聊聊flink的TimerService

序

本文主要研究一下flink的TimerService

TimerService

flink-streaming-java_2.11-1.7.0-sources.jar!/org/apache/flink/streaming/api/TimerService.java

@PublicEvolving
public interface TimerService {

    String UNSUPPORTED_REGISTER_TIMER_MSG = "Setting timers is only supported on a keyed streams.";

    String UNSUPPORTED_DELETE_TIMER_MSG = "Deleting timers is only supported on a keyed streams.";

    long currentProcessingTime();

    long currentWatermark();

    void registerProcessingTimeTimer(long time);

    void registerEventTimeTimer(long time);

    void deleteProcessingTimeTimer(long time);

    void deleteEventTimeTimer(long time);
}

• TimerService接口定义了currentProcessingTime、currentWatermark、registerProcessingTimeTimer、registerEventTimeTimer、deleteProcessingTimeTimer、deleteEventTimeTimer接口

SimpleTimerService

flink-streaming-java_2.11-1.7.0-sources.jar!/org/apache/flink/streaming/api/SimpleTimerService.java

@Internal
public class SimpleTimerService implements TimerService {

    private final InternalTimerService<VoidNamespace> internalTimerService;

    public SimpleTimerService(InternalTimerService<VoidNamespace> internalTimerService) {
        this.internalTimerService = internalTimerService;
    }

    @Override
    public long currentProcessingTime() {
        return internalTimerService.currentProcessingTime();
    }

    @Override
    public long currentWatermark() {
        return internalTimerService.currentWatermark();
    }

    @Override
    public void registerProcessingTimeTimer(long time) {
        internalTimerService.registerProcessingTimeTimer(VoidNamespace.INSTANCE, time);
    }

    @Override
    public void registerEventTimeTimer(long time) {
        internalTimerService.registerEventTimeTimer(VoidNamespace.INSTANCE, time);
    }

    @Override
    public void deleteProcessingTimeTimer(long time) {
        internalTimerService.deleteProcessingTimeTimer(VoidNamespace.INSTANCE, time);
    }

    @Override
    public void deleteEventTimeTimer(long time) {
        internalTimerService.deleteEventTimeTimer(VoidNamespace.INSTANCE, time);
    }
}

• SimpleTimerService实现了TimerService，它是委托InternalTimerService来实现

InternalTimerService

flink-streaming-java_2.11-1.7.0-sources.jar!/org/apache/flink/streaming/api/operators/InternalTimerService.java

@Internal
public interface InternalTimerService<N> {

    long currentProcessingTime();

    long currentWatermark();

    void registerProcessingTimeTimer(N namespace, long time);

    void deleteProcessingTimeTimer(N namespace, long time);

    void registerEventTimeTimer(N namespace, long time);

    void deleteEventTimeTimer(N namespace, long time);
}

• InternalTimerService是TimerService的internal版本的接口，比起TimerService它定义了namespace，在registerProcessingTimeTimer、deleteProcessingTimeTimer、registerEventTimeTimer、deleteEventTimeTimer的方法中均多了一个namesapce的参数

InternalTimerServiceImpl

flink-streaming-java_2.11-1.7.0-sources.jar!/org/apache/flink/streaming/api/operators/InternalTimerServiceImpl.java

public class InternalTimerServiceImpl<K, N> implements InternalTimerService<N>, ProcessingTimeCallback {

    private final ProcessingTimeService processingTimeService;

    private final KeyContext keyContext;

    private final KeyGroupedInternalPriorityQueue<TimerHeapInternalTimer<K, N>> processingTimeTimersQueue;

    private final KeyGroupedInternalPriorityQueue<TimerHeapInternalTimer<K, N>> eventTimeTimersQueue;

    private final KeyGroupRange localKeyGroupRange;

    private final int localKeyGroupRangeStartIdx;

    private long currentWatermark = Long.MIN_VALUE;

    private ScheduledFuture<?> nextTimer;

    // Variables to be set when the service is started.

    private TypeSerializer<K> keySerializer;

    private TypeSerializer<N> namespaceSerializer;

    private Triggerable<K, N> triggerTarget;

    private volatile boolean isInitialized;

    private TypeSerializer<K> keyDeserializer;

    private TypeSerializer<N> namespaceDeserializer;

    private InternalTimersSnapshot<K, N> restoredTimersSnapshot;

