877bdcace6
CUTLASS 1.3 Release - Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
366 lines
16 KiB
Plaintext
366 lines
16 KiB
Plaintext
/***************************************************************************************************
|
|
* Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.
|
|
*
|
|
* Redistribution and use in source and binary forms, with or without modification, are permitted
|
|
* provided that the following conditions are met:
|
|
* * Redistributions of source code must retain the above copyright notice, this list of
|
|
* conditions and the following disclaimer.
|
|
* * Redistributions in binary form must reproduce the above copyright notice, this list of
|
|
* conditions and the following disclaimer in the documentation and/or other materials
|
|
* provided with the distribution.
|
|
* * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
|
|
* to endorse or promote products derived from this software without specific prior written
|
|
* permission.
|
|
*
|
|
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
|
|
* IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
|
|
* FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
|
|
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
|
|
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
|
|
* OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
|
|
* STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
|
|
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
|
|
*
|
|
**************************************************************************************************/
|
|
|
|
#if (!defined(__CUDA_ARCH__) || (__CUDA_ARCH__ >= 610))
|
|
|
|
#include "cutlass_unit_test.h"
|
|
#include "cutlass/gemm/gemm.h"
|
|
#include "cutlass/gemm/igemm_traits.h"
|
|
#include "tools/test/unit/gemm/gemm_testbed.h"
|
|
#include "tools/test/unit/gemm/run_gemm.h"
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x32x4_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 4);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x32_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 20);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x36_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 36);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x64_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x256_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 256);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x32x64_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x128x32_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x128x32_nt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x4_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 4);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x32_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x36_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 36);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x64_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x256_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 256);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x32x64_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x128x32_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x128x32_nn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
// FIXME: This test fails in cuBLAS. I don't know why!!!
|
|
// TEST(Igemm_128x32x32, igemm_128x32x1_tn) {
|
|
// typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
// cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<32, 32, 128> > IgemmTraits;
|
|
// run_gemm<IgemmTraits>(128, 32, 1);
|
|
// }
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x4_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 4);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x32_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x36_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 36);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x64_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x256_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 256);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x32x64_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x128x32_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x128x32_tn) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x4_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<32, 32, 128> , int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 4);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x32_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x36_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 36);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x64_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x32x256_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 32, 256);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x32x64_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 32, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_128x128x32_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(128, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Igemm_128x32x32, igemm_256x128x32_tt) {
|
|
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<32, 32, 128>, int>
|
|
IgemmTraits;
|
|
run_gemm<IgemmTraits>(256, 128, 32);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
#endif // if (!defined(__CUDA_ARCH__) || (__CUDA_ARCH__ >= 610))
|