要解决Apache Beam中每个用户会话窗口未合并的问题,可以使用以下代码示例:
import org.apache.beam.sdk.transforms.windowing.BoundedWindow;
import org.apache.beam.sdk.transforms.windowing.IntervalWindow;
import org.apache.beam.sdk.transforms.windowing.PaneInfo;
import org.apache.beam.sdk.transforms.windowing.Window;
import org.apache.beam.sdk.transforms.windowing.WindowFn;
import org.apache.beam.sdk.values.KV;
import org.joda.time.Duration;
import org.joda.time.Instant;
public class UserSessionWindow extends WindowFn, IntervalWindow> {
private final Duration sessionGapDuration;
public UserSessionWindow(Duration sessionGapDuration) {
this.sessionGapDuration = sessionGapDuration;
}
@Override
public Collection assignWindows(AssignContext c) {
List windows = new ArrayList<>();
Event event = c.element().getValue();
Instant eventTime = event.getEventTime();
String user = c.element().getKey();
IntervalWindow newWindow = new IntervalWindow(eventTime, eventTime.plus(sessionGapDuration));
BoundedWindow previousWindow = c.previousWindow();
if (previousWindow != null && previousWindow instanceof IntervalWindow) {
IntervalWindow currentWindow = (IntervalWindow) previousWindow;
IntervalWindow mergedWindow = currentWindow.span(newWindow);
windows.add(mergedWindow);
} else {
windows.add(newWindow);
}
return windows;
}
@Override
public boolean isCompatible(WindowFn, ?> other) {
return other instanceof UserSessionWindow;
}
@Override
public Coder windowCoder() {
return IntervalWindow.getCoder();
}
@Override
public WindowMappingFn getDefaultWindowMappingFn() {
return new IntervalWindowMappingFn();
}
private static class IntervalWindowMappingFn implements WindowMappingFn {
@Override
public IntervalWindow getSideInputWindow(BoundedWindow mainWindow, PaneInfo paneInfo, BoundedWindow sideInputWindow) {
return (IntervalWindow) sideInputWindow;
}
}
}
现在,可以使用UserSessionWindow
类来创建会话窗口。
PCollection> input = ...;
PCollection> sessions = input
.apply(Window.into(new UserSessionWindow(Duration.standardMinutes(30))))
.apply(...); // 其他转换操作
在这个示例中,UserSessionWindow
类继承自WindowFn
,它负责将每个输入元素分配到相应的会话窗口。assignWindows
方法根据每个用户的事件时间和间隔时间来分配窗口。如果当前元素的事件时间在前一个窗口的时间范围内,将它合并到前一个窗口中。
注意:这只是一个示例,具体实现可能需要根据你的具体需求进行调整。