/*************************************************************************************************** * Copyright (c) 2017-2018, 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 #ifdef CUTLASS_USE_WMMA_API //////////////////////////////////////////////////////////////////////////////////////////////////// #include #include #include #include #include //////////////////////////////////////////////////////////////////////////////////////////////////// template struct WmmaGemmDispatch { typedef cutlass::gemm::Gemm Gemm; typedef typename Gemm::Params Params; /// Indicate warp-level GEMM static bool const kThreadMultiplyAdd = false; static cutlass::MatrixLayout::Kind const kLayoutA = Traits::kLayoutA; static cutlass::MatrixLayout::Kind const kLayoutB = Traits::kLayoutB; // // Data members // /// Params argument Params params; // // Methods // WmmaGemmDispatch() {} /// Initializes params object WmmaGemmDispatch(int m, int n, int k, float alpha, half const* d_a, int lda, half const* d_b, int ldb, float beta, float const* d_c, int ldc, float* d_d, int ldd) { params.initialize(m, n, k, alpha, d_a, lda, d_b, ldb, beta, d_c, ldc, d_d, ldd); } /// Initializes params object WmmaGemmDispatch(Params const& _params) : params(_params) {} /// Launches kernel cudaError_t operator()() { return Gemm::launch(params); } /// Determines if problem is aligned (assuming no padding) static bool is_problem_aligned( int m, int n, int k) { bool aligned = true; if (kLayoutA == cutlass::MatrixLayout::kColumnMajor) { aligned = aligned && !(m % Gemm::Traits::GemmConfig::kScalarsPerLdgA); } else { aligned = aligned && !(k % Gemm::Traits::GemmConfig::kScalarsPerLdgA); } if (kLayoutB == cutlass::MatrixLayout::kColumnMajor) { aligned = aligned && !(k % Gemm::Traits::GemmConfig::kScalarsPerLdgB); } else { aligned = aligned && !(n % Gemm::Traits::GemmConfig::kScalarsPerLdgB); } aligned = aligned && !(m % Gemm::Traits::GemmConfig::kScalarsPerLdgC); return aligned; } }; //////////////////////////////////////////////////////////////////////////////////////////////////// namespace perf { //////////////////////////////////////////////////////////////////////////////////////////////////// int profile_wmma_gemm(TestbenchOutput &output, TestbenchOptions const &options) { typedef perf::GemmProfiler GemmProfiler; int results = 0; if (!results) { typedef cutlass::gemm::WmmaGemmTraits WmmaGemmTraits; typedef WmmaGemmDispatch Dispatch; profile_gemm(output, "wmma_gemm_nt", options); } if (!results) { typedef cutlass::gemm::WmmaGemmTraits WmmaGemmTraits; typedef WmmaGemmDispatch Dispatch; profile_gemm(output, "wmma_gemm_nn", options); } if (!results) { typedef cutlass::gemm::WmmaGemmTraits WmmaGemmTraits; typedef WmmaGemmDispatch Dispatch; profile_gemm(output, "wmma_gemm_tn", options); } if (!results) { typedef cutlass::gemm::WmmaGemmTraits WmmaGemmTraits; typedef WmmaGemmDispatch Dispatch; profile_gemm(output, "wmma_gemm_tt", options); } return results; } //////////////////////////////////////////////////////////////////////////////////////////////////// } // namespace perf //////////////////////////////////////////////////////////////////////////////////////////////////// #endif // defined CUTLASS_USE_WMMA_API