最终效果

Scala基于Akka模拟Spark Master Worker进程间通信(二):Worker定时向Master心跳_spark

Scala基于Akka模拟Spark Master Worker进程间通信(二):Worker定时向Master心跳_spark_02

Master

package cn.zxl.spark.master

import akka.actor.{Actor, ActorRef, ActorSystem, Props}
import cn.zxl.spark.common.{HeartBeat, RegisterWorkerInfo, RegisteredWorkerInfo, WorkerInfo}
import com.typesafe.config.ConfigFactory

import scala.collection.mutable

/**
* @description:
* @author: zhangxueliang
* @create: 2021-05-29 16:37
* @version: 1.0
* */
class SparkMaster extends Actor {

//定义hashmap。管理workers
private val workers: mutable.Map[String, WorkerInfo] = mutable.Map[String, WorkerInfo]()

override def receive: Receive = {
case "start" => println("Spark Master服务器启动了!")
case RegisterWorkerInfo(id, cpu, ram) => {
//接收到worker注册信息
if (!workers.contains(id)) {
//创建WorkerInfo对象
val workerInfo = new WorkerInfo(id, cpu, ram)
//加入到workers
workers += (id -> workerInfo)
println("服务器当前的workers=" + workers)
sender() ! RegisteredWorkerInfo
}
}
case HeartBeat(id) => {
//更新对应的worker的心跳时间
//1.从workers中取出WorkerInfo
val workerInfo: WorkerInfo = workers(id)
workerInfo.lastHeartBeat = System.currentTimeMillis()
println("master更新了 "+id+" 的心跳时间")
}
}
}

object SparkMaster {
def main(args: Array[String]): Unit = {
//先创建ActorSystem
val config = ConfigFactory.parseString(
s"""
|akka.actor.provider="akka.remote.RemoteActorRefProvider"
|akka.remote.netty.tcp.hostname=127.0.0.1
|akka.remote.netty.tcp.port=10005
""".stripMargin)
val sparkMasterSystem: ActorSystem = ActorSystem("SparkMaster", config)
//创建SparkMaster actor
val sparkMasterRef: ActorRef = sparkMasterSystem.actorOf(Props[SparkMaster], "SparkMaster-01")
//启动SparkMaster
sparkMasterRef ! "start"

}
}

Worker

package cn.zxl.spark.worker

import akka.actor.{Actor, ActorRef, ActorSelection, ActorSystem, Props}
import cn.zxl.spark.common.{HeartBeat, RegisterWorkerInfo, RegisteredWorkerInfo, SendHeartBeat}
import com.typesafe.config.ConfigFactory

import scala.concurrent.duration._

/**
* @description:
* @author: zhangxueliang
* @create: 2021-05-29 16:47
* @version: 1.0
* */
class SparkWorker(masterHost: String, masterPort: Int) extends Actor {
//masterProxy是Master的代理/引用
var masterProxy: ActorSelection = _
//随机生成一个ID
private val id: String = java.util.UUID.randomUUID().toString

override def preStart(): Unit = {
println("preStart()调用")
//初始化masterProxy
masterProxy = context.actorSelection(s"akka.tcp://SparkMaster@${masterHost}:${masterPort}/user/SparkMaster-01")
println("masterProxy=" + masterProxy)
}

override def receive: Receive = {
case "start" => {
println("worker启动了")
masterProxy ! RegisterWorkerInfo(id, 16, 16 * 1024)
}
case RegisteredWorkerInfo => {
println("workerid=" + id + "注册成功")
import context.dispatcher
//0 millis: 表示不延时,立即执行定时器
//3000 millis:每隔3000毫秒执行一次
//self:表示发送给自己
//SendHeartBeat:发送的内容
context.system.scheduler.schedule(0 millis, 3000 millis, self, SendHeartBeat)
}
case SendHeartBeat => {
println("worker= " + id + " 向master发送了心跳")
masterProxy ! HeartBeat(id)
}
}
}

object SparkWorker {
def main(args: Array[String]): Unit = {
val workerHost = "127.0.0.1"
val workerPort = 10001
val masterHost = "127.0.0.1"
val masterPort = 10005
val config = ConfigFactory.parseString(
s"""
|akka.actor.provider="akka.remote.RemoteActorRefProvider"
|akka.remote.netty.tcp.hostname=127.0.0.1
|akka.remote.netty.tcp.port=10002
""".stripMargin)
//创建ActorSystem
val sparkWorkerSystem: ActorSystem = ActorSystem("SparkWorker", config)
//创建SparkWorker的引用/代理
val sparkWorkerRef: ActorRef = sparkWorkerSystem.actorOf(Props(new SparkWorker(masterHost, masterPort)), "SparkWorker-01")
sparkWorkerRef ! "start"

