/* * 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 namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { struct parse_selu : op_parser { std::vector operators() const { return {{"Selu"}}; } instruction_ref parse(const op_desc& /*opd*/, const onnx_parser& /*parser*/, onnx_parser::node_info info, std::vector args) const { auto type = args[0]->get_shape().type(); auto lens = args[0]->get_shape().lens(); float alpha = 1.67326f; if(contains(info.attributes, "alpha")) { alpha = info.attributes.at("alpha").f(); } float gamma = 1.0507f; if(contains(info.attributes, "gamma")) { gamma = info.attributes.at("gamma").f(); } auto l_alpha = info.add_literal({{type, {1}}, {alpha}}); auto l_gamma = info.add_literal({{type, {1}}, {gamma / 2.0f}}); if(lens != std::vector{1}) { l_alpha = info.add_instruction(make_op("multibroadcast", {{"out_lens", lens}}), l_alpha); l_gamma = info.add_instruction(make_op("multibroadcast", {{"out_lens", lens}}), l_gamma); } auto sign_x = info.add_instruction(make_op("sign"), args[0]); auto exp_x = info.add_instruction(make_op("exp"), args[0]); auto alpha_ex = info.add_instruction(make_op("mul"), l_alpha, exp_x); auto aex_alpha = info.add_instruction(make_op("sub"), alpha_ex, l_alpha); auto ins1 = info.add_instruction(make_op("add"), aex_alpha, args[0]); auto ins2 = info.add_instruction(make_op("sub"), aex_alpha, args[0]); auto sign2 = info.add_instruction(make_op("mul"), sign_x, ins2); auto ins_sub = info.add_instruction(make_op("sub"), ins1, sign2); return info.add_instruction(make_op("mul"), ins_sub, l_gamma); } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx