Apache Spark源码走读之21
欢迎转载,转载请注明出处,徽沪一郎.概要
WEB UI和Metrics子系统为外部观察监测Spark内部运行情况提供了必要的窗口,本文将简略的过一下其内部代码实现。
WEB UI
先上图感受一下spark webui 假设当前已经在本机运行standalone cluster模式,输入http://127.0.0.1:8080将会看到如下页面
http://www.iyunv.com/hseagle/p/data:image/png;base64,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
driver application默认会打开4040端口进行http监听,可以看到application相关的详细信息
http://www.iyunv.com/hseagle/p/data:image/png;base64,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
显示每个stage的详细信息
http://www.iyunv.com/hseagle/p/data:image/png;base64,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
启动过程
本节要讨论的重点是http server是如何启动的,页面中的数据是从哪里获取到的?Spark中用到的http server是jetty, jetty采用java编写,是非常轻巧的servlet engine和http server。能够嵌入到用户程序中执行,不用像tomcat或jboss那样需要自己独立的jvm进程。http://www.iyunv.com/hseagle/p/data:image/png;base64,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
SparkUI在SparkContext初始化的时候创建
// Initialize the Spark UI , registering all
associated listeners
private val ui = new SparkUI (this)
ui.bind ()
initialize的主要工作是注册页面处理句柄,WebUI的子类需要实现自己的initialize函数
bind将真正启动jetty server.
def bind () {
assert (! serverInfo .isDefined , " Attempted to bind %
s more than once!". format ( className ))
try {
// 启 动 JettyServer
serverInfo = Some( startJettyServer (" 0.0.0.0 ",
port , handlers , conf))
logInfo (" Started %s at http ://%s:%d". format (
className , publicHostName , boundPort ))
} catch {
case e: Exception =>
logError (" Failed to bind %s". format ( className )
, e)
System .exit (1)
}
}
在startJettyServer函数中将JettyServer运行起来的关键处理函数是connect
def connect(currentPort: Int): (Server, Int) = {
val server = new Server(new InetSocketAddress(hostName, currentPort))
val pool = new QueuedThreadPool
pool.setDaemon(true)
server.setThreadPool(pool)
server.setHandler(collection)
Try {
server.start()
} match {
case s: Success =>
(server, server.getConnectors.head.getLocalPort)
case f: Failure =>
val nextPort = (currentPort + 1) % 65536
server.stop()
pool.stop()
val msg = s"Failed to create UI on port $currentPort. Trying again on port $nextPort."
if (f.toString.contains("Address already in use")) {
logWarning(s"$msg - $f")
} else {
logError(msg, f.exception)
}
connect(nextPort)
}
}
val (server, boundPort) = connect(port)
ServerInfo(server, boundPort, collection)
}
数据获取
页面中的数据是如何获取的呢,这就要归功于SparkListener了,典型的观察者设计模式。当有与stage及task相关的事件发生时,这些Listener都将收到通知,并进行数据更新。
需要指出的是,数据尽管得以自动更新,但页面并没有,还是需要手工刷新才能得到最新的数据。
http://www.iyunv.com/hseagle/p/data:image/png;base64,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
上图显示的是SparkUI中注册了哪些SparkListener子类。来看一看这些子类是在什么时候注册进去的, 注意研究一下SparkUI.initialize函
def initialize() {
listenerBus.addListener(storageStatusListener)
val jobProgressTab = new JobProgressTab(this)
attachTab(jobProgressTab)
attachTab(new StorageTab(this))
attachTab(new EnvironmentTab(this))
attachTab(new ExecutorsTab(this))
attachHandler(createStaticHandler(SparkUI.STATIC_RESOURCE_DIR, "/static"))
attachHandler(createRedirectHandler("/", "/stages", basePath = basePath))
attachHandler(
createRedirectHandler("/stages/stage/kill", "/stages", jobProgressTab.handleKillRequest))
if (live) {
sc.env.metricsSystem.getServletHandlers.foreach(attachHandler)
}
}
举一个实际例子来看看Notifier发送Event的时刻,比如有任务提交的时 resourceOffer->taskStarted->handleBeginEvent
private [ scheduler ] def handleBeginEvent (task: Task[_
], taskInfo : TaskInfo ) {
listenerBus .post( SparkListenerTaskStart (task.
stageId , taskInfo ))
submitWaitingStages ()
}
post其实是向listenerBus的消息队列中添加一个消息,真正将消息发送 出去的时另一个处理线程listenerThread
override def run (): Unit = Utils.
