我也遇到类似情况，为了打散数据，keyby加了随机数。请问怎么正确打散数据呢？
nobleyd wrote
> 是不是使用了随机key。
> guaishushu1103@
> <
> guaishushu1103@
> > 于2021年3月3日周三 下午6:53写道：> checkpoint 可以成功保存，但是savepoint出现错误：>
> java.lang.Exception: Could not materialize checkpoint 2404 for operator>
> KeyedProcess (21/48).> at>
> org.apache.flink.streaming.runtime.tasks.StreamTask$AsyncCheckpointRunnable.handleExecutionException(StreamTask.java:1100)>
>
> at>
> org.apache.flink.streaming.runtime.tasks.StreamTask$AsyncCheckpointRunnable.run(StreamTask.java:1042)>
>
> at>
> java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)>
>
> at>
> java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)>
>
> at java.lang.Thread.run(Thread.java:745)> Caused by:
> java.util.concurrent.ExecutionException:>
> java.lang.IllegalArgumentException: Key group 0 is not in>
> KeyGroupRange{startKeyGroup=54, endKeyGroup=55}.> at
> java.util.concurrent.FutureTask.report(FutureTask.java:122)> at
> java.util.concurrent.FutureTask.get(FutureTask.java:192)> at>
> org.apache.flink.runtime.concurrent.FutureUtils.runIfNotDoneAndGet(FutureUtils.java:450)>
>
> at> org.apache.flink.streaming.api.operators.OperatorSnapshotFinalizer.
> (OperatorSnapshotFinalizer.java:47)> at>
> org.apache.flink.streaming.runtime.tasks.StreamTask$AsyncCheckpointRunnable.run(StreamTask.java:1011)>
>
> ... 3 more> Caused by: java.lang.IllegalArgumentException: Key group 0 is
> not in> KeyGroupRange{startKeyGroup=54, endKeyGroup=55}.> at>
> org.apache.flink.runtime.state.KeyGroupRangeOffsets.computeKeyGroupIndex(KeyGroupRangeOffsets.java:142)>
>
> at>
> org.apache.flink.runtime.state.KeyGroupRangeOffsets.setKeyGroupOffset(KeyGroupRangeOffsets.java:104)>
>
> at>
> org.apache.flink.contrib.streaming.state.snapshot.RocksFullSnapshotStrategy$SnapshotAsynchronousPartCallable.writeKVStateData(RocksFullSnapshotStrategy.java:314)>
>
> at>
> org.apache.flink.contrib.streaming.state.snapshot.RocksFullSnapshotStrategy$SnapshotAsynchronousPartCallable.writeSnapshotToOutputStream(RocksFullSnapshotStrategy.java:256)>
>
> at>
> org.apache.flink.contrib.streaming.state.snapshot.RocksFullSnapshotStrategy$SnapshotAsynchronousPartCallable.callInternal(RocksFullSnapshotStrategy.java:221)>
>
> at>
> org.apache.flink.contrib.streaming.state.snapshot.RocksFullSnapshotStrategy$SnapshotAsynchronousPartCallable.callInternal(RocksFullSnapshotStrategy.java:174)>
>
> at>
> org.apache.flink.runtime.state.AsyncSnapshotCallable.call(AsyncSnapshotCallable.java:75)>
>
> at java.util.concurrent.FutureTask.run(FutureTask.java:266)> at>
> org.apache.flink.runtime.concurrent.FutureUtils.runIfNotDoneAndGet(FutureUtils.java:447)>
>
> ... 5 more>>>
> guaishushu1103@
>>
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