Metrics是以MetricsGroup来组织的
MetricGroup
MetricGroup
这就是个metric容器，里面可以放subGroup，或者各种metric
所以主要的接口就是注册，
/** * A MetricGroup is a named container for {@link Metric Metrics} and further metric subgroups. * * <p>Instances of this class can be used to register new metrics with Flink and to create a nested * hierarchy based on the group names. * * <p>A MetricGroup is uniquely identified by it's place in the hierarchy and name. */ public interface MetricGroup { <C extends Counter> C counter(int name, C counter); <T, G extends Gauge<T>> G gauge(int name, G gauge); <H extends Histogram> H histogram(String name, H histogram); MetricGroup addGroup(String name); }
AbstractMetricGroup
关键是实现MetricGroup，逻辑很简单，在注册或close的时候都需要加锁互斥
/** * Abstract {@link MetricGroup} that contains key functionality for adding metrics and groups. * */ public abstract class AbstractMetricGroup implements MetricGroup { /** The registry that this metrics group belongs to */ protected final MetricRegistry registry; /** All metrics that are directly contained in this group */ private final Map<String, Metric> metrics = new HashMap<>(); /** All metric subgroups of this group */ private final Map<String, AbstractMetricGroup> groups = new HashMap<>(); /** The metrics scope represented by this group. * For example ["host-7", "taskmanager-2", "window_word_count", "my-mapper" ]. */ private final String[] scopeComponents; //命名空间 /** The metrics scope represented by this group, as a concatenated string, lazily computed. * For example: "host-7.taskmanager-2.window_word_count.my-mapper" */ private String scopeString; @Override public <C extends Counter> C counter(String name, C counter) { addMetric(name, counter); return counter; } /** * Adds the given metric to the group and registers it at the registry, if the group * is not yet closed, and if no metric with the same name has been registered before. * * @param name the name to register the metric under * @param metric the metric to register */ protected void addMetric(String name, Metric metric) { // add the metric only if the group is still open synchronized (this) { //加锁 if (!closed) { // immediately put without a 'contains' check to optimize the common case (no collition) // collisions are resolved later Metric prior = metrics.put(name, metric); // check for collisions with other metric names if (prior == null) { // no other metric with this name yet registry.register(metric, name, this); } else { // we had a collision. put back the original value metrics.put(name, prior); } } } } }
MetricReporter
采集好的Metrics需要用reporter才能发送出去，
/** * Reporters are used to export {@link Metric Metrics} to an external backend. * * <p>Reporters are instantiated via reflection and must be public, non-abstract, and have a * public no-argument constructor. */ public interface MetricReporter { // ------------------------------------------------------------------------ // life cycle // ------------------------------------------------------------------------ /** * Configures this reporter. Since reporters are instantiated generically and hence parameter-less, * this method is the place where the reporters set their basic fields based on configuration values. * * <p>This method is always called first on a newly instantiated reporter. * * @param config The configuration with all parameters. */ void open(MetricConfig config); /** * Closes this reporter. Should be used to close channels, streams and release resources. */ void close(); void notifyOfAddedMetric(Metric metric, String metricName, MetricGroup group); void notifyOfRemovedMetric(Metric metric, String metricName, MetricGroup group); }
AbstractReporter实现MetricReport接口，
/** * Base interface for custom metric reporters. */ public abstract class AbstractReporter implements MetricReporter, CharacterFilter { protected final Logger log = LoggerFactory.getLogger(getClass()); protected final Map<Gauge<?>, String> gauges = new HashMap<>(); protected final Map<Counter, String> counters = new HashMap<>(); protected final Map<Histogram, String> histograms = new HashMap<>(); @Override public void notifyOfAddedMetric(Metric metric, String metricName, MetricGroup group) { final String name = group.getMetricIdentifier(metricName, this); //group只是用来获取metrics完整的name synchronized (this) { if (metric instanceof Counter) { counters.put((Counter) metric, name); } else if (metric instanceof Gauge) { gauges.put((Gauge<?>) metric, name); } else if (metric instanceof Histogram) { histograms.put((Histogram) metric, name); } else { log.warn("Cannot add unknown metric type {}. This indicates that the reporter " + "does not support this metric type.", metric.getClass().getName()); } } } @Override public void notifyOfRemovedMetric(Metric metric, String metricName, MetricGroup group) { synchronized (this) { if (metric instanceof Counter) { counters.remove(metric); } else if (metric instanceof Gauge) { gauges.remove(metric); } else if (metric instanceof Histogram) { histograms.remove(metric); } else { log.warn("Cannot remove unknown metric type {}. This indicates that the reporter " + "does not support this metric type.", metric.getClass().getName()); } } } }
