Imperative tracer refactoring (#22457)
* refine grad maker, test=develop * refactor tracer stage 1, test=develop * merge develop to solve conflict third times, test=developrevert-22710-feature/integrated_ps_api
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// Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#pragma once
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#include <string>
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#include "paddle/fluid/framework/variable.h"
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namespace paddle {
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namespace imperative {
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class VariableWrapper {
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public:
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explicit VariableWrapper(const std::string& name) : name_(name) {}
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const framework::Variable& Var() const { return var_; }
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framework::Variable* MutableVar() { return &var_; }
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// This is used for python api
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void SetOverridedStopGradient(bool stop_gradient) {
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overrided_stop_gradient_ = static_cast<int>(stop_gradient);
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}
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// This is used for python api
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bool OverridedStopGradient() const { return overrided_stop_gradient_ != 0; }
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// This is used inside C++
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int InnerOverridedStopGradient() const { return overrided_stop_gradient_; }
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// This is used inside C++
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void InnerSetOverridedStopGradient(bool stop_gradient) {
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if (overrided_stop_gradient_ == -1) {
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overrided_stop_gradient_ = static_cast<int>(stop_gradient);
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} else {
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VLOG(6) << "Ignore Stop gradient conversion for Var: " << Name()
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<< "Set value is: " << overrided_stop_gradient_;
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}
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}
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void SetPersistable(bool persistable) { persistable_ = persistable; }
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bool Persistable() const { return persistable_; }
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const std::string& Name() const { return name_; }
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void SetName(const std::string& name) { name_ = name; }
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void SetType(framework::proto::VarType::Type type) { type_ = type; }
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framework::proto::VarType::Type Type() const { return type_; }
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void SetDataType(framework::proto::VarType::Type data_type) {
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data_type_ = data_type;
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}
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framework::proto::VarType::Type DataType() const {
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const framework::Tensor* tensor = nullptr;
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if (var_.IsInitialized()) {
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if (type_ == framework::proto::VarType::LOD_TENSOR) {
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tensor = &(var_.Get<framework::LoDTensor>());
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} else if (type_ == framework::proto::VarType::SELECTED_ROWS) {
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tensor = &(var_.Get<framework::SelectedRows>().value());
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} else {
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VLOG(6) << "Variable " << name_ << " is not initialized";
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return data_type_;
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}
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}
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if (tensor && tensor->IsInitialized()) {
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return tensor->type();
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} else {
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VLOG(6) << "The tensor of variable " << name_ << " is not initialized";
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return data_type_;
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}
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}
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private:
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framework::Variable var_;
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std::string name_;
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// add this property for users may set stop_gradient themselves and this
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// should override the frameworks setting (-1) unset, (1) true, (0) false
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int overrided_stop_gradient_{-1};
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bool persistable_{false};
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framework::proto::VarType::Type type_{framework::proto::VarType::LOD_TENSOR};
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framework::proto::VarType::Type data_type_{framework::proto::VarType::FP32};
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};
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} // namespace imperative
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} // namespace paddle
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