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ASF GitHub Bot commented on FLINK-4116: --------------------------------------- Github user zentol commented on a diff in the pull request: https://github.com/apache/flink/pull/2158#discussion_r68567416 --- Diff: docs/apis/common/index.md --- @@ -1350,3 +1350,211 @@ You may specify program arguments before the job is executed. The plan visualiza the execution plan before executing the Flink job. {% top %} + +Metrics +------------------- + +Flink exposes a metric system that allows users gather and expose metrics to external systems. + +### Registering metrics + +You can access the metric system from any user function that extends [RichFunction]({{ site.baseurl }}/apis/common/index.html#rich-functions) by calling getRuntimeContext().getMetricGroup(). +This method returns a MetricGroup object on which you can create and register new metrics. + +If you want to count the number of records your user function has received you could use a Counter like this: + +{% highlight java %} + +public class MyMapper extends RichMapFunction<String, Integer> { + private Counter counter; + + @Override + public void open(Configuration config) { + // create and register a counter + this.counter = getRuntimeContext().getMetricGroup().counter("myCounter"); + ... + } + + @public Integer map(String value) throws Exception { + // increment counter + this.counter.inc(); + ... + } +} + +{% endhighlight %} + +### Metric types + +Flink supports Counters, Gauges and Histograms. + +A Counter is used to count something. The current value can be in- or decremented using `inc([long n])` or `dec([long n])`. +You can create and registers a Counter by calling `counter(String name)` on a MetricGroup. Alternatively, you can pass an instance of your own Counter implementation along with the name. + +A Gauge provides a value of any type on demand. In order to use a Gauge you must first create a class that implements the `org.apache.flink.metrics.Gauge` interface. +There is not restriction for the type of the returned value. +You can register a gauge by calling `gauge(String name, Gauge gauge)` on a MetricGroup. + +A Histogram measure the distribution of long values. +You can register one by calling histogram(String name, Histogram histogram) on a MetricGroup. + +Flink only provides an interface for Histograms, but offers a Wrapper that allows usage of Codahale/DropWizard Histograms. (org.apache.flink.dropwizard.metrics.DropWizardHistogramWrapper) + +### Scope + +Every registered metric has an automatically assigned scope which represent the entities it is tied to. By default a metric that is registered in a user function will be scoped to the Operator in which the function runs, the Task/Job it belongs to and the TaskManager/Host it is executed on. This is referred to as the "system scope". + +You can define an additonal "user scope" by calling the MetricGroup#addGroup((int/String) name) method. + +{% highlight java %} + +counter2 = getRuntimeContext().getMetricGroup().addGroup("MyMetrics").counter("myCounter2"); + +{% endhighlight %} + +The name under which a metric is exported is based on both scopes and the name passed in the `counter() call. The order is always \<system_scope>\<user_scope>\<name>. + +The system scope allows the reported name to contain contextual information like the name of job it was registered in without requiring the user to pass this information manually. + +How the system scope affects the reported name for a metric can be modified by setting the following keys in the flink-conf.yaml. +Each of these keys expect a format string that may contain constants (e.g. "taskmanager") and variables (e.g. "\<task_id>") which will be replaced at runtime. + +- `metrics.scope.jm` + - Default: \<host>.jobmanager +- `metrics.scope.jm.job` + - Default: \<host>.jobmanager.\<job_name> +- `metrics.scope.tm` + - Default: \<host>.taskmanager.\<tm_id> +- `metrics.scope.tm.job` + - Default: \<host>.taskmanager.\<tm_id>.\<job_name> +- `metrics.scope.task` + - Default: \<host>.taskmanager.\<tm_id>.\<job_name>.\<task_name>.\<subtask_index> +- `metrics.scope.operator` + - Default: \<host>.taskmanager.\<tm_id>.\<job_name>.\<operator_name>.\<subtask_index> + +The following is a list of all variables available: + +- JobManager: \<host> +- TaskManager: \<host>, \<tm_id> +- Job: \<job_id>, \<job_name> +- Task: \<task_id>, \<task_name>, \<task_attempt_id>, \<task_attempt_num>, \<subtask_index> +- Operator: \<operator_name>, \<subtask_index> + +There is no restriction on the order of variables. + +Which format is applied to a metric depends on which entities it was scoped to. +The `metrics.scope.operator` format will be applied to all metrics that were scoped to an Operator. +The `metrics.scope.tm.job` format will be applied to all metrics that were only scoped to a Job and a TaskManager. + +This allows you to define explicitly how metrics on every level should be reported. + +### Reporter + +Metrics can be exposed to an external system by configuring a reporter in the `conf/flink-conf.yaml`. + +- `metrics.reporter.class`: The class of the reporter to use. + - Example: org.apache.flink.metrics.reporter.JMXReporter) +- `metrics.reporter.arguments`: A list of named parameters that are passed to the reporter. + - Example: --host localhost --port 9010) +- `metrics.reporter.interval`: The interval between reports. + - Example: 10 SECONDS) + +By default Flink uses JMX to expose metrics. + +The port for JMX can be configured by setting the `metrics.jmx.port` key. This parameter expects either a single port +or a port range, with the default being 9010-9025. Which port is used in the end is shown in the relevant Job-/TaskManager log. + +All non-JMXReporters are not part of the distribution and have to be added to the classpath manually. (usually by putting the jar into /lib) + +You can write your own Reporter by implementing the `org.apache.flink.metrics.reporter.MetricReporter` interface. +If the Reporter should send out reports regularly you have to implement the Scheduled interface as well. --- End diff -- Doesn't 'If the Reporter should send out reports regularly...' indicate what `Scheduled` means? > Document metrics > ---------------- > > Key: FLINK-4116 > URL: https://issues.apache.org/jira/browse/FLINK-4116 > Project: Flink > Issue Type: Improvement > Components: Documentation, Metrics > Affects Versions: 1.1.0 > Reporter: Chesnay Schepler > Assignee: Chesnay Schepler > Fix For: 1.1.0 > > > The metric system is currently not documented, which should be fixed before > the 1.1 release. -- This message was sent by Atlassian JIRA (v6.3.4#6332)