/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOpArgType::OUT WARRANTIES OR CONDITIONS OF ANY KOpArgType::IND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ #include "paddle/framework/grad_op_builder.h" #include "paddle/framework/op_registry.h" namespace paddle { namespace framework { enum class OpArgType { IN, OUT }; using VarNameMap = OperatorBase::VarNameMap; static VarNameMap TransOpArg(const OperatorBase* src_op, const OpArgType& src_type, const OpArgType& dst_type, bool is_grad) { const auto& src_inout = src_type == OpArgType::IN ? src_op->Inputs() : src_op->Outputs(); VarNameMap dst_inout; const OpProto& proto = OpProtos().at(src_op->Type()); const auto& src_arg_list = src_type == OpArgType::IN ? proto.inputs() : proto.outputs(); for (const auto& arg : src_arg_list) { if (arg.no_gradient() && !is_grad) continue; const std::string src_name = arg.name(); std::string dst_name = is_grad ? GradVarName(src_name) : src_name; dst_inout[dst_name].reserve(src_inout.at(src_name).size()); for (auto& var_name : src_inout.at(src_name)) { std::string s = is_grad ? GradVarName(var_name) : var_name; dst_inout[dst_name].emplace_back(s); } } return dst_inout; } OperatorBase* BuildGradOp(const OperatorBase* op) { std::string grad_op_type = OpRegistry::grad_ops().at(op->Type()); auto I = TransOpArg(op, OpArgType::IN, OpArgType::IN, false); // I auto O = TransOpArg(op, OpArgType::OUT, OpArgType::IN, false); // O auto OG = TransOpArg(op, OpArgType::OUT, OpArgType::IN, true); // OG auto IG = TransOpArg(op, OpArgType::IN, OpArgType::OUT, true); // IG // TODO(merge I/O/OG) VarNameMap GradIn; GradIn.insert(I.begin(), I.end()); GradIn.insert(O.begin(), O.end()); GradIn.insert(OG.begin(), OG.end()); OperatorBase* grad_op = OpRegistry::op_creators().at(grad_op_type)( grad_op_type, GradIn, IG, op->Attrs()); return grad_op; } } // namespace framework } // namespace paddle