VidChain-exercise
/
VTimeLLM
/flash-attention
/csrc
/cutlass
/tools
/library
/src
/operation_table.cu
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| * Copyright (c) 2017 - 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved. | |
| * SPDX-License-Identifier: BSD-3-Clause | |
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| **************************************************************************************************/ | |
| /* | |
| \file | |
| \brief Defines a data structure in which a set of functionally equivalent library::Operation | |
| instances may be queried. | |
| */ | |
| #include "cutlass/library/operation_table.h" | |
| ///////////////////////////////////////////////////////////////////////////////////////////////// | |
| namespace cutlass { | |
| namespace library { | |
| ///////////////////////////////////////////////////////////////////////////////////////////////// | |
| void OperationTable::append(Manifest const &manifest) { | |
| // Insert operations into appropriate data structure | |
| for (auto const & operation : manifest) { | |
| OperationDescription const &desc = operation->description(); | |
| if (desc.kind == OperationKind::kBlockScaledGemm) { | |
| BlockScaledGemmDescription const &gemm_desc = static_cast<BlockScaledGemmDescription const &>(desc); | |
| BlockScaledGemmFunctionalKey functional_key( | |
| gemm_desc.provider, | |
| gemm_desc.gemm_kind, | |
| gemm_desc.kind, | |
| gemm_desc.tile_description.math_instruction.element_accumulator, | |
| gemm_desc.element_epilogue, | |
| gemm_desc.A.element, | |
| gemm_desc.A.layout, | |
| gemm_desc.SFA.element, | |
| gemm_desc.B.element, | |
| gemm_desc.B.layout, | |
| gemm_desc.SFB.element, | |
| gemm_desc.C.element, | |
| gemm_desc.C.layout, | |
| gemm_desc.D.element, | |
| gemm_desc.D.layout, | |
| gemm_desc.SFD.element, | |
| gemm_desc.SFD.layout, | |
| gemm_desc.SFVecSize | |
| , gemm_desc.EpilogueSFVecSize | |
| ); | |
| Operation const *op = operation.get(); | |
| int cc = gemm_desc.tile_description.minimum_compute_capability; | |
| int alignment = std::max(std::max( | |
| gemm_desc.A.alignment, gemm_desc.B.alignment), gemm_desc.C.alignment); | |
| GemmPreferenceKey preference_key(cc, alignment); | |
| block_scaled_gemm_operations[functional_key][preference_key].push_back(op); | |
| } | |
| if (desc.kind == OperationKind::kBlockwiseGemm) { | |
| BlockwiseGemmDescription const &gemm_desc = static_cast<BlockwiseGemmDescription const &>(desc); | |
| BlockwiseGemmFunctionalKey functional_key( | |
| gemm_desc.provider, | |
| gemm_desc.gemm_kind, | |
| gemm_desc.kind, | |
| gemm_desc.tile_description.math_instruction.element_accumulator, | |
| gemm_desc.element_epilogue, | |
| gemm_desc.A.element, | |
| gemm_desc.A.layout, | |
| gemm_desc.SFA.element, | |
| gemm_desc.B.element, | |
| gemm_desc.B.layout, | |
| gemm_desc.SFB.element, | |
| gemm_desc.C.element, | |
| gemm_desc.C.layout, | |
| gemm_desc.D.element, | |
| gemm_desc.D.layout, | |
| gemm_desc.SFMVecSize, | |
| gemm_desc.SFNVecSize, | |
| gemm_desc.SFKVecSize | |
| ); | |
| Operation const *op = operation.get(); | |
| int cc = gemm_desc.tile_description.minimum_compute_capability; | |
| int alignment = std::max(std::max( | |
| gemm_desc.A.alignment, gemm_desc.B.alignment), gemm_desc.C.alignment); | |
| GemmPreferenceKey preference_key(cc, alignment); | |
| blockwise_gemm_operations[functional_key][preference_key].push_back(op); | |
| } | |
| // insert all gemm operation into operation table | |
| if (desc.kind == OperationKind::kGemm) { | |
| GemmDescription const &gemm_desc = static_cast<GemmDescription const &>(desc); | |
| GemmFunctionalKey functional_key( | |
| gemm_desc.provider, | |
| gemm_desc.gemm_kind, | |
| gemm_desc.tile_description.math_instruction.element_accumulator, | |
| gemm_desc.element_epilogue, | |
| gemm_desc.A.element, | |
| gemm_desc.A.layout, | |
| gemm_desc.transform_A, | |
| gemm_desc.B.element, | |
| gemm_desc.B.layout, | |
| gemm_desc.transform_B, | |
| gemm_desc.C.element, | |
| gemm_desc.C.layout, | |
| gemm_desc.D.element, | |
| gemm_desc.D.layout | |
| ); | |
| Operation const *op = operation.get(); | |
| int cc = gemm_desc.tile_description.minimum_compute_capability; | |
| int alignment = std::max(std::max( | |
| gemm_desc.A.alignment, gemm_desc.B.alignment), gemm_desc.C.alignment); | |
| GemmPreferenceKey preference_key(cc, alignment); | |
| gemm_operations[functional_key][preference_key].push_back(op); | |
| } | |
| // insert all grouped gemm operation into operation table | |
| if (desc.kind == OperationKind::kGroupedGemm) { | |
| GroupedGemmDescription const &grouped_gemm_desc = static_cast<GroupedGemmDescription const &>(desc); | |