MetricRegistry
MetricRegistry用于连接MetricGroups和MetricReporters，
会把需要report的metric加到MetricReporters，并启动定时的report线程
/** * A MetricRegistry keeps track of all registered {@link Metric Metrics}. It serves as the * connection between {@link MetricGroup MetricGroups} and {@link MetricReporter MetricReporters}. */ public class MetricRegistry { private List<MetricReporter> reporters; private ScheduledExecutorService executor; private final ScopeFormats scopeFormats; private final char delimiter; /** * Creates a new MetricRegistry and starts the configured reporter. */ public MetricRegistry(Configuration config) { // first parse the scope formats, these are needed for all reporters ScopeFormats scopeFormats; try { scopeFormats = createScopeConfig(config); //从配置中读到scope的格式，即监控数据的namespace的格式是什么 } catch (Exception e) { LOG.warn("Failed to parse scope format, using default scope formats", e); scopeFormats = new ScopeFormats(); } this.scopeFormats = scopeFormats; char delim; try { delim = config.getString(ConfigConstants.METRICS_SCOPE_DELIMITER, ".").charAt(0); //从配置里面读出分隔符 } catch (Exception e) { LOG.warn("Failed to parse delimiter, using default delimiter.", e); delim = '.'; } this.delimiter = delim; // second, instantiate any custom configured reporters this.reporters = new ArrayList<>(); final String definedReporters = config.getString(ConfigConstants.METRICS_REPORTERS_LIST, null); //读出配置的Reporters if (definedReporters == null) { // no reporters defined // by default, don't report anything LOG.info("No metrics reporter configured, no metrics will be exposed/reported."); this.executor = null; } else { // we have some reporters so String[] namedReporters = definedReporters.split("\s*,\s*"); for (String namedReporter : namedReporters) { //对于配置的每个reporter DelegatingConfiguration reporterConfig = new DelegatingConfiguration(config, ConfigConstants.METRICS_REPORTER_PREFIX + namedReporter + "."); final String className = reporterConfig.getString(ConfigConstants.METRICS_REPORTER_CLASS_SUFFIX, null); //reporter class名配置 try { String configuredPeriod = reporterConfig.getString(ConfigConstants.METRICS_REPORTER_INTERVAL_SUFFIX, null); //report interval配置 TimeUnit timeunit = TimeUnit.SECONDS; long period = 10; if (configuredPeriod != null) { try { String[] interval = configuredPeriod.split(" "); period = Long.parseLong(interval[0]); timeunit = TimeUnit.valueOf(interval[1]); } catch (Exception e) { LOG.error("Cannot parse report interval from config: " + configuredPeriod + " - please use values like '10 SECONDS' or '500 MILLISECONDS'. " + "Using default reporting interval."); } } Class<?> reporterClass = Class.forName(className); MetricReporter reporterInstance = (MetricReporter) reporterClass.newInstance(); //实例化reporter MetricConfig metricConfig = new MetricConfig(); reporterConfig.addAllToProperties(metricConfig); reporterInstance.open(metricConfig); //open reporter if (reporterInstance instanceof Scheduled) { if (this.executor == null) { executor = Executors.newSingleThreadScheduledExecutor(); //创建Executor } LOG.info("Periodically reporting metrics in intervals of {} {} for reporter {} of type {}.", period, timeunit.name(), namedReporter, className); executor.scheduleWithFixedDelay( new ReporterTask((Scheduled) reporterInstance), period, period, timeunit); //Scheduled report } reporters.add(reporterInstance); //加入reporters列表 } catch (Throwable t) { shutdownExecutor(); LOG.error("Could not instantiate metrics reporter" + namedReporter + ". Metrics might not be exposed/reported.", t); } } } } // ------------------------------------------------------------------------ // Metrics (de)registration // ------------------------------------------------------------------------ /** * Registers a new {@link Metric} with this registry. * * @param metric the metric that was added * @param metricName the name of the metric * @param group the group that contains the metric */ public void register(Metric metric, String metricName, MetricGroup group) { //在AbstractMetricGroup.addMetric中被调用，metric被加到group的同时也会加到reporter中
