/* 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, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ #pragma once #include "paddle/framework/op_desc.h" #include "paddle/framework/operator.h" namespace paddle { namespace framework { class GradOpDescMakerBase { public: explicit GradOpDescMakerBase(const OpDescBind& fwd_op) : fwd_op_(fwd_op) {} virtual ~GradOpDescMakerBase() = default; virtual std::vector> operator()() const = 0; protected: static std::vector ToGradNames( const std::vector& var_names) { std::vector ret_val; ret_val.reserve(var_names.size()); std::transform(var_names.begin(), var_names.end(), std::back_inserter(ret_val), GradVarName); return ret_val; } std::vector InputGrad(const std::string& name) const { return ToGradNames(fwd_op_.Input(name)); } std::vector OutputGrad(const std::string& name) const { return ToGradNames(fwd_op_.Output(name)); } std::vector InputNames() const { return this->fwd_op_.InputNames(); } std::vector OutputNames() const { return this->fwd_op_.OutputNames(); } std::vector Input(const std::string& name) const { return fwd_op_.Input(name); } std::vector Output(const std::string& name) const { return fwd_op_.Output(name); } const std::unordered_map& Attrs() const { return fwd_op_.GetAttrMap(); } const Attribute& GetAttr(const std::string& name) const { auto& map = fwd_op_.GetAttrMap(); auto it = map.find(name); PADDLE_ENFORCE(it != map.end(), "Cannot find attribute %s", name); return it->second; } std::string ForwardOpType() const { return this->fwd_op_.Type(); } private: const OpDescBind& fwd_op_; }; class SingleGradOpDescMaker : public GradOpDescMakerBase { public: using GradOpDescMakerBase::GradOpDescMakerBase; std::vector> operator()() const { std::vector> retv; retv.emplace_back(this->Apply()); return retv; } protected: virtual std::unique_ptr Apply() const = 0; }; class DefaultGradOpDescMaker : public SingleGradOpDescMaker { public: using SingleGradOpDescMaker::SingleGradOpDescMaker; protected: virtual std::unique_ptr Apply() const { auto* grad = new OpDescBind(); grad->SetType(this->GradOpType()); for (auto& input_param : this->InputNames()) { grad->SetInput(input_param, this->Input(input_param)); grad->SetOutput(GradVarName(input_param), this->InputGrad(input_param)); } for (auto& output_param : this->OutputNames()) { grad->SetInput(output_param, this->Output(output_param)); grad->SetInput(GradVarName(output_param), this->OutputGrad(output_param)); } grad->SetAttrMap(this->Attrs()); return std::unique_ptr(grad); } virtual std::string GradOpType() const { return this->ForwardOpType() + "_grad"; } }; } // namespace framework } // namespace paddle