// 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 #include #include // NOLINT #include #include "gflags/gflags.h" #include "paddle/fluid/platform/device_context.h" #ifdef PADDLE_WITH_MLU #include "paddle/fluid/platform/device/mlu/device_context.h" #endif namespace paddle { namespace framework { class GarbageCollector { public: using GarbageQueue = std::deque>; GarbageCollector(const platform::Place &place, size_t max_memory_size); virtual ~GarbageCollector() PADDLE_MAY_THROW {} virtual void Wait() const {} template void Add(Container &&objs); template void Add(Container &&objs, Callback &&callback); void DirectClearCallback(const std::function &callback) { ClearCallback(callback); } protected: virtual void ClearCallback(const std::function &callback) = 0; platform::DeviceContext *dev_ctx_; std::unique_ptr garbages_; mutable std::unique_ptr mutex_; const size_t max_memory_size_; size_t cur_memory_size_{0}; }; class CPUGarbageCollector : public GarbageCollector { public: CPUGarbageCollector(const platform::CPUPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; #ifdef PADDLE_WITH_XPU class XPUGarbageCollector : public GarbageCollector { public: XPUGarbageCollector(const platform::XPUPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; #endif #ifdef PADDLE_WITH_IPU class IPUGarbageCollector : public GarbageCollector { public: IPUGarbageCollector(const platform::IPUPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; #endif #if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP) class UnsafeFastGPUGarbageCollector : public GarbageCollector { public: UnsafeFastGPUGarbageCollector(const platform::CUDAPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; class DefaultStreamGarbageCollector : public GarbageCollector { public: DefaultStreamGarbageCollector(const platform::CUDAPlace &place, size_t max_memory_size); void Wait() const override; protected: void ClearCallback(const std::function &callback) override; }; class StreamGarbageCollector : public GarbageCollector { public: StreamGarbageCollector(const platform::CUDAPlace &place, size_t max_memory_size); ~StreamGarbageCollector(); void Wait() const override; gpuStream_t stream() const; protected: void ClearCallback(const std::function &callback) override; private: gpuStream_t stream_; std::unique_ptr> callback_manager_; }; class CUDAPinnedGarbageCollector : public GarbageCollector { public: CUDAPinnedGarbageCollector(const platform::CUDAPinnedPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; #endif #ifdef PADDLE_WITH_ASCEND_CL class NPUDefaultStreamGarbageCollector : public GarbageCollector { public: NPUDefaultStreamGarbageCollector(const platform::NPUPlace &place, size_t max_memory_size); void Wait() const override; protected: void ClearCallback(const std::function &callback) override; }; class NPUUnsafeFastGarbageCollector : public GarbageCollector { public: NPUUnsafeFastGarbageCollector(const platform::NPUPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; #endif #ifdef PADDLE_WITH_MLU class MLUDefaultStreamGarbageCollector : public GarbageCollector { public: MLUDefaultStreamGarbageCollector(const platform::MLUPlace &place, size_t max_memory_size); void Wait() const override; protected: void ClearCallback(const std::function &callback) override; }; class MLUUnsafeFastGarbageCollector : public GarbageCollector { public: MLUUnsafeFastGarbageCollector(const platform::MLUPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; class MLUStreamGarbageCollector : public GarbageCollector { public: MLUStreamGarbageCollector(const platform::MLUPlace &place, size_t max_memory_size); ~MLUStreamGarbageCollector(); void Wait() const override; mluStream stream() const; protected: void ClearCallback(const std::function &callback) override; private: mluStream stream_; std::unique_ptr> callback_manager_; }; #endif #ifdef PADDLE_WITH_CUSTOM_DEVICE class CustomDefaultStreamGarbageCollector : public GarbageCollector { public: CustomDefaultStreamGarbageCollector(const platform::CustomPlace &place, size_t max_memory_size); void Wait() const override; protected: void ClearCallback(const std::function &callback) override; }; class CustomDeviceUnsafeFastGarbageCollector : public GarbageCollector { public: CustomDeviceUnsafeFastGarbageCollector(const platform::CustomPlace &place, size_t max_memory_size); protected: void ClearCallback(const std::function &callback) override; }; class CustomStreamGarbageCollector : public GarbageCollector { public: CustomStreamGarbageCollector(const platform::CustomPlace &place, size_t max_memory_size); ~CustomStreamGarbageCollector(); void Wait() const override; phi::stream::Stream *stream() const; protected: void ClearCallback(const std::function &callback) override; private: std::unique_ptr stream_; std::unique_ptr callback_manager_; }; #endif template void GarbageCollector::Add(Container &&objs) { Add(std::forward(objs), []() {}); } template void GarbageCollector::Add(Container &&objs, Callback &&callback) { // Special case when FLAGS_eager_delete_tensor_gb=0.0 // It speeds up GC about 2~3%. if (max_memory_size_ <= 1) { callback(); auto *container = new Container(std::move(objs)); ClearCallback([container] { delete container; }); return; } GarbageQueue *garbage_queue = nullptr; { std::lock_guard guard(*mutex_); for (auto &obj : objs) { if (!obj) continue; cur_memory_size_ += obj->size(); garbages_->push_back(std::move(obj)); } if (cur_memory_size_ >= max_memory_size_) { cur_memory_size_ = 0; garbage_queue = garbages_.release(); garbages_.reset(new GarbageQueue()); } } if (garbage_queue) { callback(); ClearCallback([garbage_queue]() { delete garbage_queue; }); } } int64_t GetEagerDeletionThreshold(); bool IsFastEagerDeletionModeEnabled(); void SetEagerDeletionMode(double threshold, double fraction, bool fast_mode); double GetEagerDeletionMemoryFraction(); } // namespace framework } // namespace paddle