Repository: spark Updated Branches: refs/heads/branch-2.3 8928de3cd -> 3a4b6f3be
[SPARK-24589][CORE] Correctly identify tasks in output commit coordinator. When an output stage is retried, it's possible that tasks from the previous attempt are still running. In that case, there would be a new task for the same partition in the new attempt, and the coordinator would allow both tasks to commit their output since it did not keep track of stage attempts. The change adds more information to the stage state tracked by the coordinator, so that only one task is allowed to commit the output in the above case. The stage state in the coordinator is also maintained across stage retries, so that a stray speculative task from a previous stage attempt is not allowed to commit. This also removes some code added in SPARK-18113 that allowed for duplicate commit requests; with the RPC code used in Spark 2, that situation cannot happen, so there is no need to handle it. Author: Marcelo Vanzin <van...@cloudera.com> Closes #21577 from vanzin/SPARK-24552. (cherry picked from commit c8e909cd498b67b121fa920ceee7631c652dac38) Signed-off-by: Thomas Graves <tgra...@apache.org> Project: http://git-wip-us.apache.org/repos/asf/spark/repo Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/3a4b6f3b Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/3a4b6f3b Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/3a4b6f3b Branch: refs/heads/branch-2.3 Commit: 3a4b6f3be50fe2b400565c303675f6d9c23ecf41 Parents: 8928de3 Author: Marcelo Vanzin <van...@cloudera.com> Authored: Thu Jun 21 13:25:15 2018 -0500 Committer: Thomas Graves <tgra...@apache.org> Committed: Thu Jun 21 14:04:21 2018 -0500 ---------------------------------------------------------------------- .../spark/mapred/SparkHadoopMapRedUtil.scala | 8 +- .../apache/spark/scheduler/DAGScheduler.scala | 23 ++-- .../scheduler/OutputCommitCoordinator.scala | 128 ++++++++++--------- .../OutputCommitCoordinatorSuite.scala | 116 ++++++++++++----- 4 files changed, 173 insertions(+), 102 deletions(-) ---------------------------------------------------------------------- http://git-wip-us.apache.org/repos/asf/spark/blob/3a4b6f3b/core/src/main/scala/org/apache/spark/mapred/SparkHadoopMapRedUtil.scala ---------------------------------------------------------------------- diff --git a/core/src/main/scala/org/apache/spark/mapred/SparkHadoopMapRedUtil.scala b/core/src/main/scala/org/apache/spark/mapred/SparkHadoopMapRedUtil.scala index 764735d..db8aff9 100644 --- a/core/src/main/scala/org/apache/spark/mapred/SparkHadoopMapRedUtil.scala +++ b/core/src/main/scala/org/apache/spark/mapred/SparkHadoopMapRedUtil.scala @@ -69,9 +69,9 @@ object SparkHadoopMapRedUtil extends Logging { if (shouldCoordinateWithDriver) { val outputCommitCoordinator = SparkEnv.get.outputCommitCoordinator - val taskAttemptNumber = TaskContext.get().attemptNumber() - val stageId = TaskContext.get().stageId() - val canCommit = outputCommitCoordinator.canCommit(stageId, splitId, taskAttemptNumber) + val ctx = TaskContext.get() + val canCommit = outputCommitCoordinator.canCommit(ctx.stageId(), ctx.stageAttemptNumber(), + splitId, ctx.attemptNumber()) if (canCommit) { performCommit() @@ -81,7 +81,7 @@ object SparkHadoopMapRedUtil extends Logging { logInfo(message) // We need to abort the task so that the driver can reschedule new attempts, if necessary committer.abortTask(mrTaskContext) - throw new CommitDeniedException(message, stageId, splitId, taskAttemptNumber) + throw new CommitDeniedException(message, ctx.stageId(), splitId, ctx.attemptNumber()) } } else { // Speculation is disabled or a user has chosen to manually bypass the commit coordination http://git-wip-us.apache.org/repos/asf/spark/blob/3a4b6f3b/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala ---------------------------------------------------------------------- diff --git a/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala b/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala index 78b6b34..7029e22 100644 --- a/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala +++ b/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala @@ -1173,6 +1173,7 @@ class DAGScheduler( outputCommitCoordinator.taskCompleted( stageId, + task.stageAttemptId, task.partitionId, event.taskInfo.attemptNumber, // this is a task attempt number event.reason) @@ -1332,23 +1333,24 @@ class DAGScheduler( s" ${task.stageAttemptId} and there is a more recent attempt for that stage " + s"(attempt ${failedStage.latestInfo.attemptNumber}) running") } else { + failedStage.fetchFailedAttemptIds.add(task.stageAttemptId) + val shouldAbortStage = + failedStage.fetchFailedAttemptIds.size >= maxConsecutiveStageAttempts || + disallowStageRetryForTest + // It is likely that we receive multiple FetchFailed for a single stage (because we have // multiple tasks running concurrently on different executors). In that case, it is // possible the fetch failure has already been handled by the scheduler. if (runningStages.contains(failedStage)) { logInfo(s"Marking $failedStage (${failedStage.name}) as failed " + s"due to a fetch failure from $mapStage (${mapStage.name})") - markStageAsFinished(failedStage, Some(failureMessage)) + markStageAsFinished(failedStage, errorMessage = Some(failureMessage), + willRetry = !shouldAbortStage) } else { logDebug(s"Received fetch failure from $task, but its from $failedStage which is no " + s"longer running") } - failedStage.fetchFailedAttemptIds.add(task.stageAttemptId) - val shouldAbortStage = - failedStage.fetchFailedAttemptIds.size >= maxConsecutiveStageAttempts || - disallowStageRetryForTest - if (shouldAbortStage) { val abortMessage = if (disallowStageRetryForTest) { "Fetch failure will not retry stage due to testing config" @@ -1547,7 +1549,10 @@ class DAGScheduler( /** * Marks a stage as finished and removes it from the list of running stages. */ - private def markStageAsFinished(stage: Stage, errorMessage: Option[String] = None): Unit = { + private def markStageAsFinished( + stage: Stage, + errorMessage: Option[String] = None, + willRetry: Boolean = false): Unit = { val serviceTime = stage.latestInfo.submissionTime match { case Some(t) => "%.03f".format((clock.getTimeMillis() - t) / 1000.0) case _ => "Unknown" @@ -1566,7 +1571,9 @@ class DAGScheduler( logInfo(s"$stage (${stage.name}) failed in $serviceTime s due to ${errorMessage.get}") } - outputCommitCoordinator.stageEnd(stage.id) + if (!willRetry) { + outputCommitCoordinator.stageEnd(stage.id) + } listenerBus.post(SparkListenerStageCompleted(stage.latestInfo)) runningStages -= stage } http://git-wip-us.apache.org/repos/asf/spark/blob/3a4b6f3b/core/src/main/scala/org/apache/spark/scheduler/OutputCommitCoordinator.scala ---------------------------------------------------------------------- diff --git a/core/src/main/scala/org/apache/spark/scheduler/OutputCommitCoordinator.scala b/core/src/main/scala/org/apache/spark/scheduler/OutputCommitCoordinator.scala index 83d87b5..b382d62 100644 --- a/core/src/main/scala/org/apache/spark/scheduler/OutputCommitCoordinator.scala +++ b/core/src/main/scala/org/apache/spark/scheduler/OutputCommitCoordinator.scala @@ -27,7 +27,11 @@ import org.apache.spark.util.{RpcUtils, ThreadUtils} private sealed trait OutputCommitCoordinationMessage extends Serializable private case object StopCoordinator extends OutputCommitCoordinationMessage -private case class AskPermissionToCommitOutput(stage: Int, partition: Int, attemptNumber: Int) +private case class AskPermissionToCommitOutput( + stage: Int, + stageAttempt: Int, + partition: Int, + attemptNumber: Int) /** * Authority that decides whether tasks can commit output to HDFS. Uses a "first committer wins" @@ -45,13 +49,15 @@ private[spark] class OutputCommitCoordinator(conf: SparkConf, isDriver: Boolean) // Initialized by SparkEnv var coordinatorRef: Option[RpcEndpointRef] = None - private type StageId = Int - private type PartitionId = Int - private type TaskAttemptNumber = Int - private val NO_AUTHORIZED_COMMITTER: TaskAttemptNumber = -1 + // Class used to identify a committer. The task ID for a committer is implicitly defined by + // the partition