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|
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.spark.util
import java.util.{Properties, UUID}
import scala.collection.JavaConverters._
import scala.collection.Map
import com.fasterxml.jackson.databind.ObjectMapper
import com.fasterxml.jackson.module.scala.DefaultScalaModule
import org.json4s.DefaultFormats
import org.json4s.JsonAST._
import org.json4s.JsonDSL._
import org.json4s.jackson.JsonMethods._
import org.apache.spark._
import org.apache.spark.executor._
import org.apache.spark.rdd.RDDOperationScope
import org.apache.spark.scheduler._
import org.apache.spark.scheduler.cluster.ExecutorInfo
import org.apache.spark.storage._
/**
* Serializes SparkListener events to/from JSON. This protocol provides strong backwards-
* and forwards-compatibility guarantees: any version of Spark should be able to read JSON output
* written by any other version, including newer versions.
*
* JsonProtocolSuite contains backwards-compatibility tests which check that the current version of
* JsonProtocol is able to read output written by earlier versions. We do not currently have tests
* for reading newer JSON output with older Spark versions.
*
* To ensure that we provide these guarantees, follow these rules when modifying these methods:
*
* - Never delete any JSON fields.
* - Any new JSON fields should be optional; use `Utils.jsonOption` when reading these fields
* in `*FromJson` methods.
*/
private[spark] object JsonProtocol {
// TODO: Remove this file and put JSON serialization into each individual class.
private implicit val format = DefaultFormats
private val mapper = new ObjectMapper().registerModule(DefaultScalaModule)
/** ------------------------------------------------- *
* JSON serialization methods for SparkListenerEvents |
* -------------------------------------------------- */
def sparkEventToJson(event: SparkListenerEvent): JValue = {
event match {
case stageSubmitted: SparkListenerStageSubmitted =>
stageSubmittedToJson(stageSubmitted)
case stageCompleted: SparkListenerStageCompleted =>
stageCompletedToJson(stageCompleted)
case taskStart: SparkListenerTaskStart =>
taskStartToJson(taskStart)
case taskGettingResult: SparkListenerTaskGettingResult =>
taskGettingResultToJson(taskGettingResult)
case taskEnd: SparkListenerTaskEnd =>
taskEndToJson(taskEnd)
case jobStart: SparkListenerJobStart =>
jobStartToJson(jobStart)
case jobEnd: SparkListenerJobEnd =>
jobEndToJson(jobEnd)
case environmentUpdate: SparkListenerEnvironmentUpdate =>
environmentUpdateToJson(environmentUpdate)
case blockManagerAdded: SparkListenerBlockManagerAdded =>
blockManagerAddedToJson(blockManagerAdded)
case blockManagerRemoved: SparkListenerBlockManagerRemoved =>
blockManagerRemovedToJson(blockManagerRemoved)
case unpersistRDD: SparkListenerUnpersistRDD =>
unpersistRDDToJson(unpersistRDD)
case applicationStart: SparkListenerApplicationStart =>
applicationStartToJson(applicationStart)
case applicationEnd: SparkListenerApplicationEnd =>
applicationEndToJson(applicationEnd)
case executorAdded: SparkListenerExecutorAdded =>
executorAddedToJson(executorAdded)
case executorRemoved: SparkListenerExecutorRemoved =>
executorRemovedToJson(executorRemoved)
case logStart: SparkListenerLogStart =>
logStartToJson(logStart)
case metricsUpdate: SparkListenerExecutorMetricsUpdate =>
executorMetricsUpdateToJson(metricsUpdate)
case blockUpdated: SparkListenerBlockUpdated =>
throw new MatchError(blockUpdated) // TODO(ekl) implement this
case _ => parse(mapper.writeValueAsString(event))
}
}
def stageSubmittedToJson(stageSubmitted: SparkListenerStageSubmitted): JValue = {
val stageInfo = stageInfoToJson(stageSubmitted.stageInfo)
val properties = propertiesToJson(stageSubmitted.properties)
("Event" -> Utils.getFormattedClassName(stageSubmitted)) ~
("Stage Info" -> stageInfo) ~
("Properties" -> properties)
}
def stageCompletedToJson(stageCompleted: SparkListenerStageCompleted): JValue = {
val stageInfo = stageInfoToJson(stageCompleted.stageInfo)
("Event" -> Utils.getFormattedClassName(stageCompleted)) ~
("Stage Info" -> stageInfo)
}
def taskStartToJson(taskStart: SparkListenerTaskStart): JValue = {
val taskInfo = taskStart.taskInfo
("Event" -> Utils.getFormattedClassName(taskStart)) ~
("Stage ID" -> taskStart.stageId) ~
("Stage Attempt ID" -> taskStart.stageAttemptId) ~
("Task Info" -> taskInfoToJson(taskInfo))
}
def taskGettingResultToJson(taskGettingResult: SparkListenerTaskGettingResult): JValue = {
val taskInfo = taskGettingResult.taskInfo
("Event" -> Utils.getFormattedClassName(taskGettingResult)) ~
("Task Info" -> taskInfoToJson(taskInfo))
}
def taskEndToJson(taskEnd: SparkListenerTaskEnd): JValue = {
val taskEndReason = taskEndReasonToJson(taskEnd.reason)
val taskInfo = taskEnd.taskInfo
val taskMetrics = taskEnd.taskMetrics
val taskMetricsJson = if (taskMetrics != null) taskMetricsToJson(taskMetrics) else JNothing
("Event" -> Utils.getFormattedClassName(taskEnd)) ~
("Stage ID" -> taskEnd.stageId) ~
("Stage Attempt ID" -> taskEnd.stageAttemptId) ~
("Task Type" -> taskEnd.taskType) ~
("Task End Reason" -> taskEndReason) ~
("Task Info" -> taskInfoToJson(taskInfo)) ~
("Task Metrics" -> taskMetricsJson)
}
def jobStartToJson(jobStart: SparkListenerJobStart): JValue = {
val properties = propertiesToJson(jobStart.properties)
("Event" -> Utils.getFormattedClassName(jobStart)) ~
("Job ID" -> jobStart.jobId) ~
("Submission Time" -> jobStart.time) ~
("Stage Infos" -> jobStart.stageInfos.map(stageInfoToJson)) ~ // Added in Spark 1.2.0
("Stage IDs" -> jobStart.stageIds) ~
("Properties" -> properties)
}
def jobEndToJson(jobEnd: SparkListenerJobEnd): JValue = {
val jobResult = jobResultToJson(jobEnd.jobResult)
("Event" -> Utils.getFormattedClassName(jobEnd)) ~
("Job ID" -> jobEnd.jobId) ~
