cutlass/tools/test/perf/gemm/volta884_gemm_cta_rasterization_tn.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

248 lines
9.0 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 "tools/test/perf/gemm/cutlass_volta884_dispatch.h"
////////////////////////////////////////////////////////////////////////////////////////////////////
////////////////////////////////////////////////////////////////////////////////////////////////////
namespace perf {
template <typename OutputTile, typename AccumHostType>
int profile_volta884_gemm_cta_rasterization_tn_kernel(
TestbenchOutput<GemmProblem> &output,
TestbenchOptions const &options,
Config const &config,
std::string const &name,
std::string const &algo) {
int results = 0;
// compute capability check
if (!options.compute_capability(7, 0)) {
return 0;
}
typedef typename cutlass::TypeTraits<AccumHostType>::device_type AccumDevType;
#if CUTLASS_ENABLE_TENSOR_CORE_MMA
typedef perf::GemmProfiler<
cutlass::half_t,
cutlass::half_t,
AccumHostType,
AccumHostType,
AccumHostType> GemmProfiler;
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_row_1_one_tn", options, config, algo + "_row_1_one");
}
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::RowMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_row_1_B_tn", options, config, algo + "_row_1_B");
}
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_row_2_one_tn", options, config, algo + "_row_2_one");
}
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::RowMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_row_2_B_tn", options, config, algo + "_row_2_B");
}
#ifdef EXHAUSTIVE_PROF
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::OneDirection>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_col_1_one_tn", options, config, algo + "_col_1_one");
}
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::ColumnMajorBlockSwizzle<1, cutlass::gemm::swizzleDirection::Boustrophedon>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_col_1_B_tn", options, config, algo + "_col_1_B");
}
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::OneDirection>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_col_2_one_tn", options, config, algo + "_col_2_one");
}
{
typedef cutlass::gemm::Volta884GemmTraits<
cutlass::MatrixLayout::kRowMajor,
cutlass::MatrixLayout::kColumnMajor,
OutputTile,
cutlass::Shape<32, 64, 64>,
AccumDevType,
AccumDevType,
AccumDevType,
2,
cutlass::gemm::LinearScaling<AccumDevType>,
typename cutlass::gemm::ColumnMajorBlockSwizzle<2, cutlass::gemm::swizzleDirection::Boustrophedon>
> GemmTraits;
typedef Volta884GemmDispatch<GemmTraits> Dispatch;
results |= profile_gemm<Dispatch, GemmProfiler>(output, name + "_col_2_B_tn", options, config, algo + "_col_2_B");
}
#endif // if defined(EXHAUSTIVE_PROF)
#endif // if defined(CUTLASS_ENABLE_TENSOR_CORE_MMA)
return results;
}
////////////////////////////////////////////////////////////////////////////////////////////////////
int profile_volta884_gemm_cta_rasterization_tn(TestbenchOutput<GemmProblem> &output, TestbenchOptions const &options, Config const &config) {
int results = 0;
results |= profile_volta884_gemm_cta_rasterization_tn_kernel<cutlass::Shape<32, 128, 128>, float >(output, options, config, "s884gemm", "128x128");
#ifdef EXHAUSTIVE_PROF
results |= profile_volta884_gemm_cta_rasterization_tn_kernel<cutlass::Shape<32, 128, 256>, float >(output, options, config, "s884gemm_256x128", "256x128");
results |= profile_volta884_gemm_cta_rasterization_tn_kernel<cutlass::Shape<32, 64, 128>, float >(output, options, config, "s884gemm_128x64", "128x64");
results |= profile_volta884_gemm_cta_rasterization_tn_kernel<cutlass::Shape<32, 64, 64>, float >(output, options, config, "s884gemm_64x64", "64x64");
#endif // if defined( EXHAUSTIVE_PROF)
return results;
}
struct Volta884GemmCTARasterizationTNRegistrar {
Volta884GemmCTARasterizationTNRegistrar() { RegisterGemmProfileFunc(profile_volta884_gemm_cta_rasterization_tn); }
};
volatile Volta884GemmCTARasterizationTNRegistrar _Volta884CTARasterizationTNGemmRegistrar;
////////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace perf
////////////////////////////////////////////////////////////////////////////////////////////////////