being processed, but the coordinator needs to keep track of both the stage + // attempt and the task attempt, because in some situations the same task may be running + // concurrently in two different attempts of the same stage. + private case class TaskIdentifier(stageAttempt: Int, taskAttempt: Int) + private case class StageState(numPartitions: Int) { - val authorizedCommitters = Array.fill[TaskAttemptNumber](numPartitions)(NO_AUTHORIZED_COMMITTER) - val failures = mutable.Map[PartitionId, mutable.Set[TaskAttemptNumber]]() + val authorizedCommitters = Array.fill[TaskIdentifier](numPartitions)(null) + val failures = mutable.Map[Int, mutable.Set[TaskIdentifier]]() } /** @@ -64,7 +70,7 @@ private[spark] class OutputCommitCoordinator(conf: SparkConf, isDriver: Boolean) * * Access to this map should be guarded by synchronizing on the OutputCommitCoordinator instance. */ - private val stageStates = mutable.Map[StageId, StageState]() + private val stageStates = mutable.Map[Int, StageState]() /** * Returns whether the OutputCommitCoordinator's internal data structures are all empty. @@ -87,10 +93,11 @@ private[spark] class OutputCommitCoordinator(conf: SparkConf, isDriver: Boolean) * @return true if this task is authorized to commit, false otherwise */ def canCommit( - stage: StageId, - partition: PartitionId, - attemptNumber: TaskAttemptNumber): Boolean = { - val msg = AskPermissionToCommitOutput(stage, partition, attemptNumber) + stage: Int, + stageAttempt: Int, + partition: Int, + attemptNumber: Int): Boolean = { + val msg = AskPermissionToCommitOutput(stage, stageAttempt, partition, attemptNumber) coordinatorRef match { case Some(endpointRef) => ThreadUtils.awaitResult(endpointRef.ask[Boolean](msg), @@ -103,26 +110,35 @@ private[spark] class OutputCommitCoordinator(conf: SparkConf, isDriver: Boolean) } /** - * Called by the DAGScheduler when a stage starts. + * Called by the DAGScheduler when a stage starts. Initializes the stage's state if it hasn't + * yet been initialized. * * @param stage the stage id. * @param maxPartitionId the maximum partition id that could appear in this stage's tasks (i.e. * the maximum possible value of `context.partitionId`). */ - private[scheduler] def stageStart(stage: StageId, maxPartitionId: Int): Unit = synchronized { - stageStates(stage) = new StageState(maxPartitionId + 1) + private[scheduler] def stageStart(stage: Int, maxPartitionId: Int): Unit = synchronized { + stageStates.get(stage) match { + case Some(state) => + require(state.authorizedCommitters.length == maxPartitionId + 1) + logInfo(s"Reusing state from previous attempt of stage $stage.") + + case _ => + stageStates(stage) = new StageState(maxPartitionId + 1) + } } // Called by DAGScheduler - private[scheduler] def stageEnd(stage: StageId): Unit = synchronized { + private[scheduler] def stageEnd(stage: Int): Unit = synchronized { stageStates.remove(stage) } // Called by DAGScheduler private[scheduler] def taskCompleted( - stage: StageId, - partition: PartitionId, - attemptNumber: TaskAttemptNumber, + stage: Int, + stageAttempt: Int, + partition: Int, + attemptNumber: Int, reason: TaskEndReason): Unit = synchronized { val stageState = stageStates.getOrElse(stage, { logDebug(s"Ignoring task completion for completed stage") @@ -131,16 +147,17 @@ private[spark] class OutputCommitCoordinator(conf: SparkConf, isDriver: Boolean) reason match { case Success => // The task output has been committed successfully - case denied: TaskCommitDenied => - logInfo(s"Task was denied committing, stage: $stage, partition: $partition, " + - s"attempt: $attemptNumber") - case otherReason => + case _: TaskCommitDenied => + logInfo(s"Task was denied committing, stage: $stage.