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Paddle/paddle/fluid/imperative/gradient_accumulator.h

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// Copyright (c) 2019 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 <memory>
#include <utility>
#include <vector>
#include "paddle/fluid/imperative/layer.h"
namespace paddle {
namespace imperative {
class GradientAccumulator {
public:
explicit GradientAccumulator(VarBase* var) : var_(var) {}
virtual void Add(std::shared_ptr<VarBase> var, size_t trace_id) = 0;
virtual ~GradientAccumulator() = default;
inline void IncreaseRefCnt() { ++ref_cnt_; }
inline size_t RefCnt() const { return ref_cnt_; }
protected:
VarBase* var_;
size_t ref_cnt_{0};
};
class EagerGradientAccumulator : public GradientAccumulator {
public:
using GradientAccumulator::GradientAccumulator;
void Add(std::shared_ptr<VarBase> var, size_t trace_id) override;
private:
size_t cur_cnt_{0};
};
class SortedGradientAccumulator : public GradientAccumulator {
public:
using GradientAccumulator::GradientAccumulator;
void Add(std::shared_ptr<VarBase> var, size_t trace_id) override;
private:
std::vector<std::pair<std::shared_ptr<VarBase>, size_t>> tmp_grad_vars_;
};
} // namespace imperative
} // namespace paddle