Hi Tao,
it looks like it should work considering that you have a sleep of 1 second
before each emission. I'm going to add Roman to this thread. Maybe, he has
sees something obvious which I'm missing.
Could you run the job with the log level set to debug and provide the logs
once more? Additionally, having both the TaskManager's and the
JobManager's logs available would help in understanding what's going on.
Best,
Matthias
On Wed, Jun 30, 2021 at 6:14 PM tao xiao <xiaotao...@gmail.com> wrote:
> Hi team,
>
> Does anyone have a clue?
>
> On Mon, Jun 28, 2021 at 3:27 PM tao xiao <xiaotao...@gmail.com> wrote:
>
>> My job is very simple as you can see from the code I pasted. I simply
>> print out the number to stdout. If you look at the log the number continued
>> to print out after checkpoint 1 which indicated no back pressure was
>> happening. It is very easy to reproduce this if you run the code I
>> provided in IDE
>>
>>
>> ------------LOG----------------
>>
>> [2021-06-26 16:08:52,352] INFO Triggering checkpoint 1 (type=CHECKPOINT)
>> @ 1624694932345 for job afde4a82f41e8284cb0bfff20497a5cc.
>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>> [2021-06-26 16:08:52,372] INFO Could not complete snapshot 1 for operator
>> Source: Custom Source -> Sink: Print to Std. Out (1/1)#0. Failure reason:
>> Checkpoint was declined.
>> (org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl)
>> org.apache.flink.runtime.checkpoint.CheckpointException: Could not
>> complete snapshot 1 for operator Source: Custom Source -> Sink: Print to
>> Std. Out (1/1)#0. Failure reason: Checkpoint was declined.
>> at
>> org.apache.flink.streaming.api.operators.StreamOperatorStateHandler.snapshotState(StreamOperatorStateHandler.java:241)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.api.operators.StreamOperatorStateHandler.snapshotState(StreamOperatorStateHandler.java:162)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.api.operators.AbstractStreamOperator.snapshotState(AbstractStreamOperator.java:371)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.checkpointStreamOperator(SubtaskCheckpointCoordinatorImpl.java:685)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.buildOperatorSnapshotFutures(SubtaskCheckpointCoordinatorImpl.java:606)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.takeSnapshotSync(SubtaskCheckpointCoordinatorImpl.java:571)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.checkpointState(SubtaskCheckpointCoordinatorImpl.java:298)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTask.lambda$performCheckpoint$9(StreamTask.java:1003)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTaskActionExecutor$SynchronizedStreamTaskActionExecutor.runThrowing(StreamTaskActionExecutor.java:93)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTask.performCheckpoint(StreamTask.java:993)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTask.triggerCheckpoint(StreamTask.java:912)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTask.lambda$triggerCheckpointAsync$8(StreamTask.java:880)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTaskActionExecutor$SynchronizedStreamTaskActionExecutor.runThrowing(StreamTaskActionExecutor.java:93)
>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.mailbox.Mail.run(Mail.java:90)
>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.mailbox.MailboxProcessor.processMail(MailboxProcessor.java:317)
>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.mailbox.MailboxProcessor.runMailboxLoop(MailboxProcessor.java:189)
>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTask.runMailboxLoop(StreamTask.java:609)
>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.runtime.tasks.StreamTask.invoke(StreamTask.java:573)
>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at org.apache.flink.runtime.taskmanager.Task.doRun(Task.java:755)
>> [flink-runtime_2.11-1.12.1.jar:1.12.1]
>> at org.apache.flink.runtime.taskmanager.Task.run(Task.java:570)
>> [flink-runtime_2.11-1.12.1.jar:1.12.1]
>> at java.lang.Thread.run(Thread.java:748) [?:1.8.0_261]
>> Caused by: org.apache.flink.util.SerializedThrowable: npe
>> at
>> com.smartnews.dp.kafka.sample.flink.FromElementsFunctionT.snapshotState(FromElementsFunctionT.java:111)
>> ~[classes/:?]
>> at
>> org.apache.flink.streaming.util.functions.StreamingFunctionUtils.trySnapshotFunctionState(StreamingFunctionUtils.java:118)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.util.functions.StreamingFunctionUtils.snapshotFunctionState(StreamingFunctionUtils.java:99)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.api.operators.AbstractUdfStreamOperator.snapshotState(AbstractUdfStreamOperator.java:89)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> at
>> org.apache.flink.streaming.api.operators.StreamOperatorStateHandler.snapshotState(StreamOperatorStateHandler.java:205)
>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>> ... 20 more
>> [2021-06-26 16:08:55,357] INFO Checkpoint 1 of job
>> afde4a82f41e8284cb0bfff20497a5cc expired before completing.
>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>> output
>> [2021-06-26 16:09:12,347] INFO Triggering checkpoint 2 (type=CHECKPOINT)
>> @ 1624694952346 for job afde4a82f41e8284cb0bfff20497a5cc.
>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>> 33
>> 34
>> 35
>> [2021-06-26 16:09:15,349] INFO Checkpoint 2 of job
>> afde4a82f41e8284cb0bfff20497a5cc expired before completing.
>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>> 36
>> 37
>> 38
>>
>>
>> Main function
>> StreamExecutionEnvironment env = StreamExecutionEnvironment.
>> getExecutionEnvironment();
>> env.setStateBackend(new FsStateBackend("file:///tmp/chpk", true));
>> env.enableCheckpointing(20_000, CheckpointingMode.AT_LEAST_ONCE);
>> env.getCheckpointConfig().setCheckpointTimeout(3_000);
>> env.getCheckpointConfig().setTolerableCheckpointFailureNumber(1000);
>>
>> env.addSource(new FromElementsFunctionT())
>> .setParallelism(1)
>> .print()
>> .setParallelism(1);
>> env.execute("Demo");
>>
>> source funciton
>> package sample.flink;
>>
>> import java.util.ArrayList;
>> import java.util.List;
>> import org.apache.flink.annotation.PublicEvolving;
>> import org.apache.flink.api.common.state.ListState;
>> import org.apache.flink.api.common.state.ListStateDescriptor;
>> import org.apache.flink.api.common.typeutils.base.IntSerializer;
>> import org.apache.flink.runtime.state.FunctionInitializationContext;
>> import org.apache.flink.runtime.state.FunctionSnapshotContext;
>> import org.apache.flink.streaming.api.checkpoint.CheckpointedFunction;
>> import org.apache.flink.streaming.api.functions.source.SourceFunction;
>> import org.apache.flink.util.Preconditions;
>>
>> /**
>> * A stream source function that returns a sequence of elements.
>> *
>> * <p>Upon construction, this source function serializes the elements
>> using Flink's type
>> * information. That way, any object transport using Java serialization
>> will not be affected by the
>> * serializability of the elements.
>> *
>> * <p><b>NOTE:</b> This source has a parallelism of 1.
>> *
>> */
>> @PublicEvolving
>> public class FromElementsFunctionT implements SourceFunction<Integer>,
>> CheckpointedFunction
>> {
>>
>> private static final long serialVersionUID = 1L;
>>
>> /** The number of elements emitted already. */
>> private volatile int numElementsEmitted;
>>
>> /** Flag to make the source cancelable. */
>> private volatile boolean isRunning = true;
>>
>> private transient ListState<Integer> checkpointedState;
>>
>> @Override
>> public void initializeState(FunctionInitializationContext context) throws
>> Exception {
>> Preconditions.checkState(
>> this.checkpointedState == null,
>> "The " + getClass().getSimpleName() + " has already been initialized.");
>>
>> this.checkpointedState =
>> context.getOperatorStateStore()
>> .getListState(
>> new ListStateDescriptor<>(
>> "from-elements-state", IntSerializer.INSTANCE));
>>
>> if (context.isRestored()) {
>> List<Integer> retrievedStates = new ArrayList<>();
>> for (Integer entry : this.checkpointedState.get()) {
>> retrievedStates.add(entry);
>> }
>>
>> // given that the parallelism of the function is 1, we can only have 1
>> state
>> Preconditions.checkArgument(
>> retrievedStates.size() == 1,
>> getClass().getSimpleName() + " retrieved invalid state.");
>>
>> this.numElementsEmitted = retrievedStates.get(0);
>> }
>> }
>>
>> @Override
>> public void run(SourceContext<Integer> ctx) throws Exception {
>> final Object lock = ctx.getCheckpointLock();
>>
>> while (isRunning && numElementsEmitted < Integer.MAX_VALUE) {
>> Thread.sleep(1000);
>> synchronized (lock) {
>> ctx.collect(numElementsEmitted++);
>> }
>> }
>> }
>>
>> @Override
>> public void cancel() {
>> isRunning = false;
>> }
>>
>> //
>> ------------------------------------------------------------------------
>> // Checkpointing
>> //