| GemmDescription const &gemm_desc = grouped_gemm_desc.gemm; | |
| int cc = gemm_desc.tile_description.minimum_compute_capability; | |
| int alignment = std::max(std::max( | |
| gemm_desc.A.alignment, gemm_desc.B.alignment), gemm_desc.C.alignment); | |
| GemmPreferenceKey preference_key(cc, alignment); | |
| Operation const *op = operation.get(); | |
| if (!grouped_gemm_desc.block_scales.has_value()) { | |
| GemmFunctionalKey functional_key( | |
| gemm_desc.provider, | |
| gemm_desc.gemm_kind, | |
| gemm_desc.tile_description.math_instruction.element_accumulator, | |
| gemm_desc.element_epilogue, | |
| gemm_desc.A.element, | |
| gemm_desc.A.layout, | |
| gemm_desc.transform_A, | |
| gemm_desc.B.element, | |
| gemm_desc.B.layout, | |
| gemm_desc.transform_B, | |
| gemm_desc.C.element, | |
| gemm_desc.C.layout, | |
| gemm_desc.D.element, | |
| gemm_desc.D.layout | |
| ); | |
| gemm_operations[functional_key][preference_key].push_back(op); | |
| } | |
| else { | |
| const BlockScaleDescription &block_scale_desc = grouped_gemm_desc.block_scales.value(); | |
| if (block_scale_desc.kind == OperationKind::kBlockScaledGemm) { | |
| BlockScaledGemmFunctionalKey functional_key( | |
| gemm_desc.provider, | |
| gemm_desc.gemm_kind, | |
| gemm_desc.kind, | |
| gemm_desc.tile_description.math_instruction.element_accumulator, | |
| gemm_desc.element_epilogue, | |
| gemm_desc.A.element, | |
| gemm_desc.A.layout, | |
| block_scale_desc.SFA.element, | |
| gemm_desc.B.element, | |
| gemm_desc.B.layout, | |
| block_scale_desc.SFB.element, | |
| gemm_desc.C.element, | |
| gemm_desc.C.layout, | |
| gemm_desc.D.element, | |
| gemm_desc.D.layout, | |
| block_scale_desc.SFD.element, | |
| block_scale_desc.SFD.layout, | |
| block_scale_desc.SFKVecSize, | |
| block_scale_desc.EpilogueSFVecSize | |
| ); | |
| block_scaled_gemm_operations[functional_key][preference_key].push_back(op); | |
| } | |
| else { | |
| assert(block_scale_desc.kind == OperationKind::kBlockwiseGemm); | |
| BlockwiseGemmFunctionalKey functional_key( | |
| gemm_desc.provider, | |
| gemm_desc.gemm_kind, | |
| gemm_desc.kind, | |
| gemm_desc.tile_description.math_instruction.element_accumulator, | |
| gemm_desc.element_epilogue, | |
| gemm_desc.A.element, | |
| gemm_desc.A.layout, | |
| block_scale_desc.SFA.element, | |
| gemm_desc.B.element, | |
| gemm_desc.B.layout, | |
| block_scale_desc.SFB.element, | |
| gemm_desc.C.element, | |
| gemm_desc.C.layout, | |
| gemm_desc.D.element, | |
| gemm_desc.D.layout, | |
| block_scale_desc.SFMVecSize, | |
| block_scale_desc.SFNVecSize, | |
| block_scale_desc.SFKVecSize | |
| ); | |
| blockwise_gemm_operations[functional_key][preference_key].push_back(op); | |
| } | |
| } | |
| } | |
| // insert all conv2d or conv3d operation into operation table | |
| if (desc.kind == OperationKind::kConv2d || desc.kind == OperationKind::kConv3d) { | |
| auto &conv_desc = static_cast<library::ConvDescription const &>(desc); | |
| ConvFunctionalKey functional_key( | |
| conv_desc.provider, | |
| conv_desc.conv_kind, | |
| conv_desc.A.element, | |
| conv_desc.A.layout, | |
| conv_desc.B.element, | |
| conv_desc.B.layout, | |
| conv_desc.C.element, | |
| conv_desc.C.layout, | |
| conv_desc.tile_description.math_instruction.element_accumulator, | |
| conv_desc.element_epilogue | |
| ); | |
| Operation const *op = operation.get(); | |
| int cc = conv_desc.tile_description.minimum_compute_capability; | |
| ConvPreferenceKey preference_key(cc, conv_desc.iterator_algorithm); | |
| // insert conv operation to conv2d_operations or conv3d_operations map | |
| (desc.kind == OperationKind::kConv2d) ? | |
| conv2d_operations[functional_key][preference_key].push_back(op) : | |
| conv3d_operations[functional_key][preference_key].push_back(op); | |
| } | |
| // insert all reduction operation into operation table | |
| if (desc.kind == OperationKind::kReduction) { | |
| auto &reduce_desc = static_cast<library::ReductionDescription const &>(desc); | |
| ReductionFunctionalKey functional_key( | |
| reduce_desc.provider, | |
| reduce_desc.element_workspace, | |
| reduce_desc.tile_description.math_instruction.element_accumulator, | |
| reduce_desc.element_output, | |
| reduce_desc.element_epilogue, | |
| library::MathOperationID::kAdd, | |
| library::EpilogueKind::kLinearCombination | |
| ); | |
| Operation const *op = operation.get(); | |
| reduction_operations[functional_key] = op; | |
| } | |
| } | |
| } | |
| ///////////////////////////////////////////////////////////////////////////////////////////////// | |
| } // namespace library | |
| } // namespace cutlass | |
| ///////////////////////////////////////////////////////////////////////////////////////////////// | |