SimpleAggregate
package com.atguigu.aggreagte;
import com.atguigu.bean.WaterSensor;
import org.apache.flink.api.java.functions.KeySelector;
import org.apache.flink.streaming.api.datastream.DataStreamSource;
import org.apache.flink.streaming.api.datastream.KeyedStream;
import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
public class SimpleAggregateDemo {
public static void main(String[] args) throws Exception {
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
env.setParallelism(1);
DataStreamSource<WaterSensor> sensorDS = env.fromElements(
new WaterSensor("s1", 1L, 1),
new WaterSensor("s1", 11L, 11),
new WaterSensor("s1", 11L, 10),
new WaterSensor("s2", 2L, 2),
new WaterSensor("s3", 3L, 3)
);
KeyedStream<WaterSensor, String> sensorKS = sensorDS
.keyBy(new KeySelector<WaterSensor, String>() {
@Override
public String getKey(WaterSensor value) throws Exception {
return value.getId();
}
});
/**
* TODO 简单聚合算子
* 1、 keyby之后才能调用
* 2、 分组内的聚合:对同一个key的数据进行聚合
*/
// 传位置索引的,适用于 Tuple类型,POJO不行
// SingleOutputStreamOperator<WaterSensor> result = sensorKS.sum(2);
// SingleOutputStreamOperator<WaterSensor> result = sensorKS.sum("vc");
/**
* max\maxby的区别: 同min
* max:只会取比较字段的最大值,非比较字段保留第一次的值
* maxby:取比较字段的最大值,同时非比较字段 取 最大值这条数据的值
*/
// SingleOutputStreamOperator<WaterSensor> result = sensorKS.max("vc");
// SingleOutputStreamOperator<WaterSensor> result = sensorKS.min("vc");
SingleOutputStreamOperator<WaterSensor> result = sensorKS.maxBy("vc");
// SingleOutputStreamOperator<WaterSensor> result = sensorKS.minby("vc");
result.print();
env.execute();
}
}