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All rights reserved. * * Redistribution and use in source and binary forms, with or without *modification, are permitted provided that the following conditions are met: * * Redistributions of source code must retain the above copyright notice, *this list of conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright *notice, this list of conditions and the following disclaimer in the *documentation and/or other materials provided with the distribution. * * Neither the name of the NVIDIA CORPORATION nor the names of its *contributors may be used to endorse or promote products derived from this *software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" *AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE *IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE *DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE FOR ANY DIRECT, *INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, *DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY *OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TOR (INCLUDING *NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, *EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ /** * \file dnn/src/cuda/cutlass/library_internal.h * MegEngine is Licensed under the Apache License, Version 2.0 (the "License") * * Copyright (c) 2014-2021 Megvii Inc. All rights reserved. * * Unless required by applicable law or agreed to in writing, * software distributed under the License is distributed on an * "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or * implied. */ #pragma once #pragma GCC diagnostic push #pragma GCC diagnostic ignored "-Wreorder" #pragma GCC diagnostic ignored "-Wstrict-aliasing" #pragma GCC diagnostic ignored "-Wunused-parameter" #include "cutlass/arch/arch.h" #include "cutlass/arch/mma.h" #include "cutlass/complex.h" #include "cutlass/convolution/threadblock/threadblock_swizzle.h" #include "cutlass/cutlass.h" #include "cutlass/gemm/threadblock/threadblock_swizzle.h" #include "cutlass/layout/matrix.h" #include "cutlass/numeric_types.h" #pragma GCC diagnostic pop #include "src/cuda/cutlass/arch_mappings.h" #include "src/cuda/cutlass/library.h" ///////////////////////////////////////////////////////////////////////////////////////////////// namespace cutlass { namespace library { ///////////////////////////////////////////////////////////////////////////////////////////////// template struct NumericTypeMap; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kB1; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kS4; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kS8; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kS16; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kS32; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kS64; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kU4; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kU8; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kU16; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kU32; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kU64; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kF16; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kF32; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kF64; }; template <> struct NumericTypeMap> { static NumericTypeID const kId = NumericTypeID::kCF16; }; template <> struct NumericTypeMap> { static NumericTypeID const kId = NumericTypeID::kCF32; }; template <> struct NumericTypeMap> { static NumericTypeID const kId = NumericTypeID::kCF64; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kBF16; }; template <> struct NumericTypeMap { static NumericTypeID const kId = NumericTypeID::kTF32; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template struct MathOperationMap { static MathOperationID const kId = MathOperationID::kInvalid; }; template <> struct MathOperationMap { static MathOperationID const kId = MathOperationID::kMultiplyAdd; }; template <> struct MathOperationMap { static MathOperationID const kId = MathOperationID::kMultiplyAddFastBF16; }; template <> struct MathOperationMap { static MathOperationID const kId = MathOperationID::kMultiplyAddFastF16; }; template <> struct MathOperationMap { static MathOperationID const kId = MathOperationID::kMultiplyAddSaturate; }; template <> struct MathOperationMap { static MathOperationID const kId = MathOperationID::kMultiplyAddComplex; }; template <> struct MathOperationMap { static MathOperationID const kId = MathOperationID::kMultiplyAddGaussianComplex; }; template <> struct MathOperationMap { static MathOperationID const kId = MathOperationID::kXorPopc; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template struct LayoutMap; template <> struct LayoutMap { static LayoutTypeID const kId = LayoutTypeID::kColumnMajor; }; template <> struct LayoutMap { static LayoutTypeID const kId = LayoutTypeID::kRowMajor; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK2; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK2; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK4; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK4; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK16; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK16; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK32; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK32; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK64; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK64; }; template <> struct LayoutMap { static LayoutTypeID const kId = LayoutTypeID::kTensorNCHW; }; template <> struct LayoutMap { static LayoutTypeID const kId = LayoutTypeID::kTensorNHWC; }; template <> struct LayoutMap { static LayoutTypeID const kId = LayoutTypeID::kTensorNDHWC; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorNC4HW4; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorNC8HW8; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorNC16HW16; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorNC32HW32; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorNC64HW64; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorC4RSK4; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorC8RSK8; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorC16RSK16; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorC32RSK32; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorC64RSK64; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorK4RSC4; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorCK4RS4; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorCK8RS8; }; template <> struct LayoutMap> { static LayoutTypeID const kId = LayoutTypeID::kTensorCK16RS16; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template struct OpcodeClassMap; template <> struct OpcodeClassMap { static OpcodeClassID const kId = OpcodeClassID::kSimt; }; template <> struct OpcodeClassMap { static OpcodeClassID const kId = OpcodeClassID::kTensorOp; }; template <> struct OpcodeClassMap { static OpcodeClassID const kId = OpcodeClassID::kWmmaTensorOp; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template struct ArchTagMap; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm50; }; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm60; }; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm61; }; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm70; }; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm72; }; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm75; }; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm80; }; template <> struct ArchTagMap { static ArchTagID const kId = ArchTagID::kSm86; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template struct ComplexTransformMap; template <> struct ComplexTransformMap { static cutlass::library::ComplexTransform const kId = cutlass::library::ComplexTransform::kNone; }; template <> struct ComplexTransformMap { static cutlass::library::ComplexTransform const kId = cutlass::library::ComplexTransform::kConjugate; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template struct ConvModeMap; template <> struct ConvModeMap { static ConvModeID const kId = ConvModeID::kCrossCorrelation; }; template <> struct ConvModeMap { static ConvModeID const kId = ConvModeID::kConvolution; }; template struct ConvKindMap; template <> struct ConvKindMap { static ConvKind const kId = ConvKind::kFprop; }; template <> struct ConvKindMap { static ConvKind const kId = ConvKind::kDgrad; }; template <> struct ConvKindMap { static ConvKind const kId = ConvKind::kWgrad; }; template struct IteratorAlgorithmMap; template <> struct IteratorAlgorithmMap { static IteratorAlgorithmID const kId = IteratorAlgorithmID::kAnalytic; }; template <> struct IteratorAlgorithmMap { static IteratorAlgorithmID const kId = IteratorAlgorithmID::kOptimized; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template struct ThreadblockSwizzleMap; template struct ThreadblockSwizzleMap> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kGemmIdentity; }; template <> struct ThreadblockSwizzleMap { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kGemmHorizontal; }; template <> struct ThreadblockSwizzleMap { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kGemmBatchedIdentity; }; template struct ThreadblockSwizzleMap< gemm::threadblock::GemmSplitKIdentityThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kGemmSplitKIdentity; }; template <> struct ThreadblockSwizzleMap< gemm::threadblock::GemmSplitKHorizontalThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kGemmSplitKHorizontal; }; template <> struct ThreadblockSwizzleMap< gemm::threadblock::GemvBatchedStridedThreadblockDefaultSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kGemvBatchedStridedDefault; }; template <> struct ThreadblockSwizzleMap< gemm::threadblock::GemvBatchedStridedThreadblockReductionSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kGemvBatchedStridedReduction; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::ConvolutionFpropCxRSKxThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kConvolutionFpropCxRSKx; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::ConvolutionDgradCxRSKxThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kConvolutionDgradCxRSKx; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::ConvolutionFpropNCxHWxThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kConvolutionFpropNCxHWx; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::ConvolutionFpropTransThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kConvolutionFpropTrans; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::ConvolutionDgradNCxHWxThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kConvolutionDgradNCxHWx; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::ConvolutionDgradTransThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kConvolutionDgradTrans; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::DepthwiseConvolutionFpropThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kDepthwiseConvolutionFprop; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::DepthwiseConvolutionDgradThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kDepthwiseConvolutionDgrad; }; template <> struct ThreadblockSwizzleMap< conv::threadblock::DepthwiseConvolutionWgradThreadblockSwizzle> { static ThreadblockSwizzleID const kId = ThreadblockSwizzleID::kDepthwiseConvolutionWgrad; }; ///////////////////////////////////////////////////////////////////////////////////////////////// template TensorDescription make_TensorDescription(int alignment = 1) { TensorDescription desc; desc.element = NumericTypeMap::kId; desc.layout = LayoutMap::kId; desc.alignment = alignment; desc.log_extent_range = int(sizeof(typename Layout::TensorCoord::Index) - 1) * 8; desc.log_stride_range = int(sizeof(typename Layout::Stride::Index) - 1) * 8; return desc; } ///////////////////////////////////////////////////////////////////////////////////////////////// } // namespace library } // namespace cutlass /////////////////////////////////////////////////////////////////////////////////////////////////