/*************************************************************************************************** * 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. * **************************************************************************************************/ #if (!defined(__CUDA_ARCH__) || (__CUDA_ARCH__ >= 610)) #include "cutlass/gemm/gemm.h" #include "cutlass/gemm/igemm_traits.h" #include "cutlass/reduction/batched_reduction_traits.h" #include "cutlass/gemm/device_gemm_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" #include "tools/test/perf/gemm/cutlass_dispatch_splitK_PI.h" #pragma warning( disable : 4503) namespace perf { //////////////////////////////////////////////////////////////////////////////////////////////////// template int profile_igemm_splitkpi_kernel( TestbenchOutput &output, TestbenchOptions const &options, Config const &config, std::string const &name, std::string const &algo) { typedef perf::GemmProfiler GemmProfiler; int results = 0; { /*batched igemm traits*/ typedef cutlass::gemm::IgemmTraits< cutlass::MatrixLayout::kColumnMajor, cutlass::MatrixLayout::kColumnMajor, OutputTile > IgemmTraits; /*batched reduction traits*/ typedef cutlass::reduction::BatchedReductionTraits, cutlass::Shape<1, 1, 64>, cutlass::Shape<1, 1, 2> > BatchedReductionTraits; // create a device gemm typedef typename cutlass::gemm::SplitkPIGemmTraits deviceGemmTraits; typedef typename CutlassDispatchSplitKPIGemmBasic::Dispatch Dispatch; results |= profile_gemm(output, name + "_nn", options, config, algo + "_splitk_pi"); } { /*batched igemm traits*/ typedef cutlass::gemm::IgemmTraits< cutlass::MatrixLayout::kColumnMajor, cutlass::MatrixLayout::kRowMajor, OutputTile > IgemmTraits; /*batched reduction traits*/ typedef cutlass::reduction::BatchedReductionTraits, cutlass::Shape<1, 1, 64>, cutlass::Shape<1, 1, 2> > BatchedReductionTraits; // create a device gemm typedef typename cutlass::gemm::SplitkPIGemmTraits deviceGemmTraits; typedef typename CutlassDispatchSplitKPIGemmBasic::Dispatch Dispatch; results |= profile_gemm(output, name + "_nt", options, config, algo + "_splitk_pi"); } { /*batched igemm traits*/ typedef cutlass::gemm::IgemmTraits< cutlass::MatrixLayout::kRowMajor, cutlass::MatrixLayout::kColumnMajor, OutputTile > IgemmTraits; /*batched reduction traits*/ typedef cutlass::reduction::BatchedReductionTraits, cutlass::Shape<1, 1, 64>, cutlass::Shape<1, 1, 2> > BatchedReductionTraits; // create a device gemm typedef typename cutlass::gemm::SplitkPIGemmTraits deviceGemmTraits; typedef typename CutlassDispatchSplitKPIGemmBasic::Dispatch Dispatch; results |= profile_gemm(output, name + "_tn", options, config, algo + "_splitk_pi"); } { /*batched igemm traits*/ typedef cutlass::gemm::IgemmTraits< cutlass::MatrixLayout::kRowMajor, cutlass::MatrixLayout::kRowMajor, OutputTile > IgemmTraits; /*batched reduction traits*/ typedef cutlass::reduction::BatchedReductionTraits, cutlass::Shape<1, 1, 64>, cutlass::Shape<1, 1, 2> > BatchedReductionTraits; // create a device gemm typedef typename cutlass::gemm::SplitkPIGemmTraits deviceGemmTraits; typedef typename CutlassDispatchSplitKPIGemmBasic::Dispatch Dispatch; results |= profile_gemm(output, name + "_tt", options, config, algo + "_splitk_pi"); } return results; } /// Profiles all SGEMM tile sizes int profile_igemm_splitkpi(TestbenchOutput &output, TestbenchOptions const &options, Config const &config) { int results = 0; /*128x128x32*/ results |= profile_igemm_splitkpi_kernel, 8 >(output, options, config, "igemm_128x128x32_splitk_pi_split8", "128x128"); results |= profile_igemm_splitkpi_kernel, 16 >(output, options, config, "igemm_128x128x32_splitk_pi_split16", "128x128"); results |= profile_igemm_splitkpi_kernel, 32 >(output, options, config, "igemm_128x128x32_splitk_pi_split32", "128x128"); results |= profile_igemm_splitkpi_kernel, 64 >(output, options, config, "igemm_128x128x32_splitk_pi_split64", "128x128"); /*128x64x32*/ results |= profile_igemm_splitkpi_kernel, 8 >(output, options, config, "igemm_128x64x32_splitk_pi_split8", "128x64"); results |= profile_igemm_splitkpi_kernel, 16 >(output, options, config, "igemm_128x64x32_splitk_pi_split16", "128x64"); results |= profile_igemm_splitkpi_kernel, 20 >(output, options, config, "igemm_128x64x32_splitk_pi_split20", "128x64"); results |= profile_igemm_splitkpi_kernel, 32 >(output, options, config, "igemm_128x64x32_splitk_pi_split32", "128x64"); results |= profile_igemm_splitkpi_kernel, 64 >(output, options, config, "igemm_128x64x32_splitk_pi_split64", "128x64"); /*128x32x32*/ results |= profile_igemm_splitkpi_kernel, 8 >(output, options, config, "igemm_128x32x32_splitk_pi_split8", "128x32"); results |= profile_igemm_splitkpi_kernel, 16 >(output, options, config, "igemm_128x32x32_splitk_pi_split16", "128x32"); results |= profile_igemm_splitkpi_kernel, 20 >(output, options, config, "igemm_128x32x32_splitk_pi_split20", "128x32"); results |= profile_igemm_splitkpi_kernel, 32 >(output, options, config, "igemm_128x32x32_splitk_pi_split32", "128x32"); results |= profile_igemm_splitkpi_kernel, 64 >(output, options, config, "igemm_128x32x32_splitk_pi_split64", "128x32"); /*64x64x32*/ results |= profile_igemm_splitkpi_kernel, 8 >(output, options, config, "igemm_64x64x32_splitk_pi_split8", "64x64"); results |= profile_igemm_splitkpi_kernel, 16 >(output, options, config, "igemm_64x64x32_splitk_pi_split16", "64x64"); results |= profile_igemm_splitkpi_kernel, 20 >(output, options, config, "igemm_64x64x32_splitk_pi_split20", "64x64"); results |= profile_igemm_splitkpi_kernel, 32 >(output, options, config, "igemm_64x64x32_splitk_pi_split32", "64x64"); results |= profile_igemm_splitkpi_kernel, 64 >(output, options, config, "igemm_64x64x32_splitk_pi_split64", "64x64"); return results; } struct IgemmSplitKPIRegistrar { IgemmSplitKPIRegistrar() { RegisterGemmProfileFunc(profile_igemm_splitkpi); } }; volatile IgemmSplitKPIRegistrar _IgemmSplitKPIRegistrar; //////////////////////////////////////////////////////////////////////////////////////////////////// } // namespace perf #endif // if (!defined(__CUDA_ARCH__) || (__CUDA_ARCH__ >= 610))