("Completion Time" -> jobEnd.time) ~
("Job Result" -> jobResult)
}
def environmentUpdateToJson(environmentUpdate: SparkListenerEnvironmentUpdate): JValue = {
val environmentDetails = environmentUpdate.environmentDetails
val jvmInformation = mapToJson(environmentDetails("JVM Information").toMap)
val sparkProperties = mapToJson(environmentDetails("Spark Properties").toMap)
val systemProperties = mapToJson(environmentDetails("System Properties").toMap)
val classpathEntries = mapToJson(environmentDetails("Classpath Entries").toMap)
("Event" -> Utils.getFormattedClassName(environmentUpdate)) ~
("JVM Information" -> jvmInformation) ~
("Spark Properties" -> sparkProperties) ~
("System Properties" -> systemProperties) ~
("Classpath Entries" -> classpathEntries)
}
def blockManagerAddedToJson(blockManagerAdded: SparkListenerBlockManagerAdded): JValue = {
val blockManagerId = blockManagerIdToJson(blockManagerAdded.blockManagerId)
("Event" -> Utils.getFormattedClassName(blockManagerAdded)) ~
("Block Manager ID" -> blockManagerId) ~
("Maximum Memory" -> blockManagerAdded.maxMem) ~
("Timestamp" -> blockManagerAdded.time)
}
def blockManagerRemovedToJson(blockManagerRemoved: SparkListenerBlockManagerRemoved): JValue = {
val blockManagerId = blockManagerIdToJson(blockManagerRemoved.blockManagerId)
("Event" -> Utils.getFormattedClassName(blockManagerRemoved)) ~
("Block Manager ID" -> blockManagerId) ~
("Timestamp" -> blockManagerRemoved.time)
}
def unpersistRDDToJson(unpersistRDD: SparkListenerUnpersistRDD): JValue = {
("Event" -> Utils.getFormattedClassName(unpersistRDD)) ~
("RDD ID" -> unpersistRDD.rddId)
}
def applicationStartToJson(applicationStart: SparkListenerApplicationStart): JValue = {
("Event" -> Utils.getFormattedClassName(applicationStart)) ~
("App Name" -> applicationStart.appName) ~
("App ID" -> applicationStart.appId.map(JString(_)).getOrElse(JNothing)) ~
("Timestamp" -> applicationStart.time) ~
("User" -> applicationStart.sparkUser) ~
("App Attempt ID" -> applicationStart.appAttemptId.map(JString(_)).getOrElse(JNothing)) ~
("Driver Logs" -> applicationStart.driverLogs.map(mapToJson).getOrElse(JNothing))
}
def applicationEndToJson(applicationEnd: SparkListenerApplicationEnd): JValue = {
("Event" -> Utils.getFormattedClassName(applicationEnd)) ~
("Timestamp" -> applicationEnd.time)
}
def executorAddedToJson(executorAdded: SparkListenerExecutorAdded): JValue = {
("Event" -> Utils.getFormattedClassName(executorAdded)) ~
("Timestamp" -> executorAdded.time) ~
("Executor ID" -> executorAdded.executorId) ~
("Executor Info" -> executorInfoToJson(executorAdded.executorInfo))
}
def executorRemovedToJson(executorRemoved: SparkListenerExecutorRemoved): JValue = {
("Event" -> Utils.getFormattedClassName(executorRemoved)) ~
("Timestamp" -> executorRemoved.time) ~
("Executor ID" -> executorRemoved.executorId) ~
("Removed Reason" -> executorRemoved.reason)
}
def logStartToJson(logStart: SparkListenerLogStart): JValue = {
("Event" -> Utils.getFormattedClassName(logStart)) ~
("Spark Version" -> SPARK_VERSION)
}
def executorMetricsUpdateToJson(metricsUpdate: SparkListenerExecutorMetricsUpdate): JValue = {
val execId = metricsUpdate.execId
val accumUpdates = metricsUpdate.accumUpdates
("Event" -> Utils.getFormattedClassName(metricsUpdate)) ~
("Executor ID" -> execId) ~
("Metrics Updated" -> accumUpdates.map { case (taskId, stageId, stageAttemptId, updates) =>
("Task ID" -> taskId) ~
("Stage ID" -> stageId) ~
("Stage Attempt ID" -> stageAttemptId) ~
("Accumulator Updates" -> JArray(updates.map(accumulableInfoToJson).toList))
})
}
/** ------------------------------------------------------------------- *
* JSON serialization methods for classes SparkListenerEvents depend on |
* -------------------------------------------------------------------- */
def stageInfoToJson(stageInfo: StageInfo): JValue = {
val rddInfo = JArray(stageInfo.rddInfos.map(rddInfoToJson).toList)
val parentIds = JArray(stageInfo.parentIds.map(JInt(_)).toList)
val submissionTime = stageInfo.submissionTime.map(JInt(_)).getOrElse(JNothing)
val completionTime = stageInfo.completionTime.map(JInt(_)).getOrElse(JNothing)
val failureReason = stageInfo.failureReason.map(JString(_)).getOrElse(JNothing)
("Stage ID" -> stageInfo.stageId) ~
("Stage Attempt ID" -> stageInfo.attemptId) ~
("Stage Name" -> stageInfo.name) ~
("Number of Tasks" -> stageInfo.numTasks) ~
("RDD Info" -> rddInfo) ~
("Parent IDs" -> parentIds) ~
("Details" -> stageInfo.details) ~
("Submission Time" -> submissionTime) ~
("Completion Time" -> completionTime) ~
("Failure Reason" -> failureReason) ~
("Accumulables" -> JArray(
stageInfo.accumulables.values.map(accumulableInfoToJson).toList))
}
def taskInfoToJson(taskInfo: TaskInfo): JValue = {
("Task ID" -> taskInfo.taskId) ~
("Index" -> taskInfo.index) ~
("Attempt" -> taskInfo.attemptNumber) ~
("Launch Time" -> taskInfo.launchTime) ~
("Executor ID" -> taskInfo.executorId) ~
("Host" -> taskInfo.host) ~
("Locality" -> taskInfo.taskLocality.toString) ~
("Speculative" -> taskInfo.speculative) ~
("Getting Result Time" -> taskInfo.gettingResultTime) ~
("Finish Time" -> taskInfo.finishTime) ~
("Failed" -> taskInfo.failed) ~
("Accumulables" -> JArray(taskInfo.accumulables.map(accumulableInfoToJson).toList))
}
def accumulableInfoToJson(accumulableInfo: AccumulableInfo): JValue = {
val name = accumulableInfo.name
("ID" -> accumulableInfo.id) ~
("Name" -> name) ~
("Update" -> accumulableInfo.update.map { v => accumValueToJson(name, v) }) ~
("Value" -> accumulableInfo.value.map { v => accumValueToJson(name, v) }) ~
("Internal" -> accumulableInfo.internal) ~
("Count Failed Values" -> accumulableInfo.countFailedValues) ~
("Metadata" -> accumulableInfo.metadata)
}
/**
* Serialize the value of an accumulator to JSON.
*
* For accumulators representing internal task metrics, this looks up the relevant
* [[AccumulatorParam]] to serialize the value accordingly. For all other accumulators,
* this will simply serialize the value as a string.
*
* The behavior here must match that of [[accumValueFromJson]]. Exposed for testing.
*/
private[util] def accumValueToJson(name: Option[String], value: Any): JValue = {
if (name.exists(_.startsWith(InternalAccumulator.METRICS_PREFIX))) {
value match {
case v: Int => JInt(v)
case v: Long => JInt(v)
// We only have 3 kind of internal accumulator types, so if it's not int or long, it must be
// the blocks accumulator, whose type is `Seq[(BlockId, BlockStatus)]`
case v =>
JArray(v.asInstanceOf[Seq[(BlockId, BlockStatus)]].toList.map { case (id, status) =>
("Block ID" -> id.toString) ~
("Status" -> blockStatusToJson(status))
})
}
} else {
// For all external accumulators, just use strings
JString(value.toString)
}
}
def taskMetricsToJson(taskMetrics: TaskMetrics): JValue = {
val shuffleReadMetrics: JValue =
("Remote Blocks Fetched" -> taskMetrics.shuffleReadMetrics.remoteBlocksFetched) ~
("Local Blocks Fetched" -> taskMetrics.shuffleReadMetrics.localBlocksFetched) ~
("Fetch Wait Time" -> taskMetrics.shuffleReadMetrics.fetchWaitTime) ~
("Remote Bytes Read" -> taskMetrics.shuffleReadMetrics.remoteBytesRead) ~
("Local Bytes Read" -> taskMetrics.shuffleReadMetrics.localBytesRead) ~
("Total Records Read" -> taskMetrics.shuffleReadMetrics.recordsRead)
val shuffleWriteMetrics: JValue =
("Shuffle Bytes Written" -> taskMetrics.shuffleWriteMetrics.bytesWritten) ~
("Shuffle Write Time" -> taskMetrics.shuffleWriteMetrics.writeTime) ~
("Shuffle Records Written" -> taskMetrics.shuffleWriteMetrics.recordsWritten)
val inputMetrics: JValue =
("Bytes Read" -> taskMetrics.inputMetrics.bytesRead) ~
("Records Read" -> taskMetrics.inputMetrics.recordsRead)
val outputMetrics: JValue =
("Bytes Written" -> taskMetrics.outputMetrics.bytesWritten) ~
("Records Written" -> taskMetrics.outputMetrics.recordsWritten)
val updatedBlocks =
JArray(taskMetrics.updatedBlockStatuses.toList.map { case (id, status) =>
("Block ID" -> id.toString) ~
("Status" -> blockStatusToJson(status))
})
("Executor Deserialize Time" -> taskMetrics.executorDeserializeTime) ~
("Executor Run Time" -> taskMetrics.executorRunTime) ~
("Result Size" -> taskMetrics.resultSize) ~
("JVM GC Time" -> taskMetrics.jvmGCTime) ~
("Result Serialization Time" -> taskMetrics.resultSerializationTime) ~
("Memory Bytes Spilled" -> taskMetrics.memoryBytesSpilled) ~
("Disk Bytes Spilled" -> taskMetrics.diskBytesSpilled) ~
("Shuffle Read Metrics" -> shuffleReadMetrics) ~
("Shuffle Write Metrics" -> shuffleWriteMetrics) ~
("Input Metrics" -> inputMetrics) ~
("Output Metrics" -> outputMetrics) ~
("Updated Blocks" -> updatedBlocks)
}
def taskEndReasonToJson(taskEndReason: TaskEndReason): JValue = {
val reason = Utils.getFormattedClassName(taskEndReason)
val json: JObject = taskEndReason match {
case fetchFailed: FetchFailed =>
val blockManagerAddress = Option(fetchFailed.bmAddress).
map(blockManagerIdToJson).getOrElse(JNothing)
("Block Manager Address" -> blockManagerAddress) ~
("Shuffle ID" -> fetchFailed.shuffleId) ~
("Map ID" -> fetchFailed.mapId) ~
("Reduce ID" -> fetchFailed.reduceId) ~
("Message" -> fetchFailed.message)
case exceptionFailure: ExceptionFailure =>
val stackTrace = stackTraceToJson(exceptionFailure.stackTrace)
val accumUpdates = JArray(exceptionFailure.accumUpdates.map(accumulableInfoToJson).toList)
("Class Name" -> exceptionFailure.className) ~
("Description" -> exceptionFailure.description) ~
("Stack Trace" -> stackTrace) ~
("Full Stack Trace" -> exceptionFailure.fullStackTrace) ~
("Accumulator Updates" -> accumUpdates)
case taskCommitDenied: TaskCommitDenied =>
("Job ID" -> taskCommitDenied.jobID) ~
("Partition ID" -> taskCommitDenied.partitionID) ~
("Attempt Number" -> taskCommitDenied.attemptNumber)
case ExecutorLostFailure(executorId, exitCausedByApp, reason) =>
("Executor ID" -> executorId) ~
("Exit Caused By App" -> exitCausedByApp) ~
("Loss Reason" -> reason.map(_.toString))
case _ => Utils.emptyJson
}
("Reason" -> reason) ~ json
}
def blockManagerIdToJson(blockManagerId: BlockManagerId): JValue = {
("Executor ID" -> blockManagerId.executorId) ~
("Host" -> blockManagerId.host) ~
("Port" -> blockManagerId.port)
}
def jobResultToJson(jobResult: JobResult): JValue = {
val result = Utils.getFormattedClassName(jobResult)
val json = jobResult match {
case JobSucceeded => Utils.emptyJson
case jobFailed: JobFailed =>
JObject("Exception" -> exceptionToJson(jobFailed.exception))
}
("Result" -> result) ~ json
}
def rddInfoToJson(rddInfo: RDDInfo): JValue = {
val storageLevel = storageLevelToJson(rddInfo.storageLevel)
val parentIds = JArray(rddInfo.parentIds.map(JInt(_)).toList)
("RDD ID" -> rddInfo.id) ~
("Name" -> rddInfo.name) ~
("Scope" -> rddInfo.scope.map(_.toJson)) ~
("Callsite" -> rddInfo.callSite) ~
("Parent IDs" -> parentIds) ~
("Storage Level" -> storageLevel) ~
("Number of Partitions" -> rddInfo.numPartitions) ~
("Number of Cached Partitions" -> rddInfo.numCachedPartitions) ~
("Memory Size" -> rddInfo.memSize) ~
("Disk Size" -> rddInfo.diskSize)
}
def storageLevelToJson(storageLevel: StorageLevel): JValue = {
("Use Disk" -> storageLevel.useDisk) ~
("Use Memory" -> storageLevel.useMemory) ~
("Deserialized" -> storageLevel.deserialized) ~
("Replication" -> storageLevel.replication)
}
def blockStatusToJson(blockStatus: BlockStatus): JValue = {
val storageLevel = storageLevelToJson(blockStatus.storageLevel)
("Storage Level" -> storageLevel) ~
("Memory Size" -> blockStatus.memSize) ~
("Disk Size" -> blockStatus.diskSize)
}
def executorInfoToJson(executorInfo: ExecutorInfo): JValue = {
("Host" -> executorInfo.executorHost) ~
("Total Cores" -> executorInfo.totalCores) ~
("Log Urls" -> mapToJson(executorInfo.logUrlMap))
}
/** ------------------------------ *
* Util JSON serialization methods |
* ------------------------------- */
def mapToJson(m: Map[String, String]): JValue = {
val jsonFields = m.map { case (k, v) => JField(k, JString(v)) }
JObject(jsonFields.toList)
}
def propertiesToJson(properties: Properties): JValue = {
Option(properties).map { p =>
mapToJson(p.asScala)
}.getOrElse(JNothing)
}
def UUIDToJson(id: UUID): JValue = {
("Least Significant Bits" -> id.getLeastSignificantBits) ~
("Most Significant Bits" -> id.getMostSignificantBits)
}
def stackTraceToJson(stackTrace: Array[StackTraceElement]): JValue = {
JArray(stackTrace.map { case line =>
("Declaring Class" -> line.getClassName) ~
("Method Name" -> line.getMethodName) ~
("File Name" -> line.getFileName) ~
("Line Number" -> line.getLineNumber)
}.toList)
}
def exceptionToJson(exception: Exception): JValue = {
("Message" -> exception.getMessage) ~
("Stack Trace" -> stackTraceToJson(exception.getStackTrace))
}
/** --------------------------------------------------- *
* JSON deserialization methods for SparkListenerEvents |
* ---------------------------------------------------- */
def sparkEventFromJson(json: JValue): SparkListenerEvent = {
val stageSubmitted = Utils.getFormattedClassName(SparkListenerStageSubmitted)
val stageCompleted = Utils.getFormattedClassName(SparkListenerStageCompleted)
val taskStart = Utils.getFormattedClassName(SparkListenerTaskStart)
val taskGettingResult = Utils.getFormattedClassName(SparkListenerTaskGettingResult)
val taskEnd = Utils.getFormattedClassName(SparkListenerTaskEnd)
val jobStart = Utils.getFormattedClassName(SparkListenerJobStart)
val jobEnd = Utils.getFormattedClassName(SparkListenerJobEnd)
val environmentUpdate = Utils.getFormattedClassName(SparkListenerEnvironmentUpdate)
val blockManagerAdded = Utils.getFormattedClassName(SparkListenerBlockManagerAdded)
val blockManagerRemoved = Utils.getFormattedClassName(SparkListenerBlockManagerRemoved)
val unpersistRDD = Utils.getFormattedClassName(SparkListenerUnpersistRDD)
val applicationStart = Utils.getFormattedClassName(SparkListenerApplicationStart)
val applicationEnd = Utils.getFormattedClassName(SparkListenerApplicationEnd)
val executorAdded = Utils.getFormattedClassName(SparkListenerExecutorAdded)
val executorRemoved = Utils.getFormattedClassName(SparkListenerExecutorRemoved)
val logStart = Utils.getFormattedClassName(SparkListenerLogStart)
val metricsUpdate = Utils.getFormattedClassName(SparkListenerExecutorMetricsUpdate)
(json \ "Event").extract[String] match {
case `stageSubmitted` => stageSubmittedFromJson(json)
case `stageCompleted` => stageCompletedFromJson(json)
case `taskStart` => taskStartFromJson(json)
case `taskGettingResult` => taskGettingResultFromJson(json)
case `taskEnd` => taskEndFromJson(json)
case `jobStart` => jobStartFromJson(json)
case `jobEnd` => jobEndFromJson(json)
case `environmentUpdate` => environmentUpdateFromJson(json)
case `blockManagerAdded` => blockManagerAddedFromJson(json)
case `blockManagerRemoved` => blockManagerRemovedFromJson(json)
case `unpersistRDD` => unpersistRDDFromJson(json)
case `applicationStart` => applicationStartFromJson(json)
case `applicationEnd` => applicationEndFromJson(json)
case `executorAdded` => executorAddedFromJson(json)
case `executorRemoved` => executorRemovedFromJson(json)
case `logStart` => logStartFromJson(json)
case `metricsUpdate` => executorMetricsUpdateFromJson(json)
case other => mapper.readValue(compact(render(json)), Utils.classForName(other))
.asInstanceOf[SparkListenerEvent]
}
}
def stageSubmittedFromJson(json: JValue): SparkListenerStageSubmitted = {
val stageInfo = stageInfoFromJson(json \ "Stage Info")
val properties = propertiesFromJson(json \ "Properties")
SparkListenerStageSubmitted(stageInfo, properties)
}
def stageCompletedFromJson(json: JValue): SparkListenerStageCompleted = {
val stageInfo = stageInfoFromJson(json \ "Stage Info")
SparkListenerStageCompleted(stageInfo)
}
def taskStartFromJson(json: JValue): SparkListenerTaskStart = {
val stageId = (json \ "Stage ID").extract[Int]
val stageAttemptId = (json \ "Stage Attempt ID").extractOpt[Int].getOrElse(0)
val taskInfo = taskInfoFromJson(json \ "Task Info")
SparkListenerTaskStart(stageId, stageAttemptId, taskInfo)
}
def taskGettingResultFromJson(json: JValue): SparkListenerTaskGettingResult = {
val taskInfo = taskInfoFromJson(json \ "Task Info")
SparkListenerTaskGettingResult(taskInfo)
}
def taskEndFromJson(json: JValue): SparkListenerTaskEnd = {
val stageId = (json \ "Stage ID").extract[Int]
val stageAttemptId = (json \ "Stage Attempt ID").extractOpt[Int].getOrElse(0)
val taskType = (json \ "Task Type").extract[String]
val taskEndReason = taskEndReasonFromJson(json \ "Task End Reason")
val taskInfo = taskInfoFromJson(json \ "Task Info")
val taskMetrics = taskMetricsFromJson(json \ "Task Metrics")
SparkListenerTaskEnd(stageId, stageAttemptId, taskType, taskEndReason, taskInfo, taskMetrics)
}
def jobStartFromJson(json: JValue): SparkListenerJobStart = {
val jobId = (json \ "Job ID").extract[Int]
val submissionTime =
Utils.jsonOption(json \ "Submission Time").map(_.extract[Long]).getOrElse(-1L)
val stageIds = (json \ "Stage IDs").extract[List[JValue]].map(_.extract[Int])
val properties = propertiesFromJson(json \ "Properties")
// The "Stage Infos" field was added in Spark 1.2.0
val stageInfos = Utils.jsonOption(json \ "Stage Infos")
.map(_.extract[Seq[JValue]].map(stageInfoFromJson)).getOrElse {
stageIds.map { id =>
new StageInfo(id, 0, "unknown", 0, Seq.empty, Seq.empty, "unknown")
}
}
SparkListenerJobStart(jobId, submissionTime, stageInfos, properties)
}
def jobEndFromJson(json: JValue): SparkListenerJobEnd = {
val jobId = (json \ "Job ID").extract[Int]
val completionTime =
Utils.jsonOption(json \ "Completion Time").map(_.extract[Long]).getOrElse(-1L)
val jobResult = jobResultFromJson(json \ "Job Result")
SparkListenerJobEnd(jobId, completionTime, jobResult)
}
def environmentUpdateFromJson(json: JValue): SparkListenerEnvironmentUpdate = {
val environmentDetails = Map[String, Seq[(String, String)]](
"JVM Information" -> mapFromJson(json \ "JVM Information").toSeq,
"Spark Properties" -> mapFromJson(json \ "Spark Properties").toSeq,
"System Properties" -> mapFromJson(json \ "System Properties").toSeq,
"Classpath Entries" -> mapFromJson(json \ "Classpath Entries").toSeq)
SparkListenerEnvironmentUpdate(environmentDetails)
}
def blockManagerAddedFromJson(json: JValue): SparkListenerBlockManagerAdded = {
val blockManagerId = blockManagerIdFromJson(json \ "Block Manager ID")
val maxMem = (json \ "Maximum Memory").extract[Long]
val time = Utils.jsonOption(json \ "Timestamp").map(_.extract[Long]).getOrElse(-1L)
SparkListenerBlockManagerAdded(time, blockManagerId, maxMem)
}
def blockManagerRemovedFromJson(json: JValue): SparkListenerBlockManagerRemoved = {
val blockManagerId = blockManagerIdFromJson(json \ "Block Manager ID")
val time = Utils.jsonOption(json \ "Timestamp").map(_.extract[Long]).getOrElse(-1L)
SparkListenerBlockManagerRemoved(time, blockManagerId)
}
def unpersistRDDFromJson(json: JValue): SparkListenerUnpersistRDD = {
SparkListenerUnpersistRDD((json \ "RDD ID").extract[Int])
}
def applicationStartFromJson(json: JValue): SparkListenerApplicationStart = {
val appName = (json \ "App Name").extract[String]
val appId = Utils.jsonOption(json \ "App ID").map(_.extract[String])
val time = (json \ "Timestamp").extract[Long]
val sparkUser = (json \ "User").extract[String]
val appAttemptId = Utils.jsonOption(json \ "App Attempt ID").map(_.extract[String])
val driverLogs = Utils.jsonOption(json \ "Driver Logs").map(mapFromJson)
SparkListenerApplicationStart(appName, appId, time, sparkUser, appAttemptId, driverLogs)
}
def applicationEndFromJson(json: JValue): SparkListenerApplicationEnd = {
SparkListenerApplicationEnd((json \ "Timestamp").extract[Long])
}
def executorAddedFromJson(json: JValue): SparkListenerExecutorAdded = {
val time = (json \ "Timestamp").extract[Long]
val executorId = (json \ "Executor ID").extract[String]
val executorInfo = executorInfoFromJson(json \ "Executor Info")
SparkListenerExecutorAdded(time, executorId, executorInfo)
}
def executorRemovedFromJson(json: JValue): SparkListenerExecutorRemoved = {
val time = (json \ "Timestamp").extract[Long]
val executorId = (json \ "Executor ID").extract[String]
val reason = (json \ "Removed Reason").extract[String]
SparkListenerExecutorRemoved(time, executorId, reason)
}
def logStartFromJson(json: JValue): SparkListenerLogStart = {
val sparkVersion = (json \ "Spark Version").extract[String]
SparkListenerLogStart(sparkVersion)
}
def executorMetricsUpdateFromJson(json: JValue): SparkListenerExecutorMetricsUpdate = {
val execInfo = (json \ "Executor ID").extract[String]
val accumUpdates = (json \ "Metrics Updated").extract[List[JValue]].map { json =>
val taskId = (json \ "Task ID").extract[Long]
val stageId = (json \ "Stage ID").extract[Int]
val stageAttemptId = (json \ "Stage Attempt ID").extract[Int]
val updates =
(json \ "Accumulator Updates").extract[List[JValue]].map(accumulableInfoFromJson)
(taskId, stageId, stageAttemptId, updates)
}
SparkListenerExecutorMetricsUpdate(execInfo, accumUpdates)
}
/** --------------------------------------------------------------------- *
* JSON deserialization methods for classes SparkListenerEvents depend on |
* ---------------------------------------------------------------------- */
def stageInfoFromJson(json: JValue): StageInfo = {
val stageId = (json \ "Stage ID").extract[Int]
val attemptId = (json \ "Stage Attempt ID").extractOpt[Int].getOrElse(0)
val stageName = (json \ "Stage Name").extract[String]
val numTasks = (json \ "Number of Tasks").extract[Int]
val rddInfos = (json \ "RDD Info").extract[List[JValue]].map(rddInfoFromJson)
val parentIds = Utils.jsonOption(json \ "Parent IDs")
.map { l => l.extract[List[JValue]].map(_.extract[Int]) }
.getOrElse(Seq.empty)
val details = (json \ "Details").extractOpt[String].getOrElse("")
val submissionTime = Utils.jsonOption(json \ "Submission Time").map(_.extract[Long])
val completionTime = Utils.jsonOption(json \ "Completion Time").map(_.extract[Long])
val failureReason = Utils.jsonOption(json \ "Failure Reason").map(_.extract[String])
val accumulatedValues = (json \ "Accumulables").extractOpt[List[JValue]] match {
case Some(values) => values.map(accumulableInfoFromJson)
case None => Seq[AccumulableInfo]()
}
val stageInfo = new StageInfo(
stageId, attemptId, stageName, numTasks, rddInfos, parentIds, details)
stageInfo.submissionTime = submissionTime
stageInfo.completionTime = completionTime
stageInfo.failureReason = failureReason
for (accInfo <- accumulatedValues) {
stageInfo.accumulables(accInfo.id) = accInfo
}
stageInfo
}
def taskInfoFromJson(json: JValue): TaskInfo = {
val taskId = (json \ "Task ID").extract[Long]
val index = (json \ "Index").extract[Int]
val attempt = (json \ "Attempt").extractOpt[Int].getOrElse(1)
val launchTime = (json \ "Launch Time").extract[Long]
val executorId = (json \ "Executor ID").extract[String]
val host = (json \ "Host").extract[String]
val taskLocality = TaskLocality.withName((json \ "Locality").extract[String])
val speculative = (json \ "Speculative").extractOpt[Boolean].getOrElse(false)
val gettingResultTime = (json \ "Getting Result Time").extract[Long]
val finishTime = (json \ "Finish Time").extract[Long]
val failed = (json \ "Failed").extract[Boolean]
val accumulables = (json \ "Accumulables").extractOpt[Seq[JValue]] match {
case Some(values) => values.map(accumulableInfoFromJson)
case None => Seq[AccumulableInfo]()
}
val taskInfo =
new TaskInfo(taskId, index, attempt, launchTime, executorId, host, taskLocality, speculative)
taskInfo.gettingResultTime = gettingResultTime
taskInfo.finishTime = finishTime
taskInfo.failed = failed
accumulables.foreach { taskInfo.accumulables += _ }
taskInfo
}
def accumulableInfoFromJson(json: JValue): AccumulableInfo = {
val id = (json \ "ID").extract[Long]
val name = (json \ "Name").extractOpt[String]
val update = Utils.jsonOption(json \ "Update").map { v => accumValueFromJson(name, v) }
val value = Utils.jsonOption(json \ "Value").map { v => accumValueFromJson(name, v) }
val internal = (json \ "Internal").extractOpt[Boolean].getOrElse(false)
val countFailedValues = (json \ "Count Failed Values").extractOpt[Boolean].getOrElse(false)
val metadata = (json \ "Metadata").extractOpt[String]
new AccumulableInfo(id, name, update, value, internal, countFailedValues, metadata)
}
/**
* Deserialize the value of an accumulator from JSON.
*
* For accumulators representing internal task metrics, this looks up the relevant
* [[AccumulatorParam]] to deserialize the value accordingly. For all other
* accumulators, this will simply deserialize the value as a string.
*
* The behavior here must match that of [[accumValueToJson]]. Exposed for testing.
*/
private[util] def accumValueFromJson(name: Option[String], value: JValue): Any = {
if (name.exists(_.startsWith(InternalAccumulator.METRICS_PREFIX))) {
value match {
case JInt(v) => v.toLong
case JArray(v) =>
v.map { blockJson =>
val id = BlockId((blockJson \ "Block ID").extract[String])
val status = blockStatusFromJson(blockJson \ "Status")
(id, status)
}
case _ => throw new IllegalArgumentException(s"unexpected json value $value for " +
"accumulator " + name.get)
}
} else {
value.extract[String]
}
}
def taskMetricsFromJson(json: JValue): TaskMetrics = {
val metrics = TaskMetrics.empty
if (json == JNothing) {
return metrics
}
metrics.setExecutorDeserializeTime((json \ "Executor Deserialize Time").extract[Long])
metrics.setExecutorRunTime((json \ "Executor Run Time").extract[Long])
metrics.setResultSize((json \ "Result Size").extract[Long])
metrics.setJvmGCTime((json \ "JVM GC Time").extract[Long])
metrics.setResultSerializationTime((json \ "Result Serialization Time").extract[Long])
metrics.incMemoryBytesSpilled((json \ "Memory Bytes Spilled").extract[Long])
metrics.incDiskBytesSpilled((json \ "Disk Bytes Spilled").extract[Long])
// Shuffle read metrics
Utils.jsonOption(json \ "Shuffle Read Metrics").foreach { readJson =>
val readMetrics = metrics.createTempShuffleReadMetrics()
readMetrics.incRemoteBlocksFetched((readJson \ "Remote Blocks Fetched").extract[Int])
readMetrics.incLocalBlocksFetched((readJson \ "Local Blocks Fetched").extract[Int])
readMetrics.incRemoteBytesRead((readJson \ "Remote Bytes Read").extract[Long])
readMetrics.incLocalBytesRead((readJson \ "Local Bytes Read").extractOpt[Long].getOrElse(0L))
readMetrics.incFetchWaitTime((readJson \ "Fetch Wait Time").extract[Long])
readMetrics.incRecordsRead((readJson \ "Total Records Read").extractOpt[Long].getOrElse(0L))
metrics.mergeShuffleReadMetrics()
}
// Shuffle write metrics
// TODO: Drop the redundant "Shuffle" since it's inconsistent with related classes.
Utils.jsonOption(json \ "Shuffle Write Metrics").foreach { writeJson =>
val writeMetrics = metrics.shuffleWriteMetrics
writeMetrics.incBytesWritten((writeJson \ "Shuffle Bytes Written").extract[Long])
writeMetrics.incRecordsWritten((writeJson \ "Shuffle Records Written")
.extractOpt[Long].getOrElse(0L))
writeMetrics.incWriteTime((writeJson \ "Shuffle Write Time").extract[Long])
}
// Output metrics
Utils.jsonOption(json \ "Output Metrics").foreach { outJson =>
val outputMetrics = metrics.outputMetrics
outputMetrics.setBytesWritten((outJson \ "Bytes Written").extract[Long])
outputMetrics.setRecordsWritten((outJson \ "Records Written").extractOpt[Long].getOrElse(0L))
}
// Input metrics
Utils.jsonOption(json \ "Input Metrics").foreach { inJson =>
val inputMetrics = metrics.inputMetrics
inputMetrics.incBytesRead((inJson \ "Bytes Read").extract[Long])
inputMetrics.incRecordsRead((inJson \ "Records Read").extractOpt[Long].getOrElse(0L))
}
// Updated blocks
Utils.jsonOption(json \ "Updated Blocks").foreach { blocksJson =>
metrics.setUpdatedBlockStatuses(blocksJson.extract[List[JValue]].map { blockJson =>
val id = BlockId((blockJson \ "Block ID").extract[String])
val status = blockStatusFromJson(blockJson \ "Status")
(id, status)
})
}
metrics
}
def taskEndReasonFromJson(json: JValue): TaskEndReason = {
val success = Utils.getFormattedClassName(Success)
val resubmitted = Utils.getFormattedClassName(Resubmitted)
val fetchFailed = Utils.getFormattedClassName(FetchFailed)
val exceptionFailure = Utils.getFormattedClassName(ExceptionFailure)
val taskResultLost = Utils.getFormattedClassName(TaskResultLost)
val taskKilled = Utils.getFormattedClassName(TaskKilled)
val taskCommitDenied = Utils.getFormattedClassName(TaskCommitDenied)
val executorLostFailure = Utils.getFormattedClassName(ExecutorLostFailure)
val unknownReason = Utils.getFormattedClassName(UnknownReason)
(json \ "Reason").extract[String] match {
case `success` => Success
case `resubmitted` => Resubmitted
case `fetchFailed` =>
val blockManagerAddress = blockManagerIdFromJson(json \ "Block Manager Address")
val shuffleId = (json \ "Shuffle ID").extract[Int]
val mapId = (json \ "Map ID").extract[Int]
val reduceId = (json \ "Reduce ID").extract[Int]
val message = Utils.jsonOption(json \ "Message").map(_.extract[String])
new FetchFailed(blockManagerAddress, shuffleId, mapId, reduceId,
message.getOrElse("Unknown reason"))
case `exceptionFailure` =>
val className = (json \ "Class Name").extract[String]
val description = (json \ "Description").extract[String]
val stackTrace = stackTraceFromJson(json \ "Stack Trace")
val fullStackTrace = (json \ "Full Stack Trace").extractOpt[String].orNull
// Fallback on getting accumulator updates from TaskMetrics, which was logged in Spark 1.x
val accumUpdates = Utils.jsonOption(json \ "Accumulator Updates")
.map(_.extract[List[JValue]].map(accumulableInfoFromJson))
.getOrElse(taskMetricsFromJson(json \ "Metrics").accumulators().map(acc => {
acc.toInfo(Some(acc.value), None)
}))
ExceptionFailure(className, description, stackTrace, fullStackTrace, None, accumUpdates)
case `taskResultLost` => TaskResultLost
case `taskKilled` => TaskKilled
case `taskCommitDenied` =>
// Unfortunately, the `TaskCommitDenied` message was introduced in 1.3.0 but the JSON
// de/serialization logic was not added until 1.5.1. To provide backward compatibility
// for reading those logs, we need to provide default values for all the fields.
val jobId = Utils.jsonOption(json \ "Job ID").map(_.extract[Int]).getOrElse(-1)
val partitionId = Utils.jsonOption(json \ "Partition ID").map(_.extract[Int]).getOrElse(-1)
val attemptNo = Utils.jsonOption(json \ "Attempt Number").map(_.extract[Int]).getOrElse(-1)
TaskCommitDenied(jobId, partitionId, attemptNo)
case `executorLostFailure` =>
val exitCausedByApp = Utils.jsonOption(json \ "Exit Caused By App").map(_.extract[Boolean])
val executorId = Utils.jsonOption(json \ "Executor ID").map(_.extract[String])
val reason = Utils.jsonOption(json \ "Loss Reason").map(_.extract[String])
ExecutorLostFailure(
executorId.getOrElse("Unknown"),
exitCausedByApp.getOrElse(true),
reason)
case `unknownReason` => UnknownReason
}
}
def blockManagerIdFromJson(json: JValue): BlockManagerId = {
// On metadata fetch fail, block manager ID can be null (SPARK-4471)
if (json == JNothing) {
return null
}
val executorId = (json \ "Executor ID").extract[String]
val host = (json \ "Host").extract[String]
val port = (json \ "Port").extract[Int]
BlockManagerId(executorId, host, port)
}
def jobResultFromJson(json: JValue): JobResult = {
val jobSucceeded = Utils.getFormattedClassName(JobSucceeded)
val jobFailed = Utils.getFormattedClassName(JobFailed)
(json \ "Result").extract[String] match {
case `jobSucceeded` => JobSucceeded
case `jobFailed` =>
val exception = exceptionFromJson(json \ "Exception")
new JobFailed(exception)
}
}
def rddInfoFromJson(json: JValue): RDDInfo = {
val rddId = (json \ "RDD ID").extract[Int]
val name = (json \ "Name").extract[String]
val scope = Utils.jsonOption(json \ "Scope")
.map(_.extract[String])
.map(RDDOperationScope.fromJson)
val callsite = Utils.jsonOption(json \ "Callsite").map(_.extract[String]).getOrElse("")
val parentIds = Utils.jsonOption(json \ "Parent IDs")
.map { l => l.extract[List[JValue]].map(_.extract[Int]) }
.getOrElse(Seq.empty)
val storageLevel = storageLevelFromJson(json \ "Storage Level")
val numPartitions = (json \ "Number of Partitions").extract[Int]
val numCachedPartitions = (json \ "Number of Cached Partitions").extract[Int]
val memSize = (json \ "Memory Size").extract[Long]
val diskSize = (json \ "Disk Size").extract[Long]
val rddInfo = new RDDInfo(rddId, name, numPartitions, storageLevel, parentIds, callsite, scope)
rddInfo.numCachedPartitions = numCachedPartitions
rddInfo.memSize = memSize
rddInfo.diskSize = diskSize
rddInfo
}
def storageLevelFromJson(json: JValue): StorageLevel = {
val useDisk = (json \ "Use Disk").extract[Boolean]
val useMemory = (json \ "Use Memory").extract[Boolean]
val deserialized = (json \ "Deserialized").extract[Boolean]
val replication = (json \ "Replication").extract[Int]
StorageLevel(useDisk, useMemory, deserialized, replication)
}
def blockStatusFromJson(json: JValue): BlockStatus = {
val storageLevel = storageLevelFromJson(json \ "Storage Level")
val memorySize = (json \ "Memory Size").extract[Long]
val diskSize = (json \ "Disk Size").extract[Long]
BlockStatus(storageLevel, memorySize, diskSize)
}
def executorInfoFromJson(json: JValue): ExecutorInfo = {
val executorHost = (json \ "Host").extract[String]
val totalCores = (json \ "Total Cores").extract[Int]
val logUrls = mapFromJson(json \ "Log Urls").toMap
new ExecutorInfo(executorHost, totalCores, logUrls)
}
/** -------------------------------- *
* Util JSON deserialization methods |
* --------------------------------- */
def mapFromJson(json: JValue): Map[String, String] = {
val jsonFields = json.asInstanceOf[JObject].obj
jsonFields.map { case JField(k, JString(v)) => (k, v) }.toMap
}
def propertiesFromJson(json: JValue): Properties = {
Utils.jsonOption(json).map { value =>
val properties = new Properties
mapFromJson(json).foreach { case (k, v) => properties.setProperty(k, v) }
properties
}.getOrElse(null)
}
def UUIDFromJson(json: JValue): UUID = {
val leastSignificantBits = (json \ "Least Significant Bits").extract[Long]
val mostSignificantBits = (json \ "Most Significant Bits").extract[Long]
new UUID(leastSignificantBits, mostSignificantBits)
}
def stackTraceFromJson(json: JValue): Array[StackTraceElement] = {
json.extract[List[JValue]].map { line =>
val declaringClass = (line \ "Declaring Class").extract[String]
val methodName = (line \ "Method Name").extract[String]
val fileName = (line \ "File Name").extract[String]
val lineNumber = (line \ "Line Number").extract[Int]
new StackTraceElement(declaringClass, methodName, fileName, lineNumber)
}.toArray
}
def exceptionFromJson(json: JValue): Exception = {
val e = new Exception((json \ "Message").extract[String])
e.setStackTrace(stackTraceFromJson(json \ "Stack Trace"))
e
}
}
|