/* * 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(broadcast_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape a_shape{migraphx::shape::int32_type, {2, 2}}; std::vector a_data{0, 0, 0, 0}; migraphx::shape b_shape{migraphx::shape::int32_type, {2}}; std::vector b_data{-2, -3}; uint64_t axis = 0; auto l1 = mm->add_literal(migraphx::literal{a_shape, a_data}); auto l2 = mm->add_literal(migraphx::literal{b_shape, b_data}); mm->add_instruction( migraphx::make_op("broadcast", {{"axis", axis}, {"out_lens", l1->get_shape().lens()}}), l2); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto output = result.get(); EXPECT(output(0, 0) == -2); EXPECT(output(0, 1) == -2); EXPECT(output(1, 0) == -3); EXPECT(output(1, 1) == -3); } TEST_CASE(broadcast_2in_static_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape a_shape{migraphx::shape::int32_type, {2, 2}}; std::vector a_data{0, 0, 0, 0}; migraphx::shape b_shape{migraphx::shape::int32_type, {2}}; std::vector b_data{-2, -3}; uint64_t axis = 0; auto l1 = mm->add_literal(migraphx::literal{a_shape, a_data}); auto l2 = mm->add_literal(migraphx::literal{b_shape, b_data}); mm->add_instruction(migraphx::make_op("broadcast", {{"axis", axis}}), l2, l1); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto output = result.get(); EXPECT(output(0, 0) == -2); EXPECT(output(0, 1) == -2); EXPECT(output(1, 0) == -3); EXPECT(output(1, 1) == -3); } TEST_CASE(broadcast_2in_dyn_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape a_shape{migraphx::shape::int32_type, {{2, 2}, {2, 4}}}; migraphx::shape b_shape{migraphx::shape::int32_type, {2}}; std::vector b_data{-2, -3}; uint64_t axis = 0; auto pa = mm->add_parameter("a", a_shape); auto lb = mm->add_literal(migraphx::literal{b_shape, b_data}); mm->add_instruction(migraphx::make_op("broadcast", {{"axis", axis}}), lb, pa); p.compile(migraphx::make_target("ref")); std::vector a_data{0, 0, 0, 0}; migraphx::shape input_fixed_shape0{migraphx::shape::int32_type, {2, 2}}; migraphx::parameter_map params0; params0["a"] = migraphx::argument(input_fixed_shape0, a_data.data()); auto result = p.eval(params0).back(); auto output = result.get(); EXPECT(output(0, 0) == -2); EXPECT(output(0, 1) == -2); EXPECT(output(1, 0) == -3); EXPECT(output(1, 1) == -3); } TEST_CASE(isnan_broadcast_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s0{migraphx::shape::float_type, {3}}; migraphx::shape s1{migraphx::shape::float_type, {3, 2}}; auto nan_val = std::numeric_limits::quiet_NaN(); std::vector data0 = {1.2, 5.2, nan_val}; auto l0 = mm->add_literal(migraphx::literal{s0, data0}); auto l1 = mm->add_instruction( migraphx::make_op("broadcast", {{"axis", 0}, {"out_lens", s1.lens()}}), l0); mm->add_instruction(migraphx::make_op("isnan"), l1); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector results_vector; result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); }); std::vector correct = {0, 0, 0, 0, 1, 1}; EXPECT(migraphx::verify::verify_range(results_vector, correct)); }