/* * 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 namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { struct find_gelu_erf { static auto match_div() { return match::name("div")(match::either_arg(0, 1)( match::any().bind("x"), match::skip_broadcasts(match::has_value(1.414f, 1e-3)))); } static auto match_erf() { return match::name("erf")(match::arg(0)(match_div())); } static auto match_add() { return match::name("add")( match::either_arg(0, 1)(match_erf(), match::skip_broadcasts(match::has_value(1.0f)))); } static auto match_mul() { return match::name("mul")(match::either_arg(0, 1)(match::any(), match_add())); } auto matcher() const { return match::name("mul")( match::either_arg(0, 1)(match_mul(), match::skip_broadcasts(match::has_value(0.5f)))); } void apply(module& m, const match::matcher_result& r) const { auto ins = r.result; auto x = r.instructions["x"]; auto lit = m.add_literal(literal{shape{x->get_shape().type()}, {1.702f}}); auto mul = m.insert_instruction( ins, make_op("multibroadcast", {{"out_lens", x->get_shape().lens()}}), lit); mul = m.insert_instruction(ins, make_op("mul"), x, mul); auto sig = m.insert_instruction(ins, make_op("neg"), mul); sig = m.insert_instruction(ins, make_op("exp"), sig); auto one = m.add_literal(literal{shape{x->get_shape().type()}, {1.0f}}); one = m.insert_instruction( ins, make_op("multibroadcast", {{"out_lens", x->get_shape().lens()}}), one); sig = m.insert_instruction(ins, make_op("add"), sig, one); sig = m.insert_instruction(ins, make_op("div"), one, sig); sig = m.insert_instruction(ins, make_op("mul"), x, sig); m.replace_instruction(ins, sig); } }; void rewrite_gelu::apply(module& m) const { match::find_matches(m, find_gelu_erf{}); } } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx