/* * 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 #include TEST_CASE(argmax_test_0) { migraphx::program p; auto* mm = p.get_main_module(); std::vector data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758, -1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706, 0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497}; std::vector res_gold = {0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1}; migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}}; auto dl = mm->add_literal(migraphx::literal{data_shape, data}); mm->add_instruction(migraphx::make_op("argmax", {{"axis", 0}}), dl); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(result_vec, res_gold)); } TEST_CASE(argmax_test_1) { migraphx::program p; auto* mm = p.get_main_module(); std::vector data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758, -1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706, 0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497}; std::vector res_gold = {0, 0, 2, 1, 2, 0, 0, 2}; migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}}; auto dl = mm->add_literal(migraphx::literal{data_shape, data}); mm->add_instruction(migraphx::make_op("argmax", {{"axis", 1}}), dl); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(result_vec, res_gold)); } TEST_CASE(argmax_test_2) { migraphx::program p; auto* mm = p.get_main_module(); std::vector data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758, -1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706, 0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497}; std::vector res_gold = {1, 3, 2, 2, 2, 3}; migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}}; auto dl = mm->add_literal(migraphx::literal{data_shape, data}); mm->add_instruction(migraphx::make_op("argmax", {{"axis", 2}}), dl); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(result_vec, res_gold)); } TEST_CASE(argmax_test_neg_2) { migraphx::program p; auto* mm = p.get_main_module(); std::vector data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758, -1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706, 0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497}; std::vector res_gold = {0, 0, 2, 1, 2, 0, 0, 2}; migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}}; auto dl = mm->add_literal(migraphx::literal{data_shape, data}); mm->add_instruction(migraphx::make_op("argmax", {{"axis", -2}}), dl); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(result_vec, res_gold)); } TEST_CASE(argmax_dyn_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {{2, 2}, {3, 6}, {3, 6}}}; auto dl = mm->add_parameter("X", s); mm->add_instruction(migraphx::make_op("argmax", {{"axis", 0}}), dl); p.compile(migraphx::make_target("ref")); std::vector data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758, -1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706, 0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497}; migraphx::parameter_map params; migraphx::shape input_fixed_shape{migraphx::shape::float_type, {2, 3, 4}}; params["X"] = migraphx::argument(input_fixed_shape, data.data()); auto result = p.eval(params).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); std::vector res_gold = {0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1}; EXPECT(migraphx::verify::verify_rms_range(result_vec, res_gold)); } TEST_CASE(argmax_test_nonstd_shape) { migraphx::program p; auto* mm = p.get_main_module(); auto dl = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {2, 3, 4}})); auto dl_trans = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 2, 0}}}), dl); mm->add_instruction(migraphx::make_op("argmax", {{"axis", -3}}), dl_trans); auto p_uncompiled = p; p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto res_gold = p_uncompiled.eval({}).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); std::vector res_gold_vec; res_gold.visit([&](auto output) { res_gold_vec.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(result_vec, res_gold_vec)); }