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[IO] Added support for a new 'TFRecordWriter' class.
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modules/api/src/main/scala/org/platanios/tensorflow/api/io/TFRecordWriter.scala
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/* Copyright 2017-18, Emmanouil Antonios Platanios. 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. | ||
*/ | ||
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package org.platanios.tensorflow.api.io | ||
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import java.io.BufferedOutputStream | ||
import java.nio.file.{Files, Path, StandardOpenOption} | ||
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import org.platanios.tensorflow.api.utilities.{CRC32C, Coding} | ||
import org.tensorflow.example.Example | ||
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/** Helper used to write `Example` protocol buffers to TensorFlow record files. | ||
* | ||
* @param filePath TensorFlow record file path. | ||
* | ||
* @author Emmanouil Antonios Platanios | ||
*/ | ||
class TFRecordWriter(val filePath: Path) { | ||
protected var fileStream: BufferedOutputStream = { | ||
new BufferedOutputStream(Files.newOutputStream( | ||
filePath, StandardOpenOption.CREATE_NEW, StandardOpenOption.APPEND)) | ||
} | ||
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/** Appends `example` to the TensorFlow records file. */ | ||
def write(example: Example): Unit = { | ||
val recordBytes = example.toByteArray | ||
// Format of a single record: | ||
// uint64 length | ||
// uint32 masked crc of length | ||
// byte data[length] | ||
// uint32 masked crc of data | ||
val encLength = Coding.encodeFixedInt64(recordBytes.length) | ||
val encLengthMaskedCrc = Coding.encodeFixedInt32(CRC32C.mask(CRC32C.value(encLength))) | ||
val encDataMaskedCrc = Coding.encodeFixedInt32(CRC32C.mask(CRC32C.value(recordBytes))) | ||
fileStream.write(encLength ++ encLengthMaskedCrc ++ recordBytes ++ encDataMaskedCrc) | ||
} | ||
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/** Pushes outstanding examples to disk. */ | ||
def flush(): Unit = { | ||
fileStream.flush() | ||
} | ||
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/** Calls `flush()` and then closes the current TensorFlow records file. */ | ||
def close(): Unit = { | ||
fileStream.close() | ||
} | ||
} | ||
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object TFRecordWriter { | ||
def apply(filePath: Path): TFRecordWriter = { | ||
new TFRecordWriter(filePath) | ||
} | ||
} |