logUncaughtExceptions {
while (true) {
eventLock . acquire ()
// Atomically remove and process this event
LiveListenerBus .this. synchronized {
val event = eventQueue .poll
if (event == SparkListenerShutdown ) {
// Get out of the while loop and shutdown
the daemon thread
return
}
Option (event). foreach ( postToAll )
}
}
}
Option(event).foreach(postToAll)负责将事件通知给各个Observer.postToAll的函数实现如下
def postToAll(event: SparkListenerEvent) {
event match {
case stageSubmitted: SparkListenerStageSubmitted =>
foreachListener(_.onStageSubmitted(stageSubmitted))
case stageCompleted: SparkListenerStageCompleted =>
foreachListener(_.onStageCompleted(stageCompleted))
case jobStart: SparkListenerJobStart =>
foreachListener(_.onJobStart(jobStart))
case jobEnd: SparkListenerJobEnd =>
foreachListener(_.onJobEnd(jobEnd))
case taskStart: SparkListenerTaskStart =>
foreachListener(_.onTaskStart(taskStart))
case taskGettingResult: SparkListenerTaskGettingResult =>
foreachListener(_.onTaskGettingResult(taskGettingResult))
case taskEnd: SparkListenerTaskEnd =>
foreachListener(_.onTaskEnd(taskEnd))
case environmentUpdate: SparkListenerEnvironmentUpdate =>
foreachListener(_.onEnvironmentUpdate(environmentUpdate))
case blockManagerAdded: SparkListenerBlockManagerAdded =>
foreachListener(_.onBlockManagerAdded(blockManagerAdded))
case blockManagerRemoved: SparkListenerBlockManagerRemoved =>
foreachListener(_.onBlockManagerRemoved(blockManagerRemoved))
case unpersistRDD: SparkListenerUnpersistRDD =>
foreachListener(_.onUnpersistRDD(unpersistRDD))
case applicationStart: SparkListenerApplicationStart =>
foreachListener(_.onApplicationStart(applicationStart))
case applicationEnd: SparkListenerApplicationEnd =>
foreachListener(_.onApplicationEnd(applicationEnd))
case SparkListenerShutdown =>
}
}
Metrics
在系统设计中,测量模块是不可或缺的组成部分。通过这些测量数据来感知系统的运行情况。
在Spark中,测量模块由MetricsSystem来担任,MetricsSystem中有三个重要的概念,分述如下。
[*]instance 表示谁在使用metrics system, 目前已知的有master, worker, executor和client driver会创建metrics system用以测量
[*]source 表示数据源,从哪里获取数据
[*]sinks 数据目的地,将从source获取的数据发送到哪
Spark目前支持将测量数据保存或发送到如下目的地
[*]ConsoleSink 输出到console
[*]CSVSink 定期保存成为CSV文件
[*]JmxSink 注册到JMX,以通过JMXConsole来查看
[*]MetricsServlet 在SparkUI中添加MetricsServlet用以查看Task运行时的测量数据
[*]GraphiteSink 发送给Graphite以对整个系统(不仅仅包括spark)进行监控
下面从MetricsSystem的创建,数据源的添加,数据更新与发送几个方面来跟踪一下源码。
初始化过程
MetricsSystem依赖于由codahale提供的第三方库Metrics,可以在metrics.codahale.com找到更为详细的介绍。
以Driver Application为例,driver application首先会初始化SparkContext,在SparkContext的初始化过程中就会创建MetricsSystem,具体调用关系如下。 SparkContext.init->SparkEnv.init->MetricsSystem.createMetricsSystem
注册数据源,继续以SparkContext为例
private val dagSchedulerSource = new DAGSchedulerSource(this.dagScheduler, this)
private val blockManagerSource = new BlockManagerSource(SparkEnv.get.blockManager, this)
private def initDriverMetrics() {
SparkEnv.get.metricsSystem.registerSource(dagSchedulerSource)
SparkEnv.get.metricsSystem.registerSource(blockManagerSource)
}
initDriverMetrics()
数据读取
数据读取由Sink来完成,在Spark中创建的Sink子类如下图所示
http://www.iyunv.com/hseagle/p/data:image/png;base64,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
读取最新的数据,以CsvSink为例,最主要的就是创建CsvReporter,启动之后会定期更新最近的数据到console。不同类型的Sink所使用的Reporter是不一样的。
val reporter: CsvReporter = CsvReporter.forRegistry(registry)
.formatFor(Locale.US)
.convertDurationsTo(TimeUnit.MILLISECONDS)
.convertRatesTo(TimeUnit.SECONDS)
.build(new File(pollDir))
override def start() {
reporter.start(pollPeriod, pollUnit)
}
Spark中关于metrics子系统的配置文件详见conf/metrics.properties. 默认的Sink是MetricsServlet,在任务提交执行之后,输入http://127.0.0.1:4040/metrics/json会得到以json格式保存的metrics信息。
页:
[1]