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cutlass/tools/test/unit/gemm/wmma_binary_gemm.cu
akerr 461f417b9d Checkpointing CUTLASS 1.1 release.
2018-09-18 16:58:03 -07:00

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/***************************************************************************************************
* Copyright (c) 2018, 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/wmma_matrix.h"
#ifdef CUTLASS_USE_SUBBYTE_WMMA
#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/binary_gemm.h"
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_32x32x256, wmma_binary_gemm_32x32x256) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<256, 32, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<256, 32, 32>,
cutlass::Shape<128, 8, 8>,
32,
32>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(32, 32, 256);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_32x32x512, wmma_binary_gemm_32x32x512) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<512, 32, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<512, 32, 32>,
cutlass::Shape<128, 8, 8>,
32,
32>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(32, 32, 512);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_64x64x256, wmma_binary_gemm_64x64x256) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<256, 64, 64>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<256, 32, 32>,
cutlass::Shape<128, 8, 8>,
32,
32>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(64, 64, 256);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_64x32x256, wmma_binary_gemm_64x32x256) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<256, 32, 64>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<256, 32, 32>,
cutlass::Shape<128, 8, 8>,
32,
32>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(64, 32, 256);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_32x64x256, wmma_binary_gemm_32x64x256) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<256, 64, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<256, 32, 32>,
cutlass::Shape<128, 8, 8>,
32,
32>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(32, 64, 256);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_128x128x256, wmma_binary_gemm_128x128x256) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<256, 128, 128>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<256, 64, 64>,
cutlass::Shape<128, 8, 8>,
128,
128>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(128, 128, 256);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_128x128x256, wmma_binary_gemm_512x512x256) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<256, 128, 128>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<256, 64, 64>,
cutlass::Shape<128, 8, 8>,
32,
32>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(512, 512, 256);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_32x32x256, wmma_binary_gemm_32x32x512) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<256, 32, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<256, 32, 32>,
cutlass::Shape<128, 8, 8>,
32,
32>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(32, 32, 512);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_32x32x1024, wmma_binary_gemm_128x128x1024) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<1024, 128, 128>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<1024, 32, 32>,
cutlass::Shape<128, 8, 8>,
128,
128>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(128, 128, 1024);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
TEST(WmmaBinaryGemm_64x32x1024, wmma_binary_gemm_128x128x1024) {
typedef cutlass::gemm::WmmaGemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
cutlass::Shape<1024, 128, 128>,
cutlass::Vector<cutlass::bin1_t, 32>,
cutlass::Vector<cutlass::bin1_t, 32>,
int,
cutlass::gemm::LinearScaling<int>,
int,
cutlass::Shape<1024, 32, 64>,
cutlass::Shape<128, 8, 8>,
128,
128>
WmmaGemmTraits;
run_binary_gemm<WmmaGemmTraits>(128, 128, 1024);
}
////////////////////////////////////////////////////////////////////////////////////////////////////
#endif // ifdef CUTLASS_USE_SUBBYTE_WMMA
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