    InternalTimerServiceImpl(
        KeyGroupRange localKeyGroupRange,
        KeyContext keyContext,
        ProcessingTimeService processingTimeService,
        KeyGroupedInternalPriorityQueue<TimerHeapInternalTimer<K, N>> processingTimeTimersQueue,
        KeyGroupedInternalPriorityQueue<TimerHeapInternalTimer<K, N>> eventTimeTimersQueue) {

        this.keyContext = checkNotNull(keyContext);
        this.processingTimeService = checkNotNull(processingTimeService);
        this.localKeyGroupRange = checkNotNull(localKeyGroupRange);
        this.processingTimeTimersQueue = checkNotNull(processingTimeTimersQueue);
        this.eventTimeTimersQueue = checkNotNull(eventTimeTimersQueue);

        // find the starting index of the local key-group range
        int startIdx = Integer.MAX_VALUE;
        for (Integer keyGroupIdx : localKeyGroupRange) {
            startIdx = Math.min(keyGroupIdx, startIdx);
        }
        this.localKeyGroupRangeStartIdx = startIdx;
    }

    public void startTimerService(
            TypeSerializer<K> keySerializer,
            TypeSerializer<N> namespaceSerializer,
            Triggerable<K, N> triggerTarget) {

        if (!isInitialized) {

            if (keySerializer == null || namespaceSerializer == null) {
                throw new IllegalArgumentException("The TimersService serializers cannot be null.");
            }

            if (this.keySerializer != null || this.namespaceSerializer != null || this.triggerTarget != null) {
                throw new IllegalStateException("The TimerService has already been initialized.");
            }

            // the following is the case where we restore
            if (restoredTimersSnapshot != null) {
                CompatibilityResult<K> keySerializerCompatibility = CompatibilityUtil.resolveCompatibilityResult(
                    this.keyDeserializer,
                    null,
                    restoredTimersSnapshot.getKeySerializerConfigSnapshot(),
                    keySerializer);

                CompatibilityResult<N> namespaceSerializerCompatibility = CompatibilityUtil.resolveCompatibilityResult(
                    this.namespaceDeserializer,
                    null,
                    restoredTimersSnapshot.getNamespaceSerializerConfigSnapshot(),
                    namespaceSerializer);

                if (keySerializerCompatibility.isRequiresMigration() || namespaceSerializerCompatibility.isRequiresMigration()) {
                    throw new IllegalStateException("Tried to initialize restored TimerService " +
                        "with incompatible serializers than those used to snapshot its state.");
                }
            }

            this.keySerializer = keySerializer;
            this.namespaceSerializer = namespaceSerializer;
            this.keyDeserializer = null;
            this.namespaceDeserializer = null;

            this.triggerTarget = Preconditions.checkNotNull(triggerTarget);

            // re-register the restored timers (if any)
            final InternalTimer<K, N> headTimer = processingTimeTimersQueue.peek();
            if (headTimer != null) {
                nextTimer = processingTimeService.registerTimer(headTimer.getTimestamp(), this);
            }
            this.isInitialized = true;
        } else {
            if (!(this.keySerializer.equals(keySerializer) && this.namespaceSerializer.equals(namespaceSerializer))) {
                throw new IllegalArgumentException("Already initialized Timer Service " +
                    "tried to be initialized with different key and namespace serializers.");
            }
        }
    }

    @Override
    public long currentProcessingTime() {
        return processingTimeService.getCurrentProcessingTime();
    }

    @Override
    public long currentWatermark() {
        return currentWatermark;
    }

    @Override
    public void registerProcessingTimeTimer(N namespace, long time) {
        InternalTimer<K, N> oldHead = processingTimeTimersQueue.peek();
        if (processingTimeTimersQueue.add(new TimerHeapInternalTimer<>(time, (K) keyContext.getCurrentKey(), namespace))) {
            long nextTriggerTime = oldHead != null ? oldHead.getTimestamp() : Long.MAX_VALUE;
            // check if we need to re-schedule our timer to earlier
            if (time < nextTriggerTime) {
                if (nextTimer != null) {
                    nextTimer.cancel(false);
                }
                nextTimer = processingTimeService.registerTimer(time, this);
            }
        }
    }

    @Override
    public void registerEventTimeTimer(N namespace, long time) {
        eventTimeTimersQueue.add(new TimerHeapInternalTimer<>(time, (K) keyContext.getCurrentKey(), namespace));
    }

    @Override
    public void deleteProcessingTimeTimer(N namespace, long time) {
        processingTimeTimersQueue.remove(new TimerHeapInternalTimer<>(time, (K) keyContext.getCurrentKey(), namespace));
    }

    @Override
    public void deleteEventTimeTimer(N namespace, long time) {
        eventTimeTimersQueue.remove(new TimerHeapInternalTimer<>(time, (K) keyContext.getCurrentKey(), namespace));
    }

    @Override
    public void onProcessingTime(long time) throws Exception {
        // null out the timer in case the Triggerable calls registerProcessingTimeTimer()
        // inside the callback.
        nextTimer = null;

