/* * The MIT License (MIT) * * Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved. * * 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. */ #include #include #include #include #include #include #include TEST_CASE(resize_test_1) { // batch size 1, 1 color channel, resize 3x3 to 5x8 migraphx::program p; auto* mm = p.get_main_module(); std::vector data(3 * 3); std::iota(data.begin(), data.end(), 0.5); migraphx::shape s{migraphx::shape::float_type, {1, 1, 3, 3}}; // to do: non-literal auto a0 = mm->add_literal(migraphx::literal{s, data}); migraphx::shape size_input{migraphx::shape::int32_type, {4}}; std::vector size_values = {1, 1, 5, 8}; auto a1 = mm->add_literal(migraphx::literal{size_input, size_values}); // a0 = input data // a1 = sizes of output mm->add_instruction(migraphx::make_op("resize", {{"sizes", {1}}, {"scales", {}}, {"nearest_mode", "floor"} , {"coordinate_transformation_mode", "half_pixel"}}), a0, a1); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector res_data(1*1*5*8); std::vector golden = {0.5f, 0.5f, 0.5f, 0.5f, 1.5f, 1.5f, 1.5f, 2.5f, 0.5f, 0.5f, 0.5f, 0.5f, 1.5f, 1.5f, 1.5f, 2.5f, 3.5f, 3.5f, 3.5f, 3.5f, 4.5f, 4.5f, 4.5f, 5.5f, 3.5f, 3.5f, 3.5f, 3.5f, 4.5f, 4.5f, 4.5f, 5.5f, 6.5f, 6.5f, 6.5f, 6.5f, 7.5f, 7.5f, 7.5f, 8.5}; result.visit([&](auto output) { res_data.assign(output.begin(), output.end()); }); for(auto aa : res_data) std::cout << aa << ", "; std::cout << " result \n"; EXPECT(migraphx::verify::verify_rms_range(res_data, golden)); } TEST_CASE(resize_upsample_test_2) { // batch size 2, 1 color channel, resize 3x5 by 1.6x // same input/output as resize_upsample_f_dyn_test migraphx::program p; auto* mm = p.get_main_module(); std::vector data(2*3*5); std::iota(data.begin(), data.end(), 0.1); // should upscale to 2x1x4x8 migraphx::shape s{migraphx::shape::float_type, {2, 1, 3, 5}}; // to do: non-literal auto a0 = mm->add_literal(migraphx::literal{s, data}); // scale input migraphx::shape scale_input{migraphx::shape::float_type, {4}}; std::vector scale_values = {1.0, 1.0, 1.601, 1.601}; auto a1 = mm->add_literal(migraphx::literal{scale_input, scale_values}); // a0 = input data // a1 = scales mm->add_instruction(migraphx::make_op("resize", {{"sizes", {}}, {"scales", {1}}, {"nearest_mode", "round_prefer_ceil"} , {"coordinate_transformation_mode", "half_pixel"}}), a0, a1); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector res_data(2*1*4*8); // clang-format off std::vector golden = { 0.1f, 0.1f, 1.1f, 2.1f, 2.1f, 3.1f, 4.1f, 4.1f, 0.1f, 0.1f, 1.1f, 2.1f, 2.1f, 3.1f, 4.1f, 4.1f, 5.1f, 5.1f, 6.1f, 7.1f, 7.1f, 8.1f, 9.1f, 9.1f, 10.1f, 10.1f, 11.1f, 12.1f, 12.1f, 13.1f, 14.1f, 14.1f, 15.1f, 15.1f, 16.1f, 17.1f, 17.1f, 18.1f, 19.1f, 19.1f, 15.1f, 15.1f, 16.1f, 17.1f, 17.1f, 18.1f, 19.1f, 19.1f, 20.1f, 20.1f, 21.1f, 22.1f, 22.1f, 23.1f, 24.1f, 24.1f, 25.1f, 25.1f, 26.1f, 27.1f, 27.1f, 28.1f, 29.1f, 29.1f}; // clang-format on result.visit([&](auto output) { res_data.assign(output.begin(), output.end()); }); for(auto aa : res_data) std::cout << aa << ", "; std::cout << " result \n"; EXPECT(migraphx::verify::verify_rms_range(res_data, golden)); }