c

ch.cern.sparkmeasure

PushGatewaySink

class PushGatewaySink extends SparkListener

PushGatewaySink: write Spark metrics and application info in near real-time to Prometheus Push Gateway use this mode to monitor Spark execution workload use for Grafana dashboard and analytics of job execution Limitation: only metrics with numeric values are reported to the Push Gateway

How to use: attach the PushGatewaySink to a Spark Context using the extra listener infrastructure. Example: --conf spark.extraListeners=ch.cern.sparkmeasure.PushGatewaySink

Configuration for PushGatewaySink is handled with Spark conf parameters: spark.sparkmeasure.pushgateway = SERVER:PORT // Prometheus Push Gateway URL spark.sparkmeasure.pushgateway.jobname // value for the job label, default pushgateway Example: --conf spark.sparkmeasure.pushgateway=localhost:9091

Output: each message contains the metric name and value, only numeric values are used Note: the amount of data generated is relatively small in most applications: O(number_of_stages)

Linear Supertypes
SparkListener, SparkListenerInterface, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. PushGatewaySink
  2. SparkListener
  3. SparkListenerInterface
  4. AnyRef
  5. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new PushGatewaySink(conf: SparkConf)

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  4. var appId: String
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native() @IntrinsicCandidate()
  7. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  8. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  9. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native() @IntrinsicCandidate()
  10. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native() @IntrinsicCandidate()
  11. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  12. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  13. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native() @IntrinsicCandidate()
  14. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native() @IntrinsicCandidate()
  15. def onApplicationEnd(applicationEnd: SparkListenerApplicationEnd): Unit
    Definition Classes
    PushGatewaySink → SparkListener → SparkListenerInterface
  16. def onApplicationStart(applicationStart: SparkListenerApplicationStart): Unit
    Definition Classes
    PushGatewaySink → SparkListener → SparkListenerInterface
  17. def onBlockManagerAdded(blockManagerAdded: SparkListenerBlockManagerAdded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  18. def onBlockManagerRemoved(blockManagerRemoved: SparkListenerBlockManagerRemoved): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  19. def onBlockUpdated(blockUpdated: SparkListenerBlockUpdated): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  20. def onEnvironmentUpdate(environmentUpdate: SparkListenerEnvironmentUpdate): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  21. def onExecutorAdded(executorAdded: SparkListenerExecutorAdded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  22. def onExecutorBlacklisted(executorBlacklisted: SparkListenerExecutorBlacklisted): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  23. def onExecutorBlacklistedForStage(executorBlacklistedForStage: SparkListenerExecutorBlacklistedForStage): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  24. def onExecutorExcluded(executorExcluded: SparkListenerExecutorExcluded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  25. def onExecutorExcludedForStage(executorExcludedForStage: SparkListenerExecutorExcludedForStage): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  26. def onExecutorMetricsUpdate(executorMetricsUpdate: SparkListenerExecutorMetricsUpdate): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  27. def onExecutorRemoved(executorRemoved: SparkListenerExecutorRemoved): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  28. def onExecutorUnblacklisted(executorUnblacklisted: SparkListenerExecutorUnblacklisted): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  29. def onExecutorUnexcluded(executorUnexcluded: SparkListenerExecutorUnexcluded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  30. def onJobEnd(jobEnd: SparkListenerJobEnd): Unit
    Definition Classes
    PushGatewaySink → SparkListener → SparkListenerInterface
  31. def onJobStart(jobStart: SparkListenerJobStart): Unit
    Definition Classes
    PushGatewaySink → SparkListener → SparkListenerInterface
  32. def onNodeBlacklisted(nodeBlacklisted: SparkListenerNodeBlacklisted): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  33. def onNodeBlacklistedForStage(nodeBlacklistedForStage: SparkListenerNodeBlacklistedForStage): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  34. def onNodeExcluded(nodeExcluded: SparkListenerNodeExcluded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  35. def onNodeExcludedForStage(nodeExcludedForStage: SparkListenerNodeExcludedForStage): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  36. def onNodeUnblacklisted(nodeUnblacklisted: SparkListenerNodeUnblacklisted): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  37. def onNodeUnexcluded(nodeUnexcluded: SparkListenerNodeUnexcluded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  38. def onOtherEvent(event: SparkListenerEvent): Unit
    Definition Classes
    PushGatewaySink → SparkListener → SparkListenerInterface
  39. def onResourceProfileAdded(event: SparkListenerResourceProfileAdded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  40. def onSpeculativeTaskSubmitted(speculativeTask: SparkListenerSpeculativeTaskSubmitted): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  41. def onStageCompleted(stageCompleted: SparkListenerStageCompleted): Unit
    Definition Classes
    PushGatewaySink → SparkListener → SparkListenerInterface
  42. def onStageExecutorMetrics(executorMetrics: SparkListenerStageExecutorMetrics): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  43. def onStageSubmitted(stageSubmitted: SparkListenerStageSubmitted): Unit
    Definition Classes
    PushGatewaySink → SparkListener → SparkListenerInterface
  44. def onTaskEnd(taskEnd: SparkListenerTaskEnd): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  45. def onTaskGettingResult(taskGettingResult: SparkListenerTaskGettingResult): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  46. def onTaskStart(taskStart: SparkListenerTaskStart): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  47. def onUnpersistRDD(unpersistRDD: SparkListenerUnpersistRDD): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  48. def onUnschedulableTaskSetAdded(unschedulableTaskSetAdded: SparkListenerUnschedulableTaskSetAdded): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  49. def onUnschedulableTaskSetRemoved(unschedulableTaskSetRemoved: SparkListenerUnschedulableTaskSetRemoved): Unit
    Definition Classes
    SparkListener → SparkListenerInterface
  50. def report[T](metricsType: String, metrics: Map[String, T]): Unit
    Attributes
    protected
  51. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  52. def toString(): String
    Definition Classes
    AnyRef → Any
  53. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  54. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  55. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Deprecated Value Members

  1. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] ) @Deprecated
    Deprecated

Inherited from SparkListener

Inherited from SparkListenerInterface

Inherited from AnyRef

Inherited from Any

Ungrouped