try { if (reporters != null) { for (MetricReporter reporter : reporters) { if (reporter != null) { reporter.notifyOfAddedMetric(metric, metricName, group); //把metric加到每个reporters上面 } } } } catch (Exception e) { LOG.error("Error while registering metric.", e); } } /** * Un-registers the given {@link org.apache.flink.metrics.Metric} with this registry. * * @param metric the metric that should be removed * @param metricName the name of the metric * @param group the group that contains the metric */ public void unregister(Metric metric, String metricName, MetricGroup group) { try { if (reporters != null) { for (MetricReporter reporter : reporters) { if (reporter != null) { reporter.notifyOfRemovedMetric(metric, metricName, group); } } } } catch (Exception e) { LOG.error("Error while registering metric.", e); } } // ------------------------------------------------------------------------ /** * This task is explicitly a static class, so that it does not hold any references to the enclosing * MetricsRegistry instance. * * This is a subtle difference, but very important: With this static class, the enclosing class instance * may become garbage-collectible, whereas with an anonymous inner class, the timer thread * (which is a GC root) will hold a reference via the timer task and its enclosing instance pointer. * Making the MetricsRegistry garbage collectible makes the java.util.Timer garbage collectible, * which acts as a fail-safe to stop the timer thread and prevents resource leaks. */ private static final class ReporterTask extends TimerTask { private final Scheduled reporter; private ReporterTask(Scheduled reporter) { this.reporter = reporter; } @Override public void run() { try { reporter.report(); //Task的核心就是调用reporter.report } catch (Throwable t) { LOG.warn("Error while reporting metrics", t); } } } }
TaskManager
在TaskManager中，
associateWithJobManager
metricsRegistry = new FlinkMetricRegistry(config.configuration) taskManagerMetricGroup = new TaskManagerMetricGroup(metricsRegistry, this.runtimeInfo.getHostname, id.toString) TaskManager.instantiateStatusMetrics(taskManagerMetricGroup)
创建metricsRegistry 和TaskManagerMetricGroup
可以看到instantiateStatusMetrics，只是注册各种taskManager的status metrics，
private def instantiateStatusMetrics(taskManagerMetricGroup: MetricGroup) : Unit = { val jvm = taskManagerMetricGroup .addGroup("Status") .addGroup("JVM") instantiateClassLoaderMetrics(jvm.addGroup("ClassLoader")) instantiateGarbageCollectorMetrics(jvm.addGroup("GarbageCollector")) instantiateMemoryMetrics(jvm.addGroup("Memory")) instantiateThreadMetrics(jvm.addGroup("Threads")) instantiateCPUMetrics(jvm.addGroup("CPU")) } private def instantiateClassLoaderMetrics(metrics: MetricGroup) { val mxBean = ManagementFactory.getClassLoadingMXBean //从ManagementFactory可以取出表示JVM指标的MXBean metrics.gauge[Long, FlinkGauge[Long]]("ClassesLoaded", new FlinkGauge[Long] { override def getValue: Long = mxBean.getTotalLoadedClassCount }) metrics.gauge[Long, FlinkGauge[Long]]("ClassesUnloaded", new FlinkGauge[Long] { override def getValue: Long = mxBean.getUnloadedClassCount }) }
在submitTask的时候，
submitTask
val taskMetricGroup = taskManagerMetricGroup.addTaskForJob(tdd) val task = new Task( tdd, memoryManager, ioManager, network, bcVarManager, selfGateway, jobManagerGateway, config.timeout, libCache, fileCache, runtimeInfo, taskMetricGroup)
看到会为每个task，创建taskMetricGroup
并在创建Task对象的时候传入该对象，
Environment env = new RuntimeEnvironment(jobId, vertexId, executionId, executionConfig, taskInfo, jobConfiguration, taskConfiguration, userCodeClassLoader, memoryManager, ioManager, broadcastVariableManager, accumulatorRegistry, splitProvider, distributedCacheEntries, writers, inputGates, jobManager, taskManagerConfig, metrics, this); // let the task code create its readers and writers invokable.setEnvironment(env);
在Task中， 关键的就是把这个taskMetricGroup，加入RuntimeEnvironment，这样在实际逻辑中，就可以通过RuntimeEnvironment获取到metrics
而StreamTask就是一种Invokable，接口定义如下
public abstract class AbstractInvokable { /** The environment assigned to this invokable. */ private Environment environment; /** * Starts the execution. * * <p>Must be overwritten by the concrete task implementation. This method * is called by the task manager when the actual execution of the task * starts. * * <p>All resources should be cleaned up when the method returns. Make sure * to guard the code with <code>try-finally</code> blocks where necessary. * * @throws Exception * Tasks may forward their exceptions for the TaskManager to handle through failure/recovery. */ public abstract void invoke() throws Exception; /** * Sets the environment of this task. * * @param environment * the environment of this task */ public final void setEnvironment(Environment environment) { this.environment = environment; } /** * Returns the environment of this task. * * @return The environment of this task. */ public Environment getEnvironment() { return this.environment; } }
所以在StreamTask里面可以这样使用metrics，
getEnvironment().getMetricGroup().gauge("lastCheckpointSize", new Gauge<Long>() {
@Override
public Long getValue() {
return StreamTask.this.lastCheckpointSize;
}
});