_desc->shape()[1])) { |
| 73 | + transpose_mat_2 = false; |
| 74 | + } else { |
| 75 | + transpose_mat_2 = false; |
| 76 | + } |
| 77 | + |
| 78 | + ptrdiff_t lda = a_desc->strides()[transpose_mat_1 ? 1 : 0]; |
| 79 | + ptrdiff_t ldb = b_desc->strides()[transpose_mat_2 ? 1 : 0]; |
| 80 | + ptrdiff_t result_ld = out_desc->strides()[transpose_result ? 1 : 0]; |
| 81 | + |
| 82 | + return utils::Result<GptqQyblasGemmInfo>(GptqQyblasGemmInfo{ |
| 83 | + dtype, weight_dtype, scales_dtype, zeros_dtype, out_dtype, |
| 84 | + M, K, N, scales_size_0, scales_size_1, |
| 85 | + lda, ldb, result_ld, |
| 86 | + transpose_mat_1, transpose_mat_2, transpose_result}); |
| 87 | + } |
| 88 | +}; |
| 89 | + |
| 90 | +} // namespace op::gptq_qyblas_gemm |
| 91 | + |
| 92 | +#endif // __GPTQ_QYBLAS_GEMM_INFO_H__ |
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