/* * 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 namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { struct parse_celu : op_parser { std::vector operators() const { return {{"Celu"}}; } instruction_ref parse(const op_desc&, const onnx_parser&, const onnx_parser::node_info& info, std::vector args) const { float alpha = 1.0; if(contains(info.attributes, "alpha")) { alpha = info.attributes.at("alpha").f(); } if(float_equal(alpha, 0.0f)) { MIGRAPHX_THROW("CELU: alpha is zero (division by zero)"); } auto input_lens = args[0]->get_shape().lens(); auto input_type = args[0]->get_shape().type(); if(input_type != migraphx::shape::float_type) { MIGRAPHX_THROW("CELU: input tensor not float type"); } auto zero_lit = info.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), info.add_literal(migraphx::literal{migraphx::shape{input_type}, {0.}})); auto one_lit = info.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), info.add_literal(migraphx::literal{migraphx::shape{input_type}, {1.}})); auto alpha_lit = info.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), info.add_literal(migraphx::literal{migraphx::shape{input_type}, {alpha}})); auto linear_part = info.add_instruction(migraphx::make_op("max"), zero_lit, args[0]); auto divi = info.add_instruction(migraphx::make_op("div"), args[0], alpha_lit); auto expo = info.add_instruction(migraphx::make_op("exp"), divi); auto sub = info.add_instruction(migraphx::make_op("sub"), expo, one_lit); auto mul = info.add_instruction(migraphx::make_op("mul"), alpha_lit, sub); auto exp_part = info.add_instruction(migraphx::make_op("min"), zero_lit, mul); return info.add_instruction(migraphx::make_op("add"), linear_part, exp_part); } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx