/* * 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 float elu(float a, float x) { return x > 0 ? x : a * std::expm1(x); } TEST_CASE(elu_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 2}}; auto l = mm->add_literal(migraphx::literal{s, {-1.0, 2.0, -3.0, 4.0}}); float alpha = 0.5; mm->add_instruction(migraphx::make_op("elu", {{"alpha", alpha}}), l); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector results_vector(4); result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); }); std::vector gold{elu(alpha, -1), elu(alpha, 2), elu(alpha, -3), elu(alpha, 4)}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(elu_dyn_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape::dynamic_dimension dd{3, 8}; migraphx::shape s{migraphx::shape::float_type, {dd}}; auto input = mm->add_parameter("X", s); float alpha = 0.5; mm->add_instruction(migraphx::make_op("elu", {{"alpha", alpha}}), input); p.compile(migraphx::make_target("ref")); std::vector input_data{-1.0, 2.0, -3.0, 4.0}; migraphx::parameter_map params0; migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {4}}; params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data()); auto result = p.eval(params0).back(); std::vector results_vector(4); result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); }); std::vector gold{elu(alpha, -1), elu(alpha, 2), elu(alpha, -3), elu(alpha, 4)}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); }