Window Process
package com.atguigu.window;
import com.atguigu.bean.WaterSensor;
import com.atguigu.functions.WaterSensorMapFunction;
import org.apache.commons.lang3.time.DateFormatUtils;
import org.apache.flink.streaming.api.datastream.KeyedStream;
import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator;
import org.apache.flink.streaming.api.datastream.WindowedStream;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction;
import org.apache.flink.streaming.api.windowing.assigners.TumblingProcessingTimeWindows;
import org.apache.flink.streaming.api.windowing.time.Time;
import org.apache.flink.streaming.api.windowing.windows.TimeWindow;
import org.apache.flink.util.Collector;
public class WindowProcessDemo {
public static void main(String[] args) throws Exception {
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
env.setParallelism(1);
SingleOutputStreamOperator<WaterSensor> sensorDS = env
.socketTextStream("192.168.1.7", 9091)
.map(new WaterSensorMapFunction());
KeyedStream<WaterSensor, String> sensorKS = sensorDS.keyBy(sensor -> sensor.getId());
// 1. 窗口分配器
WindowedStream<WaterSensor, String, TimeWindow> sensorWS = sensorKS.window(TumblingProcessingTimeWindows.of(Time.seconds(10)));
// 老写法
// sensorWS
// .apply(
// new WindowFunction<WaterSensor, String, String, TimeWindow>() {
// /**
// *
// * @param s 分组的key
// * @param window 窗口对象
// * @param input 存的数据
// * @param out 采集器
// * @throws Exception
// */
// @Override
// public void apply(String s, TimeWindow window, Iterable<WaterSensor> input, Collector<String> out) throws Exception {
//
// }
// }
// )
SingleOutputStreamOperator<String> process = sensorWS
.process(
new ProcessWindowFunction<WaterSensor, String, String, TimeWindow>() {
/**
* 全窗口函数计算逻辑: 窗口触发时才会调用一次,统一计算窗口的所有数据
* @param s 分组的key
* @param context 上下文
* @param elements 存的数据
* @param out 采集器
* @throws Exception
*/
@Override
public void process(String s, Context context, Iterable<WaterSensor> elements, Collector<String> out) throws Exception {
// 上下文可以拿到window对象,还有其他东西:侧输出流 等等
long startTs = context.window().getStart();
long endTs = context.window().getEnd();
String windowStart = DateFormatUtils.format(startTs, "yyyy-MM-dd HH:mm:ss.SSS");
String windowEnd = DateFormatUtils.format(endTs, "yyyy-MM-dd HH:mm:ss.SSS");
long count = elements.spliterator().estimateSize();
out.collect("key=" + s + "的窗口[" + windowStart + "," + windowEnd + ")包含" + count + "条数据===>" + elements.toString());
}
}
);
process.print();
env.execute();
}
}