cutlass/tools/test/unit/gemm/wmma_gemm.cu
2018-05-16 11:44:56 -07:00

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/***************************************************************************************************
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#include <cutlass/wmma_matrix.h>
#if defined(CUTLASS_USE_WMMA_API)
#include <cutlass_unit_test.h>
#include <cutlass/gemm/gemm.h>
#include <cutlass/gemm/wmma_gemm_traits.h>
#include <tools/test/unit/gemm/gemm_testbed.h>
#include <tools/test/unit/gemm/gemm.h>
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x16_nt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 16);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x32_nt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 32);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_16x16x16_gemm_256x256x128_nt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 128, 128> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_8x32x16_gemm_256x256x128_nt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 32, 8> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_32x8x16_gemm_256x256x128_nt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 8, 32> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x16_nn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 16);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x32_nn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 32);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_16x16x16_gemm_256x256x128_nn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 128, 128> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_8x32x16_gemm_256x256x128_nn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 32, 8> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_32x8x16_gemm_256x256x128_nn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 8, 32> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x16_tt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 16);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x32_tt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 32);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_16x16x16_gemm_256x256x128_tt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 128, 128> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_8x32x16_gemm_256x256x128_tt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 32, 8> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_32x8x16_gemm_256x256x128_tt) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 8, 32> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x16_tn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 16);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_16x16x32, wmma_gemm_16x16x32_tn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 16, 16> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(16, 16, 32);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_16x16x16_gemm_256x256x128_tn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 128, 128> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_8x32x16_gemm_256x256x128_tn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 32, 8> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaGemm_128x128x32, wmma_32x8x16_gemm_256x256x128_tn) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<32, 128, 128>,
float,
cutlass::gemm::LinearScaling<float>,
float,
cutlass::Shape<32, 64, 64>,
cutlass::Shape<16, 8, 32> >
WmmaGemmTraits;
run_gemm<WmmaGemmTraits>(256, 256, 128);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
#endif // defined CUTLASS_USE_WMMA_API