// 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 #include #include #include #include "paddle/fluid/framework/reader.h" #include "paddle/fluid/framework/threadpool.h" #include "paddle/fluid/operators/reader/lod_tensor_blocking_queue.h" namespace paddle { namespace operators { namespace reader { enum ReaderThreadStatus { Running, Stopped }; void ReadThread(const std::vector& file_list, const std::vector& slots, int batch_size, int thread_id, std::vector* thread_status, std::shared_ptr queue); class CTRReader : public framework::FileReader { public: explicit CTRReader(const std::shared_ptr& queue, int batch_size, int thread_num, const std::vector& slots, const std::vector& file_list) : batch_size_(batch_size), slots_(slots), file_list_(file_list) { PADDLE_ENFORCE(queue != nullptr, "LoDTensorBlockingQueue must not be null"); PADDLE_ENFORCE_GT(file_list.size(), 0, "file list should not be empty"); thread_num_ = file_list_.size() > thread_num_ ? thread_num_ : file_list_.size(); queue_ = queue; SplitFiles(); for (int i = 0; i < thread_num; ++i) { read_thread_status_.push_back(Stopped); } } ~CTRReader() { queue_->Close(); } void ReadNext(std::vector* out) override { bool success; *out = queue_->Pop(&success); if (!success) out->clear(); } void Shutdown() override { VLOG(3) << "Shutdown reader"; for (auto& read_thread : read_threads_) { read_thread->join(); } read_threads_.clear(); queue_->Close(); } void Start() override { VLOG(3) << "Start reader"; queue_->ReOpen(); for (int thread_id = 0; thread_id < file_groups_.size(); thread_id++) { read_threads_.emplace_back(new std::thread( std::bind(&ReadThread, file_groups_[thread_id], slots_, batch_size_, thread_id, &read_thread_status_, queue_))); } } private: void SplitFiles() { file_groups_.resize(thread_num_); for (int i = 0; i < file_list_.size(); ++i) { file_groups_[i % thread_num_].push_back(file_list_[i]); } } private: int thread_num_; const int batch_size_; const std::vector slots_; const std::vector file_list_; std::shared_ptr queue_; std::vector> read_threads_; std::vector read_thread_status_; std::vector> file_groups_; }; } // namespace reader } // namespace operators } // namespace paddle