/* 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/framework.pb.h" #include "paddle/framework/op_registry.h" namespace paddle { namespace framework { class OpRegistry; enum class OpArgType { IN, OUT }; static void TransOpArg(const OperatorBase* src_op, OperatorBase::VarNameMap* vars, const OpArgType& src_type, bool is_grad) { const auto& src_inout = src_type == OpArgType::IN ? src_op->inputs_ : src_op->outputs_; auto& dst_inout = *vars; 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); } } } OperatorBase* BuildGradOp(const OperatorBase* op) { auto gop_type_it = OpRegistry::grad_ops().find(op->type_); PADDLE_ENFORCE(gop_type_it != OpRegistry::grad_ops().end(), "Operator %s do not register gradient type", op->type_); auto& grad_op_type = gop_type_it->second; OperatorBase::VarNameMap inputs; OperatorBase::VarNameMap outputs; TransOpArg(op, &inputs, OpArgType::IN, false); // I TransOpArg(op, &inputs, OpArgType::OUT, false); // O TransOpArg(op, &inputs, OpArgType::OUT, true); // OG TransOpArg(op, &outputs, OpArgType::IN, true); // IG auto gop_it = OpRegistry::op_creators().find(grad_op_type); PADDLE_ENFORCE(gop_it != OpRegistry::op_creators().end(), "Operator %s 's Gradient %s's creator cannot be found", op->type_, grad_op_type); return gop_it->second(grad_op_type, inputs, outputs, op->attrs_); } } // namespace framework } // namespace paddle