accumulation_node.h 1.8 KB
Newer Older
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
// Copyright (c) 2021 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

17
#include "paddle/fluid/eager/autograd_meta.h"
18 19 20 21 22 23 24
#include "paddle/fluid/eager/grad_node_info.h"

namespace egr {

class GradNodeAccumulation : public GradNodeBase {
 public:
  // Constructor: configure fwd input tensors to grad node
25 26 27 28
  explicit GradNodeAccumulation(AutogradMeta* meta) : GradNodeBase(1, 1) {
    weak_grad_ = meta->WeakGrad();
    SetDefaultGradInOutMeta();
  }
29 30 31 32

  ~GradNodeAccumulation() override = default;

  // Functor: perform backward computations
33 34 35
  virtual std::vector<std::vector<paddle::experimental::Tensor>> operator()(
      const std::vector<std::vector<paddle::experimental::Tensor>>& grads)
      override;
36

37 38
  std::string name() { return "GradNodeAccumulation"; }

39 40 41 42 43 44 45 46 47 48 49
  /**
   * Register ReduceHook
   * **/
  void RegisterReduceHook(const std::function<void(void)>& hook);

  /**
   * Apply ReduceHook here
   * **/
  inline bool ReduceHooksRegistered() { return reduce_hooks_.size() != 0; }
  void ApplyReduceHooks();

50
 private:
51
  std::weak_ptr<paddle::experimental::Tensor> weak_grad_;
52

53 54 55
  std::function<paddle::experimental::Tensor(
      const paddle::experimental::Tensor&)>
      retain_grad_hook_;
56 57

  std::vector<std::function<void(void)>> reduce_hooks_;
58 59 60
};

}  // namespace egr