877bdcace6
CUTLASS 1.3 Release - Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
363 lines
17 KiB
Plaintext
363 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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#if (!defined(__CUDA_ARCH__) || (__CUDA_ARCH__ >= 610))
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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/igemm_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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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x4_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 4);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x32_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 32);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x36_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 36);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x64_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x256_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 256);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x128x64_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x256x64_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x256x64_nt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x4_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 4);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x32_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 32);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x36_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 36);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x64_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x256_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 256);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x128x64_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x256x64_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x256x64_nn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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// NB: I have removed tests in which k=1. These result in the test environment definining matrices
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// in which ld{a,b} = 1 which cannot be launched by cuBLAS.
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//
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// This problem size remains untested. --akerr
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//
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TEST(Igemm_128x128x32, igemm_128x128x4_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 4);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x32_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 32);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x36_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 36);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x64_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x256_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 256);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x128x64_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x256x64_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x256x64_tn) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x4_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kColumnMajor,
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cutlass::Shape<32, 128, 128> , int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 4);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x32_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 32);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x36_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 36);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x64_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x128x256_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 128, 256);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x128x64_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 128, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_128x256x64_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(128, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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TEST(Igemm_128x128x32, igemm_256x256x64_tt) {
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typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
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cutlass::MatrixLayout::kRowMajor,
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cutlass::Shape<32, 128, 128>, int, cutlass::gemm::LinearScaling<int> >
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IgemmTraits;
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run_gemm<IgemmTraits>(256, 256, 64);
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}
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////////////////////////////////////////////////////////////////////////////////////////////////////
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#endif // if (!defined(__CUDA_ARCH__) || (__CUDA_ARCH__ >= 610))
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