Hi Hangxiang, 感谢您的回应。 下面是该问题的关键代码,main_stream表是流数据源,数据事件流频约每笔500ms~1s,目前尝试将t1minStream和t5minStream assignTimestampsAndWatermarks(WatermarkStrategy.noWatermarks())是不会产生这问题造成作业失败了,但输出会有数据丢失。 如有其他思路,麻烦你了。
String t1minSql = "SELECT rowtime, key, id, AVG(num) OVER w_t1min AS avg_t1min FROM main_stream WINDOW w_t1min AS (PARTITON BY key ORDER BY rowtime RANGE BETWEEN INTERVAL ‘1’ MINUTES PRECEDING AND CURRENT ROW)"; Table t1minTable = tableEnv.sqlQuery(t1minSql); String t5minSql = "SELECT rowtime, key, id, AVG(num) OVER w_t5min AS avg_t5min FROM main_stream WINDOW w_t5min AS (PARTITON BY key ORDER BY rowtime RANGE BETWEEN INTERVAL ‘5’ MINUTES PRECEDING AND CURRENT ROW)"; Table t5minTable = tableEnv.sqlQuery(t5minSql); DataStream<Row> t1minStream = tableEnv.toChangelogStream(t1minTable); DataStream<Row> t5minStream = tableEnv.toChangelogStream(t5minTable); DataStream<Row> joinedStream = t1minStream.keyBy(new TupleKeySelector("key", "id")).intervalJoin(t5minStream.keyBy(new TupleKeySelector("key", "id"))).inEventTime().between(Time.milliseconds(-1000L), Time.milliseconds(1000L)).process(new ProcessJoinFunction<Row, Row, Row>() { @Override public void processElement(Row left, Row right, ProcessJoinFunction<Row, Row, Row>.Context ctx, Collector<Row> collector) throws Exception { collector.collect(Row.join(left, right)); } }); > Hangxiang Yu <master...@gmail.com> 於 2023年9月25日 上午10:54 寫道: > > Hi, 请问下是 SQL 作业还是 DataStream 作业,可以提供一些可复现的关键 SQL 或代码吗 > > On Sat, Sep 23, 2023 at 3:59 PM Phoes Huang <pho...@gmail.com> wrote: > >> Hi, >> >> 单机本地开发执行,遇到该问题,请问有人遇过并解决吗? >> >> 2023-09-23 13:52:03.989 INFO >> [flink-akka.actor.default-dispatcher-9][Execution.java:1445] - Interval >> Join (19/20) >> (ff8e25fb94208d3c27f549a1e24757ea_e8388ada9c03cfdb1446bb3ccfbd461b_18_0) >> switched from RUNNING to FAILED on d569c5db-6882-496b-9e92-8a40bb631784 @ >> localhost (dataPort=-1). >> java.lang.NullPointerException: null >> at >> org.apache.flink.streaming.api.operators.TimerSerializer.serialize(TimerSerializer.java:149) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.api.operators.TimerSerializer.serialize(TimerSerializer.java:39) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.ChangelogKeyGroupedPriorityQueue.lambda$logRemoval$1(ChangelogKeyGroupedPriorityQueue.java:153) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.AbstractStateChangeLogger.lambda$serialize$4(AbstractStateChangeLogger.java:184) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.AbstractStateChangeLogger.serializeRaw(AbstractStateChangeLogger.java:193) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.AbstractStateChangeLogger.serialize(AbstractStateChangeLogger.java:178) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.AbstractStateChangeLogger.log(AbstractStateChangeLogger.java:151) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.AbstractStateChangeLogger.valueElementRemoved(AbstractStateChangeLogger.java:125) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.ChangelogKeyGroupedPriorityQueue.logRemoval(ChangelogKeyGroupedPriorityQueue.java:153) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.state.changelog.ChangelogKeyGroupedPriorityQueue.poll(ChangelogKeyGroupedPriorityQueue.java:69) >> ~[flink-statebackend-changelog-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.api.operators.InternalTimerServiceImpl.advanceWatermark(InternalTimerServiceImpl.java:301) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.api.operators.InternalTimeServiceManagerImpl.advanceWatermark(InternalTimeServiceManagerImpl.java:180) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.api.operators.AbstractStreamOperator.processWatermark(AbstractStreamOperator.java:602) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.api.operators.AbstractStreamOperator.processWatermark(AbstractStreamOperator.java:609) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.api.operators.AbstractStreamOperator.processWatermark2(AbstractStreamOperator.java:618) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.io.StreamTwoInputProcessorFactory$StreamTaskNetworkOutput.emitWatermark(StreamTwoInputProcessorFactory.java:268) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.watermarkstatus.StatusWatermarkValve.findAndOutputNewMinWatermarkAcrossAlignedChannels(StatusWatermarkValve.java:200) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.watermarkstatus.StatusWatermarkValve.inputWatermark(StatusWatermarkValve.java:115) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.io.AbstractStreamTaskNetworkInput.processElement(AbstractStreamTaskNetworkInput.java:148) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.io.AbstractStreamTaskNetworkInput.emitNext(AbstractStreamTaskNetworkInput.java:110) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.io.StreamOneInputProcessor.processInput(StreamOneInputProcessor.java:65) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.io.StreamMultipleInputProcessor.processInput(StreamMultipleInputProcessor.java:85) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.tasks.StreamTask.processInput(StreamTask.java:550) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.tasks.mailbox.MailboxProcessor.runMailboxLoop(MailboxProcessor.java:231) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.tasks.StreamTask.runMailboxLoop(StreamTask.java:839) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.streaming.runtime.tasks.StreamTask.invoke(StreamTask.java:788) >> ~[flink-streaming-java-1.17.1.jar:1.17.1] >> at >> org.apache.flink.runtime.taskmanager.Task.runWithSystemExitMonitoring(Task.java:952) >> ~[flink-runtime-1.17.1.jar:1.17.1] >> at >> org.apache.flink.runtime.taskmanager.Task.restoreAndInvoke(Task.java:931) >> ~[flink-runtime-1.17.1.jar:1.17.1] >> at org.apache.flink.runtime.taskmanager.Task.doRun(Task.java:745) >> ~[flink-runtime-1.17.1.jar:1.17.1] >> at org.apache.flink.runtime.taskmanager.Task.run(Task.java:562) >> ~[flink-runtime-1.17.1.jar:1.17.1] >> at java.lang.Thread.run(Thread.java:829) ~[?:?] >> >> >> >> > > -- > Best, > Hangxiang.