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authorAngus Gerry <angolon@gmail.com>2016-09-01 10:35:31 -0700
committerMarcelo Vanzin <vanzin@cloudera.com>2016-09-01 10:35:31 -0700
commita0aac4b775bc8c275f96ad0fbf85c9d8a3690588 (patch)
tree94e7f9f8d5eb9f1b32009d99caea48376cc84c81 /core/src
parentadaaffa34ef0ef6a7baa5c1fea848cf5bc3987a2 (diff)
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[SPARK-16533][CORE] resolve deadlocking in driver when executors die
## What changes were proposed in this pull request? This pull request reverts the changes made as a part of #14605, which simply side-steps the deadlock issue. Instead, I propose the following approach: * Use `scheduleWithFixedDelay` when calling `ExecutorAllocationManager.schedule` for scheduling executor requests. The intent of this is that if invocations are delayed beyond the default schedule interval on account of lock contention, then we avoid a situation where calls to `schedule` are made back-to-back, potentially releasing and then immediately reacquiring these locks - further exacerbating contention. * Replace a number of calls to `askWithRetry` with `ask` inside of message handling code in `CoarseGrainedSchedulerBackend` and its ilk. This allows us queue messages with the relevant endpoints, release whatever locks we might be holding, and then block whilst awaiting the response. This change is made at the cost of being able to retry should sending the message fail, as retrying outside of the lock could easily cause race conditions if other conflicting messages have been sent whilst awaiting a response. I believe this to be the lesser of two evils, as in many cases these RPC calls are to process local components, and so failures are more likely to be deterministic, and timeouts are more likely to be caused by lock contention. ## How was this patch tested? Existing tests, and manual tests under yarn-client mode. Author: Angus Gerry <angolon@gmail.com> Closes #14710 from angolon/SPARK-16533.
Diffstat (limited to 'core/src')
-rw-r--r--core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala2
-rw-r--r--core/src/main/scala/org/apache/spark/deploy/client/StandaloneAppClient.scala38
-rw-r--r--core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala105
-rw-r--r--core/src/main/scala/org/apache/spark/scheduler/cluster/StandaloneSchedulerBackend.scala10
-rw-r--r--core/src/test/scala/org/apache/spark/HeartbeatReceiverSuite.scala9
-rw-r--r--core/src/test/scala/org/apache/spark/deploy/client/AppClientSuite.scala30
6 files changed, 115 insertions, 79 deletions
diff --git a/core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala b/core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala
index 932ba16812..6f320c5242 100644
--- a/core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala
+++ b/core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala
@@ -230,7 +230,7 @@ private[spark] class ExecutorAllocationManager(
}
}
}
- executor.scheduleAtFixedRate(scheduleTask, 0, intervalMillis, TimeUnit.MILLISECONDS)
+ executor.scheduleWithFixedDelay(scheduleTask, 0, intervalMillis, TimeUnit.MILLISECONDS)
client.requestTotalExecutors(numExecutorsTarget, localityAwareTasks, hostToLocalTaskCount)
}
diff --git a/core/src/main/scala/org/apache/spark/deploy/client/StandaloneAppClient.scala b/core/src/main/scala/org/apache/spark/deploy/client/StandaloneAppClient.scala
index a9df732df9..7a60f08aad 100644
--- a/core/src/main/scala/org/apache/spark/deploy/client/StandaloneAppClient.scala
+++ b/core/src/main/scala/org/apache/spark/deploy/client/StandaloneAppClient.scala
@@ -21,6 +21,8 @@ import java.util.concurrent._
import java.util.concurrent.{Future => JFuture, ScheduledFuture => JScheduledFuture}
import java.util.concurrent.atomic.{AtomicBoolean, AtomicReference}
+import scala.concurrent.Future
+import scala.util.{Failure, Success}
import scala.util.control.NonFatal
import org.apache.spark.SparkConf
@@ -79,11 +81,6 @@ private[spark] class StandaloneAppClient(
private val registrationRetryThread =
ThreadUtils.newDaemonSingleThreadScheduledExecutor("appclient-registration-retry-thread")
- // A thread pool to perform receive then reply actions in a thread so as not to block the
- // event loop.