>> ------------------------------------------------------------------------
>>
>> @Override
>> public void snapshotState(FunctionSnapshotContext context) throws Exception
>> {
>> Preconditions.checkState(
>> this.checkpointedState != null,
>> "The " + getClass().getSimpleName() + " has not been properly
>> initialized.");
>>
>> this.checkpointedState.clear();
>> this.checkpointedState.add(this.numElementsEmitted);
>> throw new NullPointerException("npe");
>> }
>> }
>>
>>
>>
>>
>> On Mon, Jun 28, 2021 at 2:36 PM Yun Tang <myas...@live.com> wrote:
>>
>>> Hi Tao,
>>>
>>> I'm afraid that your Flink job continues to be in high backpressued and
>>> all subsequent checkpoints did not ever run
>>> 'FromElementsFunctionT#snapshotState' which means your code to throw
>>> exception never be executed. You could check those expired checkpoints to
>>> see whether your tasks containing 'FromElementsFunctionT' has ever been
>>> completed.
>>>
>>> Best
>>> Yun Tang
>>> ------------------------------
>>> *From:* tao xiao <xiaotao...@gmail.com>
>>> *Sent:* Saturday, June 26, 2021 16:40
>>> *To:* user <user@flink.apache.org>
>>> *Subject:* Re: Exception in snapshotState suppresses subsequent
>>> checkpoints
>>>
>>> Btw here is the checkpoint related log
>>>
>>> [2021-06-26 16:08:52,352] INFO Triggering checkpoint 1 (type=CHECKPOINT)
>>> @ 1624694932345 for job afde4a82f41e8284cb0bfff20497a5cc.
>>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>>> [2021-06-26 16:08:52,372] INFO Could not complete snapshot 1 for
>>> operator Source: Custom Source -> Sink: Print to Std. Out (1/1)#0. Failure
>>> reason: Checkpoint was declined.
>>> (org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl)
>>> org.apache.flink.runtime.checkpoint.CheckpointException: Could not
>>> complete snapshot 1 for operator Source: Custom Source -> Sink: Print to
>>> Std. Out (1/1)#0. Failure reason: Checkpoint was declined.
>>> at
>>> org.apache.flink.streaming.api.operators.StreamOperatorStateHandler.snapshotState(StreamOperatorStateHandler.java:241)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.api.operators.StreamOperatorStateHandler.snapshotState(StreamOperatorStateHandler.java:162)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.api.operators.AbstractStreamOperator.snapshotState(AbstractStreamOperator.java:371)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.checkpointStreamOperator(SubtaskCheckpointCoordinatorImpl.java:685)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.buildOperatorSnapshotFutures(SubtaskCheckpointCoordinatorImpl.java:606)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.takeSnapshotSync(SubtaskCheckpointCoordinatorImpl.java:571)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.SubtaskCheckpointCoordinatorImpl.checkpointState(SubtaskCheckpointCoordinatorImpl.java:298)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTask.lambda$performCheckpoint$9(StreamTask.java:1003)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTaskActionExecutor$SynchronizedStreamTaskActionExecutor.runThrowing(StreamTaskActionExecutor.java:93)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTask.performCheckpoint(StreamTask.java:993)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTask.triggerCheckpoint(StreamTask.java:912)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTask.lambda$triggerCheckpointAsync$8(StreamTask.java:880)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTaskActionExecutor$SynchronizedStreamTaskActionExecutor.runThrowing(StreamTaskActionExecutor.java:93)
>>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.mailbox.Mail.run(Mail.java:90)
>>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.mailbox.MailboxProcessor.processMail(MailboxProcessor.java:317)
>>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.mailbox.MailboxProcessor.runMailboxLoop(MailboxProcessor.java:189)
>>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTask.runMailboxLoop(StreamTask.java:609)
>>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.runtime.tasks.StreamTask.invoke(StreamTask.java:573)
>>> [flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at org.apache.flink.runtime.taskmanager.Task.doRun(Task.java:755)
>>> [flink-runtime_2.11-1.12.1.jar:1.12.1]
>>> at org.apache.flink.runtime.taskmanager.Task.run(Task.java:570)
>>> [flink-runtime_2.11-1.12.1.jar:1.12.1]
>>> at java.lang.Thread.run(Thread.java:748) [?:1.8.0_261]
>>> Caused by: org.apache.flink.util.SerializedThrowable: npe
>>> at
>>> com.smartnews.dp.kafka.sample.flink.FromElementsFunctionT.snapshotState(FromElementsFunctionT.java:111)
>>> ~[classes/:?]
