// 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 // NOLINT #include #include "paddle/fluid/memory/allocation/allocator.h" namespace paddle { namespace memory { namespace allocation { // The AutoIncrementAllocator manages many underlying allocators. If none of // them can allocate the request memory, a new allocator will be created and // invoke its `allocate` method. // // NOTE(yy): The AutoIncrementAllocator will prefer to allocate memory from // the latest sucessful allocator. // // NOTE(yy): We may need to release an underlying allocator if it allocate // nothing. However, it is generally not useful, since it will make performance // undetermined. // // NOTE(yy): This allocator is only locked when creating new underlying // allocator. The allocation requests from many threads may be dispatched // to the same underlying allocator. So the underlying allocator must be // thread safe. class AutoIncrementAllocator : public ManagedAllocator { public: // Creator is the method to create ManagedAllocator using AllocatorCreator = std::function()>; explicit AutoIncrementAllocator(AllocatorCreator&& creator) : creator_(std::move(creator)), prev_success_allocator_{0} {} std::unique_ptr Allocate(size_t size, Attr attr) override; std::shared_ptr AllocateShared(size_t size, Attr attr) override; bool IsAllocThreadSafe() const override; private: // NOTE: here use template Callback, it can be inlined when -O3 template inline typename std::result_of::type InvokeOrCreateUnderlyingAllocator(Callback callback) { size_t retry_count = underlying_allocators_.size(); auto cur = prev_success_allocator_; while (retry_count-- > 0) { // until there retry count is zero try { auto res = callback(*underlying_allocators_[cur]); { std::lock_guard guard(mtx_); prev_success_allocator_ = cur; } return std::move(res); } catch (BadAlloc&) { ++cur; if (cur >= underlying_allocators_.size()) { cur = 0; } } catch (...) { // if there is another type of allocation, just rethrow it. throw; } } // No suitable allocator { std::lock_guard guard(mtx_); underlying_allocators_.emplace_back(creator_()); prev_success_allocator_ = underlying_allocators_.size() - 1; PADDLE_ENFORCE( underlying_allocators_[prev_success_allocator_]->IsAllocThreadSafe(), "the underlying allocator must be thread safe. This is a program " "bug."); return callback(*underlying_allocators_[prev_success_allocator_]); } } AllocatorCreator creator_; std::vector underlying_allocators_; size_t prev_success_allocator_{0}; std::mutex mtx_; // NOLINT }; } // namespace allocation } // namespace memory } // namespace paddle