        InternalTimer<K, N> timer;

        while ((timer = processingTimeTimersQueue.peek()) != null && timer.getTimestamp() <= time) {
            processingTimeTimersQueue.poll();
            keyContext.setCurrentKey(timer.getKey());
            triggerTarget.onProcessingTime(timer);
        }

        if (timer != null && nextTimer == null) {
            nextTimer = processingTimeService.registerTimer(timer.getTimestamp(), this);
        }
    }

    public void advanceWatermark(long time) throws Exception {
        currentWatermark = time;

        InternalTimer<K, N> timer;

        while ((timer = eventTimeTimersQueue.peek()) != null && timer.getTimestamp() <= time) {
            eventTimeTimersQueue.poll();
            keyContext.setCurrentKey(timer.getKey());
            triggerTarget.onEventTime(timer);
        }
    }

    public InternalTimersSnapshot<K, N> snapshotTimersForKeyGroup(int keyGroupIdx) {
        return new InternalTimersSnapshot<>(
            keySerializer,
            keySerializer.snapshotConfiguration(),
            namespaceSerializer,
            namespaceSerializer.snapshotConfiguration(),
            eventTimeTimersQueue.getSubsetForKeyGroup(keyGroupIdx),
            processingTimeTimersQueue.getSubsetForKeyGroup(keyGroupIdx));
    }

    @SuppressWarnings("unchecked")
    public void restoreTimersForKeyGroup(InternalTimersSnapshot<?, ?> restoredSnapshot, int keyGroupIdx) {
        this.restoredTimersSnapshot = (InternalTimersSnapshot<K, N>) restoredSnapshot;

        if (areSnapshotSerializersIncompatible(restoredSnapshot)) {
            throw new IllegalArgumentException("Tried to restore timers " +
                "for the same service with different serializers.");
        }

        this.keyDeserializer = restoredTimersSnapshot.getKeySerializer();
        this.namespaceDeserializer = restoredTimersSnapshot.getNamespaceSerializer();

        checkArgument(localKeyGroupRange.contains(keyGroupIdx),
            "Key Group " + keyGroupIdx + " does not belong to the local range.");

        // restore the event time timers
        eventTimeTimersQueue.addAll(restoredTimersSnapshot.getEventTimeTimers());

        // restore the processing time timers
        processingTimeTimersQueue.addAll(restoredTimersSnapshot.getProcessingTimeTimers());
    }

    @VisibleForTesting
    public int numProcessingTimeTimers() {
        return this.processingTimeTimersQueue.size();
    }

    @VisibleForTesting
    public int numEventTimeTimers() {
        return this.eventTimeTimersQueue.size();
    }

    @VisibleForTesting
    public int numProcessingTimeTimers(N namespace) {
        return countTimersInNamespaceInternal(namespace, processingTimeTimersQueue);
    }

    @VisibleForTesting
    public int numEventTimeTimers(N namespace) {
        return countTimersInNamespaceInternal(namespace, eventTimeTimersQueue);
    }

    private int countTimersInNamespaceInternal(N namespace, InternalPriorityQueue<TimerHeapInternalTimer<K, N>> queue) {
        int count = 0;
        try (final CloseableIterator<TimerHeapInternalTimer<K, N>> iterator = queue.iterator()) {
            while (iterator.hasNext()) {
                final TimerHeapInternalTimer<K, N> timer = iterator.next();
                if (timer.getNamespace().equals(namespace)) {
                    count++;
                }
            }
        } catch (Exception e) {
            throw new FlinkRuntimeException("Exception when closing iterator.", e);
        }
        return count;
    }

    @VisibleForTesting
    int getLocalKeyGroupRangeStartIdx() {
        return this.localKeyGroupRangeStartIdx;
    }

    @VisibleForTesting
    List<Set<TimerHeapInternalTimer<K, N>>> getEventTimeTimersPerKeyGroup() {
        return partitionElementsByKeyGroup(eventTimeTimersQueue);
    }

    @VisibleForTesting
    List<Set<TimerHeapInternalTimer<K, N>>> getProcessingTimeTimersPerKeyGroup() {
        return partitionElementsByKeyGroup(processingTimeTimersQueue);
    }

    private <T> List<Set<T>> partitionElementsByKeyGroup(KeyGroupedInternalPriorityQueue<T> keyGroupedQueue) {
        List<Set<T>> result = new ArrayList<>(localKeyGroupRange.getNumberOfKeyGroups());
        for (int keyGroup : localKeyGroupRange) {
            result.add(Collections.unmodifiableSet(keyGroupedQueue.getSubsetForKeyGroup(keyGroup)));
        }
        return result;
    }

    private boolean areSnapshotSerializersIncompatible(InternalTimersSnapshot<?, ?> restoredSnapshot) {
        return (this.keyDeserializer != null && !this.keyDeserializer.equals(restoredSnapshot.getKeySerializer())) ||
            (this.namespaceDeserializer != null && !this.namespaceDeserializer.equals(restoredSnapshot.getNamespaceSerializer()));
    }
}

