// 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. #include // NOLINT #include "paddle/fluid/operators/reader/blocking_queue.h" #include "paddle/fluid/operators/reader/reader_op_registry.h" namespace paddle { namespace operators { namespace reader { class MultiFileReader : public framework::ReaderBase { public: MultiFileReader(const std::vector& file_names, size_t thread_num, size_t buffer_size) : buffer_size_(buffer_size) { readers_.reserve(file_names.size()); for (const std::string& f_name : file_names) { readers_.emplace_back(CreateReaderByFileName(f_name)); } prefetchers_.resize(thread_num); Start(); } void ReadNextImpl(std::vector* out) override; ~MultiFileReader() { Shutdown(); } private: void StartImpl() override; void ShutdownImpl() override; void ScheduleThreadFunc(); void PrefetchThreadFunc(size_t reader_idx, size_t thread_idx); std::vector> readers_; std::thread scheduler_; std::vector prefetchers_; size_t buffer_size_; reader::BlockingQueue* waiting_reader_idx_; reader::BlockingQueue* available_thread_idx_; reader::BlockingQueue>* buffer_; }; void MultiFileReader::ReadNextImpl(std::vector* out) { if (!buffer_->Receive(out)) { out->clear(); } } void MultiFileReader::StartImpl() { size_t thread_num = prefetchers_.size(); waiting_reader_idx_ = new reader::BlockingQueue(readers_.size()); available_thread_idx_ = new reader::BlockingQueue(thread_num); buffer_ = new reader::BlockingQueue>( buffer_size_); for (size_t i = 0; i < readers_.size(); ++i) { waiting_reader_idx_->Send(i); } waiting_reader_idx_->Close(); for (size_t i = 0; i < thread_num; ++i) { available_thread_idx_->Send(i); } scheduler_ = std::thread([this] { ScheduleThreadFunc(); }); } void MultiFileReader::ShutdownImpl() { available_thread_idx_->Close(); buffer_->Close(); waiting_reader_idx_->Close(); if (scheduler_.joinable()) { scheduler_.join(); } delete buffer_; delete available_thread_idx_; delete waiting_reader_idx_; } void MultiFileReader::ScheduleThreadFunc() { VLOG(5) << "MultiFileReader schedule thread starts."; size_t completed_thread_num = 0; size_t thread_idx; while (available_thread_idx_->Receive(&thread_idx)) { std::thread& prefetcher = prefetchers_[thread_idx]; if (prefetcher.joinable()) { prefetcher.join(); } size_t reader_idx; if (waiting_reader_idx_->Receive(&reader_idx)) { // Still have files to read. Start a new prefetch thread. prefetcher = std::thread([this, reader_idx, thread_idx] { PrefetchThreadFunc(reader_idx, thread_idx); }); } else { // No more file to read. ++completed_thread_num; if (completed_thread_num == prefetchers_.size()) { buffer_->Close(); break; } } } // If users invoke Shutdown() when scheduler is running, it will close the // 'avaiable_thread_idx_' and prefecther threads have no way to tell scheduler // to release their resource. So a check is needed before scheduler ends. for (auto& p : prefetchers_) { if (p.joinable()) { p.join(); } } VLOG(5) << "MultiFileReader schedule thread terminates."; } void MultiFileReader::PrefetchThreadFunc(size_t reader_idx, size_t thread_idx) { VLOG(5) << "The prefetch thread of file idx '" << reader_idx << "' starts."; std::unique_ptr& reader = readers_[reader_idx]; while (true) { std::vector ins; reader->ReadNext(&ins); if (ins.empty()) { reader->Shutdown(); reader->Start(); break; } try { buffer_->Send(std::move(ins)); } catch (paddle::platform::EnforceNotMet e) { VLOG(5) << "WARNING: The buffer channel has been closed. The prefetch " "thread of file idx '" << reader_idx << "' will terminate."; break; } } if (!available_thread_idx_->Send(thread_idx)) { VLOG(5) << "WARNING: The available_thread_idx_ channel has been closed. " "Fail to send thread_idx."; } VLOG(5) << "The prefetch thread of file idx '" << reader_idx << "' terminates."; } class OpenFilesOp : public framework::OperatorBase { public: using framework::OperatorBase::OperatorBase; private: void RunImpl(const framework::Scope& scope, const platform::Place& dev_place) const override { const auto& shape_concat = Attr>("shape_concat"); const auto& ranks = Attr>("ranks"); PADDLE_ENFORCE(!shape_concat.empty() && !ranks.empty()); PADDLE_ENFORCE_EQ(std::accumulate(ranks.begin(), ranks.end(), 0), static_cast(shape_concat.size()), "The accumulate of all ranks should be equal to the " "shape concat's length."); const auto& file_names = Attr>("file_names"); PADDLE_ENFORCE(!file_names.empty(), "No file to be read!"); const size_t thread_num = Attr("thread_num"); const size_t buffer_size = Attr("buffer_size"); auto* out = scope.FindVar(Output("Out")) ->template GetMutable(); out->Reset(new MultiFileReader(file_names, thread_num, buffer_size)); } }; class OpenFilesOpMaker : public FileReaderMakerBase { protected: void Apply() override { AddAttr>("file_names", "Files to be read."); AddAttr("thread_num", "The maximal concurrent prefetch thread number.") .GreaterThan(0); AddAttr("buffer_size", "The size of prefetch buffer.").GreaterThan(0); AddComment(R"DOC( OpenFiles Operator An OpenFilesOp creates a MultiFileReader, which is able to read data multi-threaded from multiple files. )DOC"); } }; } // namespace reader } // namespace operators } // namespace paddle namespace reader = paddle::operators::reader; REGISTER_FILE_READER_OPERATOR(open_files, reader::OpenFilesOp, reader::OpenFilesOpMaker);