/* * The MIT License (MIT) * * Copyright (c) 2015-2022 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 #include #include #include "test.hpp" 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_range(result_vec, res_gold_vec)); } TEST_CASE(argmin_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("argmin", {{"axis", -1}}), 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_range(result_vec, res_gold_vec)); } 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_range(results_vector, correct)); } TEST_CASE(squeeze_transpose_test) { migraphx::program p; auto* mm = p.get_main_module(); auto l0 = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {4, 1, 3, 1, 3}})); auto l0_trans = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 2, 3, 0, 4}}}), l0); mm->add_instruction(migraphx::make_op("squeeze"), l0_trans); auto p_uncompiled = p; // contiguous is required to read the values in standard shaped order auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {3, 4, 3}}); EXPECT(result == expected_result); } TEST_CASE(squeeze_multibroadcast_test) { migraphx::program p; auto* mm = p.get_main_module(); auto l0 = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {1, 3, 1, 3}})); auto l0_brcst = mm->add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", {4, 1, 3, 4, 3}}}), l0); mm->add_instruction(migraphx::make_op("squeeze"), l0_brcst); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {4, 3, 4, 3}}); EXPECT(result == expected_result); } TEST_CASE(squeeze_slice_test) { migraphx::program p; auto* mm = p.get_main_module(); auto l0 = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {1, 3, 4, 3}})); auto l0_slice = mm->add_instruction( migraphx::make_op("slice", {{"axes", {2}}, {"starts", {2}}, {"ends", {3}}}), l0); mm->add_instruction(migraphx::make_op("squeeze"), l0_slice); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {3, 3}}); EXPECT(result == expected_result); } TEST_CASE(unsqueeze_transpose_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s1{migraphx::shape::float_type, {4, 3, 3}}; auto l0 = mm->add_literal(migraphx::generate_literal(s1)); auto l0_trans = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {2, 0, 1}}}), l0); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {2}}}), l0_trans); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {3, 4, 1, 3}}); EXPECT(result == expected_result); } TEST_CASE(unsqueeze_multibroadcast_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s1{migraphx::shape::float_type, {4, 1, 3}}; auto l0 = mm->add_literal(migraphx::generate_literal(s1)); auto l0_brcst = mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {4, 4, 3, 3}}}), l0); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {2}}}), l0_brcst); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {4, 4, 1, 3, 3}}); EXPECT(result == expected_result); } TEST_CASE(unsqueeze_slice_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s1{migraphx::shape::float_type, {2, 3, 4, 4}}; auto l0 = mm->add_literal(migraphx::generate_literal(s1)); auto l0_slice = mm->add_instruction( migraphx::make_op("slice", {{"axes", {3}}, {"starts", {2}}, {"ends", {3}}}), l0); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1}}}), l0_slice); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {2, 1, 3, 4, 1}}); EXPECT(result == expected_result); } int main(int argc, const char* argv[]) { test::run(argc, argv); }