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