How to register and send custom metrics from Flink?

classic Classic list List threaded Threaded
1 message Options
Reply | Threaded
Open this post in threaded view
|

How to register and send custom metrics from Flink?

bowen.li
Hi guys,
    I'm retrying to send some app related custom metrics from Flink to Datadog via StatsD.

    I followed https://ci.apache.org/projects/flink/flink-docs-release-1.2/monitoring/metrics.html to set up flink-conf.yaml and test code like this

    // flink-conf.yaml
metrics.reporters: stsd
metrics.reporter.stsd.class: org.apache.flink.metrics.statsd.StatsDReporter
metrics.reporter.stsd.host: localhost
metrics.reporter.stsd.port: 8125

metrics.scope.jm: bowen.jobmanager
metrics.scope.jm.job: bowen.jobmanager.bowen.job_name
metrics.scope.tm: bowen.taskmanager.<tm_id>

metrics.scope.tm.job: bowen.taskmanager.<tm_id>.<job_name>
metrics.scope.task: bowen.taskmanager.<tm_id>.<job_name>.<task_name>.<subtask_index>
metrics.scope.operator: bowen.taskmanager.<tm_id>.<job_name>.<operator_name>.<subtask_index>

      // test code, by modifying WordCount example

public static final class Tokenizer extends RichFlatMapFunction<String, Tuple2<String, Integer>> {
private static final long serialVersionUID = 1L;

private Counter counter;

@Override
public void open(Configuration config) {
getRuntimeContext()
.getMetricGroup()
.addGroup("bowen.test")
.gauge("bowen.test.flink", new Gauge<Integer>() {
@Override
public Integer getValue() {
return 100;
}
}); // test custom metrics

counter = getRuntimeContext()
.getMetricGroup()
.addGroup("bowen.test")
.counter("bowen.flink.metric"); // test custom metrics
counter.inc(100);
}

@Override
public void flatMap(String value, Collector<Tuple2<String, Integer>> out)
throws Exception {
// normalize and split the line
String[] tokens = value.toLowerCase().split("\\W+");

// emit the pairs
for (String token : tokens) {
if (token.length() > 0) {
out.collect(new Tuple2<String, Integer>(token, 1));
}
}

counter.inc(100);
}
}
      I found my Datadog received all system scope metrics, but non of my custom metric. I researched all night but gained no progress. What did I do wrong? Flink is able to handle custom metrics right? I'd really appreciate some guidance on sending custom metrics!

     Thank you very much!
Bowen