/* * 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 void run_pass(migraphx::module& m) { migraphx::run_passes(m, {migraphx::layout_nhwc{}, migraphx::dead_code_elimination{}}); } migraphx::operation layout(std::vector permutation = {0, 1, 2, 3}) { return migraphx::make_op("layout", {{"permutation", permutation}}); } migraphx::instruction_ref add_layout_nhwc(migraphx::module& m, migraphx::instruction_ref ins) { return m.add_instruction(layout({0, 2, 3, 1}), ins); } TEST_CASE(conv_relu) { migraphx::module m1; { auto x = m1.add_parameter("x", {migraphx::shape::float_type, {1, 8, 16, 16}}); auto w = m1.add_literal( migraphx::generate_literal({migraphx::shape::float_type, {16, 8, 3, 3}})); auto conv = m1.add_instruction( migraphx::make_op("convolution", {{"padding", {1, 1}}, {"stride", {2, 2}}, {"dilation", {1, 1}}}), x, w); m1.add_instruction(migraphx::make_op("relu"), conv); } run_pass(m1); migraphx::module m2; { auto x = add_layout_nhwc( m2, m2.add_parameter("x", {migraphx::shape::float_type, {1, 8, 16, 16}})); auto w = add_layout_nhwc(m2, m2.add_literal(migraphx::generate_literal( {migraphx::shape::float_type, {16, 8, 3, 3}}))); auto conv = m2.add_instruction( migraphx::make_op("convolution", {{"padding", {1, 1}}, {"stride", {2, 2}}, {"dilation", {1, 1}}}), x, w); auto conv_layout = m2.add_instruction(layout(), conv); m2.add_instruction(migraphx::make_op("relu"), conv_layout); } EXPECT(m1.sort() == m2.sort()); } TEST_CASE(conv_add) { migraphx::module m1; { auto x = m1.add_parameter("x", {migraphx::shape::float_type, {1, 8, 16, 16}}); auto w = m1.add_literal( migraphx::generate_literal({migraphx::shape::float_type, {16, 8, 3, 3}})); auto y = m1.add_literal(migraphx::generate_literal({migraphx::shape::float_type, {16}})); auto conv = m1.add_instruction( migraphx::make_op("convolution", {{"padding", {1, 1}}, {"stride", {2, 2}}, {"dilation", {1, 1}}}), x, w); auto b = m1.add_instruction( migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", conv->get_shape().lens()}}), y); m1.add_instruction(migraphx::make_op("add"), conv, b); } run_pass(m1); migraphx::module m2; { auto x = add_layout_nhwc( m2, m2.add_parameter("x", {migraphx::shape::float_type, {1, 8, 16, 16}})); auto w = add_layout_nhwc(m2, m2.add_literal(migraphx::generate_literal( {migraphx::shape::float_type, {16, 8, 3, 3}}))); auto y = m2.add_literal(migraphx::generate_literal({migraphx::shape::float_type, {16}})); auto conv = m2.add_instruction( migraphx::make_op("convolution", {{"padding", {1, 1}}, {"stride", {2, 2}}, {"dilation", {1, 1}}}), x, w); auto conv_layout = m2.add_instruction(layout(), conv); auto b = m2.add_instruction( migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", conv->get_shape().lens()}}), y); m2.add_instruction(migraphx::make_op("add"), conv_layout, b); } EXPECT(m1.sort() == m2.sort()); } int main(int argc, const char* argv[]) { test::run(argc, argv); }