>>> at
>>> org.apache.flink.streaming.util.functions.StreamingFunctionUtils.trySnapshotFunctionState(StreamingFunctionUtils.java:118)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.util.functions.StreamingFunctionUtils.snapshotFunctionState(StreamingFunctionUtils.java:99)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.api.operators.AbstractUdfStreamOperator.snapshotState(AbstractUdfStreamOperator.java:89)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> at
>>> org.apache.flink.streaming.api.operators.StreamOperatorStateHandler.snapshotState(StreamOperatorStateHandler.java:205)
>>> ~[flink-streaming-java_2.11-1.12.1.jar:1.12.1]
>>> ... 20 more
>>> [2021-06-26 16:08:55,357] INFO Checkpoint 1 of job
>>> afde4a82f41e8284cb0bfff20497a5cc expired before completing.
>>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>>> output
>>> [2021-06-26 16:09:12,347] INFO Triggering checkpoint 2 (type=CHECKPOINT)
>>> @ 1624694952346 for job afde4a82f41e8284cb0bfff20497a5cc.
>>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>>> 33
>>> 34
>>> 35
>>> [2021-06-26 16:09:15,349] INFO Checkpoint 2 of job
>>> afde4a82f41e8284cb0bfff20497a5cc expired before completing.
>>> (org.apache.flink.runtime.checkpoint.CheckpointCoordinator)
>>>
>>> On Sat, Jun 26, 2021 at 4:36 PM tao xiao <xiaotao...@gmail.com> wrote:
>>>
>>> Hi team,
>>>
>>> I run a simple 1.12.1 Flink job in IDE with
>>> TolerableCheckpointFailureNumber set where I throw an exception in
>>> source function snapshotState intentionally to verify how Flink
>>> behaves. What I find is the first checkpoint throws the exception and
>>> eventually time out while the main flow continues to work. This is expected
>>> however all subsequent checkpoints don't reach the exception anymore and
>>> report timeout when timeout reaches. I want to know if this is expected
>>> behavior which all later checkpoints cannot finish if there is one
>>> checkpoint that throws exception.
