flink 设置空闲等待推进水位线，避免子任务上游最小的水位线迟迟未达到触发时间

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1. 空闲等待

1.1 空闲等待

  多并行度的flink作业，watermark水位线的传递遵循接收到上游多个水位线时取最小、往下游多个子任务发送水位线时进行广播。此时，如果有其中一个子任务没有数据，导致当前Task的水位线无法推进，窗口无法触发，需要等待上游最小的水位线达到触发时间。于是，flink添加了空闲等待的设置

1.2 withIdleness

  在设置WatermarkStrategy时，添加.withIdleness(Duration.ofSeconds(5))

        WatermarkStrategy<WaterSensor> waterSensorWatermarkStrategy = WatermarkStrategy//升序的watermark，没有等待时间.<WaterSensor>forGenerator(new WatermarkGeneratorSupplier<WaterSensor>() {@Overridepublic WatermarkGenerator<WaterSensor> createWatermarkGenerator(Context context) {return new MyWatermark<>(Duration.ofSeconds(3));}})//指定时间戳分配器，从数据中提取时间戳.withTimestampAssigner(new SerializableTimestampAssigner<WaterSensor>() {@Overridepublic long extractTimestamp(WaterSensor element, long recordTimestamp) {System.out.println("数据=" + element + ",recordTs=" + recordTimestamp);//返回的数据为毫秒return element.getTs() * 1000;}}).withIdleness(Duration.ofSeconds(5));

1.3 源码

  其核心逻辑为：

@Public
public class WatermarksWithIdleness<T> implements WatermarkGenerator<T> {private final WatermarkGenerator<T> watermarks;private final IdlenessTimer idlenessTimer;private boolean isIdleNow = false;/*** Creates a new WatermarksWithIdleness generator to the given generator idleness detection with* the given timeout.** @param watermarks The original watermark generator.* @param idleTimeout The timeout for the idleness detection.*/public WatermarksWithIdleness(WatermarkGenerator<T> watermarks, Duration idleTimeout) {this(watermarks, idleTimeout, SystemClock.getInstance());}@VisibleForTestingWatermarksWithIdleness(WatermarkGenerator<T> watermarks, Duration idleTimeout, Clock clock) {checkNotNull(idleTimeout, "idleTimeout");checkArgument(!(idleTimeout.isZero() || idleTimeout.isNegative()),"idleTimeout must be greater than zero");this.watermarks = checkNotNull(watermarks, "watermarks");this.idlenessTimer = new IdlenessTimer(clock, idleTimeout);}@Overridepublic void onEvent(T event, long eventTimestamp, WatermarkOutput output) {watermarks.onEvent(event, eventTimestamp, output);idlenessTimer.activity();isIdleNow = false;}@Overridepublic void onPeriodicEmit(WatermarkOutput output) {if (idlenessTimer.checkIfIdle()) {if (!isIdleNow) {output.markIdle();isIdleNow = true;}} else {watermarks.onPeriodicEmit(output);}}// ------------------------------------------------------------------------@VisibleForTestingstatic final class IdlenessTimer {/** The clock used to measure elapsed time. */private final Clock clock;/** Counter to detect change. No problem if it overflows. */private long counter;/** The value of the counter at the last activity check. */private long lastCounter;/*** The first time (relative to {@link Clock#relativeTimeNanos()}) when the activity check* found that no activity happened since the last check. Special value: 0 = no timer.*/private long startOfInactivityNanos;/** The duration before the output is marked as idle. */private final long maxIdleTimeNanos;IdlenessTimer(Clock clock, Duration idleTimeout) {this.clock = clock;long idleNanos;try {idleNanos = idleTimeout.toNanos();} catch (ArithmeticException ignored) {// long integer overflowidleNanos = Long.MAX_VALUE;}this.maxIdleTimeNanos = idleNanos;}public void activity() {counter++;}public boolean checkIfIdle() {if (counter != lastCounter) {// activity since the last check. we reset the timerlastCounter = counter;startOfInactivityNanos = 0L;return false;} else // timer started but has not yet reached idle timeoutif (startOfInactivityNanos == 0L) {// first time that we see no activity since the last periodic probe// begin the timerstartOfInactivityNanos = clock.relativeTimeNanos();return false;} else {return clock.relativeTimeNanos() - startOfInactivityNanos > maxIdleTimeNanos;}}}
}

checkIfIdle()方法用于判断是否触发水位线推进

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