【原】 Spark中Worker源码分析(二)
继续前一篇的内容。前一篇内容为:
Spark中Worker源码分析(一)http://www.cnblogs.com/yourarebest/p/5300202.html
4.receive方法,
receive方法主要分为以下14种情况:
(1)worker向master注册成功后,详见代码
(2)worker向master发送心跳消息,如果还没有注册到master上,该消息将被忽略,详见代码
(3)worker的工作空间的清理,详见代码
(4)更换master,详见代码
(5)worker注册失败,详见代码
(6)再次连接worker,详见代码
(7)创建executor,详见代码
(8)executor的转态发生改变时,详见代码
(9)kill executor,详见代码
(10)创建driver,详见代码
(11)kill driver,详见代码
(12)driver的状态发生变化时,详见代码
(13)将worker注册到master上,详见代码
(14)app执行完毕,详见代码
worker与master相关的交互为(1)(2)(4)(6)(13)
worker与driver相关的交互为(10)(11)(12)
worker与executor相关的交互为(3)(7)(8)(9)(14),需要说明的是(3)(14)它们的完成都与executor有着密切的联系。
<code>
override def receive: PartialFunction[Any, Unit] = {
//(1)注册成功的Woker
case RegisteredWorker(masterRef, masterWebUiUrl) =>
logInfo("Successfully registered with master " + masterRef.address.toSparkURL)
registered = true
changeMaster(masterRef, masterWebUiUrl)
//守护线程15s发送一次心跳消息
forwordMessageScheduler.scheduleAtFixedRate(new Runnable {
override def run(): Unit = Utils.tryLogNonFatalError {
self.send(SendHeartbeat)
}
}, 0, HEARTBEAT_MILLIS, TimeUnit.MILLISECONDS)
//如果允许清理
if (CLEANUP_ENABLED) {
logInfo(s"Worker cleanup enabled; old application directories will be deleted in: $workDir")
forwordMessageScheduler.scheduleAtFixedRate(new Runnable {
override def run(): Unit = Utils.tryLogNonFatalError {
//守护线程30min清理app文件夹
self.send(WorkDirCleanup)
}
}, CLEANUP_INTERVAL_MILLIS, CLEANUP_INTERVAL_MILLIS, TimeUnit.MILLISECONDS)
}
//(2)worker向master发送心跳消息,如果还没有注册到master上,该消息将被忽略
case SendHeartbeat =>
if (connected) { sendToMaster(Heartbeat(workerId, self)) }
//(3)worker的工作空间的清理
case WorkDirCleanup =>
//为了加快独立将来独立线程的清理工作,不要占用worker rpcEndpoint的端口号,拷贝ids所以它可以被清理线程使用
val appIds = executors.values.map(_.appId).toSet
val cleanupFuture = concurrent.future {
val appDirs = workDir.listFiles()
if (appDirs == null) {
throw new IOException("ERROR: Failed to list files in " + appDirs)
}
appDirs.filter { dir =>
//目录正在被app使用-当清理时检查app是否在运行
val appIdFromDir = dir.getName
val isAppStillRunning = appIds.contains(appIdFromDir)
dir.isDirectory && !isAppStillRunning &&
!Utils.doesDirectoryContainAnyNewFiles(dir, APP_DATA_RETENTION_SECONDS)
}.foreach { dir =>
logInfo(s"Removing directory: ${dir.getPath}")
Utils.deleteRecursively(dir)
}
}(cleanupThreadExecutor)
cleanupFuture.onFailure {
case e: Throwable =>
logError("App dir cleanup failed: " + e.getMessage, e)
}(cleanupThreadExecutor)
//(4)更换master
case MasterChanged(masterRef, masterWebUiUrl) =>
logInfo("Master has changed, new master is at " + masterRef.address.toSparkURL)
changeMaster(masterRef, masterWebUiUrl)
val execs = executors.values.
map(e => new ExecutorDescription(e.appId, e.execId, e.cores, e.state))
masterRef.send(WorkerSchedulerStateResponse(workerId, execs.toList, drivers.keys.toSeq))
//(5)worker注册失败
case RegisterWorkerFailed(message) =>
if (!registered) {
logError("Worker registration failed: " + message)
System.exit(1)
}
//(6)再次连接Worker
case ReconnectWorker(masterUrl) =>
logInfo(s"Master with url $masterUrl requested this worker to reconnect.")
