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// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include "paddle/fluid/operators/reader/buffered_reader.h"
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#include <vector>
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namespace paddle {
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namespace operators {
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namespace reader {
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BufferedReader::~BufferedReader() {
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reader_->Shutdown();
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buffer_.clear();
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}
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BufferedReader::BufferedReader(
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const std::shared_ptr<framework::ReaderBase> &reader,
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const platform::Place &place, size_t buffer_size)
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: framework::DecoratedReader(reader),
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thread_pool_(1),
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place_(place),
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buffer_size_(buffer_size) {
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AppendFutureToBatchSize();
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}
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void BufferedReader::AppendFutureToBatchSize() {
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while (buffer_.size() < buffer_size_) {
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AppendFuture();
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}
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}
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void BufferedReader::AppendFuture() {
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buffer_.emplace_back(thread_pool_.enqueue([this] {
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TensorVec cpu_buffer;
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reader_->ReadNext(&cpu_buffer);
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if (platform::is_gpu_place(place_)) {
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TensorVec gpu_buffer;
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for (size_t i = 0; i < cpu_buffer.size(); ++i) {
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gpu_buffer.emplace_back();
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framework::TensorCopySync(cpu_buffer[i], place_, &gpu_buffer.back());
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}
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cpu_buffer = gpu_buffer;
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}
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return cpu_buffer;
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}));
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}
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void BufferedReader::ShutdownImpl() {
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reader_->Shutdown();
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buffer_.clear();
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}
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void BufferedReader::StartImpl() {
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reader_->Start();
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AppendFutureToBatchSize();
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}
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void BufferedReader::ReadNextImpl(std::vector<framework::LoDTensor> *out) {
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PADDLE_ENFORCE_EQ(buffer_.size(), buffer_size_);
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*out = buffer_.front().get();
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buffer_.pop_front();
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AppendFuture();
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}
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} // namespace reader
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} // namespace operators
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} // namespace paddle
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@ -0,0 +1,55 @@
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// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#pragma once
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#include <list>
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#include <vector>
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#include "ThreadPool.h"
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#include "paddle/fluid/framework/reader.h"
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namespace paddle {
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namespace operators {
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namespace reader {
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class BufferedReader : public framework::DecoratedReader {
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using TensorVec = std::vector<framework::LoDTensor>;
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using VecFuture = std::future<TensorVec>;
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public:
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BufferedReader(const std::shared_ptr<framework::ReaderBase>& reader,
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const platform::Place& place, size_t buffer_size);
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~BufferedReader() override;
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private:
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void AppendFutureToBatchSize();
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void AppendFuture();
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protected:
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void ShutdownImpl() override;
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void StartImpl() override;
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void ReadNextImpl(std::vector<framework::LoDTensor>* out) override;
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private:
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ThreadPool thread_pool_;
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platform::Place place_;
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const size_t buffer_size_;
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std::list<VecFuture> buffer_;
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};
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} // namespace reader
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} // namespace operators
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} // namespace paddle
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