/* * 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(prefix_scan_sum_1d) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {6}}; auto input = migraphx::literal{s, {1, 2, 3, 4, 5, 6}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", false}}), l0); 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 gold{1.0, 3.0, 6.0, 10.0, 15.0, 21.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_dyn_1d) { migraphx::program p; auto* mm = p.get_main_module(); std::vector dd{{5, 8}}; migraphx::shape s{migraphx::shape::float_type, dd}; auto input = mm->add_parameter("X", s); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", false}}), input); p.compile(migraphx::make_target("ref")); std::vector a = {1, 2, 3, 4, 5, 6}; migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {6}}; migraphx::parameter_map params0; params0["X"] = migraphx::argument(input_fixed_shape0, a.data()); auto result = p.eval(params0).back(); std::vector results_vector; result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); }); std::vector gold{1.0, 3.0, 6.0, 10.0, 15.0, 21.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_2d_1) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", false}}), l0); 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 gold{1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 3.0, 6.0, 9.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_2d_2) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 1}, {"exclusive", false}}), l0); 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 gold{1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_3d_1) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", false}}), l0); 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 gold{ 1.0, 2.0, 3.0, 1.0, 2.0, 3.0, 1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 2.0, 4.0, 6.0, 2.0, 4.0, 6.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_3d_2) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 1}, {"exclusive", false}}), l0); 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 gold{ 1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 3.0, 6.0, 9.0, 1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 3.0, 6.0, 9.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_3d_3) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 2}, {"exclusive", false}}), l0); 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 gold{ 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_exclusive_1) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {8}}; auto input = migraphx::literal{s, {1, 2, 3, 4, 1, 2, 3, 4}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", true}}), l0); 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 gold{0.0, 1.0, 3.0, 6.0, 10.0, 11.0, 13.0, 16.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_exclusive_2) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 1}, {"exclusive", true}}), l0); 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 gold{ 0.0, 0.0, 0.0, 1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 0.0, 0.0, 0.0, 1.0, 2.0, 3.0, 2.0, 4.0, 6.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_exclusive_reverse) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {6}}; auto input = migraphx::literal{s, {1, 2, 3, 4, 5, 6}}; auto l0 = mm->add_literal(input); mm->add_instruction( migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", true}, {"reverse", true}}), l0); 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 gold{20.0, 18.0, 15.0, 11.0, 6.0, 0.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_negative_axis_1) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", -3}, {"exclusive", false}}), l0); 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 gold{ 1.0, 2.0, 3.0, 1.0, 2.0, 3.0, 1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 2.0, 4.0, 6.0, 2.0, 4.0, 6.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_negative_axis_2) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", -2}, {"exclusive", false}}), l0); 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 gold{ 1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 3.0, 6.0, 9.0, 1.0, 2.0, 3.0, 2.0, 4.0, 6.0, 3.0, 6.0, 9.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_negative_axis_3) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 3, 3}}; auto input = migraphx::literal{s, {1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", -1}, {"exclusive", false}}), l0); 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 gold{ 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0, 1.0, 3.0, 6.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_reverse_1) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {8}}; auto input = migraphx::literal{s, {1, 2, 3, 4, 1, 2, 3, 4}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", false}, {"reverse", true}}), l0); 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 gold{20.0, 19.0, 17.0, 14.0, 10.0, 9.0, 7.0, 4.0}; EXPECT(results_vector == gold); } TEST_CASE(prefix_scan_sum_reverse_2) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {2, 2, 2}}; auto input = migraphx::literal{s, {1, 2, 3, 4, 1, 2, 3, 4}}; auto l0 = mm->add_literal(input); mm->add_instruction(migraphx::make_op("prefix_scan_sum", {{"axis", 0}, {"exclusive", false}, {"reverse", true}}), l0); 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 gold{2.0, 4.0, 6.0, 8.0, 1.0, 2.0, 3.0, 4.0}; EXPECT(results_vector == gold); }