提交 e2ca4240 编写于 作者: F fengjiayi

Replace Channel in DoubleBufferReader with BlockingQueue

上级 a7866113
......@@ -14,7 +14,7 @@
#include <thread> // NOLINT
#include "paddle/fluid/framework/channel.h"
#include "paddle/fluid/operators/reader/blocking_queue.h"
#include "paddle/fluid/operators/reader/reader_op_registry.h"
namespace paddle {
......@@ -23,13 +23,13 @@ namespace reader {
// 'Double buffer' means we shall maintain two batches of input data at the same
// time. So the kCacheSize shoul be at least 2.
static constexpr size_t kCacheSize = 2;
static constexpr size_t kCacheSize = 3;
// There will be two bacthes out of the channel during training:
// 1. the one waiting to be sent to the channel
// 2. the one just be received from the channel, which is also being used by
// subsequent operators.
// So the channel size should be kChacheSize - 2
static constexpr size_t kChannelSize = 0; // kCacheSize - 2
static constexpr size_t kChannelSize = 1; // kCacheSize - 2
class DoubleBufferReader : public framework::DecoratedReader {
public:
......@@ -58,7 +58,7 @@ class DoubleBufferReader : public framework::DecoratedReader {
bool HasNext() const;
void StartPrefetcher() {
channel_ = framework::MakeChannel<size_t>(kChannelSize);
channel_ = new reader::BlockingQueue<size_t>(kChannelSize);
prefetcher_ = std::thread([this] { PrefetchThreadFunc(); });
}
......@@ -74,7 +74,7 @@ class DoubleBufferReader : public framework::DecoratedReader {
void PrefetchThreadFunc();
std::thread prefetcher_;
framework::Channel<size_t>* channel_;
reader::BlockingQueue<size_t>* channel_;
platform::Place place_;
std::vector<std::vector<framework::LoDTensor>> cpu_tensor_cache_;
std::vector<std::vector<framework::LoDTensor>> gpu_tensor_cache_;
......@@ -185,10 +185,7 @@ void DoubleBufferReader::PrefetchThreadFunc() {
gpu_batch[i].set_lod(cpu_batch[i].lod());
}
}
try {
size_t tmp = cached_tensor_id;
channel_->Send(&tmp);
} catch (paddle::platform::EnforceNotMet e) {
if (!channel_->Send(cached_tensor_id)) {
VLOG(5) << "WARNING: The double buffer channel has been closed. The "
"prefetch thread will terminate.";
break;
......
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