}
}

MessageProtocol

package cn.zxl.spark.common

/**
* @description:
* @author: zhangxueliang
* @create: 2021-05-29 17:12
* @version: 1.0
* */
//worker注册信息
case class RegisterWorkerInfo(id:String,cpu:Int,ram:Int){}
//这个是WorkerInfo 此信息是用老保存到master的hashmap(管理worker)
//将来这个workerInfo会扩展(如扩展worker上一次的心跳时间)
class WorkerInfo(val id:String,val cpu:Int,val ram:Int){
var lastHeartBeat: Long = System.currentTimeMillis()
}
//当worker注册成功,服务器返回 RegisteredWorkerInfo 对象
case object RegisteredWorkerInfo

//worker每隔一定时间由定时器发送给自己的一个消息
case object SendHeartBeat
//worker每隔一定时间由定时器触发,而向master发送的协议消息
case class HeartBeat(id:String)

pom

<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>

<groupId>com.zxl</groupId>
<artifactId>scala-demo</artifactId>
<version>1.0-SNAPSHOT</version>
<packaging>jar</packaging>

<name>scala-demo</name>
<url>http://maven.apache.org</url>

<properties>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
<encoding>UTF-8</encoding>
<scala.version>2.11.12</scala.version>
<scala.compat.version>2.11</scala.compat.version>
<akka.version>2.5.12</akka.version>
<scala.actors.version>2.10.0-M6</scala.actors.version>
</properties>

<dependencies>
<!--scala 2.11起过时 无法使用-->
<!--<dependency>
<groupId>org.scala-lang</groupId>
<artifactId>scala-actors</artifactId>
<version>${scala.actors.version}</version>
</dependency>-->

<!--akka actor依赖-->
<dependency>
<groupId>com.typesafe.akka</groupId>
<artifactId>akka-actor_${scala.compat.version}</artifactId>
<version>${akka.version}</version>
</dependency>
<!--多进程之间的Actor通信-->
<dependency>
<groupId>com.typesafe.akka</groupId>
<artifactId>akka-remote_${scala.compat.version}</artifactId>
<version>${akka.version}</version>
</dependency>
</dependencies>

<build>
<!--指定源码包和测试包的位置-->
<sourceDirectory>src/main/scala</sourceDirectory>
<testSourceDirectory>src/test/scala</testSourceDirectory>
<plugins>
<!-- 该插件用于将 Scala 代码编译成 class 文件 -->
<plugin>
<groupId>net.alchim31.maven</groupId>
<artifactId>scala-maven-plugin</artifactId>
<version>3.2.2</version>
<executions>
<execution>
<!-- 声明绑定到 maven 的 compile 阶段 -->
<goals>
<goal>compile</goal>
<goal>testCompile</goal>
</goals>
<configuration>
<args>
<arg>-dependencyfile</arg>
<arg>${project.build.directory}/.scala_depencencies</arg>
</args>
</configuration>
</execution>
</executions>
</plugin>

<!--maven打包的插件-->
<!-- maven-assembly-plugin 和 maven-shade-plugin都是打包插件。遇到同名文件assembly是覆盖,shade是追加。所以此处选择shade插件-->
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-shade-plugin</artifactId>
<version>3.2.1</version>
<executions>
<execution>
<phase>package</phase>
<goals>
<goal>shade</goal>
</goals>
<configuration>
<filters>
<filter>
<artifact>*:*</artifact>
<excludes>
<exclude>META-INF/*.SF</exclude>
<exclude>META-INF/*.DSA</exclude>
<exclude>META-INF/*.RSA</exclude>
</excludes>
</filter>
</filters>
<transformers>
<transformer
implementation="org.apache.maven.plugins.shade.resource.AppendingTransformer">
<resource>reference.conf</resource>
</transformer>
<!--指定main方法-->
<transformer
implementation="org.apache.maven.plugins.shade.resource.ManifestResourceTransformer">
<mainClass>xxx</mainClass>
</transformer>
</transformers>
</configuration>
</execution>
</executions>
</plugin>
</plugins>
</build>
</project>