$stageAttempt, " + + s"partition: $partition, attempt: $attemptNumber") + case _ => // Mark the attempt as failed to blacklist from future commit protocol - stageState.failures.getOrElseUpdate(partition, mutable.Set()) += attemptNumber - if (stageState.authorizedCommitters(partition) == attemptNumber) { + val taskId = TaskIdentifier(stageAttempt, attemptNumber) + stageState.failures.getOrElseUpdate(partition, mutable.Set()) += taskId + if (stageState.authorizedCommitters(partition) == taskId) { logDebug(s"Authorized committer (attemptNumber=$attemptNumber, stage=$stage, " + s"partition=$partition) failed; clearing lock") - stageState.authorizedCommitters(partition) = NO_AUTHORIZED_COMMITTER + stageState.authorizedCommitters(partition) = null } } } @@ -155,47 +172,41 @@ private[spark] class OutputCommitCoordinator(conf: SparkConf, isDriver: Boolean) // Marked private[scheduler] instead of private so this can be mocked in tests private[scheduler] def handleAskPermissionToCommit( - stage: StageId, - partition: PartitionId, - attemptNumber: TaskAttemptNumber): Boolean = synchronized { + stage: Int, + stageAttempt: Int, + partition: Int, + attemptNumber: Int): Boolean = synchronized { stageStates.get(stage) match { - case Some(state) if attemptFailed(state, partition, attemptNumber) => - logInfo(s"Denying attemptNumber=$attemptNumber to commit for stage=$stage," + - s" partition=$partition as task attempt $attemptNumber has already failed.") + case Some(state) if attemptFailed(state, stageAttempt, partition, attemptNumber) => + logInfo(s"Commit denied for stage=$stage.$stageAttempt, partition=$partition: " + + s"task attempt $attemptNumber already marked as failed.") false case Some(state) => - state.authorizedCommitters(partition) match { - case NO_AUTHORIZED_COMMITTER => - logDebug(s"Authorizing attemptNumber=$attemptNumber to commit for stage=$stage, " + - s"partition=$partition") - state.authorizedCommitters(partition) = attemptNumber - true - case existingCommitter => - // Coordinator should be idempotent when receiving AskPermissionToCommit. - if (existingCommitter == attemptNumber) { - logWarning(s"Authorizing duplicate request to commit for " + - s"attemptNumber=$attemptNumber to commit for stage=$stage," + - s" partition=$partition; existingCommitter = $existingCommitter." + - s" This can indicate dropped network traffic.") - true - } else { - logDebug(s"Denying attemptNumber=$attemptNumber to commit for stage=$stage, " + - s"partition=$partition; existingCommitter = $existingCommitter") - false - } + val existing = state.authorizedCommitters(partition) + if (existing == null) { + logDebug(s"Commit allowed for stage=$stage.$stageAttempt, partition=$partition, " + + s"task attempt $attemptNumber") + state.authorizedCommitters(partition) = TaskIdentifier(stageAttempt, attemptNumber) + true + } else { + logDebug(s"Commit denied for stage=$stage.$stageAttempt, partition=$partition: " + + s"already committed by $existing") + false } case None => - logDebug(s"Stage $stage has completed, so not allowing" + - s" attempt number $attemptNumber of partition $partition to commit") + logDebug(s"Commit denied for stage=$stage.$stageAttempt, partition=$partition: " + + "stage already marked as completed.") false } } private def attemptFailed( stageState: StageState, - partition: PartitionId, - attempt: TaskAttemptNumber): Boolean = synchronized { - stageState.failures.get(partition).exists(_.contains(attempt)) + stageAttempt: Int, + partition: Int, + attempt: Int): Boolean = synchronized { + val failInfo = TaskIdentifier(stageAttempt, attempt) + stageState.failures.get(partition).exists(_.contains(failInfo)) } } @@ -215,9 +226,10 @@ private[spark] object OutputCommitCoordinator { } override def receiveAndReply(context: RpcCallContext): PartialFunction[Any, Unit] = { - case AskPermissionToCommitOutput(stage, partition, attemptNumber) => + case AskPermissionToCommitOutput(stage, stageAttempt, partition, attemptNumber) => context.reply( - outputCommitCoordinator.handleAskPermissionToCommit(stage, partition, attemptNumber)) + outputCommitCoordinator.handleAskPermissionToCommit(stage, stageAttempt, partition, + attemptNumber)) } } } http://git-wip-us.apache.org/repos/asf/spark/blob/3a4b6f3b/core/src/test/scala/org/apache/spark/scheduler/OutputCommitCoordinatorSuite.scala ---------------------------------------------------------------------- diff --git a/core/src/test/scala/org/apache/spark/scheduler/OutputCommitCoordinatorSuite.scala b/core/src/test/scala/org/apache/spark/scheduler/OutputCommitCoordinatorSuite.scala index 03b1903..158c9eb 100644 --- a/core/src/test/scala/org/apache/spark/scheduler/OutputCommitCoordinatorSuite.scala +++ b/core/src/test/scala/org/apache/spark/scheduler/OutputCommitCoordinatorSuite.scala @@ -35,6 +35,7 @@ import org.scalatest.BeforeAndAfter import org.apache.spark._ import org.apache.spark.internal.io.