>>>
>>> Below is the code the reproduce the behavior
>>> main
>>>
>>> StreamExecutionEnvironment env =
>>> StreamExecutionEnvironment.getExecutionEnvironment();
>>> env.setStateBackend(new FsStateBackend("file:///tmp/chpk", true));
>>> env.enableCheckpointing(20_000, CheckpointingMode.AT_LEAST_ONCE);
>>> env.getCheckpointConfig().setCheckpointTimeout(3_000);
>>> env.getCheckpointConfig().setTolerableCheckpointFailureNumber(1000);
>>>
>>> env.addSource(new FromElementsFunctionT())
>>> .setParallelism(1)
>>> .print()
>>> .setParallelism(1);
>>> env.execute("Demo");
>>>
>>>
>>> Source function
>>>
>>> /*
>>> * 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 sample.flink;
>>>
>>> import java.util.ArrayList;
>>> import java.util.List;
>>> import org.apache.flink.annotation.PublicEvolving;
>>> import org.apache.flink.api.common.state.ListState;
>>> import org.apache.flink.api.common.state.ListStateDescriptor;
>>> import org.apache.flink.api.common.typeutils.base.IntSerializer;
>>> import org.apache.flink.runtime.state.FunctionInitializationContext;
>>> import org.apache.flink.runtime.state.FunctionSnapshotContext;
>>> import org.apache.flink.streaming.api.checkpoint.CheckpointedFunction;
>>> import org.apache.flink.streaming.api.functions.source.SourceFunction;
>>> import org.apache.flink.util.Preconditions;
>>>
>>> /**
>>> * A stream source function that returns a sequence of elements.
>>> *
>>> * <p>Upon construction, this source function serializes the elements using
>>> Flink's type
>>> * information. That way, any object transport using Java serialization
>>> will not be affected by the
>>> * serializability of the elements.
>>> *
>>> * <p><b>NOTE:</b> This source has a parallelism of 1.
>>> *
>>> */
>>> @PublicEvolving
>>> public class FromElementsFunctionT implements SourceFunction<Integer>,
>>> CheckpointedFunction {
>>>
>>> private static final long serialVersionUID = 1L;
>>>
>>> /** The number of elements emitted already. */
>>> private volatile int numElementsEmitted;
>>>
>>> /** Flag to make the source cancelable. */
>>> private volatile boolean isRunning = true;
>>>
>>> private transient ListState<Integer> checkpointedState;
>>>
>>> @Override
>>> public void initializeState(FunctionInitializationContext context)
>>> throws Exception {
>>> Preconditions.checkState(
>>> this.checkpointedState == null,
>>> "The " + getClass().getSimpleName() + " has already been
>>> initialized.");
>>>
>>> this.checkpointedState =
>>> context.getOperatorStateStore()
>>> .getListState(
>>> new ListStateDescriptor<>(
>>> "from-elements-state",
>>> IntSerializer.INSTANCE));
>>>
>>> if (context.isRestored()) {
>>> List<Integer> retrievedStates = new ArrayList<>();
>>> for (Integer entry : this.checkpointedState.get()) {
>>> retrievedStates.add(entry);
>>> }
>>>
>>> // given that the parallelism of the function is 1, we can only
>>> have 1 state
>>> Preconditions.checkArgument(
>>> retrievedStates.size() == 1,
>>> getClass().getSimpleName() + " retrieved invalid
>>> state.");
>>>
>>> this.numElementsEmitted = retrievedStates.get(0);
>>> }
>>> }
>>>
>>> @Override
>>> public void run(SourceContext<Integer> ctx) throws Exception {
>>> final Object lock = ctx.getCheckpointLock();
>>>
>>> while (isRunning && numElementsEmitted < Integer.MAX_VALUE) {
>>> Thread.sleep(1000);
>>> synchronized (lock) {
>>> ctx.collect(numElementsEmitted++);
>>> }
>>> }
>>> }
>>>
>>> @Override
>>> public void cancel() {
>>> isRunning = false;
>>> }
>>>
>>> //
>>> ------------------------------------------------------------------------
>>> // Checkpointing
>>> //
>>> ------------------------------------------------------------------------
>>>
>>> @Override
>>> public void snapshotState(FunctionSnapshotContext context) throws
>>> Exception {
>>> Preconditions.checkState(
>>> this.checkpointedState != null,
>>> "The " + getClass().getSimpleName() + " has not been
>>> properly initialized.");
>>>
>>> this.checkpointedState.clear();
>>> this.checkpointedState.add(this.numElementsEmitted);
>>> throw new NullPointerException("npe");
>>> }
>>> }
>>>
>>>
>>>
>>> --
>>> Regards,
>>> Tao
>>>
>>>
>>>
>>> --
>>> Regards,
>>> Tao
>>>
>>
>>
>> --
>> Regards,
>> Tao
>>
>
>
> --
> Regards,
> Tao
>
