// 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 "paddle/fluid/framework/channel.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, const std::vector& dims, size_t thread_num, size_t buffer_size) : file_names_(file_names), dims_(dims), buffer_size_(buffer_size) { prefetchers_.resize(thread_num); StartNewScheduler(); } void ReadNext(std::vector* out) override; void ReInit() override; ~MultiFileReader() { EndScheduler(); } private: bool HasNext(); void StartNewScheduler(); void EndScheduler(); void ScheduleThreadFunc(); void PrefetchThreadFunc(std::string file_name, size_t thread_idx); std::vector file_names_; std::vector dims_; std::thread scheduler_; std::vector prefetchers_; size_t buffer_size_; framework::Channel* waiting_file_idx_; framework::Channel* available_thread_idx_; framework::Channel>* buffer_; }; void MultiFileReader::ReadNext(std::vector* out) { out->clear(); if (HasNext()) { buffer_->Receive(out); } } void MultiFileReader::ReInit() { EndScheduler(); StartNewScheduler(); } bool MultiFileReader::HasNext() { while (!buffer_->IsClosed() && !buffer_->CanReceive()) { } return buffer_->CanReceive(); } void MultiFileReader::StartNewScheduler() { size_t thread_num = prefetchers_.size(); waiting_file_idx_ = framework::MakeChannel(file_names_.size()); available_thread_idx_ = framework::MakeChannel(thread_num); buffer_ = framework::MakeChannel>(buffer_size_); for (size_t i = 0; i < file_names_.size(); ++i) { waiting_file_idx_->Send(&i); } waiting_file_idx_->Close(); for (size_t i = 0; i < thread_num; ++i) { available_thread_idx_->Send(&i); } scheduler_ = std::thread([this] { ScheduleThreadFunc(); }); } void MultiFileReader::EndScheduler() { available_thread_idx_->Close(); buffer_->Close(); waiting_file_idx_->Close(); if (scheduler_.joinable()) { scheduler_.join(); } delete buffer_; delete available_thread_idx_; delete waiting_file_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 file_idx; if (waiting_file_idx_->Receive(&file_idx)) { // Still have files to read. Start a new prefetch thread. std::string file_name = file_names_[file_idx]; prefetcher = std::thread([this, file_name, thread_idx] { PrefetchThreadFunc(file_name, thread_idx); }); } else { // No more file to read. ++completed_thread_num; if (completed_thread_num == prefetchers_.size()) { buffer_->Close(); break; } } } // If users invoke ReInit() 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(std::string file_name, size_t thread_idx) { VLOG(5) << "The prefetch thread of file '" << file_name << "' starts."; std::unique_ptr reader = CreateReaderByFileName(file_name, dims_); while (true) { std::vector ins; reader->ReadNext(&ins); if (ins.empty()) { break; } try { buffer_->Send(&ins); } catch (paddle::platform::EnforceNotMet e) { VLOG(5) << "WARNING: The buffer channel has been closed. The prefetch " "thread of file '" << file_name << "' will terminate."; break; } } try { available_thread_idx_->Send(&thread_idx); } catch (paddle::platform::EnforceNotMet e) { VLOG(5) << "WARNING: The available_thread_idx_ channel has been closed. " "Fail to send thread_idx."; } VLOG(5) << "The prefetch thread of file '" << file_name << "' 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, RestoreShapes(shape_concat, ranks), thread_num, buffer_size)); } }; class OpenFilesOpMaker : public FileReaderMakerBase { public: OpenFilesOpMaker(OpProto* op_proto, OpAttrChecker* op_checker) : FileReaderMakerBase(op_proto, op_checker) { 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);