spark FixedLengthBinaryRecordReader 源码
spark FixedLengthBinaryRecordReader 代码
文件路径:/core/src/main/scala/org/apache/spark/input/FixedLengthBinaryRecordReader.scala
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You 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.
*/
package org.apache.spark.input
import java.io.IOException
import org.apache.hadoop.fs.FSDataInputStream
import org.apache.hadoop.io.{BytesWritable, LongWritable}
import org.apache.hadoop.io.compress.CompressionCodecFactory
import org.apache.hadoop.mapreduce.{InputSplit, RecordReader, TaskAttemptContext}
import org.apache.hadoop.mapreduce.lib.input.FileSplit
/**
* FixedLengthBinaryRecordReader is returned by FixedLengthBinaryInputFormat.
* It uses the record length set in FixedLengthBinaryInputFormat to
* read one record at a time from the given InputSplit.
*
* Each call to nextKeyValue() updates the LongWritable key and BytesWritable value.
*
* key = record index (Long)
* value = the record itself (BytesWritable)
*/
private[spark] class FixedLengthBinaryRecordReader
extends RecordReader[LongWritable, BytesWritable] {
private var splitStart: Long = 0L
private var splitEnd: Long = 0L
private var currentPosition: Long = 0L
private var recordLength: Int = 0
private var fileInputStream: FSDataInputStream = null
private var recordKey: LongWritable = null
private var recordValue: BytesWritable = null
override def close(): Unit = {
if (fileInputStream != null) {
fileInputStream.close()
}
}
override def getCurrentKey: LongWritable = {
recordKey
}
override def getCurrentValue: BytesWritable = {
recordValue
}
override def getProgress: Float = {
splitStart match {
case x if x == splitEnd => 0.0.toFloat
case _ => Math.min(
((currentPosition - splitStart) / (splitEnd - splitStart)).toFloat, 1.0
).toFloat
}
}
override def initialize(inputSplit: InputSplit, context: TaskAttemptContext): Unit = {
// the file input
val fileSplit = inputSplit.asInstanceOf[FileSplit]
// the byte position this fileSplit starts at
splitStart = fileSplit.getStart
// splitEnd byte marker that the fileSplit ends at
splitEnd = splitStart + fileSplit.getLength
// the actual file we will be reading from
val file = fileSplit.getPath
// job configuration
val conf = context.getConfiguration
// check compression
val codec = new CompressionCodecFactory(conf).getCodec(file)
if (codec != null) {
throw new IOException("FixedLengthRecordReader does not support reading compressed files")
}
// get the record length
recordLength = FixedLengthBinaryInputFormat.getRecordLength(context)
// get the filesystem
val fs = file.getFileSystem(conf)
// open the File
fileInputStream = fs.open(file)
// seek to the splitStart position
fileInputStream.seek(splitStart)
// set our current position
currentPosition = splitStart
}
override def nextKeyValue(): Boolean = {
if (recordKey == null) {
recordKey = new LongWritable()
}
// the key is a linear index of the record, given by the
// position the record starts divided by the record length
recordKey.set(currentPosition / recordLength)
// the recordValue to place the bytes into
if (recordValue == null) {
recordValue = new BytesWritable(new Array[Byte](recordLength))
}
// read a record if the currentPosition is less than the split end
if (currentPosition < splitEnd) {
// setup a buffer to store the record
val buffer = recordValue.getBytes
fileInputStream.readFully(buffer)
// update our current position
currentPosition = currentPosition + recordLength
// return true
return true
}
false
}
}
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spark FixedLengthBinaryInputFormat 源码
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