Operator Broadcast State
package com.atguigu.state;
import com.atguigu.bean.WaterSensor;
import com.atguigu.functions.WaterSensorMapFunction;
import org.apache.flink.api.common.state.*;
import org.apache.flink.api.common.typeinfo.Types;
import org.apache.flink.streaming.api.datastream.BroadcastConnectedStream;
import org.apache.flink.streaming.api.datastream.BroadcastStream;
import org.apache.flink.streaming.api.datastream.DataStreamSource;
import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.api.functions.co.BroadcastProcessFunction;
import org.apache.flink.util.Collector;
/**
* TODO 水位超过指定的阈值发送告警,阈值可以动态修改
*/
public class OperatorBroadcastStateDemo {
public static void main(String[] args) throws Exception {
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
env.setParallelism(2);
// 数据流
SingleOutputStreamOperator<WaterSensor> sensorDS = env
.socketTextStream("192.168.1.7", 9091)
.map(new WaterSensorMapFunction());
// 配置流(用来广播配置)
DataStreamSource<String> configDS = env.socketTextStream("192.168.1.7", 9093);
// TODO 1. 将 配置流 广播
MapStateDescriptor<String, Integer> broadcastMapState = new MapStateDescriptor<>("broadcast-state", Types.STRING, Types.INT);
BroadcastStream<String> configBS = configDS.broadcast(broadcastMapState);
// TODO 2.把 数据流 和 广播后的配置流 connect
BroadcastConnectedStream<WaterSensor, String> sensorBCS = sensorDS.connect(configBS);
// TODO 3.调用 process
sensorBCS.process(
new BroadcastProcessFunction<WaterSensor, String, String>() {
/**
* 数据流的处理方法: 数据流 只能 读取 广播状态,不能修改
* @param value
* @param ctx
* @param out
* @throws Exception
*/
@Override
public void processElement(WaterSensor value, ReadOnlyContext ctx, Collector<String> out) throws Exception {
// TODO 5.通过上下文获取广播状态,取出里面的值(只读,不能修改)
ReadOnlyBroadcastState<String, Integer> broadcastState = ctx.getBroadcastState(broadcastMapState);
Integer threshold = broadcastState.get("threshold");
// 判断广播状态里是否有数据,因为刚启动时,可能是数据流的第一条数据先来
threshold = (threshold == null ? 0 : threshold);
if (value.getVc() > threshold) {
out.collect(value + ",水位超过指定的阈值:" + threshold + "!!!");
}
}
/**
* 广播后的配置流的处理方法: 只有广播流才能修改 广播状态
* @param value
* @param ctx
* @param out
* @throws Exception
*/
@Override
public void processBroadcastElement(String value, Context ctx, Collector<String> out) throws Exception {
// TODO 4. 通过上下文获取广播状态,往里面写数据
BroadcastState<String, Integer> broadcastState = ctx.getBroadcastState(broadcastMapState);
broadcastState.put("threshold", Integer.valueOf(value));
}
}
)
.print();
env.execute();
}
}