877bdcace6
CUTLASS 1.3 Release - Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
391 lines
17 KiB
Plaintext
391 lines
17 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 "tools/util/half.h"
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#include "cutlass/gemm/gemm.h"
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#include "cutlass/gemm/hgemm_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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#if !defined(__CUDA_ARCH__) || __CUDA_ARCH__ >= 530
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x1_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 1);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x8_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 8);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x9_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 9);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x16_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x64_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x128x16_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x256x16_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x256x16_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x2_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 2);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x8_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 8);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x10_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 10);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x16_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x64_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x128x16_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x256x16_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x256x16_nn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x8_tn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 8);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x10_tn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 10);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x16_tn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x64_tn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x128x16_tn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x256x16_tn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x256x16_tn) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x8_tt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 8);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x10_tt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 10);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x16_tt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x64_tt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x128x16_tt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 128, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x256x16_tt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_256x256x16_tt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(256, 256, 16);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x16_alpha2_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 16, cutlass::half_t(2), cutlass::half_t(0));
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x16_beta1_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 16, cutlass::half_t(1), cutlass::half_t(1));
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_128x128x16_alpha2_beta1_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(128, 128, 16, cutlass::half_t(2), cutlass::half_t(1));
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_120x112x64_ldg8_nt) {
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// Load 8 halfs per LDG for A/B.
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<8, 128, 128>,
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cutlass::gemm::LinearScaling<half>,
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cutlass::Shape<8, 8, 16>,
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8, 8>
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HgemmTraits;
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run_gemm<HgemmTraits>(120, 112, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_508x252x120_ragged_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor, cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(508, 252, 120);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_124x126x32_ragged_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(124, 126, 32);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Hgemm_128x128x8, hgemm_124x126x32_ragged_alpha2_beta1_nt) {
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typedef cutlass::gemm::HgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<8, 128, 128> >
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HgemmTraits;
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run_gemm<HgemmTraits>(124, 126, 32, cutlass::half_t(2), cutlass::half_t(1));
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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#endif
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