cutlass/tools/test/perf/gemm/igemm.cu

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/***************************************************************************************************
* Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.
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*
* 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))
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#include "cutlass/gemm/gemm.h"
#include "cutlass/gemm/igemm_traits.h"
#include "tools/test/perf/cutlass_perf_test.h"
#include "tools/test/perf/gemm/gemm_perf_testbed.h"
#include "tools/test/perf/gemm/gemm_profiler.h"
#include "tools/test/perf/gemm/cutlass_dispatch.h"
#pragma warning( disable : 4503)
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namespace perf {
////////////////////////////////////////////////////////////////////////////////////////////////////
template <typename DummyT>
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int profile_igemm(TestbenchOutput<GemmProblem> &output, TestbenchOptions const &options, Config const &config) {
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typedef perf::GemmProfiler<int8_t, int8_t, int, int, int> GemmProfiler;
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// compute capability check
if (!options.compute_capability(6, 1)) {
return 0;
}
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int results = 0;
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{
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typedef cutlass::gemm::IgemmTraits<
cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor
> GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
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results |= profile_gemm<Dispatch, GemmProfiler>(output, "igemm_nt", options, config);
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}
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{
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typedef cutlass::gemm::IgemmTraits<
cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor
> GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
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results |= profile_gemm<Dispatch, GemmProfiler>(output, "igemm_nn", options, config);
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}
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{
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typedef cutlass::gemm::IgemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor
> GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
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results |= profile_gemm<Dispatch, GemmProfiler>(output, "igemm_tn", options, config);
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}
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{
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typedef cutlass::gemm::IgemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor
> GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
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results |= profile_gemm<Dispatch, GemmProfiler>(output, "igemm_tt", options, config);
}
return results;
}
template <typename DummyT>
int profile_igemm_32x32x128(TestbenchOutput<GemmProblem> &output, TestbenchOptions const &options, Config const &config) {
typedef perf::GemmProfiler<int8_t, int8_t, int, int, int> GemmProfiler;
// compute capability check
if (!options.compute_capability(6, 1)) {
return 0;
}
int results = 0;
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{
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<128, 32, 32>, int,
cutlass::gemm::LinearScaling<int>, cutlass::Shape<32, 8, 4> > GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, "igemm_32x32x128_nn",
options, config);
}
{
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kColumnMajor,
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<128, 32, 32>, int,
cutlass::gemm::LinearScaling<int>, cutlass::Shape<32, 8, 4> > GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, "igemm_32x32x128_nt",
options, config);
}
{
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor, cutlass::Shape<128, 32, 32>, int,
cutlass::gemm::LinearScaling<int>, cutlass::Shape<32, 8, 4> > GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, "igemm_32x32x128_tn",
options, config);
}
{
typedef cutlass::gemm::IgemmTraits<cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kRowMajor, cutlass::Shape<128, 32, 32>, int,
cutlass::gemm::LinearScaling<int>, cutlass::Shape<32, 8, 4> > GemmTraits;
typedef typename CutlassDispatchBasic<GemmTraits>::Dispatch Dispatch;
results = profile_gemm<Dispatch, GemmProfiler>(output, "igemm_32x32x128_tt",
options, config);
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}
return results;
}
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struct IgemmRegistrar {
IgemmRegistrar()
{
RegisterGemmProfileFunc(profile_igemm<void>);
#ifdef EXHAUSTIVE_PROF
RegisterGemmProfileFunc(profile_igemm_32x32x128<void>);
#endif // defined EXHAUSTIVE_PROF
}
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};
volatile IgemmRegistrar _IgemmRegistrar;
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////////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace perf
#endif // if (!defined(__CUDA_ARCH__) || (__CUDA_ARCH__ >= 610))