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Flink FileSink 自定义输出路径——StreamingFileSink

时间:2019-07-17 13:50:14      阅读:1189      评论:0      收藏:0      [点我收藏+]

接上篇:Flink FileSink 自定义输出路径——BucketingSink 

上篇使用BucketingSink 实现了自定义输出路径,现在来看看 StreamingFileSink( 据说是StreamingFileSink 是社区优化后添加的connector,推荐使用)

StreamingFileSink 实现起来会稍微麻烦一点(也是灵活,功能更强大),因为可以自己实现序列化方法(源码里面有实例可以参考-复制)

StreamingFileSink 有两个方法可以输出到文件  forRowFormat 和  forBulkFormat,名字差不多代表的方法的含义:行格式块格式

forRowFormat 比较简单,只提供了 SimpleStringEncoder 写文本文件,可以指定编码,如下:

import org.apache.flink.api.common.serialization.SimpleStringEncoder
import org.apache.flink.core.fs.Path
import org.apache.flink.streaming.api.functions.sink.filesystem.StreamingFileSink

val input: DataStream[String] = ...

val sink: StreamingFileSink[String] = StreamingFileSink
    .forRowFormat(new Path(outputPath), new SimpleStringEncoder[String]("UTF-8")) // 所有数据都写到同一个路径
    .build()
    
input.addSink(sink)

当然我们的主题还是根据输入数据自定义文件输出路径,就需要重写 DayBucketAssigner,如下:

import java.io.IOException
import java.nio.charset.StandardCharsets
import org.apache.flink.core.io.SimpleVersionedSerializer
import org.apache.flink.shaded.jackson2.com.fasterxml.jackson.databind.node.ObjectNode
import org.apache.flink.streaming.api.functions.sink.filesystem.BucketAssigner

class DayBucketAssigner extends BucketAssigner[ObjectNode, String] {

  /**
    * bucketId is the output path
    * @param element
    * @param context
    * @return
    */
  override def getBucketId(element: ObjectNode, context: BucketAssigner.Context): String = {
    //context.currentProcessingTime()
    val day = element.get("date").asText("19790101000000").substring(0, 8)
    // wrap can use day + "/" + xxx
    day
  }

  override def getSerializer: SimpleVersionedSerializer[String] = {

    StringSerializer
  }

  /**
    * 实现参考 : org.apache.flink.runtime.checkpoint.StringSerializer
    */
  object StringSerializer extends SimpleVersionedSerializer[String] {
    val VERSION = 77

    override def getVersion = 77

    @throws[IOException]
    override def serialize(checkpointData: String): Array[Byte] = checkpointData.getBytes(StandardCharsets.UTF_8)

    @throws[IOException]
    override def deserialize(version: Int, serialized: Array[Byte]): String = if (version != 77) throw new IOException("version mismatch")
    else new String(serialized, StandardCharsets.UTF_8)
  }
}

在初始化sink 的时候,指定 BucketAssigner 就可以了

val sinkRow = StreamingFileSink
      .forRowFormat(new Path("D:\\idea_out\\rollfilesink"), new SimpleStringEncoder[ObjectNode]("UTF-8"))
      .withBucketAssigner(new DayBucketAssigner)
     // .withBucketCheckInterval(60 * 60 * 1000l) // 1 hour
      .build()

执行结果如下:

技术分享图片技术分享图片

 

2、 forBulkFormat 和forRowFormat 不太一样,需要自己实现 BulkWriterFactory 和  DayBulkWriter,自定义程度高,可以实现自己的  FSDataOutputStream,写出各种格式的文件(forRowFormat 自定义Encoder  也可以,但是如 forBuckFormat 灵活)

// use define BulkWriterFactory and DayBucketAssinger
    val sinkBuck = StreamingFileSink
      .forBulkFormat(new Path("D:\\idea_out\\rollfilesink"), new DayBulkWriterFactory)
      .withBucketAssigner(new DayBucketAssigner())
      .build()

实现如下:

import java.io.File
import java.nio.charset.StandardCharsets
import org.apache.flink.api.common.serialization.BulkWriter
import org.apache.flink.core.fs.FSDataOutputStream
import org.apache.flink.shaded.jackson2.com.fasterxml.jackson.databind.node.ObjectNode
import org.apache.flink.util.Preconditions

/**
  * 实现参考 : org.apache.flink.streaming.api.functions.sink.filesystem.BulkWriterTest
  */
class DayBulkWriter extends BulkWriter[ObjectNode] {

  val charset = StandardCharsets.UTF_8
  var stream: FSDataOutputStream = _

  def DayBulkWriter(inputStream: FSDataOutputStream): DayBulkWriter = {
    stream = Preconditions.checkNotNull(inputStream);
    this
  }

  /**
    * write element
    *
    * @param element
    */
  override def addElement(element: ObjectNode): Unit = {
    this.stream.write(element.toString.getBytes(charset))
    // wrapthis.stream.write(‘\n‘)
  }

  override def flush(): Unit = {
    this.stream.flush()
  }

  /**
    * output stream is input parameter, just flush, close is factory‘s job
    */
  override def finish(): Unit = {
    this.flush()
  }

}

/**
  * 实现参考 : org.apache.flink.streaming.api.functions.sink.filesystem.BulkWriterTest.TestBulkWriterFactory
  */
class DayBulkWriterFactory extends BulkWriter.Factory[ObjectNode] {
  override def create(out: FSDataOutputStream): BulkWriter[ObjectNode] = {
    val dayBulkWriter = new DayBulkWriter
    dayBulkWriter.DayBulkWriter(out)

  }
}

执行的结果就不赘述了

又遇到个问题,StreamFileSink 没办法指定输出文件的名字。

 

Flink FileSink 自定义输出路径——StreamingFileSink

原文:https://www.cnblogs.com/Springmoon-venn/p/11198196.html

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