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808c25337a
cutlass/tools/library/src/library_internal.h
Manish Gupta 808c25337a
CUTLASS 2.8 (#363) 
CUTLASS 2.8
2021-11-19 13:26:35 -08:00

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/***************************************************************************************************
* Copyright (c) 2017-2021, NVIDIA CORPORATION. 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 TORT (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
\brief CUTLASS Library is an object-oriented approach to managing operations implemented by CUTLASS.
Generally,
description - compile-time constant parameters used to instantiate an operation
configuration - runtime parameters with computationally expensive initialization
arguments - runtime parameters that may be passed to an initialized operation with low
computational overhead
*/
#pragma once
#include "cutlass/cutlass.h"
#include "cutlass/complex.h"
#include "cutlass/numeric_types.h"
#include "cutlass/arch/arch.h"
#include "cutlass/arch/mma.h"
#include "cutlass/layout/matrix.h"
#include "cutlass/library/library.h"
#include "cutlass/library/arch_mappings.h"
/////////////////////////////////////////////////////////////////////////////////////////////////
namespace cutlass {
namespace library {
/////////////////////////////////////////////////////////////////////////////////////////////////
template <typename T> struct NumericTypeMap;
template <> struct NumericTypeMap<cutlass::uint1b_t> {
static NumericTypeID const kId = NumericTypeID::kB1;
};
template <> struct NumericTypeMap<cutlass::int4b_t> {
static NumericTypeID const kId = NumericTypeID::kS4;
};
template <> struct NumericTypeMap<int8_t> {
static NumericTypeID const kId = NumericTypeID::kS8;
};
template <> struct NumericTypeMap<int16_t> {
static NumericTypeID const kId = NumericTypeID::kS16;
};
template <> struct NumericTypeMap<int32_t> {
static NumericTypeID const kId = NumericTypeID::kS32;
};
template <> struct NumericTypeMap<int64_t> {
static NumericTypeID const kId = NumericTypeID::kS64;
};
template <> struct NumericTypeMap<cutlass::uint4b_t> {
static NumericTypeID const kId = NumericTypeID::kU4;
};
template <> struct NumericTypeMap<uint8_t> {
static NumericTypeID const kId = NumericTypeID::kU8;
};
template <> struct NumericTypeMap<uint16_t> {
static NumericTypeID const kId = NumericTypeID::kU16;
};
template <> struct NumericTypeMap<uint32_t> {
static NumericTypeID const kId = NumericTypeID::kU32;
};
template <> struct NumericTypeMap<uint64_t> {
static NumericTypeID const kId = NumericTypeID::kU64;
};
template <> struct NumericTypeMap<cutlass::half_t> {
static NumericTypeID const kId = NumericTypeID::kF16;
};
template <> struct NumericTypeMap<float> {
static NumericTypeID const kId = NumericTypeID::kF32;
};
template <> struct NumericTypeMap<double> {
static NumericTypeID const kId = NumericTypeID::kF64;
};
template <> struct NumericTypeMap<cutlass::complex<cutlass::half_t> > {
static NumericTypeID const kId = NumericTypeID::kCF16;
};
template <> struct NumericTypeMap<cutlass::complex<float> > {
static NumericTypeID const kId = NumericTypeID::kCF32;
};
template <> struct NumericTypeMap<cutlass::complex<double> > {
static NumericTypeID const kId = NumericTypeID::kCF64;
};
template <> struct NumericTypeMap<cutlass::bfloat16_t> {
static NumericTypeID const kId = NumericTypeID::kBF16;
};
template <> struct NumericTypeMap<cutlass::tfloat32_t> {
static NumericTypeID const kId = NumericTypeID::kTF32;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
template <typename T> struct MathOperationMap {
static MathOperationID const kId = MathOperationID::kInvalid;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAdd> {
static MathOperationID const kId = MathOperationID::kMultiplyAdd;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAddFastBF16> {
static MathOperationID const kId = MathOperationID::kMultiplyAddFastBF16;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAddFastF16> {
static MathOperationID const kId = MathOperationID::kMultiplyAddFastF16;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAddSaturate> {
static MathOperationID const kId = MathOperationID::kMultiplyAddSaturate;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAddComplex> {
static MathOperationID const kId = MathOperationID::kMultiplyAddComplex;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAddGaussianComplex> {
static MathOperationID const kId = MathOperationID::kMultiplyAddGaussianComplex;
};
template <> struct MathOperationMap<cutlass::arch::OpXorPopc> {
static MathOperationID const kId = MathOperationID::kXorPopc;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAddFastF32> {
static MathOperationID const kId = MathOperationID::kMultiplyAddFastF32;
};
template <> struct MathOperationMap<cutlass::arch::OpMultiplyAddComplexFastF32> {
static MathOperationID const kId = MathOperationID::kMultiplyAddComplexFastF32;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
