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TheRock/rocm-libraries/projects/miopen/test/gemm.hpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

121 lines
4.7 KiB
C++

/*******************************************************************************
*
* 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 <iostream>
#include <miopen/ford.hpp>
#include <miopen/errors.hpp>
/*
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 <typename Dtype>
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<double>(a_ptr[m * a_stride + k]) *
static_cast<double>(b_ptr[k * b_stride + n]);
});
}
else if(!a_transpose && b_transpose)
{
miopen::ford(inner_loop_limit)([&](int k) {
el += static_cast<double>(a_ptr[m * a_stride + k]) *
static_cast<double>(b_ptr[n * b_stride + k]);
});
}
else if(a_transpose && !b_transpose)
{
miopen::ford(inner_loop_limit)([&](int k) {
el += static_cast<double>(a_ptr[k * a_stride + m]) *
static_cast<double>(b_ptr[k * b_stride + n]);
});
}
else
{
miopen::ford(inner_loop_limit)([&](int k) {
el += static_cast<double>(a_ptr[k * a_stride + m]) *
static_cast<double>(b_ptr[n * b_stride + k]);
});
}
c_ptr[m * c_stride + n] =
static_cast<Dtype>(beta * static_cast<double>(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