877bdcace6
CUTLASS 1.3 Release - Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
497 lines
16 KiB
Plaintext
497 lines
16 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 <cublas_v2.h>
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#include <cstring>
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#include "cutlass_unit_test.h"
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#include "tools/util/half.h"
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#include "tools/util/host_tensor.h"
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#include "tools/util/tensor_view_io.h"
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#include "cutlass/gemm/volta884_gemm_traits.h"
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#include "cutlass/gemm/gemm.h"
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#include "cutlass/gemm/threadblock_swizzle.h"
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#include "cutlass/gemm/linear_scaling.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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#if CUTLASS_ENABLE_TENSOR_CORE_MMA
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////////////////////////////////////////////////////////////////////////////////////////////////////
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//
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// Very small warp sizes
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//
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_rowMajorSwizzle) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_rowMajorSwizzle_groupCol2) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_rowMajorSwizzle_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_rowMajorSwizzle_groupCol2_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_columnMajorSwizzle) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_columnMajorSwizzle_groupCol2) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_columnMajorSwizzle_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_nn_swizzle, short_480x280x224_columnMajorSwizzle_groupCol2_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_rowMajorSwizzle) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_rowMajorSwizzle_groupCol2) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_rowMajorSwizzle_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_rowMajorSwizzle_groupCol2_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_columnMajorSwizzle) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_columnMajorSwizzle_groupCol2) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_columnMajorSwizzle_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_64x64x32_32x32x32_tt_swizzle, short_480x280x224_columnMajorSwizzle_groupCol2_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 64, 64>,
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cutlass::Shape<32, 32, 32>,
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float,
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float,
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float,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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//
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// FP32 accumulation, FP16 output
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//
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_rowMajorSwizzle) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>,
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cutlass::Shape<32, 64, 64>,
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float,
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half,
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half,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_rowMajorSwizzle_groupCol2) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>,
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cutlass::Shape<32, 64, 64>,
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float,
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half,
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half,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_rowMajorSwizzle_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>,
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cutlass::Shape<32, 64, 64>,
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float,
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half,
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half,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_rowMajorSwizzle_groupCol2_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>,
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cutlass::Shape<32, 64, 64>,
|
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float,
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half,
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half,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_columnMajorSwizzle) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>,
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cutlass::Shape<32, 64, 64>,
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float,
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half,
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half,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_columnMajorSwizzle_groupCol2) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>,
|
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cutlass::Shape<32, 64, 64>,
|
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float,
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half,
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half,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
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> GemmTraits;
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_columnMajorSwizzle_Boustrophedon) {
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typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>,
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cutlass::Shape<32, 64, 64>,
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float,
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half,
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half,
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2,
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cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
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> GemmTraits;
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|
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run_gemm<GemmTraits>(480, 280, 224);
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}
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TEST(Volta884_f16_s884gemm_f16_128x128x32_nn_swizzle, 480x280x224_columnMajorSwizzle_groupCol2_Boustrophedon) {
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|
|
|
typedef cutlass::gemm::Volta884GemmTraits<
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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|
cutlass::Shape<32, 128, 128>,
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|
cutlass::Shape<32, 64, 64>,
|
|
float,
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|
half,
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|
half,
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|
2,
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|
cutlass::gemm::LinearScaling<float>,
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typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
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|
> GemmTraits;
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|
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run_gemm<GemmTraits>(480, 280, 224);
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}
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#endif // if defined(CUTLASS_ENABLE_TENSOR_CORE_MMA)
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