| // This file is part of Eigen, a lightweight C++ template library | |
| // for linear algebra. | |
| // | |
| // Copyright (C) 2023 Rasmus Munk Larsen <rmlarsen@gmail.com> | |
| // | |
| // This Source Code Form is subject to the terms of the Mozilla | |
| // Public License v. 2.0. If a copy of the MPL was not distributed | |
| // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. | |
| #define EIGEN_GEMM_THREADPOOL | |
| #include "main.h" | |
| void test_parallelize_gemm() { | |
| constexpr int n = 1024; | |
| constexpr int num_threads = 4; | |
| MatrixXf a = MatrixXf::Random(n, n); | |
| MatrixXf b = MatrixXf::Random(n, n); | |
| MatrixXf c = MatrixXf::Random(n, n); | |
| c.noalias() = a * b; | |
| ThreadPool pool(num_threads); | |
| Eigen::setGemmThreadPool(&pool); | |
| MatrixXf c_threaded(n, n); | |
| c_threaded.noalias() = a * b; | |
| VERIFY_IS_APPROX(c, c_threaded); | |
| Eigen::setGemmThreadPool(nullptr); | |
| } | |
| void test_parallelize_gemm_varied() { | |
| constexpr int num_threads = 4; | |
| ThreadPool pool(num_threads); | |
| // Non-square float | |
| { | |
| MatrixXf a = MatrixXf::Random(512, 2048); | |
| MatrixXf b = MatrixXf::Random(2048, 256); | |
| MatrixXf c_serial(512, 256); | |
| c_serial.noalias() = a * b; | |
| Eigen::setGemmThreadPool(&pool); | |
| MatrixXf c_threaded(512, 256); | |
| c_threaded.noalias() = a * b; | |
| Eigen::setGemmThreadPool(nullptr); | |
| VERIFY_IS_APPROX(c_serial, c_threaded); | |
| } | |
| // Double | |
| { | |
| MatrixXd a = MatrixXd::Random(512, 512); | |
| MatrixXd b = MatrixXd::Random(512, 512); | |
| MatrixXd c_serial(512, 512); | |
| c_serial.noalias() = a * b; | |
| Eigen::setGemmThreadPool(&pool); | |
| MatrixXd c_threaded(512, 512); | |
| c_threaded.noalias() = a * b; | |
| Eigen::setGemmThreadPool(nullptr); | |
| VERIFY_IS_APPROX(c_serial, c_threaded); | |
| } | |
| // Complex double | |
| { | |
| MatrixXcd a = MatrixXcd::Random(256, 256); | |
| MatrixXcd b = MatrixXcd::Random(256, 256); | |
| MatrixXcd c_serial(256, 256); | |
| c_serial.noalias() = a * b; | |
| Eigen::setGemmThreadPool(&pool); | |
| MatrixXcd c_threaded(256, 256); | |
| c_threaded.noalias() = a * b; | |
| Eigen::setGemmThreadPool(nullptr); | |
| VERIFY_IS_APPROX(c_serial, c_threaded); | |
| } | |
| } | |
| EIGEN_DECLARE_TEST(product_threaded) { | |
| CALL_SUBTEST_1(test_parallelize_gemm()); | |
| CALL_SUBTEST_2(test_parallelize_gemm_varied()); | |
| } |