{FileCommitProtocol, HadoopMapRedCommitProtocol, SparkHadoopWriterUtils} import org.apache.spark.rdd.{FakeOutputCommitter, RDD} +import org.apache.spark.shuffle.FetchFailedException import org.apache.spark.util.{ThreadUtils, Utils} /** @@ -153,7 +154,7 @@ class OutputCommitCoordinatorSuite extends SparkFunSuite with BeforeAndAfter { test("Job should not complete if all commits are denied") { // Create a mock OutputCommitCoordinator that denies all attempts to commit doReturn(false).when(outputCommitCoordinator).handleAskPermissionToCommit( - Matchers.any(), Matchers.any(), Matchers.any()) + Matchers.any(), Matchers.any(), Matchers.any(), Matchers.any()) val rdd: RDD[Int] = sc.parallelize(Seq(1), 1) def resultHandler(x: Int, y: Unit): Unit = {} val futureAction: SimpleFutureAction[Unit] = sc.submitJob[Int, Unit, Unit](rdd, @@ -169,45 +170,106 @@ class OutputCommitCoordinatorSuite extends SparkFunSuite with BeforeAndAfter { test("Only authorized committer failures can clear the authorized committer lock (SPARK-6614)") { val stage: Int = 1 + val stageAttempt: Int = 1 val partition: Int = 2 val authorizedCommitter: Int = 3 val nonAuthorizedCommitter: Int = 100 outputCommitCoordinator.stageStart(stage, maxPartitionId = 2) - assert(outputCommitCoordinator.canCommit(stage, partition, authorizedCommitter)) - assert(!outputCommitCoordinator.canCommit(stage, partition, nonAuthorizedCommitter)) + assert(outputCommitCoordinator.canCommit(stage, stageAttempt, partition, authorizedCommitter)) + assert(!outputCommitCoordinator.canCommit(stage, stageAttempt, partition, + nonAuthorizedCommitter)) // The non-authorized committer fails - outputCommitCoordinator.taskCompleted( - stage, partition, attemptNumber = nonAuthorizedCommitter, reason = TaskKilled("test")) + outputCommitCoordinator.taskCompleted(stage, stageAttempt, partition, + attemptNumber = nonAuthorizedCommitter, reason = TaskKilled("test")) // New tasks should still not be able to commit because the authorized committer has not failed - assert( - !outputCommitCoordinator.canCommit(stage, partition, nonAuthorizedCommitter + 1)) + assert(!outputCommitCoordinator.canCommit(stage, stageAttempt, partition, + nonAuthorizedCommitter + 1)) // The authorized committer now fails, clearing the lock - outputCommitCoordinator.taskCompleted( - stage, partition, attemptNumber = authorizedCommitter, reason = TaskKilled("test")) + outputCommitCoordinator.taskCompleted(stage, stageAttempt, partition, + attemptNumber = authorizedCommitter, reason = TaskKilled("test")) // A new task should now be allowed to become the authorized committer - assert( - outputCommitCoordinator.canCommit(stage, partition, nonAuthorizedCommitter + 2)) + assert(outputCommitCoordinator.canCommit(stage, stageAttempt, partition, + nonAuthorizedCommitter + 2)) // There can only be one authorized committer - assert( - !outputCommitCoordinator.canCommit(stage, partition, nonAuthorizedCommitter + 3)) - } - - test("Duplicate calls to canCommit from the authorized committer gets idempotent responses.") { - val rdd = sc.parallelize(Seq(1), 1) - sc.runJob(rdd, OutputCommitFunctions(tempDir.getAbsolutePath).callCanCommitMultipleTimes _, - 0 until rdd.partitions.size) + assert(!outputCommitCoordinator.canCommit(stage, stageAttempt, partition, + nonAuthorizedCommitter + 3)) } test("SPARK-19631: Do not allow failed attempts to be authorized for committing") { val stage: Int = 1 + val stageAttempt: Int = 1 val partition: Int = 1 val failedAttempt: Int = 0 outputCommitCoordinator.stageStart(stage, maxPartitionId = 1) - outputCommitCoordinator.taskCompleted(stage, partition, attemptNumber = failedAttempt, + outputCommitCoordinator.taskCompleted(stage, stageAttempt, partition, + attemptNumber = failedAttempt, reason = ExecutorLostFailure("0", exitCausedByApp = true, None)) - assert(!outputCommitCoordinator.canCommit(stage, partition, failedAttempt)) - assert(outputCommitCoordinator.canCommit(stage, partition, failedAttempt + 1)) + assert(!outputCommitCoordinator.canCommit(stage, stageAttempt, partition, failedAttempt)) + assert(outputCommitCoordinator.canCommit(stage, stageAttempt, partition, failedAttempt + 1)) + } + + test("SPARK-24589: Differentiate tasks from different stage attempts") { + var stage = 1 + val taskAttempt = 1 + val partition = 1 + + outputCommitCoordinator.stageStart(stage, maxPartitionId = 1) + assert(outputCommitCoordinator.canCommit(stage, 1, partition, taskAttempt)) + assert(!outputCommitCoordinator.canCommit(stage, 2, partition, taskAttempt)) + + // Fail the task in the first attempt, the task in the second attempt should succeed. + stage += 1 + outputCommitCoordinator.stageStart(stage, maxPartitionId = 1) + outputCommitCoordinator.taskCompleted(stage, 1, partition, taskAttempt, + ExecutorLostFailure("0", exitCausedByApp = true, None)) + assert(!outputCommitCoordinator.canCommit(stage, 1, partition, taskAttempt)) + assert(outputCommitCoordinator.canCommit(stage, 2, partition, taskAttempt)) + + // Commit the 1st attempt, fail the 2nd attempt, make sure 3rd attempt cannot commit, + // then fail the 1st attempt and make sure the 4th one can commit again. + stage += 1 + outputCommitCoordinator.stageStart(stage, maxPartitionId = 1) + assert(outputCommitCoordinator.canCommit(stage, 1, partition, taskAttempt)) + outputCommitCoordinator.taskCompleted(stage, 2, partition, taskAttempt, + ExecutorLostFailure("0", exitCausedByApp = true, None)) + assert(!outputCommitCoordinator.canCommit(stage, 3, partition, taskAttempt)) + outputCommitCoordinator.taskCompleted(stage, 1, partition, taskAttempt, + ExecutorLostFailure("0", exitCausedByApp = true, None)) + assert(outputCommitCoordinator.canCommit(stage, 4, partition, taskAttempt)) + } + + test("SPARK-24589: Make sure stage state is cleaned up") { + // Normal application without stage failures. + sc.parallelize(1 to 100, 100) + .map { i => (i % 10, i) } + .reduceByKey(_ + _) + .collect() + + assert(sc.dagScheduler.outputCommitCoordinator.isEmpty) + + // Force failures in a few tasks so that a stage is retried. Collect the ID of the failing + // stage so that we can check the state of the output committer. + val retriedStage = sc.parallelize(1 to 100, 10) + .map { i => (i % 10, i) } + .reduceByKey { case (_, _) => + val ctx = TaskContext.get() + if (ctx.stageAttemptNumber() == 0) { + throw new FetchFailedException(SparkEnv.get.blockManager.blockManagerId, 1, 1, 1, + new Exception("Failure for test.")) + } else { + ctx.stageId() + } + } + .collect() + .map { case (k, v) => v } + .toSet + + assert(retriedStage.size === 1) + assert(sc.dagScheduler.outputCommitCoordinator.isEmpty) + verify(sc.env.outputCommitCoordinator, times(2)) + .stageStart(Matchers.eq(retriedStage.head), Matchers.any()) + verify(sc.env.outputCommitCoordinator).stageEnd(Matchers.eq(retriedStage.head)) } } @@ -243,16 +305,6 @@ private case class OutputCommitFunctions(tempDirPath: String) { if (ctx.attemptNumber == 0) failingOutputCommitter else successfulOutputCommitter) } - // Receiver should be idempotent for AskPermissionToCommitOutput - def callCanCommitMultipleTimes(iter: Iterator[Int]): Unit = { - val ctx = TaskContext.get() - val canCommit1 = SparkEnv.get.outputCommitCoordinator - .canCommit(ctx.stageId(), ctx.partitionId(), ctx.attemptNumber()) - val canCommit2 = SparkEnv.get.outputCommitCoordinator - .canCommit(ctx.stageId(), ctx.partitionId(), ctx.attemptNumber()) - assert(canCommit1 && canCommit2) - } - private def runCommitWithProvidedCommitter( ctx: TaskContext, iter: Iterator[Int], --------------------------------------------------------------------- To unsubscribe, e-mail: commits-unsubscr...@spark.apache.org For additional commands, e-mail: commits-h...@spark.apache.org