/* * 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 void run_pass(migraphx::program& p) { migraphx::run_passes(p, {migraphx::fuse_concat{}, migraphx::dead_code_elimination{}}); } template struct concat_arg { std::string name; std::vector inputs; F f; }; template concat_arg arg(std::string name, std::vector inputs, F f) { return {std::move(name), std::move(inputs), std::move(f)}; } template migraphx::instruction_ref add_concat(migraphx::program& p, std::size_t axis, Arg post_arg, Args... args) { std::vector module_inputs; std::vector ins_inputs; migraphx::each_args( [&](auto arg) { module_inputs.push_back(create_pointwise_module(p, arg.name, arg.inputs, arg.f)); ins_inputs.insert(ins_inputs.end(), arg.inputs.begin(), arg.inputs.end()); }, args...); module_inputs.push_back(create_pointwise_module(p, post_arg.name, {}, [&](auto* pm, auto&&) { std::vector params; params.push_back( pm->add_parameter("!x0", migraphx::shape{ins_inputs.back()->get_shape().type()})); std::transform(post_arg.inputs.begin(), post_arg.inputs.end(), std::back_inserter(params), [&](auto input) { return pm->add_parameter("x" + std::to_string(params.size()), migraphx::shape{input->get_shape().type()}); }); return post_arg.f(pm, params); })); auto* mm = p.get_main_module(); return mm->add_instruction( migraphx::make_op("fused_concat", {{"axis", axis}}), ins_inputs, module_inputs); } TEST_CASE(simple_pointwise_concat) { migraphx::shape s{migraphx::shape::float_type, {2, 3}}; migraphx::program p1; { auto* mm = p1.get_main_module(); auto x = mm->add_parameter("x", s); auto y = mm->add_parameter("y", s); auto add = add_pointwise(p1, "main:pointwise0", {x, y}, single_pointwise("add")); auto sub = add_pointwise(p1, "main:pointwise1", {x, y}, single_pointwise("sub")); auto concat = mm->add_instruction(migraphx::make_op("concat", {{"axis", 1}}), add, sub); auto relu = add_pointwise(p1, "main:pointwise2", {concat}, single_pointwise("relu")); mm->add_return({relu}); } run_pass(p1); migraphx::program p2; { auto* mm = p2.get_main_module(); auto x = mm->add_parameter("x", s); auto y = mm->add_parameter("y", s); auto fused_concat = add_concat(p2, 1, arg("main:pointwise2:concat", {}, single_pointwise("relu")), arg("concat:main:pointwise0", {x, y}, single_pointwise("add")), arg("concat:main:pointwise1", {x, y}, single_pointwise("sub"))); mm->add_return({fused_concat}); } EXPECT(p1 == p2); } int main(int argc, const char* argv[]) { test::run(argc, argv); }