在Apache Flink测试中是否有虚拟时间的概念,就像在Reactor和RxJava中一样

在RxJava和Reactor中,有一个虚拟时间的概念来测试依赖于时间的操作符。在弗林克我不知道怎么做。例如,我将下面的示例放在一起,我想在其中对迟到的事件进行处理,以了解如何处理这些事件。但是我不明白这样的测试会是什么样子?有没有办法把燧石和反应堆结合起来,使试验更好?

public class PlayWithFlink {

    public static void main(String[] args) throws Exception {

        final OutputTag<MyEvent> lateOutputTag = new OutputTag<MyEvent>("late-data"){};

        // TODO understand how BoundedOutOfOrderness is related to allowedLateness
        BoundedOutOfOrdernessTimestampExtractor<MyEvent> eventTimeFunction = new BoundedOutOfOrdernessTimestampExtractor<MyEvent>(Time.seconds(10)) {
            @Override
            public long extractTimestamp(MyEvent element) {
                return element.getEventTime();
            }
        };

        StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
        env.setStreamTimeCharacteristic(TimeCharacteristic.EventTime);

        DataStream<MyEvent> events = env.fromCollection(MyEvent.examples())
                .assignTimestampsAndWatermarks(eventTimeFunction);

        AggregateFunction<MyEvent, MyAggregate, MyAggregate> aggregateFn = new AggregateFunction<MyEvent, MyAggregate, MyAggregate>() {
            @Override
            public MyAggregate createAccumulator() {
                return new MyAggregate();
            }

            @Override
            public MyAggregate add(MyEvent myEvent, MyAggregate myAggregate) {
                if (myEvent.getTracingId().equals("trace1")) {
                    myAggregate.getTrace1().add(myEvent);
                    return myAggregate;
                }
                myAggregate.getTrace2().add(myEvent);
                return myAggregate;
            }

            @Override
            public MyAggregate getResult(MyAggregate myAggregate) {
                return myAggregate;
            }

            @Override
            public MyAggregate merge(MyAggregate myAggregate, MyAggregate acc1) {
                acc1.getTrace1().addAll(myAggregate.getTrace1());
                acc1.getTrace2().addAll(myAggregate.getTrace2());
                return acc1;
            }
        };

        KeySelector<MyEvent, String> keyFn = new KeySelector<MyEvent, String>() {
            @Override
            public String getKey(MyEvent myEvent) throws Exception {
                return myEvent.getTracingId();
            }
        };

        SingleOutputStreamOperator<MyAggregate> result = events
                .keyBy(keyFn)
                .window(EventTimeSessionWindows.withGap(Time.seconds(10)))
                .allowedLateness(Time.seconds(20))
                .sideOutputLateData(lateOutputTag)
                .aggregate(aggregateFn);


        DataStream lateStream = result.getSideOutput(lateOutputTag);

        result.print("SessionData");

        lateStream.print("LateData");

        env.execute();
    }
}

class MyEvent {
    private final String tracingId;
    private final Integer count;
    private final long eventTime;

    public MyEvent(String tracingId, Integer count, long eventTime) {
        this.tracingId = tracingId;
        this.count = count;
        this.eventTime = eventTime;
    }

    public String getTracingId() {
        return tracingId;
    }

    public Integer getCount() {
        return count;
    }

    public long getEventTime() {
        return eventTime;
    }

    public static List<MyEvent> examples() {
        long now = System.currentTimeMillis();
        MyEvent e1 = new MyEvent("trace1", 1, now);
        MyEvent e2 = new MyEvent("trace2", 1, now);
        MyEvent e3 = new MyEvent("trace2", 1, now - 1000);
        MyEvent e4 = new MyEvent("trace1", 1, now - 200);
        MyEvent e5 = new MyEvent("trace1", 1, now - 50000);
        return Arrays.asList(e1,e2,e3,e4, e5);
    }

    @Override
    public String toString() {
        return "MyEvent{" +
                "tracingId='" + tracingId + '\'' +
                ", count=" + count +
                ", eventTime=" + eventTime +
                '}';
    }
}

class MyAggregate {
    private final List<MyEvent> trace1 = new ArrayList<>();
    private final List<MyEvent> trace2 = new ArrayList<>();


    public List<MyEvent> getTrace1() {
        return trace1;
    }

    public List<MyEvent> getTrace2() {
        return trace2;
    }

    @Override
    public String toString() {
        return "MyAggregate{" +
                "trace1=" + trace1 +
                ", trace2=" + trace2 +
                '}';
    }
}

运行this的输出是:

SessionData:1> MyAggregate{trace1=[], trace2=[MyEvent{tracingId='trace2', count=1, eventTime=1551034666081}, MyEvent{tracingId='trace2', count=1, eventTime=1551034665081}]}
SessionData:3> MyAggregate{trace1=[MyEvent{tracingId='trace1', count=1, eventTime=1551034166081}], trace2=[]}
SessionData:3> MyAggregate{trace1=[MyEvent{tracingId='trace1', count=1, eventTime=1551034666081}, MyEvent{tracingId='trace1', count=1, eventTime=1551034665881}], trace2=[]}

不过,我希望看到 e5