template <typename T> struct LayoutMap;
template <> struct LayoutMap<cutlass::layout::ColumnMajor> {
static LayoutTypeID const kId = LayoutTypeID::kColumnMajor;
};
template <> struct LayoutMap<cutlass::layout::RowMajor> {
static LayoutTypeID const kId = LayoutTypeID::kRowMajor;
};
template <> struct LayoutMap<cutlass::layout::ColumnMajorInterleaved<2>> {
static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK2;
};
template <> struct LayoutMap<cutlass::layout::RowMajorInterleaved<2>> {
static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK2;
};
template <> struct LayoutMap<cutlass::layout::ColumnMajorInterleaved<4>> {
static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK4;
};
template <> struct LayoutMap<cutlass::layout::RowMajorInterleaved<4>> {
static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK4;
};
template <> struct LayoutMap<cutlass::layout::ColumnMajorInterleaved<16>> {
static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK16;
};
template <> struct LayoutMap<cutlass::layout::RowMajorInterleaved<16>> {
static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK16;
};
template <> struct LayoutMap<cutlass::layout::ColumnMajorInterleaved<32>> {
static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK32;
};
template <> struct LayoutMap<cutlass::layout::RowMajorInterleaved<32>> {
static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK32;
};
template <> struct LayoutMap<cutlass::layout::ColumnMajorInterleaved<64>> {
static LayoutTypeID const kId = LayoutTypeID::kColumnMajorInterleavedK64;
};
template <> struct LayoutMap<cutlass::layout::RowMajorInterleaved<64>> {
static LayoutTypeID const kId = LayoutTypeID::kRowMajorInterleavedK64;
};
template <> struct LayoutMap<cutlass::layout::TensorNHWC> {
static LayoutTypeID const kId = LayoutTypeID::kTensorNHWC;
};
template <> struct LayoutMap<cutlass::layout::TensorNDHWC> {
static LayoutTypeID const kId = LayoutTypeID::kTensorNDHWC;
};
template <> struct LayoutMap<cutlass::layout::TensorNCxHWx<32>> {
static LayoutTypeID const kId = LayoutTypeID::kTensorNC32HW32;
};
template <> struct LayoutMap<cutlass::layout::TensorNCxHWx<64>> {
static LayoutTypeID const kId = LayoutTypeID::kTensorNC64HW64;
};
template <> struct LayoutMap<cutlass::layout::TensorCxRSKx<32>> {
static LayoutTypeID const kId = LayoutTypeID::kTensorC32RSK32;
};
template <> struct LayoutMap<cutlass::layout::TensorCxRSKx<64>> {
static LayoutTypeID const kId = LayoutTypeID::kTensorC64RSK64;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
template <typename T> struct OpcodeClassMap;
template <> struct OpcodeClassMap<arch::OpClassSimt> {
static OpcodeClassID const kId = OpcodeClassID::kSimt;
};
template <> struct OpcodeClassMap<arch::OpClassTensorOp> {
static OpcodeClassID const kId = OpcodeClassID::kTensorOp;
};
template <> struct OpcodeClassMap<arch::OpClassWmmaTensorOp> {
static OpcodeClassID const kId = OpcodeClassID::kWmmaTensorOp;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
template <cutlass::ComplexTransform Transform> struct ComplexTransformMap;
template <> struct ComplexTransformMap<cutlass::ComplexTransform::kNone> {
static cutlass::library::ComplexTransform const kId = cutlass::library::ComplexTransform::kNone;
};
template <> struct ComplexTransformMap<cutlass::ComplexTransform::kConjugate> {
static cutlass::library::ComplexTransform const kId = cutlass::library::ComplexTransform::kConjugate;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
template <cutlass::conv::Mode T> struct ConvModeMap;
template <> struct ConvModeMap<conv::Mode::kCrossCorrelation> {
static ConvModeID const kId = ConvModeID::kCrossCorrelation;
};
template <> struct ConvModeMap<conv::Mode::kConvolution> {
static ConvModeID const kId = ConvModeID::kConvolution;
};
template <cutlass::conv::Operator T> struct ConvKindMap;
template <> struct ConvKindMap<conv::Operator::kFprop> {
static ConvKind const kId = ConvKind::kFprop;
};
template <> struct ConvKindMap<conv::Operator::kDgrad> {
static ConvKind const kId = ConvKind::kDgrad;
};
template <> struct ConvKindMap<conv::Operator::kWgrad> {
static ConvKind const kId = ConvKind::kWgrad;
};
template <cutlass::conv::IteratorAlgorithm T> struct IteratorAlgorithmMap;
template <> struct IteratorAlgorithmMap<conv::IteratorAlgorithm::kAnalytic> {
static IteratorAlgorithmID const kId = IteratorAlgorithmID::kAnalytic;
};
template <> struct IteratorAlgorithmMap<conv::IteratorAlgorithm::kOptimized> {
static IteratorAlgorithmID const kId = IteratorAlgorithmID::kOptimized;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
template <typename Element, typename Layout>
TensorDescription make_TensorDescription(int alignment = 1) {
TensorDescription desc;
desc.element = NumericTypeMap<Element>::kId;
desc.layout = LayoutMap<Layout>::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
/////////////////////////////////////////////////////////////////////////////////////////////////
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