采用DleayQueue自定义flink的Source function产生测试数据
时间: 2023-07-04 10:05:57 浏览: 92
自定义Flink SourceFunction定时读取数据库 包括实现思路说明和java代码
首先,我们需要导入以下依赖:
```xml
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-core</artifactId>
<version>${flink.version}</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-streaming-java_${scala.binary.version}</artifactId>
<version>${flink.version}</version>
</dependency>
```
然后,我们可以定义一个自定义的Source Function,使用DelayQueue产生测试数据。下面是一个简单的示例代码:
```java
import org.apache.flink.streaming.api.functions.source.SourceFunction;
import java.util.concurrent.DelayQueue;
import java.util.concurrent.Delayed;
import java.util.concurrent.TimeUnit;
public class DelayedEventSource implements SourceFunction<DelayedEvent> {
private volatile boolean running = true;
private final DelayQueue<DelayedEvent> queue = new DelayQueue<>();
public void run(SourceContext<DelayedEvent> ctx) throws Exception {
while (running) {
DelayedEvent event = queue.take();
ctx.collect(event);
}
}
public void cancel() {
running = false;
}
public void addEvent(long timestamp, String message) {
queue.put(new DelayedEvent(timestamp, message));
}
public static class DelayedEvent implements Delayed {
private final long timestamp;
private final String message;
public DelayedEvent(long timestamp, String message) {
this.timestamp = timestamp;
this.message = message;
}
public long getDelay(TimeUnit unit) {
long diff = timestamp - System.currentTimeMillis();
return unit.convert(diff, TimeUnit.MILLISECONDS);
}
public int compareTo(Delayed other) {
if (this.timestamp < ((DelayedEvent) other).timestamp) {
return -1;
}
if (this.timestamp > ((DelayedEvent) other).timestamp) {
return 1;
}
return 0;
}
public String getMessage() {
return message;
}
}
}
```
在这个示例中,我们定义了一个DelayQueue,用来存储延迟事件。run()方法在一个while循环中循环获取DelayQueue中的事件,并使用ctx.collect()方法将事件发送给下游算子。addEvent()方法用于向DelayQueue中添加新的延迟事件。
最后,我们可以通过以下代码来使用自定义的Source Function:
```java
DelayedEventSource source = new DelayedEventSource();
// 添加测试数据
source.addEvent(System.currentTimeMillis() + 1000, "Hello");
source.addEvent(System.currentTimeMillis() + 2000, "World");
DataStream<DelayedEventSource.DelayedEvent> stream = env.addSource(source);
```
在这个示例中,我们创建了一个DelayedEventSource,并向其中添加了两个延迟事件。然后,我们将其作为Source Function添加到Flink的DataStream中。
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