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|NO.Z.00073|——————————|BigDataEnd|——|Hadoop&实时数仓.V04|---------------------------------------|实时数仓.v0

2022-04-16 14:35:30  阅读:43  来源: 互联网

标签:数仓 Administrator Users repository 双流 jar 实时 m2 org




[BigDataHadoop:Hadoop&实时数仓.V04]                                        [BigDataHadoop.电商行业实时数仓项目][|Hadoop|实时数仓|实时数仓:实时数仓$Flink双流Join&connect CoProcessFunction处理双流数据|]








一、connect CoProcessFunction
### --- connect CoProcessFunction处理双流数据

~~~     # input1: OrderEvent(orderId:String,eventType:String,eventTime:Long) : 订单---流式数据
("order_1","pay",2000L)
("order_2","pay",5000L)
("order_3","pay",6000L)
~~~     # input2:PayEvent(orderId:String,eventType:String,eventTime:Long) : 支付 -- 流式数据
("order_1","weixin",7000L)
("order_2","weixin",8000L)
("order_4","weixin",9000L)
~~~     # 支付完成的成功的数据:5分钟之内,验证支付是否真正成功
二、编程实现
### --- 编程实现

package dws

import org.apache.flink.api.common.state.{ValueState, ValueStateDescriptor}
import org.apache.flink.api.scala._
import org.apache.flink.api.scala.typeutils.Types
import org.apache.flink.streaming.api.TimeCharacteristic
import org.apache.flink.streaming.api.functions.co.KeyedCoProcessFunction
import org.apache.flink.streaming.api.scala.{DataStream, KeyedStream, OutputTag, StreamExecutionEnvironment}
import org.apache.flink.util.Collector

object CoProcessFunc {
  // connect CoProcessFunction处理双流数据
  case class OrderEvent(orderId:String,eventType:String,eventTime:Long)
  case class PayEvent(orderId:String,eventType:String,eventTime:Long)
  val unmatchedOrders = new OutputTag[String]("unmatched-orders")
  val unmatchedPays = new OutputTag[String]("unmatched-pays")
  def main(args: Array[String]): Unit = {
    val env: StreamExecutionEnvironment = StreamExecutionEnvironment.getExecutionEnvironment
    env.setStreamTimeCharacteristic(TimeCharacteristic.EventTime)
    env.setParallelism(1)
    val orderStream: KeyedStream[OrderEvent, String] = env.fromElements(
      OrderEvent("order_1", "pay", 2000L),
      OrderEvent("order_2", "pay", 5000L),
      OrderEvent("order_3", "pay", 6000L)
    )
      .assignAscendingTimestamps(_.eventTime)
      .keyBy(_.orderId)
    val payStream: KeyedStream[PayEvent, String] = env.fromElements(
      PayEvent("order_1", "weixin", 7000L),
      PayEvent("order_2", "weixin", 8000L),
      PayEvent("order_4", "weixin", 9000L)
    )
      .assignAscendingTimestamps(_.eventTime)
      .keyBy(_.orderId)
    val processed: DataStream[String] = orderStream.connect(payStream).process(new MyConFunc)
    processed.print()
    processed.getSideOutput(unmatchedOrders).print()
    processed.getSideOutput(unmatchedPays).print()
    env.execute()
  }
  //keyBy...相同的key会进到同一个流(分区)中处理
  //valuestate
  class MyConFunc extends KeyedCoProcessFunction[String,OrderEvent,PayEvent,String] {
    lazy private val orderState : ValueState[OrderEvent] = getRuntimeContext.getState(new
        ValueStateDescriptor[OrderEvent]("orderState",Types.of[OrderEvent]))
    lazy private val payState : ValueState[PayEvent] = getRuntimeContext.getState(new
        ValueStateDescriptor[PayEvent]("payState",Types.of[PayEvent]))
    override def processElement1(value: OrderEvent, ctx: KeyedCoProcessFunction[String,
      OrderEvent, PayEvent, String]#Context, out: Collector[String]): Unit = {
      val pay = payState.value()
      if (pay != null) {
        payState.clear()
        out.collect("订单id为:" + pay.orderId + "的两条流对账成功")
      } else {
        /**
         * 如果pay中不存在数据,说明对应的pay(第二个流中的数据)没有到来,把value值更新到状态(第一个流
的)中
         * 并且定义一个5分钟的定时器,到时候再匹配,如果还没有匹配上,说明需要报警
         */
        orderState.update(value)
        ctx.timerService().registerEventTimeTimer(value.eventTime + 5000)
      }
    }
    override def processElement2(value: PayEvent, ctx: KeyedCoProcessFunction[String,
      OrderEvent, PayEvent, String]#Context, out: Collector[String]): Unit = {
      val order = orderState.value()
      if(order != null) {
        orderState.clear()
        out.collect("订单id为:" + order.orderId + "的两条流对账成功")
      } else {
        payState.update(value)
        ctx.timerService().registerEventTimeTimer(value.eventTime + 5000)
      }
    }
    override def onTimer(timestamp: Long, ctx: KeyedCoProcessFunction[String, OrderEvent,
      PayEvent, String]#OnTimerContext, out: Collector[String]): Unit = {
      if(orderState.value != null) {
        ctx.output(unmatchedOrders,s"订单id为:${orderState.value().orderId}的两条流对账失败")
        orderState.clear()
      }
      if(payState.value() != null) {
        ctx.output(unmatchedOrders,s"订单id为:${payState.value().orderId}的两条流对账失败")
        payState.clear()
      }
    }
  }
}
### --- 编译打印

D:\JAVA\jdk1.8.0_231\bin\java.exe "-javaagent:D:\IntelliJIDEA\IntelliJ IDEA 2019.3.3\lib\idea_rt.jar=52828:D:\IntelliJIDEA\IntelliJ IDEA 2019.3.3\bin" -Dfile.encoding=UTF-8 -classpath 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dws.CoProcessFunc
~~~编译打印
订单id为:order_1的两条流对账成功
订单id为:order_2的两条流对账成功
订单id为:order_3的两条流对账失败
订单id为:order_4的两条流对账失败

Process finished with exit code 0








===============================END===============================


Walter Savage Landor:strove with none,for none was worth my strife.Nature I loved and, next to Nature, Art:I warm'd both hands before the fire of life.It sinks, and I am ready to depart                                                                                                                                                   ——W.S.Landor



来自为知笔记(Wiz)

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来源: https://www.cnblogs.com/yanqivip/p/16152707.html

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