//再次将worker注册到masters上
registerWithMaster()
//(7)创建Executor
case LaunchExecutor(masterUrl, appId, execId, appDesc, cores_, memory_) =>if (masterUrl != activeMasterUrl) {
logWarning("Invalid Master (" + masterUrl + ") attempted to launch executor.")
} else {
try {
logInfo("Asked to launch executor %s/%d for %s".format(appId, execId, appDesc.name))
//创建executor的工作目录
val executorDir = new File(workDir, appId + "/" + execId)
if (!executorDir.mkdirs()) {
throw new IOException("Failed to create directory " + executorDir)
}
//为executors创建本地目录,通过SPARK_EXECUTOR_DIRS环境变量设置,当app执行完后并删除
val appLocalDirs = appDirectories.get(appId).getOrElse {
Utils.getOrCreateLocalRootDirs(conf).map { dir =>
val appDir = Utils.createDirectory(dir, namePrefix = "executor")
Utils.chmod700(appDir)
appDir.getAbsolutePath()
}.toSeq
}
appDirectories(appId) = appLocalDirs
val manager = new ExecutorRunner(
appId,
execId,
appDesc.copy(command = Worker.maybeUpdateSSLSettings(appDesc.command, conf)),
cores_,
memory_,
self,
workerId,
host,
webUi.boundPort,
publicAddress,
sparkHome,
executorDir,
workerUri,
conf,
appLocalDirs, ExecutorState.LOADING)
executors(appId + "/" + execId) = manager
manager.start()
coresUsed += cores_
memoryUsed += memory_
sendToMaster(ExecutorStateChanged(appId, execId, manager.state, None, None))
} catch {
case e: Exception => {
logError(s"Failed to launch executor $appId/$execId for ${appDesc.name}.", e)
if (executors.contains(appId + "/" + execId)) {
executors(appId + "/" + execId).kill()
executors -= appId + "/" + execId
}
sendToMaster(ExecutorStateChanged(appId, execId, ExecutorState.FAILED,
Some(e.toString), None))
}
}
}
//(8)executor的转态发生改变时
case executorStateChanged @ ExecutorStateChanged(appId, execId, state, message, exitStatus) =>
handleExecutorStateChanged(executorStateChanged)
//(9)kill executor
case KillExecutor(masterUrl, appId, execId) =>
if (masterUrl != activeMasterUrl) {
logWarning("Invalid Master (" + masterUrl + ") attempted to launch executor " + execId)
} else {
val fullId = appId + "/" + execId
executors.get(fullId) match {
case Some(executor) =>
logInfo("Asked to kill executor " + fullId)
executor.kill()
case None =>
logInfo("Asked to kill unknown executor " + fullId)
}
}
//(10)创建Driver
case LaunchDriver(driverId, driverDesc) => {
logInfo(s"Asked to launch driver $driverId")
val driver = new DriverRunner(
conf,
driverId,
workDir,
sparkHome,
driverDesc.copy(command = Worker.maybeUpdateSSLSettings(driverDesc.command, conf)),
self,
workerUri,
securityMgr)
drivers(driverId) = driver
driver.start(
coresUsed += driverDesc.cores
memoryUsed += driverDesc.mem
}
//(11)kill Driver
case KillDriver(driverId) => {
logInfo(s"Asked to kill driver $driverId")
drivers.get(driverId) match {
case Some(runner) =>
runner.kill()
case None =>
logError(s"Asked to kill unknown driver $driverId")
}
}
//(12)driver的状态发生变化时
case driverStateChanged @ DriverStateChanged(driverId, state, exception) => {
handleDriverStateChanged(driverStateChanged)
}
//(13)将worker注册到master上
case ReregisterWithMaster =>
reregisterWithMaster()
//(14)app执行完毕
case ApplicationFinished(id) =>
finishedApps += id
//删除执行完的app在执行过程中创建的本地文件
maybeCleanupApplication(id)
}
</code>
【原】 Spark中Worker源码分析(二)的更多相关文章
- 【原】 Spark中Worker源码分析(一)
Worker作为对于Spark集群的健壮运行起着举足轻重的作用,作为Master的奴隶,每15s向Master告诉自己还活着,一旦主人(Master>有了任务(Application),立马交给 ...
