【Flume】flume中http监控类型的源码分析,度量信息分析,以及flume的事件总线
在flume1.5.2中,如果想要通过http方式的监控来获取flume相关度量值,通过在启动脚本后添加如下内容即可:
-Dflume.monitoring.type=http -Dflume.monitoring.port=34545
监控
-D的属性可以通过System.getProerties()直接获取得到,那么以上两个属性是通过方法loadMonitoring()来读取,该方法在flume入口中Application
private void loadMonitoring() { Properties systemProps = System.getProperties(); Set<String> keys = systemProps.stringPropertyNames(); try { if (keys.contains(CONF_MONITOR_CLASS)) { String monitorType = systemProps.getProperty(CONF_MONITOR_CLASS); Class<? extends MonitorService> klass; try { //Is it a known type? klass = MonitoringType.valueOf( monitorType.toUpperCase()).getMonitorClass(); } catch (Exception e) { //Not a known type, use FQCN klass = (Class<? extends MonitorService>) Class.forName(monitorType); } this.monitorServer = klass.newInstance(); Context context = new Context(); for (String key : keys) { if (key.startsWith(CONF_MONITOR_PREFIX)) { context.put(key.substring(CONF_MONITOR_PREFIX.length()), systemProps.getProperty(key)); } } monitorServer.configure(context); monitorServer.start(); } } catch (Exception e) { logger.warn("Error starting monitoring. " + "Monitoring might not be available.", e); } }这里的monitorServer是一个HTTPMetricsServer,该类中是启动了一个jettyserver实例来监听的,看它的start()方法
public void start() { jettyServer = new Server(); //We can use Contexts etc if we have many urls to handle. For one url, //specifying a handler directly is the most efficient. SelectChannelConnector connector = new SelectChannelConnector(); connector.setReuseAddress(true); connector.setPort(port); jettyServer.setConnectors(new Connector[] {connector}); jettyServer.setHandler(new HTTPMetricsHandler()); try { jettyServer.start(); while (!jettyServer.isStarted()) { Thread.sleep(500); } } catch (Exception ex) { LOG.error("Error starting Jetty. JSON Metrics may not be available.", ex); }其实这就跟我们java中的socket变成一样,这里就启动了服务端,监听了配置的端口号
注意看上面有一个处理器HttpMetricsHandler
看它的handle()方法
public void handle(String target, HttpServletRequest request, HttpServletResponse response, int dispatch) throws IOException, ServletException { // /metrics is the only place to pull metrics. //If we want to use any other url for something else, we should make sure //that for metrics only /metrics is used to prevent backward //compatibility issues. if(request.getMethod().equalsIgnoreCase("TRACE") || request.getMethod() .equalsIgnoreCase("OPTIONS")) { response.sendError(HttpServletResponse.SC_FORBIDDEN); response.flushBuffer(); ((Request) request).setHandled(true); return; } if (target.equals("/")) { response.setContentType("text/html;charset=utf-8"); response.setStatus(HttpServletResponse.SC_OK); response.getWriter().write("For Flume metrics please click" + " <a href = \"./metrics\"> here</a>."); response.flushBuffer(); ((Request) request).setHandled(true); return; } else if (target.equalsIgnoreCase("/metrics")) { response.setContentType("application/json;charset=utf-8"); response.setStatus(HttpServletResponse.SC_OK); Map<String, Map<String, String>> metricsMap = JMXPollUtil.getAllMBeans(); String json = gson.toJson(metricsMap, mapType); response.getWriter().write(json); response.flushBuffer(); ((Request) request).setHandled(true); return; } response.sendError(HttpServletResponse.SC_NOT_FOUND); response.flushBuffer(); //Not handling the request returns a Not found error page. }该方法就是获取那些度量值的关键
1、首先是禁止了TRACE和OPTIONS两种请求
TRACE- 回显服务器收到的请求,主要用于测试或诊断。
OPTIONS - 返回服务器针对特定资源所支持的HTTP请求方法。也可以利用向Web服务器发送‘*‘的请求来测试服务器的功能性。
2、如果你输入的地址是ip:port,没有输入后面的metrics,效果如下:
点击here就可以看到度量信息了
3、如果你输入了metrics请求,后面就是具体的处理逻辑了
Map<String, Map<String, String>> metricsMap = JMXPollUtil.getAllMBeans();这就是获取json信息的核心
这后面的内容就是JMX相关的了,与本文没太大关系,具体请见:http://baike.baidu.com/link?url=k1fgRfj4e720XBCEKIZT1eV1Zfct5LCkufbwKYj1s5MFvaK7kS0Vlb-lfdmkXOWFjJB9vYA1PWgYPYupkIRzJ_
度量
现在来看看某一个度量信息是如何一步步被获取到的,以
OpenConnectionCount
为例
在类SourceCounter中
构造方法
public SourceCounter(String name) { super(MonitoredCounterGroup.Type.SOURCE, name, ATTRIBUTES); }被类JMSSource的doConfigure(Context context)调用
而该方法又被BasicSourceSemantics类的configure调用
在会上就回到了入口Application的loadMonitoring方法了,这一条链就通了
上面构造方法调用了父类构造方法
protected MonitoredCounterGroup(Type type, String name, String... attrs) { this.type = type; this.name = name; Map<String, AtomicLong> counterInitMap = new HashMap<String, AtomicLong>(); // Initialize the counters for (String attribute : attrs) { counterInitMap.put(attribute, new AtomicLong(0L)); } counterMap = Collections.unmodifiableMap(counterInitMap); startTime = new AtomicLong(0L); stopTime = new AtomicLong(0L); }这里所有属性的默认值都是0,用AtomicLong来声明的
在整个SourceCounter类中,我们看到有很多increment,add,get的方法,那么这些方法什么时候被调用呢?
