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/* Copyright 2015 The TensorFlow 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.
==============================================================================*/
// See docs in ../ops/io_ops.cc.
#include <memory>
#include "tensorflow/core/framework/reader_base.h"
#include "tensorflow/core/framework/reader_op_kernel.h"
#include "tensorflow/core/lib/core/errors.h"
#include "tensorflow/core/lib/io/buffered_inputstream.h"
#include "tensorflow/core/lib/io/random_inputstream.h"
#include "tensorflow/core/lib/io/zlib_compression_options.h"
#include "tensorflow/core/lib/io/zlib_inputstream.h"
#include "tensorflow/core/lib/strings/strcat.h"
#include "tensorflow/core/platform/env.h"
namespace tensorflow {
// In the constructor hop_bytes_ is set to record_bytes_ if it was 0,
// so that we will always "hop" after each read (except first).
class FixedLengthRecordReader : public ReaderBase {
public:
FixedLengthRecordReader(const string& node_name, int64 header_bytes,
int64 record_bytes, int64 footer_bytes,
int64 hop_bytes, const string& encoding, Env* env)
: ReaderBase(
strings::StrCat("FixedLengthRecordReader '", node_name, "'")),
header_bytes_(header_bytes),
record_bytes_(record_bytes),
footer_bytes_(footer_bytes),
hop_bytes_(hop_bytes == 0 ? record_bytes : hop_bytes),
env_(env),
record_number_(0),
encoding_(encoding) {}
// On success:
// * buffered_inputstream_ != nullptr,
// * buffered_inputstream_->Tell() == header_bytes_
Status OnWorkStartedLocked() override {
record_number_ = 0;
lookahead_cache_.clear();
TF_RETURN_IF_ERROR(env_->NewRandomAccessFile(current_work(), &file_));
if (encoding_ == "ZLIB" || encoding_ == "GZIP") {
const io::ZlibCompressionOptions zlib_options =
encoding_ == "ZLIB" ? io::ZlibCompressionOptions::DEFAULT()
: io::ZlibCompressionOptions::GZIP();
file_stream_.reset(new io::RandomAccessInputStream(file_.get()));
buffered_inputstream_.reset(
new io::ZlibInputStream(file_stream_.get(), (size_t)kBufferSize,
(size_t)kBufferSize, zlib_options));
} else {
buffered_inputstream_.reset(
new io::BufferedInputStream(file_.get(), kBufferSize));
}
// header_bytes_ is always skipped.
TF_RETURN_IF_ERROR(buffered_inputstream_->SkipNBytes(header_bytes_));
return Status::OK();
}
Status OnWorkFinishedLocked() override {
buffered_inputstream_.reset(nullptr);
return Status::OK();
}
Status ReadLocked(string* key, string* value, bool* produced,
bool* at_end) override {
// We will always "hop" the hop_bytes_ except the first record
// where record_number_ == 0
if (record_number_ != 0) {
if (hop_bytes_ <= lookahead_cache_.size()) {
// If hop_bytes_ is smaller than the cached data we skip the
// hop_bytes_ from the cache.
lookahead_cache_ = lookahead_cache_.substr(hop_bytes_);
} else {
// If hop_bytes_ is larger than the cached data, we clean up
// the cache, then skip hop_bytes_ - cache_size from the file
// as the cache_size has been skipped through cache.
int64 cache_size = lookahead_cache_.size();
lookahead_cache_.clear();
Status s = buffered_inputstream_->SkipNBytes(hop_bytes_ - cache_size);
if (!s.ok()) {
if (!errors::IsOutOfRange(s)) {
return s;
}
*at_end = true;
return Status::OK();
}
}
}
// Fill up lookahead_cache_ to record_bytes_ + footer_bytes_
int bytes_to_read = record_bytes_ + footer_bytes_ - lookahead_cache_.size();
Status s = buffered_inputstream_->ReadNBytes(bytes_to_read, value);
if (!s.ok()) {
value->clear();
if (!errors::IsOutOfRange(s)) {
return s;
}
*at_end = true;
return Status::OK();
}
lookahead_cache_.append(*value, 0, bytes_to_read);
value->clear();
// Copy first record_bytes_ from cache to value
*value = lookahead_cache_.substr(0, record_bytes_);
*key = strings::StrCat(current_work(), ":", record_number_);
*produced = true;
++record_number_;
return Status::OK();
}
Status ResetLocked() override {
record_number_ = 0;
buffered_inputstream_.reset(nullptr);
lookahead_cache_.clear();
return ReaderBase::ResetLocked();
}
// TODO(josh11b): Implement serializing and restoring the state.
private:
enum { kBufferSize = 256 << 10 /* 256 kB */ };
const int64 header_bytes_;
const int64 record_bytes_;
const int64 footer_bytes_;
const int64 hop_bytes_;
// The purpose of lookahead_cache_ is to allows "one-pass" processing
// without revisit previous processed data of the stream. This is needed
// because certain compression like zlib does not allow random access
// or even obtain the uncompressed stream size before hand.
// The max size of the lookahead_cache_ could be
// record_bytes_ + footer_bytes_
string lookahead_cache_;
Env* const env_;
int64 record_number_;
string encoding_;
// must outlive buffered_inputstream_
std::unique_ptr<RandomAccessFile> file_;
// must outlive buffered_inputstream_
std::unique_ptr<io::RandomAccessInputStream> file_stream_;
std::unique_ptr<io::InputStreamInterface> buffered_inputstream_;
};
class FixedLengthRecordReaderOp : public ReaderOpKernel {
public:
explicit FixedLengthRecordReaderOp(OpKernelConstruction* context)
: ReaderOpKernel(context) {
int64 header_bytes = -1, record_bytes = -1, footer_bytes = -1,
hop_bytes = -1;
OP_REQUIRES_OK(context, context->GetAttr("header_bytes", &header_bytes));
OP_REQUIRES_OK(context, context->GetAttr("record_bytes", &record_bytes));
OP_REQUIRES_OK(context, context->GetAttr("footer_bytes", &footer_bytes));
OP_REQUIRES_OK(context, context->GetAttr("hop_bytes", &hop_bytes));
OP_REQUIRES(context, header_bytes >= 0,
errors::InvalidArgument("header_bytes must be >= 0 not ",
header_bytes));
OP_REQUIRES(context, record_bytes >= 0,
errors::InvalidArgument("record_bytes must be >= 0 not ",
record_bytes));
OP_REQUIRES(context, footer_bytes >= 0,
errors::InvalidArgument("footer_bytes must be >= 0 not ",
footer_bytes));
OP_REQUIRES(
context, hop_bytes >= 0,
errors::InvalidArgument("hop_bytes must be >= 0 not ", hop_bytes));
Env* env = context->env();
string encoding;
TF_CHECK_OK(context->GetAttr("encoding", &encoding));
SetReaderFactory([this, header_bytes, record_bytes, footer_bytes, hop_bytes,
encoding, env]() {
return new FixedLengthRecordReader(name(), header_bytes, record_bytes,
footer_bytes, hop_bytes, encoding,
env);
});
}
};
REGISTER_KERNEL_BUILDER(Name("FixedLengthRecordReader").Device(DEVICE_CPU),
FixedLengthRecordReaderOp);
REGISTER_KERNEL_BUILDER(Name("FixedLengthRecordReaderV2").Device(DEVICE_CPU),
FixedLengthRecordReaderOp);
} // namespace tensorflow
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