cutlass/tools/test/unit/gemm/dgemm.cu
Andrew Kerr 877bdcace6
Cutlass 1.3 Release (#42)
CUTLASS 1.3 Release
- Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
2019-03-20 10:49:17 -07:00

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/***************************************************************************************************
* Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.
*
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*
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#include <cublas_v2.h>
#include <cstring>
#include "cutlass_unit_test.h"
#include "cutlass/gemm/gemm.h"
#include "cutlass/gemm/dgemm_traits.h"
#include "tools/test/unit/gemm/gemm_testbed.h"
#include "tools/test/unit/gemm/run_gemm.h"
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x8, dgemm_64x32x8_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 8);
}
TEST(Dgemm_64x32x8, dgemm_256x128x64_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x8, dgemm_64x64x8_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 8);
}
TEST(Dgemm_64x64x8, dgemm_256x128x64_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x8, dgemm_128x32x8_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 8);
}
TEST(Dgemm_128x32x8, dgemm_256x64x64_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x128x8, dgemm_128x128x8_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 128, 8);
}
TEST(Dgemm_128x128x8, dgemm_512x256x64_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(512, 256, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
//Sliced-K configuration
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x16, dgemm_64x32x16_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 16);
}
TEST(Dgemm_64x32x16, dgemm_256x128x64_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x16, dgemm_64x64x16_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 16);
}
TEST(Dgemm_64x64x16, dgemm_256x128x64_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x16, dgemm_128x32x8_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 16);
}
TEST(Dgemm_128x32x16, dgemm_256x64x64_nt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
//
// DGEMM Column-Column
//
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x8, dgemm_64x32x8_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 8);
}
TEST(Dgemm_64x32x8, dgemm_256x128x64_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x8, dgemm_64x64x8_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 8);
}
TEST(Dgemm_64x64x8, dgemm_256x128x64_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x8, dgemm_128x32x8_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 8);
}
TEST(Dgemm_128x32x8, dgemm_256x64x64_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x128x8, dgemm_128x128x8_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 128, 8);
}
TEST(Dgemm_128x128x8, dgemm_512x256x64_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(512, 256, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
// Sliced-K configuration
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x16, dgemm_64x32x16_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 16);
}
TEST(Dgemm_64x32x16, dgemm_256x128x64_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x16, dgemm_64x64x16_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 16);
}
TEST(Dgemm_64x64x16, dgemm_256x128x64_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x16, dgemm_128x32x16_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 16);
}
TEST(Dgemm_128x32x16, dgemm_256x64x64_nn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
//
// DGEMM Row-Column
//
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x8, dgemm_64x32x8_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 8);
}
TEST(Dgemm_64x32x8, dgemm_256x128x64_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x8, dgemm_64x64x8_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 8);
}
TEST(Dgemm_64x64x8, dgemm_256x128x64_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x8, dgemm_128x32x8_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 8);
}
TEST(Dgemm_128x32x8, dgemm_256x64x64_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x128x8, dgemm_128x128x8_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 128, 8);
}
TEST(Dgemm_128x128x8, dgemm_512x256x64_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(512, 256, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
// Sliced-K configuration
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x16, dgemm_64x32x16_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 16);
}
TEST(Dgemm_64x32x16, dgemm_256x128x64_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x16, dgemm_64x64x16_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 16);
}
TEST(Dgemm_64x64x16, dgemm_256x128x64_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x16, dgemm_128x32x8_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 16);
}
TEST(Dgemm_128x32x16, dgemm_256x64x64_tn) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
//
// DGEMM Row-Row
//
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x8, dgemm_64x32x8_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 8);
}
TEST(Dgemm_64x32x8, dgemm_256x128x64_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x8, dgemm_64x64x8_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 8);
}
TEST(Dgemm_64x64x8, dgemm_256x128x64_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x8, dgemm_128x32x8_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 8);
}
TEST(Dgemm_128x32x8, dgemm_256x64x64_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x128x8, dgemm_128x128x8_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 128, 8);
}
TEST(Dgemm_128x128x8, dgemm_512x256x64_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<8, 128, 128> > GemmTraits;
run_gemm<GemmTraits>(512, 256, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
// Sliced-K configuration
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x32x16, dgemm_64x32x16_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 32, 16);
}
TEST(Dgemm_64x32x16, dgemm_256x128x64_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_64x64x16, dgemm_64x64x16_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(64, 64, 16);
}
TEST(Dgemm_64x64x16, dgemm_256x128x64_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 64, 64> > GemmTraits;
run_gemm<GemmTraits>(256, 128, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Dgemm_128x32x16, dgemm_128x32x8_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(128, 32, 16);
}
TEST(Dgemm_128x32x16, dgemm_256x64x64_tt) {
typedef cutlass::gemm::DgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<16, 32, 128> > GemmTraits;
run_gemm<GemmTraits>(256, 64, 64);
}
////////////////////////////////////////////////////////////////////////////////////////////////////