// 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 #include "paddle/fluid/eager/autograd_meta.h" #include "paddle/fluid/eager/grad_node_info.h" #include "paddle/fluid/eager/hooks.h" namespace egr { class GradNodeAccumulation : public GradNodeBase { public: // Constructor: configure fwd input tensors to grad node explicit GradNodeAccumulation(AutogradMeta* meta) : GradNodeBase(1, 1) { VLOG(6) << "Construct GradNodeAccumulation"; if (meta) { weak_grad_ = meta->WeakGrad(); } SetDefaultGradInOutMeta(); } ~GradNodeAccumulation() override { VLOG(6) << "Destruct GradNodeAccumulation"; } // Functor: perform backward computations virtual paddle::small_vector, kSlotSmallVectorSize> operator()(paddle::small_vector, kSlotSmallVectorSize>& grads, // NOLINT bool create_graph = false, bool is_new_grad = false) override; void ClearTensorWrappers() override { VLOG(6) << "Do nothing here now"; } std::string name() { return "GradNodeAccumulation"; } /** * Register ReduceHook * **/ void RegisterReduceHook(std::shared_ptr&& hook); /** * Apply ReduceHook here * **/ inline bool ReduceHooksRegistered() { return reduce_hooks_.size() != 0; } void ApplyReduceHooks(); std::shared_ptr Copy() const override { return std::shared_ptr( new GradNodeAccumulation(nullptr)); } void SetFakeEmpty(bool is_fake_empty) { is_fake_empty_ = is_fake_empty; } private: // TODO(Jiabin): remove this when we make our clear gradient really cleared; bool is_fake_empty_ = {false}; std::weak_ptr weak_grad_; std::vector> reduce_hooks_; std::function retain_grad_hook_; }; } // namespace egr