/*************************************************************************************************** * Copyright (c) 2017 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. * SPDX-License-Identifier: BSD-3-Clause * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * 1. Redistributions of source code must retain the above copyright notice, this * list of conditions and the following disclaimer. * * 2. Redistributions in binary form must reproduce the above copyright notice, * this list of conditions and the following disclaimer in the documentation * and/or other materials provided with the distribution. * * 3. Neither the name of the copyright holder nor the names of its * contributors may be used to endorse or promote products derived from * this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ /*! \file \brief Unit tests for the small matrix class. */ #include #include "../common/cutlass_unit_test.h" #include "cutlass/matrix.h" #include "cutlass/core_io.h" ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(Matrix, elementwise_add) { using Matrix4x4 = cutlass::Matrix4x4; Matrix4x4 A = { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16 }; Matrix4x4 B = A.transpose(); Matrix4x4 C = A.add(B * 2.125f); bool passed = true; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { float got = C.at(i, j); float expected = A.at(i, j) + A.at(j, i) * 2.125f; if (got != expected) { passed = false; } } } EXPECT_TRUE(passed); if (!passed) { std::cout << "A:\n" << A << "\n\nB:\n" << B << "\n\nC:\n" << C << std::endl; } } TEST(Matrix, elementwise_multiply) { using Matrix4x4 = cutlass::Matrix4x4; Matrix4x4 A = { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16 }; Matrix4x4 B = A.transpose(); Matrix4x4 C = A.multiply(B); bool passed = true; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { float got = C.at(i, j); float expected = A.at(i, j) * A.at(j, i); if (got != expected) { passed = false; } } } EXPECT_TRUE(passed); if (!passed) { std::cout << "A:\n" << A << "\n\nB:\n" << B << "\n\nC:\n" << C << std::endl; } } TEST(Matrix, product_4x4_overloads) { using Matrix4x4 = cutlass::Matrix4x4; Matrix4x4 A = { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16 }; Matrix4x4 B = { -1, -2, 0, 4, 1, 2, 1, 1, 3, 2, 1, 1, 1, 0, 8, 2 }; Matrix4x4 C = Matrix4x4::identity(); Matrix4x4 D = A * B + C; bool passed = true; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { float got = D.at(i, j); float expected = (i == j ? 1.0f : 0); for (int k = 0; k < 4; ++k) { expected += A.at(i, k) * B.at(k, j); } if (got != expected) { passed = false; } } } EXPECT_TRUE(passed); if (!passed) { std::cout << "A:\n" << A << "\n\nB:\n" << B << "\n\nC:\n" << C << "\n\nD:\n" << D << std::endl; } } TEST(Matrix, product_4x4) { using Matrix4x4 = cutlass::Matrix4x4; Matrix4x4 A = { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16 }; Matrix4x4 B = { -1, -2, 0, 4, 1, 2, 1, 1, 3, 2, 1, 1, 1, 0, 8, 2 }; Matrix4x4 C = Matrix4x4::identity(); // Compute product with optional source accumulator Matrix4x4 D = A.product(B, C); bool passed = true; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { float got = D.at(i, j); float expected = (i == j ? 1.0f : 0.0f); for (int k = 0; k < 4; ++k) { expected += A.at(i, k) * B.at(k, j); } if (got != expected) { passed = false; } } } EXPECT_TRUE(passed); if (!passed) { std::cout << "A:\n" << A << "\n\nB:\n" << B << "\n\nC:\n" << C << "\n\nD:\n" << D << std::endl; } for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { float c = (i == j ? 1.0f : 0.0f); EXPECT_TRUE(A.row(i).dot(B.column(j)) + c == D.at(i, j)); } } } /////////////////////////////////////////////////////////////////////////////////////////////////