877bdcace6
CUTLASS 1.3 Release - Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
1482 lines
60 KiB
Plaintext
1482 lines
60 KiB
Plaintext
/***************************************************************************************************
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* Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without modification, are permitted
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* provided that the following conditions are met:
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* * Redistributions of source code must retain the above copyright notice, this list of
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* conditions and the following disclaimer.
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* * Redistributions in binary form must reproduce the above copyright notice, this list of
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* conditions and the following disclaimer in the documentation and/or other materials
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* provided with the distribution.
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* * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
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* to endorse or promote products derived from this software without specific prior written
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* permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
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* IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
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* FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
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* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
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* OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
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* STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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*
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**************************************************************************************************/
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#include "cutlass_unit_test.h"
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#include "cutlass/gemm/gemm.h"
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#include "cutlass/gemm/sgemm_traits.h"
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#include "tools/test/unit/gemm/gemm_testbed.h"
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#include "tools/test/unit/gemm/run_gemm.h"
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#pragma warning( disable : 4503)
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////////////////////////////////////////////////////////////////////////////////////////////////////
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//Row Major Swizzle
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TEST(Sgemm_512x256x16_swizzle, sgemm_128x128x16_nt_RowMajorSwizzle) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 128, 128>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(512, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_512x256x16_swizzle, sgemm_128x64x16_nt_RowMajorSwizzle) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(512, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_516x260x16_swizzle, sgemm_128x64x16_nt_RowMajorSwizzle) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(516, 260, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(1024, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(1030, 260, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol2) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(1024, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol2) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(1030, 260, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol3) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(1024, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol3) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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typedef cutlass::gemm::GemmTraits<
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thisGemmConfig,
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typename Helper::GlobalLoadStreamA,
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typename Helper::GlobalLoadStreamB,
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typename Helper::SharedLoadStreamA,
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typename Helper::SharedLoadStreamB,
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typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
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typename cutlass::gemm::RowMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::OneDirection>,
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index,
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ClearAccumulators
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>
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SgemmTraits;
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//
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run_gemm<SgemmTraits>(1030, 260, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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//Row Major Swizzle Boustrophedon
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TEST(Sgemm_512x256x16_swizzle, sgemm_128x128x16_nt_RowMajorSwizzle_Boustrophedon) {
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typedef int index;
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typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 128, 128>/*OutputTile*/,
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cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
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1/*kScalarsPerLdgA*/,
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1/*kScalarsPerLdgB*/>
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thisGemmConfig;
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typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
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GemmTileTraitsHelperA;
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typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
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GemmTileTraitsHelperB;
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typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
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Helper;
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typedef cutlass::gemm::LinearScaling<float>
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EpilogueFunctor;
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typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
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GemmEpilogueTraits;
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typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
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ClearAccumulators;
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|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(512, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_512x256x16_swizzle, sgemm_128x64x16_nt_RowMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(512, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_516x260x16_swizzle, sgemm_128x64x16_nt_RowMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(516, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1030, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol2_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol2_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1030, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol3_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_RowMajorSwizzle_groupCol3_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::RowMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1030, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
//Column Major Swizzle
|
|
|
|
TEST(Sgemm_512x256x16_swizzle, sgemm_128x128x16_nt_ColumnMajorSwizzle) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 128, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(512, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_516x260x16_swizzle, sgemm_128x128x16_nt_ColumnMajorSwizzle) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 128, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(516, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_512x256x16_swizzle, sgemm_128x64x16_nt_ColumnMajorSwizzle) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(512, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_516x260x16_swizzle, sgemm_128x64x16_nt_ColumnMajorSwizzle) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(516, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1030, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol2) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol2) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1030, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol3) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol3) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::OneDirection>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
//Column Major Swizzle
|
|
|
|
TEST(Sgemm_512x256x16_swizzle, sgemm_128x128x16_nt_ColumnMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 128, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(512, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_516x260x16_swizzle, sgemm_128x128x16_nt_ColumnMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 128, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(516, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_512x256x16_swizzle, sgemm_128x64x16_nt_ColumnMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(512, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_516x260x16_swizzle, sgemm_128x64x16_nt_ColumnMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 64, 128>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(516, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1030, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol2_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol2_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1030, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1024x256x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol3_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_1030x260x16_swizzle, sgemm_64x32x16_nt_ColumnMajorSwizzle_groupCol3_Boustrophedon) {
|
|
typedef int index;
|
|
typedef cutlass::gemm::SgemmConfig<cutlass::Shape<16, 32, 64>/*OutputTile*/,
|
|
cutlass::Shape<8, 8, 8>/*ThreadGemmShape*/,
|
|
1/*kScalarsPerLdgA*/,
|
|
1/*kScalarsPerLdgB*/>
|
|
thisGemmConfig;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperA<cutlass::MatrixLayout::kColumnMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperA;
|
|
typedef cutlass::gemm::GemmTileTraitsHelperB<cutlass::MatrixLayout::kRowMajor, thisGemmConfig>
|
|
GemmTileTraitsHelperB;
|
|
typedef cutlass::gemm::SimplifiedGemmTraitsHelper<GemmTileTraitsHelperA, GemmTileTraitsHelperB, index>
|
|
Helper;
|
|
typedef cutlass::gemm::LinearScaling<float>
|
|
EpilogueFunctor;
|
|
typedef cutlass::gemm::SimplifiedGemmEpilogueTraits<thisGemmConfig, EpilogueFunctor, index>
|
|
GemmEpilogueTraits;
|
|
typedef cutlass::gemm::ClearAccumulators<typename thisGemmConfig::Accumulators::Element>
|
|
ClearAccumulators;
|
|
|
|
typedef cutlass::gemm::GemmTraits<
|
|
thisGemmConfig,
|
|
typename Helper::GlobalLoadStreamA,
|
|
typename Helper::GlobalLoadStreamB,
|
|
typename Helper::SharedLoadStreamA,
|
|
typename Helper::SharedLoadStreamB,
|
|
typename cutlass::gemm::GemmEpilogue<GemmEpilogueTraits>,
|
|
typename cutlass::gemm::ColumnMajorBlockSwizzle<3, cutlass::gemm::swizzleDirection::Boustrophedon>,
|
|
index,
|
|
ClearAccumulators
|
|
>
|
|
SgemmTraits;
|
|
//
|
|
run_gemm<SgemmTraits>(1024, 260, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
|