• InternalTimerServiceImpl实现了InternalTimerService及ProcessingTimeCallback(定义了onProcessingTime方法)接口
• startTimerService方法主要是初始化keySerializer、namespaceSerializer、triggerTarget属性；registerEventTimeTimer及deleteEventTimeTimer方法使用的是eventTimeTimersQueue；registerProcessingTimeTimer及deleteProcessingTimeTimer方法使用的是processingTimeTimersQueue(eventTimeTimersQueue及processingTimeTimersQueue的类型为KeyGroupedInternalPriorityQueue，queue的元素类型为TimerHeapInternalTimer)
• eventTimerTimer的触发主要是在advanceWatermark方法中(AbstractStreamOperator的processWatermark方法会调用InternalTimeServiceManager的advanceWatermark方法，而该方法调用的是InternalTimerServiceImpl的advanceWatermark方法)，它会移除timestamp小于等于指定time的eventTimerTimer，然后回调triggerTarget.onEventTime方法；而processingTimeTimer的触发则是在onProcessingTime方法中(SystemProcessingTimeService的TriggerTask及RepeatedTriggerTask的定时任务会回调ProcessingTimeCallback的onProcessingTime方法)，它会移除timestamp小于等于指定time的processingTimeTimer，然后回调triggerTarget.onProcessingTime方法

Triggerable

flink-streaming-java_2.11-1.7.0-sources.jar!/org/apache/flink/streaming/api/operators/Triggerable.java

@Internal
public interface Triggerable<K, N> {

    /**
     * Invoked when an event-time timer fires.
     */
    void onEventTime(InternalTimer<K, N> timer) throws Exception;

    /**
     * Invoked when a processing-time timer fires.
     */
    void onProcessingTime(InternalTimer<K, N> timer) throws Exception;
}

• Triggerable接口定义了InternalTimerService会调用的onEventTime及onProcessingTime方法；WindowOperator、IntervalJoinOperator、KeyedProcessOperator、KeyedCoProcessOperator等operator均实现了Triggerable接口，可以响应timer的onEventTime或onProcessingTime的回调

小结

• TimerService接口定义了currentProcessingTime、currentWatermark、registerProcessingTimeTimer、registerEventTimeTimer、deleteProcessingTimeTimer、deleteEventTimeTimer接口；它有一个实现类为SimpleTimerService，而SimpleTimerService主要是委托给InternalTimerService来实现
• InternalTimerService是TimerService的internal版本的接口，比起TimerService它定义了namespace，在registerProcessingTimeTimer、deleteProcessingTimeTimer、registerEventTimeTimer、deleteEventTimeTimer的方法中均多了一个namesapce的参数；它的实现类为InternalTimerServiceImpl；InternalTimerServiceImpl实现了InternalTimerService及ProcessingTimeCallback(定义了onProcessingTime方法)接口，其registerEventTimeTimer及deleteEventTimeTimer方法使用的是eventTimeTimersQueue；registerProcessingTimeTimer及deleteProcessingTimeTimer方法使用的是processingTimeTimersQueue(eventTimeTimersQueue及processingTimeTimersQueue的类型为KeyGroupedInternalPriorityQueue，queue的元素类型为TimerHeapInternalTimer)
• InternalTimerServiceImpl的eventTimerTimer的触发主要是在advanceWatermark方法中(AbstractStreamOperator的processWatermark方法会调用InternalTimeServiceManager的advanceWatermark方法，而该方法调用的是InternalTimerServiceImpl的advanceWatermark方法)，它会移除timestamp小于等于指定time的eventTimerTimer，然后回调triggerTarget.onEventTime方法
• InternalTimerServiceImpl的processingTimeTimer的触发则是在onProcessingTime方法中(SystemProcessingTimeService的TriggerTask及RepeatedTriggerTask的定时任务会回调ProcessingTimeCallback的onProcessingTime方法)，它会移除timestamp小于等于指定time的processingTimeTimer，然后回调triggerTarget.onProcessingTime方法
• Triggerable接口定义了InternalTimerService会调用的onEventTime及onProcessingTime方法；WindowOperator、IntervalJoinOperator、KeyedProcessOperator、KeyedCoProcessOperator等operator均实现了Triggerable接口，可以响应timer的onEventTime或onProcessingTime的回调

doc

• TimerService