/* * 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(quant_conv2d_padding_stride_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape a_shape{migraphx::shape::int8_type, {2, 3, 4, 4}}; std::vector a(2 * 3 * 4 * 4); std::iota(a.begin(), a.end(), 0); auto al = mm->add_literal(migraphx::literal{a_shape, a}); migraphx::shape c_shape{migraphx::shape::int8_type, {2, 3, 3, 3}}; std::vector c(2 * 3 * 3 * 3); std::iota(c.begin(), c.end(), 0); auto cl = mm->add_literal(migraphx::literal{c_shape, c}); mm->add_instruction( migraphx::make_op("quant_convolution", {{"padding", {1, 1}}, {"stride", {2, 2}}}), al, cl); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector gold = {4521, 7014, 7830, 11952, 10515, 16734, 19737, 30906, 13161, 19542, 19494, 28800, 34707, 52590, 54729, 82746}; std::vector results_vector; result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(quant_conv2d_padding_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape a_shape{migraphx::shape::int8_type, {2, 3, 4, 4}}; std::vector a(2 * 3 * 4 * 4); std::iota(a.begin(), a.end(), 0); auto al = mm->add_literal(migraphx::literal{a_shape, a}); migraphx::shape c_shape{migraphx::shape::int8_type, {2, 3, 3, 3}}; std::vector c(2 * 3 * 3 * 3); std::iota(c.begin(), c.end(), 0); auto cl = mm->add_literal(migraphx::literal{c_shape, c}); mm->add_instruction( migraphx::make_op("quant_convolution", {{"padding", {1, 1}}, {"stride", {1, 1}}}), al, cl); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector gold = { 4521, 6753, 7014, 4635, 6858, 10197, 10548, 6939, 7830, 11601, 11952, 7839, 5007, 7383, 7590, 4953, 10515, 15987, 16734, 11277, 16821, 25506, 26586, 17874, 19737, 29826, 30906, 20718, 13593, 20505, 21198, 14187, 13161, 19281, 19542, 12699, 18522, 27045, 27396, 17739, 19494, 28449, 28800, 18639, 11919, 17319, 17526, 11289, 34707, 51843, 52590, 34893, 51813, 77346, 78426, 52002, 54729, 81666, 82746, 54846, 36057, 53769, 54462, 36075}; std::vector results_vector; result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); } TEST_CASE(quant_conv2d_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape a_shape{migraphx::shape::int8_type, {2, 3, 4, 4}}; std::vector a(2 * 3 * 4 * 4); std::iota(a.begin(), a.end(), 0); auto al = mm->add_literal(migraphx::literal{a_shape, a}); migraphx::shape c_shape{migraphx::shape::int8_type, {2, 3, 3, 3}}; std::vector c(2 * 3 * 3 * 3); std::iota(c.begin(), c.end(), 0); auto cl = mm->add_literal(migraphx::literal{c_shape, c}); mm->add_instruction(migraphx::make_op("quant_convolution"), al, cl); p.compile(migraphx::make_target("ref")); auto result = p.eval({}).back(); std::vector gold = {10197, 10548, 11601, 11952, 25506, 26586, 29826, 30906, 27045, 27396, 28449, 28800, 77346, 78426, 81666, 82746}; std::vector results_vector; result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify::verify_rms_range(results_vector, gold)); }