Apache Flink: ProcessWindowFunction implementation

问题

I am trying to use a ProcessWindowFunction in my Apache Flink project using Scala. Unfortunately, I already fail at implementing a basic ProcessWindowFunction like it is used in the Apache Flink Documentation.

This is my code:

import org.apache.flink.streaming.api.scala._
import org.apache.flink.streaming.api.scala.{StreamExecutionEnvironment, _}
import org.apache.flink.streaming.api.windowing.time.Time
import org.fiware.cosmos.orion.flink.connector.{NgsiEvent, OrionSource}
import org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction
import org.apache.flink.streaming.api.windowing.windows.TimeWindow
import org.apache.flink.streaming.api.windowing.assigners.SlidingProcessingTimeWindows
import org.apache.flink.util.Collector
import scala.collection.TraversableOnce

object StreamingJob {
 def main(args: Array[String]) {

 val env = StreamExecutionEnvironment.getExecutionEnvironment
 val eventStream = env.addSource(new OrionSource(9001))

 val processedDataStream = eventStream.flatMap(event => event.entities)
   .map(entity => (entity.id, entity.attrs("temperature").value.asInstanceOf[String]))
     .keyBy(_._1)
     .window(SlidingProcessingTimeWindows.of(Time.seconds(10), Time.seconds(5)))
     .process(new MyProcessWindowFunction())

 env.execute("Socket Window NgsiEvent")
 }
}


private class MyProcessWindowFunction extends ProcessWindowFunction[(String, String), String, String, TimeWindow] {

def process(key: String, context: Context, input: Iterable[(String, String)], out: Collector[String]): Unit = {
  var count: Int = 0
  for (in <- input) {
    count = count + 1
  }
  out.collect(s"Window ${context.window} count: $count")
 }
}

From IntelliJ I get the following hints:

1) This is shown where the new class object is created:

Type mismatch, expected: ProcessWindowFunction[(String, String), NotInferedR, String, TimeWindow], actual: MyProcessWindowFunction

2) This is shown directly at the class:

Class 'MyProcessWindowFunction' must either be declared abstract or implement abstract member 'process(key:KEY, context:ProcessWindowFunction.Context, iterable:Iterable<IN>, collector:Collector<OUT>):void' in 'org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction'

Building the code shows me the following error:

Error:(51, 16) type mismatch;
found   : org.apache.flink.MyProcessWindowFunction
required: 
org.apache.flink.streaming.api.scala.function.ProcessWindowFunction[(String, String),?,String,org.apache.flink.streaming.api.windowing.windows.TimeWindow]
  .process(new MyProcessWindowFunction())

I am grateful for every help.

回答1:

After spending some time debugging with 2 more people we finally managed to find the problem.

In my code I used the following import:

import org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction

But the correct import when using Scala seems to be:

import org.apache.flink.streaming.api.scala.function.ProcessWindowFunction

回答2:

//package of  ProcessWindowFunction is 
import org.apache.flink.streaming.api.scala.function.ProcessWindowFunction

//The correct way to call this method
new MyProcessWindowFunction()[(String, String), String, String, TimeWindow]

//I know the official documents don't.This may be a bug

来源：https://stackoverflow.com/questions/53548308/apache-flink-processwindowfunction-implementation

标签

scala

apache

apache-flink