/******************************************************************************* * * MIT License * * Copyright (c) 2017 Advanced Micro Devices, Inc. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. * *******************************************************************************/ #ifndef GUARD_GEMM_HPP #define GUARD_GEMM_HPP #include #include #include /* A and B rows and cols should be passed as default values (NxM, MxK), independently of a_transponse/b_transpose flag value C rows and cols should have correct values based on a_transponse/b_transpose values A, B, C strides should have corret values based on a_transponse/b_transpose values */ template void gemm_cpu(const Dtype* a_ptr, const size_t a_cols, const size_t a_rows, const size_t a_stride, const bool a_transpose, const Dtype* b_ptr, const size_t b_cols, const size_t b_rows, const size_t b_stride, const bool b_transpose, Dtype* c_ptr, const size_t c_cols, const size_t c_rows, const size_t c_stride, double alpha = 1.0, double beta = 1.0) { if((!a_transpose && !b_transpose && ((a_cols != b_rows) || (a_rows != c_rows) || (b_cols != c_cols))) || (a_transpose && b_transpose && ((a_rows != b_cols) || (a_cols != c_rows) || (b_rows != c_cols))) || (a_transpose && !b_transpose && ((a_rows != b_rows) || (a_cols != c_rows) || (b_cols != c_cols))) || (!a_transpose && b_transpose && ((a_cols != b_cols) || (a_rows != c_rows) || (b_rows != c_cols)))) { MIOPEN_THROW("MM_CPU_ERROR. Incompatible matrix size:\nA: " + std::to_string(a_rows) + "x" + std::to_string(a_cols) + " transpose: " + (a_transpose ? "true" : "false") + "\nB: " + std::to_string(b_rows) + "x" + std::to_string(b_cols) + " transpose: " + (b_transpose ? "true" : "false") + "\nC: " + std::to_string(c_rows) + "x" + std::to_string(c_cols) + "\n"); } size_t inner_loop_limit = a_transpose ? a_rows : a_cols; auto inner_loop = [&](int m, int n) { double el = 0.0; if(!a_transpose && !b_transpose) { miopen::ford(inner_loop_limit)([&](int k) { el += static_cast(a_ptr[m * a_stride + k]) * static_cast(b_ptr[k * b_stride + n]); }); } else if(!a_transpose && b_transpose) { miopen::ford(inner_loop_limit)([&](int k) { el += static_cast(a_ptr[m * a_stride + k]) * static_cast(b_ptr[n * b_stride + k]); }); } else if(a_transpose && !b_transpose) { miopen::ford(inner_loop_limit)([&](int k) { el += static_cast(a_ptr[k * a_stride + m]) * static_cast(b_ptr[k * b_stride + n]); }); } else { miopen::ford(inner_loop_limit)([&](int k) { el += static_cast(a_ptr[k * a_stride + m]) * static_cast(b_ptr[n * b_stride + k]); }); } c_ptr[m * c_stride + n] = static_cast(beta * static_cast(c_ptr[m * c_stride + n]) + alpha * el); }; constexpr size_t iter_margin = 1'048'576; // 2^20 if(c_rows * c_cols * inner_loop_limit > iter_margin) { miopen::par_ford(c_rows, c_cols)(inner_loop); } else { miopen::ford(c_rows, c_cols)(inner_loop); } } #endif