我们看一个具体的AvroSource类
public Status append(AvroFlumeEvent avroEvent) { logger.debug("Avro source {}: Received avro event: {}", getName(), avroEvent); sourceCounter.incrementAppendReceivedCount(); sourceCounter.incrementEventReceivedCount(); Event event = EventBuilder.withBody(avroEvent.getBody().array(), toStringMap(avroEvent.getHeaders())); try { getChannelProcessor().processEvent(event); } catch (ChannelException ex) { logger.warn("Avro source " + getName() + ": Unable to process event. " + "Exception follows.", ex); return Status.FAILED; } sourceCounter.incrementAppendAcceptedCount(); sourceCounter.incrementEventAcceptedCount(); return Status.OK; }这里可以看到调用了sourceCounter的increment方法,由源码很容易可以看出各个属性的意思了
各个属性都是在组件运行过程,实时的去赋值的。
{
"SOURCE.r1": {
"OpenConnectionCount": "0", 当前有效的连接数
"Type": "SOURCE", 组件类型
"AppendBatchAcceptedCount": "0", source端刚刚追加放入channel的批量数
"AppendBatchReceivedCount": "0", source端刚刚追加的批量的数量,比如一批100,该度量为2,就是source端收到了200个events
"EventAcceptedCount": "10", source端目前成功放入channel的event数量
"StopTime": "0",
"AppendReceivedCount": "0", source端刚刚追加的目前收到的event数量
"StartTime": "1422502242340", source组件启动的时间
"EventReceivedCount": "10", source端已经收到的event数量
"AppendAcceptedCount": "0" source端刚刚追加放入channel的event数量
},
"SOURCE.r2": {
"OpenConnectionCount": "0",
"Type": "SOURCE",
"AppendBatchAcceptedCount": "0",
"AppendBatchReceivedCount": "0",
"EventAcceptedCount": "10",
"StopTime": "0",
"AppendReceivedCount": "0",
"StartTime": "1422502242341",
"EventReceivedCount": "10",
"AppendAcceptedCount": "0"
},
"CHANNEL.c1": {
"EventPutSuccessCount": "20", 成功放入通道的event数量
"ChannelFillPercentage": "0.0", 通道使用比例
"Type": "CHANNEL",
"StopTime": "0",
"EventPutAttemptCount": "20", 正在放进通道的event数量
"ChannelSize": "0",
"StartTime": "1422502242328",
"EventTakeSuccessCount": "20", 从通道中成功取出event的数量
"ChannelCapacity": "10000000",
"EventTakeAttemptCount": "2105" 正在从通道中取event的数量
},
"SINK.k1": {
"BatchCompleteCount": "0", 成功完成输出的批量事件个数
"ConnectionFailedCount": "0", sink端连接失败的次数
"EventDrainAttemptCount": "20", 试图消耗的事件数量,从通道中拿来消耗
"ConnectionCreatedCount": "1", sink端连接数
"Type": "SINK",
"BatchEmptyCount": "1042", 批量取空的次数
"ConnectionClosedCount": "0", 连接关闭的次数
"EventDrainSuccessCount": "20", 成功处理的event数量
"StopTime": "0",
"StartTime": "1422502242340",
"BatchUnderflowCount": "1" 内部event正处在批量处理过程中的batch数量,比如两个batch,内部都有event正在处理,就等于2
},
"SINK.k2": {
"BatchCompleteCount": "0",
"ConnectionFailedCount": "0",
"EventDrainAttemptCount": "0",
"ConnectionCreatedCount": "1",
"Type": "SINK",
"BatchEmptyCount": "1042",
"ConnectionClosedCount": "0",
"EventDrainSuccessCount": "0",
"StopTime": "0",
"StartTime": "1422502243048",
"BatchUnderflowCount": "0"
}
}
事件总线
以上是监控相关的度量信息,那么回到本文的一开始,loadMonitoring方法,我们来看看它的调用过程,分析下eventBus相关内容
if(reload) { EventBus eventBus = new EventBus(agentName + "-event-bus"); PollingPropertiesFileConfigurationProvider configurationProvider = new PollingPropertiesFileConfigurationProvider(agentName, configurationFile, eventBus, 30); components.add(configurationProvider); application = new Application(components); eventBus.register(application); } else { PropertiesFileConfigurationProvider configurationProvider = new PropertiesFileConfigurationProvider(agentName, configurationFile); application = new Application(); application.handleConfigurationEvent(configurationProvider.getConfiguration()); }还是上面的入口,else分支我们很容易往下找到loadMonitoring方法的整个调用树形结构,但是if分支里,我们很难捕捉到调用的树形结构,我们来详细看看:
eventBus是一个事件总线
EventBus的代码:
public void register(Object object) {
Multimap<Class<?>, EventHandler> methodsInListener =
finder.findAllHandlers(object);
handlersByType.putAll(methodsInListener);
}
在EventBus进行register时,会通过一个finder找到register的object中被标注了@Subscribe的方法。并且按照EventType进行分类,放在handlersByType里。这样当EventBus的post新的Event时,就可以根据EventType调用相应的EventHandler。
该事件总线注册了application,按照上面的解释,会寻找Application类中注解了@Subscribe的方法@Subscribe public synchronized void handleConfigurationEvent(MaterializedConfiguration conf) { stopAllComponents(); startAllComponents(conf); }该方法中有个startAllComponents方法,该方法最后一行调用了this.loadMonitoring();方法,所以这个树形结构就出来了。
关于事件总线的详细介绍,请参考: http://blog.csdn.net/kiwi_coder/article/details/9338721
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