/* * 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(scatternd_shapes_test_1) { // broadcasted input migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape is{itype, {4, 1}}; migraphx::shape us{dtype, {4}}; std::vector ind_vec{4, 3, 1, 7}; std::vector upd_vec{9, 10, 11, 12}; auto data = mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {8}}}), mm->add_literal(migraphx::literal{0.0f})); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), data, indices, updates); mm->add_return({scatternd}); 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, 11, 0, 10, 9, 0, 0, 12}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(scatternd_shapes_test_2) { // non-standard shape input migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape ds{dtype, {2, 2}}; migraphx::shape is{itype, {2, 2}}; migraphx::shape us{dtype, {2}}; std::vector data_vec{1, 2, 3, 4}; std::vector ind_vec{0, 0, 0, 1}; std::vector upd_vec{5, 6}; auto data = mm->add_literal(migraphx::literal{ds, data_vec}); auto td = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0}}}), data); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), td, indices, updates); mm->add_return({scatternd}); 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{5, 6, 2, 4}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(scatternd_shapes_test_3) { // non-standard updates shape migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape ds{dtype, {2, 2, 2}}; migraphx::shape is{itype, {2, 1, 3}}; migraphx::shape us{dtype, {1, 2}}; std::vector data_vec{1, 2, 3, 4, 5, 6, 7, 8}; std::vector ind_vec{0, 0, 0, 1, 1, 1}; std::vector upd_vec{9, 10}; auto data = mm->add_literal(migraphx::literal{ds, data_vec}); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto tu = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0}}}), updates); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), data, indices, tu); mm->add_return({scatternd}); 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{9, 2, 3, 4, 5, 6, 7, 10}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(scatternd_test_1) { // r=1, q=2, k=1 migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape ds{dtype, {8}}; migraphx::shape is{itype, {4, 1}}; migraphx::shape us{dtype, {4}}; std::vector data_vec{1, 2, 3, 4, 5, 6, 7, 8}; std::vector ind_vec{4, 3, 1, 7}; std::vector upd_vec{9, 10, 11, 12}; auto data = mm->add_literal(migraphx::literal{ds, data_vec}); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), data, indices, updates); mm->add_return({scatternd}); 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, 11, 3, 10, 9, 6, 7, 12}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(scatternd_test_2) { // r=2, q=2, k=2 migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape ds{dtype, {2, 2}}; migraphx::shape is{itype, {2, 2}}; migraphx::shape us{dtype, {2}}; std::vector data_vec{1, 2, 3, 4}; std::vector ind_vec{0, 0, 0, 1}; std::vector upd_vec{5, 6}; auto data = mm->add_literal(migraphx::literal{ds, data_vec}); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), data, indices, updates); mm->add_return({scatternd}); 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{5, 6, 3, 4}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(scatternd_test_3) { // r=3, q=3, k=3 migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape ds{dtype, {2, 2, 2}}; migraphx::shape is{itype, {2, 1, 3}}; migraphx::shape us{dtype, {2, 1}}; std::vector data_vec{1, 2, 3, 4, 5, 6, 7, 8}; std::vector ind_vec{0, 0, 0, 1, 1, 1}; std::vector upd_vec{9, 10}; auto data = mm->add_literal(migraphx::literal{ds, data_vec}); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), data, indices, updates); mm->add_return({scatternd}); 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{9, 2, 3, 4, 5, 6, 7, 10}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(scatternd_test_4) { // r=3, q=2, k=1 migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape ds{dtype, {4, 4, 4}}; migraphx::shape is{itype, {2, 1}}; migraphx::shape us{dtype, {2, 4, 4}}; std::vector data_vec{1, 2, 3, 4, 5, 6, 7, 8, 8, 7, 6, 5, 4, 3, 2, 1, 1, 2, 3, 4, 5, 6, 7, 8, 8, 7, 6, 5, 4, 3, 2, 1, 8, 7, 6, 5, 4, 3, 2, 1, 1, 2, 3, 4, 5, 6, 7, 8, 8, 7, 6, 5, 4, 3, 2, 1, 1, 2, 3, 4, 5, 6, 7, 8}; std::vector ind_vec{0, 2}; std::vector upd_vec{5, 5, 5, 5, 6, 6, 6, 6, 7, 7, 7, 7, 8, 8, 8, 8, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4}; auto data = mm->add_literal(migraphx::literal{ds, data_vec}); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), data, indices, updates); mm->add_return({scatternd}); 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{5, 5, 5, 5, 6, 6, 6, 6, 7, 7, 7, 7, 8, 8, 8, 8, 1, 2, 3, 4, 5, 6, 7, 8, 8, 7, 6, 5, 4, 3, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4, 8, 7, 6, 5, 4, 3, 2, 1, 1, 2, 3, 4, 5, 6, 7, 8}; EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(scatternd_test_5) { // r=5, q=1, k=1 migraphx::program p; auto* mm = p.get_main_module(); auto dtype = migraphx::shape::float_type; auto itype = migraphx::shape::int64_type; migraphx::shape ds{dtype, {2, 2, 2, 2, 2}}; migraphx::shape is{itype, {1}}; migraphx::shape us{dtype, {2, 2, 2, 2}}; std::vector data_vec(32, 1); std::vector ind_vec{1}; std::vector upd_vec(16, 0); auto data = mm->add_literal(migraphx::literal{ds, data_vec}); auto indices = mm->add_literal(migraphx::literal{is, ind_vec}); auto updates = mm->add_literal(migraphx::literal{us, upd_vec}); auto scatternd = mm->add_instruction(migraphx::make_op("scatternd_none"), data, indices, updates); mm->add_return({scatternd}); 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(32, 0); std::copy(data_vec.begin(), data_vec.begin() + 16, gold.begin()); EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); }