/* * 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 namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { struct parse_if : op_parser { std::vector operators() const { return {{"If"}}; } std::vector parse(const op_desc& /*opd*/, onnx_parser& parser, const onnx_parser::node_info& info, std::vector args) const { const auto& then_graph = info.attributes.at("then_branch").g(); const auto& else_graph = info.attributes.at("else_branch").g(); if(args.front()->get_shape().elements() != 1) { MIGRAPHX_THROW("PARSE_IF: " + info.name + " condition input can have only one element!"); } std::string then_name = info.name + "_if"; module_ref then_mdl = parser.prog.create_module(then_name); std::string else_name = info.name + "_else"; module_ref else_mdl = parser.prog.create_module(else_name); // parse the then sub_graph parser.parse_graph(then_mdl, then_graph); // parse_the else sub_graph parser.parse_graph(else_mdl, else_graph); auto then_out_shapes = then_mdl->get_output_shapes(); auto else_out_shapes = else_mdl->get_output_shapes(); assert(then_out_shapes.size() == else_out_shapes.size()); // Must have the same type for both if/else blocks by onnx spec // Add exception for empty constant scalars if(then_out_shapes.at(0).type() != else_out_shapes.at(0).type()) { MIGRAPHX_THROW("PARSE_IF: " + info.name + " then and else sub_grahps must have same output type! " + then_out_shapes.at(0).type_string() + " vs " + else_out_shapes.at(0).type_string()); } if(not then_out_shapes.at(0).dynamic() && not else_out_shapes.at(0).dynamic()) { auto then_shape = then_out_shapes.at(0).lens(); auto else_shape = else_out_shapes.at(0).lens(); auto throw_shapes = [&]() { MIGRAPHX_THROW("PARSE_IF: " + info.name + " then and else sub_graphs must compatible shapes "); }; // Throw error if both branches have zero output shapes. Not possible for static inputs if(then_shape.size() == 0 && else_shape.size() == 0) { throw_shapes(); } // Handle one empty branch by setting output identical to the other // need to update the then_shape before we do further checks if(then_shape.size() == 0) { auto convert_ins = then_mdl->add_outline(else_out_shapes.at(0)); then_mdl->replace_return({convert_ins}); then_shape = else_shape; } else if(else_shape.size() == 0) { auto convert_ins = else_mdl->add_outline(then_out_shapes.at(0)); else_mdl->replace_return({convert_ins}); else_shape = then_shape; } else { // check equivilant length dims, and (x1,x2,.., xn, 1) == (x1,x2,..,xn) int dim_delta = abs((static_cast(then_shape.size() - else_shape.size()))); if(dim_delta <= 1) { // make sure dims are equivalent in static shapes if(not equal(then_shape.begin(), then_shape.end(), else_shape.begin()) && not equal(else_shape.begin(), else_shape.end(), then_shape.begin())) { throw_shapes(); } // Find which dim to pad if(then_shape.size() < else_shape.size()) { auto last_else = *(--(else_shape.end())); if(last_else <= 1) { auto convert_ins = then_mdl->add_outline(else_out_shapes.at(0)); then_mdl->replace_return({convert_ins}); } } else { auto last_then = *(--(then_shape.end())); if(last_then <= 1) { auto convert_ins = else_mdl->add_outline(then_out_shapes.at(0)); else_mdl->replace_return({convert_ins}); } } } else { throw_shapes(); } } } auto if_ret = info.add_instruction(make_op("if"), args, {then_mdl, else_mdl}); auto out_s = if_ret->get_shape(); assert(out_s.type() == shape::tuple_type); const auto& vec_shapes = out_s.sub_shapes(); std::vector out_inss; for(std::size_t i = 0; i < vec_shapes.size(); ++i) { auto ret = info.add_instruction(make_op("get_tuple_elem", {{"index", i}}), if_ret); out_inss.push_back(ret); } return out_inss; } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx