java - Flink runner 上的 Beam : ClassNotFoundException: org. apache.beam.runners.flink.translation.wrappers.streaming.WorkItemKeySelector

Question

我正在尝试使用 Beam 和 Flink runner 设置流处理管道。 Flink 是一个本地 session 部署，包含以下 docker-compose 文件:

version: "3"

services:
  jobmanager:
    image: flink:1.12.0-scala_2.12-java11
    container_name: flink-jobmanager
    environment:
      FLINK_PROPERTIES: "jobmanager.rpc.address: jobmanager"
    ports:
      - 8081:8081
    command: jobmanager
    networks:
      - flink

  taskmanager:
    image: flink:1.12.0-scala_2.12-java11
    container_name: flink-taskmanager
    environment:
      FLINK_PROPERTIES: "jobmanager.rpc.address: jobmanager"
    command: taskmanager
    networks:
      - flink

networks:
  flink:

下面是我的Beam应用的pom.xml:

<properties>
    <beam.version>2.27.0</beam.version>
</properties>
<dependencies>
        <dependency>
            <groupId>org.apache.beam</groupId>
            <artifactId>beam-sdks-java-core</artifactId>
            <version>${beam.version}</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/org.apache.beam/beam-sdks-java-io-kafka -->
        <dependency>
            <groupId>org.apache.beam</groupId>
            <artifactId>beam-sdks-java-io-kafka</artifactId>
            <version>${beam.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.beam</groupId>
            <artifactId>beam-runners-flink-1.12</artifactId>
            <version>${beam.version}</version>
        </dependency>
</dependencies>

我的 Beam 应用程序在 Beam Direct runner 上运行得很好，但是当我尝试在 Flink runner 上运行时，出现以下异常:

org.apache.flink.runtime.JobException: Recovery is suppressed by NoRestartBackoffTimeStrategy
    at org.apache.flink.runtime.executiongraph.failover.flip1.ExecutionFailureHandler.handleFailure(ExecutionFailureHandler.java:116)
    at org.apache.flink.runtime.executiongraph.failover.flip1.ExecutionFailureHandler.getFailureHandlingResult(ExecutionFailureHandler.java:78)
    at org.apache.flink.runtime.scheduler.DefaultScheduler.handleTaskFailure(DefaultScheduler.java:224)
    at org.apache.flink.runtime.scheduler.DefaultScheduler.maybeHandleTaskFailure(DefaultScheduler.java:217)
    at org.apache.flink.runtime.scheduler.DefaultScheduler.updateTaskExecutionStateInternal(DefaultScheduler.java:208)
    at org.apache.flink.runtime.scheduler.SchedulerBase.updateTaskExecutionState(SchedulerBase.java:610)
    at org.apache.flink.runtime.scheduler.SchedulerNG.updateTaskExecutionState(SchedulerNG.java:89)
    at org.apache.flink.runtime.jobmaster.JobMaster.updateTaskExecutionState(JobMaster.java:419)
    at java.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    at java.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(Unknown Source)
    at java.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(Unknown Source)
    at java.base/java.lang.reflect.Method.invoke(Unknown Source)
    at org.apache.flink.runtime.rpc.akka.AkkaRpcActor.handleRpcInvocation(AkkaRpcActor.java:286)
    at org.apache.flink.runtime.rpc.akka.AkkaRpcActor.handleRpcMessage(AkkaRpcActor.java:201)
    at org.apache.flink.runtime.rpc.akka.FencedAkkaRpcActor.handleRpcMessage(FencedAkkaRpcActor.java:74)
    at org.apache.flink.runtime.rpc.akka.AkkaRpcActor.handleMessage(AkkaRpcActor.java:154)
    at akka.japi.pf.UnitCaseStatement.apply(CaseStatements.scala:26)
    at akka.japi.pf.UnitCaseStatement.apply(CaseStatements.scala:21)
    at scala.PartialFunction.applyOrElse(PartialFunction.scala:123)
    at scala.PartialFunction.applyOrElse$(PartialFunction.scala:122)
    at akka.japi.pf.UnitCaseStatement.applyOrElse(CaseStatements.scala:21)
    at scala.PartialFunction$OrElse.applyOrElse(PartialFunction.scala:171)
    at scala.PartialFunction$OrElse.applyOrElse(PartialFunction.scala:172)
    at scala.PartialFunction$OrElse.applyOrElse(PartialFunction.scala:172)
    at akka.actor.Actor.aroundReceive(Actor.scala:517)
    at akka.actor.Actor.aroundReceive$(Actor.scala:515)
    at akka.actor.AbstractActor.aroundReceive(AbstractActor.scala:225)
    at akka.actor.ActorCell.receiveMessage(ActorCell.scala:592)
    at akka.actor.ActorCell.invoke(ActorCell.scala:561)
    at akka.dispatch.Mailbox.processMailbox(Mailbox.scala:258)
    at akka.dispatch.Mailbox.run(Mailbox.scala:225)
    at akka.dispatch.Mailbox.exec(Mailbox.scala:235)
    at akka.dispatch.forkjoin.ForkJoinTask.doExec(ForkJoinTask.java:260)
    at akka.dispatch.forkjoin.ForkJoinPool$WorkQueue.runTask(ForkJoinPool.java:1339)
    at akka.dispatch.forkjoin.ForkJoinPool.runWorker(ForkJoinPool.java:1979)
    at akka.dispatch.forkjoin.ForkJoinWorkerThread.run(ForkJoinWorkerThread.java:107)
Caused by: org.apache.flink.streaming.runtime.tasks.StreamTaskException: Could not instantiate outputs in order.
    at org.apache.flink.streaming.api.graph.StreamConfig.getOutEdgesInOrder(StreamConfig.java:470)
    at org.apache.flink.streaming.runtime.tasks.StreamTask.createRecordWriters(StreamTask.java:1138)
    at org.apache.flink.streaming.runtime.tasks.StreamTask.createRecordWriterDelegate(StreamTask.java:1122)
    at org.apache.flink.streaming.runtime.tasks.StreamTask.<init>(StreamTask.java:290)
    at org.apache.flink.streaming.runtime.tasks.StreamTask.<init>(StreamTask.java:277)
    at org.apache.flink.streaming.runtime.tasks.SourceStreamTask.<init>(SourceStreamTask.java:73)
    at org.apache.flink.streaming.runtime.tasks.SourceStreamTask.<init>(SourceStreamTask.java:69)
    at java.base/jdk.internal.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)
    at java.base/jdk.internal.reflect.NativeConstructorAccessorImpl.newInstance(Unknown Source)
    at java.base/jdk.internal.reflect.DelegatingConstructorAccessorImpl.newInstance(Unknown Source)
    at java.base/java.lang.reflect.Constructor.newInstance(Unknown Source)
    at org.apache.flink.runtime.taskmanager.Task.loadAndInstantiateInvokable(Task.java:1373)
    at org.apache.flink.runtime.taskmanager.Task.doRun(Task.java:700)
    at org.apache.flink.runtime.taskmanager.Task.run(Task.java:547)
    at java.base/java.lang.Thread.run(Unknown Source)
Caused by: java.lang.ClassNotFoundException: org.apache.beam.runners.flink.translation.wrappers.streaming.WorkItemKeySelector
    at java.base/java.net.URLClassLoader.findClass(Unknown Source)
    at java.base/java.lang.ClassLoader.loadClass(Unknown Source)
    at org.apache.flink.util.FlinkUserCodeClassLoader.loadClassWithoutExceptionHandling(FlinkUserCodeClassLoader.java:63)
    at org.apache.flink.util.ChildFirstClassLoader.loadClassWithoutExceptionHandling(ChildFirstClassLoader.java:72)
    at org.apache.flink.util.FlinkUserCodeClassLoader.loadClass(FlinkUserCodeClassLoader.java:49)
    at java.base/java.lang.ClassLoader.loadClass(Unknown Source)
    at org.apache.flink.runtime.execution.librarycache.FlinkUserCodeClassLoaders$SafetyNetWrapperClassLoader.loadClass(FlinkUserCodeClassLoaders.java:168)
    at java.base/java.lang.Class.forName0(Native Method)
    at java.base/java.lang.Class.forName(Unknown Source)
    at org.apache.flink.util.InstantiationUtil$ClassLoaderObjectInputStream.resolveClass(InstantiationUtil.java:78)
    at java.base/java.io.ObjectInputStream.readNonProxyDesc(Unknown Source)
    at java.base/java.io.ObjectInputStream.readClassDesc(Unknown Source)
    at java.base/java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.base/java.io.ObjectInputStream.defaultReadFields(Unknown Source)
    at java.base/java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.base/java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.base/java.io.ObjectInputStream.defaultReadFields(Unknown Source)
    at java.base/java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.base/java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject(Unknown Source)
    at java.base/java.util.ArrayList.readObject(Unknown Source)
    at java.base/jdk.internal.reflect.GeneratedMethodAccessor13.invoke(Unknown Source)
    at java.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(Unknown Source)
    at java.base/java.lang.reflect.Method.invoke(Unknown Source)
    at java.base/java.io.ObjectStreamClass.invokeReadObject(Unknown Source)
    at java.base/java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.base/java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject(Unknown Source)
    at java.base/java.io.ObjectInputStream.readObject(Unknown Source)
    at org.apache.flink.util.InstantiationUtil.deserializeObject(InstantiationUtil.java:576)
    at org.apache.flink.util.InstantiationUtil.deserializeObject(InstantiationUtil.java:562)
    at org.apache.flink.util.InstantiationUtil.deserializeObject(InstantiationUtil.java:550)
    at org.apache.flink.util.InstantiationUtil.readObjectFromConfig(InstantiationUtil.java:511)
    at org.apache.flink.streaming.api.graph.StreamConfig.getOutEdgesInOrder(StreamConfig.java:467)
    ... 14 more

JDK 版本:Oracle Java 11

执行命令:

mvn exec:java -Dexec.mainClass=vn.duclm.beam.BeamApplication \
                  -Dexec.args="--runner=FlinkRunner \
                  --flinkMaster=localhost:8081 \
                  --filesToStage=target/beam-hello.jar"

我尝试同步 Flink 和 Beam 的版本，但没有成功。我现在不知道可以做些什么来解决这个问题。在此先感谢您的帮助。

Answer 1

这看起来是您的 Flink 客户端使用与 Flink 集群不同版本的 Scala 库的问题。我相信 flink-runner 仍然链接到 Scala 2.11 库。尝试按如下方式修改您的 pom.xml:

<properties>
    <beam.version>2.27.0</beam.version>
    <flink.version>1.12.0</flink.version>
</properties>
<dependencies>
        <dependency>
            <groupId>org.apache.beam</groupId>
            <artifactId>beam-sdks-java-core</artifactId>
            <version>${beam.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.beam</groupId>
            <artifactId>beam-sdks-java-io-kafka</artifactId>
            <version>${beam.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.beam</groupId>
            <artifactId>beam-runners-flink-1.12</artifactId>
            <version>${beam.version}</version>
            <exclusions>
                <exclusion>
                    <groupId>org.apache.flink</groupId>
                    <artifactId>flink-streaming-java_2.11</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.flink</groupId>
                    <artifactId>flink-clients_2.11</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.flink</groupId>
                    <artifactId>flink-runtime_2.11</artifactId>
                </exclusion>
            </exclusions>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-stream-java_2.12</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-clients_2.12</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-runtime_2.12</artifactId>
            <version>${flink.version}</version>
        </dependency>
</dependencies>

相反，您可以指定一个使用 Scala 2.11 的 Flink 容器。