// 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/operators/detail/safe_ref.h" #include "paddle/fluid/operators/reader/reader_op_registry.h" namespace paddle { namespace operators { namespace reader { class ThreadedReader : public framework::DecoratedReader { public: ThreadedReader(ReaderBase* reader, bool unsafe_mode) : DecoratedReader(reader), unsafe_mode_(unsafe_mode) {} void ReadNext(std::vector* out) override { std::lock_guard lock(mutex_); if (!unsafe_mode_) { if (!reader_->HasNext()) { PADDLE_THROW("There is no next data!"); } reader_->ReadNext(out); } else { auto& thread_buffer = thread_buffers_[std::this_thread::get_id()]; if (thread_buffer.empty()) { PADDLE_THROW( "thread_buffer is empty! HasNext() must be invoked before " "ReadNext() in the same thread."); } *out = thread_buffer; thread_buffer.clear(); } } bool HasNext() const override { if (!unsafe_mode_) { PADDLE_THROW( "ThreadedReader::HasNext() is disabled when 'unsafe_mode' is false."); } std::thread::id thread_id = std::this_thread::get_id(); std::lock_guard lock(mutex_); auto& thread_buffer = thread_buffers_[thread_id]; if (thread_buffer.empty() && reader_->HasNext()) { reader_->ReadNext(&thread_buffer); } return !thread_buffer.empty(); } void ReInit() override { if (!unsafe_mode_) { PADDLE_THROW( "ThreadedReader::ReInit() is disabled when 'unsafe_mode' is false."); } VLOG(5) << "ThreadedReader::ReInit() is invoked! It might be buggy in " "multi-thread environment."; reader_->ReInit(); } ~ThreadedReader() { for (auto& p : thread_buffers_) { if (!p.second.empty()) { PADDLE_THROW( "Find an unused data batch in ThreadedReader! Maybe one thread " "invokes 'HasNext()' without subsequent 'ReadNext()'."); } } } private: bool unsafe_mode_; mutable std::mutex mutex_; mutable std::unordered_map> thread_buffers_; }; class CreateThreadedReaderOp : public framework::OperatorBase { public: using framework::OperatorBase::OperatorBase; private: void RunImpl(const framework::Scope& scope, const platform::Place& dev_place) const override { auto* out = detail::Ref(scope.FindVar(Output("Out"))) .GetMutable(); if (out->Get() != nullptr) { return; } const auto& underlying_reader = scope.FindVar(Input("UnderlyingReader")) ->Get(); bool unsafe_mode = Attr("unsafe_mode"); out->Reset(new ThreadedReader(underlying_reader.Get(), unsafe_mode)); } }; class CreateThreadedReaderOpMaker : public DecoratedReaderMakerBase { public: CreateThreadedReaderOpMaker(OpProto* op_proto, OpAttrChecker* op_checker) : DecoratedReaderMakerBase(op_proto, op_checker) { AddAttr("unsafe_mode", "When 'unsafe_mode' is false, invoking 'HasNext()' or " "'ReInit()' is not allowed to avoid unexpected bugs in " "multi-thread environment.") .SetDefault(true); AddComment(R"DOC( CreateThreadedReader Operator This operator creates a threaded reader. A threaded reader's 'ReadNext()' can be invoked by several threads at the same time. When the attribute 'unsafe_mode' is false, the threaded reader's 'HasNext()' and 'ReInit()' will be disabled to avoid unexpected bugs in multi-thread environment. If you really need them, you can enable them by setting 'unsafe_mode' true. In this case, 'HasNext()' returning true only guarantees the safety of invoking 'ReadNext()' in the same thread. Each thread must invoke 'HasNext()' and 'ReadNext()' in pairs. )DOC"); } }; } // namespace reader } // namespace operators } // namespace paddle namespace reader = paddle::operators::reader; REGISTER_DECORATED_READER_OPERATOR(create_threaded_reader, reader::CreateThreadedReaderOp, reader::CreateThreadedReaderOpMaker);