// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved. // // 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 #include "paddle/fluid/framework/operator.h" // framework::kGradVarSuffix #include "paddle/fluid/framework/program_desc.h" #include "paddle/fluid/framework/variable.h" namespace paddle { namespace tape { class Variable; using VariableHandle = std::shared_ptr; /* * Combination of * framework::VarDesc desc_; * framework::Variable var_; */ class Variable { public: Variable(const std::string pre_fix) : desc_(pre_fix + std::to_string(count())) {} Variable(const std::string pre_fix, bool is_grad) : desc_(pre_fix + (is_grad ? framework::kGradVarSuffix : std::to_string(count()))) {} ~Variable() { LOG(INFO) << "Deleting " << Name(); } // Instantiate LoDTensor/SelectedRow void InitializeVariable(); VariableHandle Grad() { if (grad_ == nullptr) { grad_.reset(new Variable(desc_.Name(), true)); } return grad_; } void ResetGrad() { grad_ = nullptr; } // Stochastic Gradient Descent with Momentum // VariableHandle Momentum (); // void init(const std::string& initializer, // const framework::AttributeMap& attrs); // void value() {}; const framework::VarDesc& Desc() const { return desc_; } framework::VarDesc* MutableDesc() { return &desc_; } // TODO(tonyyang-svail): No need to expose name std::string Name() const { return desc_.Name(); } framework::Variable* Var() { return &var_; } private: int count() { static int counter = 0; return counter++; } framework::VarDesc desc_; framework::Variable var_; VariableHandle grad_; }; } }