SideOutput
package com.atguigu.process;
import com.atguigu.bean.WaterSensor;
import com.atguigu.functions.WaterSensorMapFunction;
import org.apache.flink.api.common.eventtime.WatermarkStrategy;
import org.apache.flink.api.common.typeinfo.Types;
import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.api.functions.KeyedProcessFunction;
import org.apache.flink.util.Collector;
import org.apache.flink.util.OutputTag;
import java.time.Duration;
public class SideOutputDemo {
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())
.assignTimestampsAndWatermarks(
WatermarkStrategy
.<WaterSensor>forBoundedOutOfOrderness(Duration.ofSeconds(3))
.withTimestampAssigner((element, ts) -> element.getTs() * 1000L)
);
OutputTag<String> warnTag = new OutputTag<>("warn", Types.STRING);
SingleOutputStreamOperator<WaterSensor> process = sensorDS.keyBy(sensor -> sensor.getId())
.process(
new KeyedProcessFunction<String, WaterSensor, WaterSensor>() {
@Override
public void processElement(WaterSensor value, Context ctx, Collector<WaterSensor> out) throws Exception {
// 使用侧输出流告警
if (value.getVc() > 10) {
ctx.output(warnTag, "当前水位=" + value.getVc() + ", 大于阈值10!!!");
}
// 主流正常 发送数据
out.collect(value);
}
}
);
process.print("主流");
process.getSideOutput(warnTag).printToErr("warn");
env.execute();
}
}