877bdcace6
CUTLASS 1.3 Release - Efficient GEMM kernel targeting Volta Tensor Cores via mma.sync instruction added in CUDA 10.1.
410 lines
18 KiB
Plaintext
410 lines
18 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.
|
|
*
|
|
**************************************************************************************************/
|
|
#include "cutlass_unit_test.h"
|
|
#include "cutlass/gemm/gemm.h"
|
|
#include "cutlass/gemm/sgemm_traits.h"
|
|
#include "tools/test/unit/gemm/gemm_testbed.h"
|
|
#include "tools/test/unit/gemm/run_gemm.h"
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x128x16_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 128, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x81x1_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 81, 1);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x16_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x17_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 17);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x73x16_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 73, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_97x112x64_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(97, 112, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_256x112x16_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(256, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x240x16_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 240, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_256x240x16_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(256, 240, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x128x16_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 128, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x1_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 1);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_79x112x16_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(79, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x81x17_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 81, 17);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x16_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x73x64_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 73, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_256x112x16_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(256, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x256x16_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_256x256x16_nn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(256, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x128x16_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 128, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x128x1_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<16, 128, 128> > SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 128, 1);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_127x112x16_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(127, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_21x112x17_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(21, 112, 17);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x73x16_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 73, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x81x64_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 81, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_256x112x16_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(256, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_47x256x16_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(47, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_211x256x16_tn) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(211, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x128x16_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 128, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x128x1_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> > SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 128, 1);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_109x112x16_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(109, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x17_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 17);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x16_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_123x112x64_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(123, 112, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_256x112x16_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(256, 112, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x256x16_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_256x256x16_tt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(256, 256, 16);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_120x112x64_ldg4_nt) {
|
|
// Load 4 floats per LDG for A/B.
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor,
|
|
cutlass::Shape<16, 128, 128>,
|
|
cutlass::gemm::LinearScaling<float>,
|
|
cutlass::Shape<8, 8, 8>,
|
|
4, 4>
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(120, 112, 64);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x128x16_alpha2_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 128, 16, 2.f, 0.f);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x16_beta1_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 16, 1.f, 1.f);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
TEST(Sgemm_128x128x16, sgemm_128x112x16_alpha2_beta1_nt) {
|
|
typedef cutlass::gemm::SgemmLBTraits<cutlass::MatrixLayout::kColumnMajor,
|
|
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<16, 128, 128> >
|
|
SgemmTraits;
|
|
run_gemm<SgemmTraits>(128, 112, 16, 2.f, 1.f);
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////////
|