// This file is part of Eigen, a lightweight C++ template library // for linear algebra. // // Copyright (C) 2023 Rasmus Munk Larsen // // 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()); }