- 【原】Spark中Client源码分析(二)
继续前一篇的内容.前一篇内容为: Spark中Client源码分析(一)http://www.cnblogs.com/yourarebest/p/5313006.html DriverClient中的 ...
- 【原】Spark中Master源码分析(二)
继续上一篇的内容.上一篇的内容为: Spark中Master源码分析(一) http://www.cnblogs.com/yourarebest/p/5312965.html 4.receive方法, ...
- 【原】Spark中Master源码分析(一)
Master作为集群的Manager,对于集群的健壮运行发挥着十分重要的作用.下面,我们一起了解一下Master是听从Client(Leader)的号召,如何管理好Worker的吧. 1.家当(静态属 ...
- Spark中决策树源码分析
1.Example 使用Spark MLlib中决策树分类器API,训练出一个决策树模型,使用Python开发. """ Decision Tree Classifica ...
- 【原】Spark中Client源码分析(一)
在Spark Standalone中我们所谓的Client,它的任务其实是由AppClient和DriverClient共同完成的.AppClient是一个允许app(Client)和Spark集群通 ...
- Spark RPC框架源码分析(二)RPC运行时序
前情提要: Spark RPC框架源码分析(一)简述 一. Spark RPC概述 上一篇我们已经说明了Spark RPC框架的一个简单例子,Spark RPC相关的两个编程模型,Actor模型和Re ...
- Spark Scheduler模块源码分析之DAGScheduler
本文主要结合Spark-1.6.0的源码,对Spark中任务调度模块的执行过程进行分析.Spark Application在遇到Action操作时才会真正的提交任务并进行计算.这时Spark会根据Ac ...
- Spark RPC框架源码分析(三)Spark心跳机制分析
一.Spark心跳概述 前面两节中介绍了Spark RPC的基本知识,以及深入剖析了Spark RPC中一些源码的实现流程. 具体可以看这里: Spark RPC框架源码分析(二)运行时序 Spark ...
随机推荐
- GroupBox 重绘圆角边框和文字
private void GroupBox_Paint(object sender, PaintEventArgs e) { if (sender != null && sender ...
- PHP中进制之间的互相转换
常见的进制: 二进制 binary -----> bin 八进制 octal -----> oct 十进制 decimal -----> dec 十六进 ...
- 深入分析 Java 中的中文编码问题(转)
几种常见的编码格式 为什么要编码 不知道大家有没有想过一个问题,那就是为什么要编码?我们能不能不编码?要回答这个问题必须要回到计算机是如何表示我们人类能够理解的符号的,这些符号也就是我们人类使用的语言 ...
- Chrome 浏览器各版本下载大全
随着最近64位版本的 Chrome 浏览器正式版的推出,Chrome 浏览器再次受到广大浏览迷的重点关注,今天我们就整理一下各版本的 Chrome 浏览器 32位及64位的下载地址,方便各位浏览迷选择 ...
- Vijos P1063 迎春舞会之交谊舞 DP
题目链接:https://vijos.org/p/1063 题意:有n(n <= 100)行,每行有2*i-1个可显字符'#'与'-',组成一个倒三角形,问由'-'组成的最大三角形的'-'的个数 ...
- linux环境下验证码不显示的几种情况
linux环境下验证码不显示的几种情况 gd库扩展没有安装. 查看phpinfo(),看看有没有安装gd库 yum安装gd库或者phpize安装 安装完成后记得重启php-fpm bom头的原因 在生 ...
- 从ng-repeat到NgFor
看这篇文章基本明白怎么渲染模板,但是我的工程会报错说#号非法,这篇的写法也不好用. angular2.0.0的语法集: Angular for TypeScript 语法快速指南 (基于2.0.0版本 ...
- memcached源代码包下载
先下载libevent https://github.com/downloads/libevent/libevent/libevent-2.0.18-stable.tar.gz 再下载memcache ...
- Vmware 8.00 文件共享ubuntu
http://bolg.sinaapp.com/html/2012/1848.html 这是解决vm不能共享的解决方案. 今天学会的Linux命令: cp -i *** ~/tmp cd VMware ...
- JavaScript 弹出窗体点击按钮返回选择数据的实现
首先是父页面的代码: <head runat="server"> <title>无标题页</title> <%-- <script ...