/* * 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 "verify_program.hpp" #include #include #include #include #include migraphx::instruction_ref add_groupnorm(migraphx::module& m, migraphx::instruction_ref x, float eps = 1e-12f) { auto lens = x->get_shape().lens(); auto reduce_op = migraphx::make_op("reduce_mean", {{"axes", {-1}}}); auto reduce1 = m.add_instruction(reduce_op, x); auto sqdiff = migraphx::add_common_op(m, migraphx::make_op("sqdiff"), {x, reduce1}); auto reduce2 = m.add_instruction(reduce_op, sqdiff); auto sub = migraphx::add_common_op(m, migraphx::make_op("sub"), {x, reduce1}); auto epsilon = m.add_literal(eps); auto add = migraphx::add_common_op(m, migraphx::make_op("add"), {epsilon, reduce2}); auto rsqrt = m.add_instruction(migraphx::make_op("rsqrt"), add); return migraphx::add_common_op(m, migraphx::make_op("mul"), {rsqrt, sub}); } struct test_groupnorm : verify_program { migraphx::program create_program() const { migraphx::program p; auto* mm = p.get_main_module(); std::vector dims = {2, 32, 40960}; auto x = mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, dims}); add_groupnorm(*mm, x); return p; } };