- private val askAndReplyThreadPool =
- ThreadUtils.newDaemonCachedThreadPool("appclient-receive-and-reply-threadpool")
-
override def onStart(): Unit = {
try {
registerWithMaster(1)
@@ -220,19 +217,13 @@ private[spark] class StandaloneAppClient(
endpointRef: RpcEndpointRef,
context: RpcCallContext,
msg: T): Unit = {
- // Create a thread to ask a message and reply with the result. Allow thread to be
+ // Ask a message and create a thread to reply with the result. Allow thread to be
// interrupted during shutdown, otherwise context must be notified of NonFatal errors.
- askAndReplyThreadPool.execute(new Runnable {
- override def run(): Unit = {
- try {
- context.reply(endpointRef.askWithRetry[Boolean](msg))
- } catch {
- case ie: InterruptedException => // Cancelled
- case NonFatal(t) =>
- context.sendFailure(t)
- }
- }
- })
+ endpointRef.ask[Boolean](msg).andThen {
+ case Success(b) => context.reply(b)
+ case Failure(ie: InterruptedException) => // Cancelled
+ case Failure(NonFatal(t)) => context.sendFailure(t)
+ }(ThreadUtils.sameThread)
}
override def onDisconnected(address: RpcAddress): Unit = {
@@ -272,7 +263,6 @@ private[spark] class StandaloneAppClient(
registrationRetryThread.shutdownNow()
registerMasterFutures.get.foreach(_.cancel(true))
registerMasterThreadPool.shutdownNow()
- askAndReplyThreadPool.shutdownNow()
}
}
@@ -301,12 +291,12 @@ private[spark] class StandaloneAppClient(
*
* @return whether the request is acknowledged.
*/
- def requestTotalExecutors(requestedTotal: Int): Boolean = {
+ def requestTotalExecutors(requestedTotal: Int): Future[Boolean] = {
if (endpoint.get != null && appId.get != null) {
- endpoint.get.askWithRetry[Boolean](RequestExecutors(appId.get, requestedTotal))
+ endpoint.get.ask[Boolean](RequestExecutors(appId.get, requestedTotal))
} else {
logWarning("Attempted to request executors before driver fully initialized.")
- false
+ Future.successful(false)
}
}
@@ -314,12 +304,12 @@ private[spark] class StandaloneAppClient(
* Kill the given list of executors through the Master.
* @return whether the kill request is acknowledged.
*/
- def killExecutors(executorIds: Seq[String]): Boolean = {
+ def killExecutors(executorIds: Seq[String]): Future[Boolean] = {
if (endpoint.get != null && appId.get != null) {
- endpoint.get.askWithRetry[Boolean](KillExecutors(appId.get, executorIds))
+ endpoint.get.ask[Boolean](KillExecutors(appId.get, executorIds))
} else {
logWarning("Attempted to kill executors before driver fully initialized.")
- false
+ Future.successful(false)
}
}
diff --git a/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala b/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala
index 2db3a3bb81..6d26705377 100644
--- a/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala
+++ b/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala
@@ -22,6 +22,8 @@ import java.util.concurrent.atomic.AtomicInteger
import javax.annotation.concurrent.GuardedBy
import scala.collection.mutable.{ArrayBuffer, HashMap, HashSet}
+import scala.concurrent.Future
+import scala.concurrent.duration.Duration
import org.apache.spark.{ExecutorAllocationClient, SparkEnv, SparkException, TaskState}
import org.apache.spark.internal.Logging
@@ -49,6 +51,7 @@ class CoarseGrainedSchedulerBackend(scheduler: TaskSchedulerImpl, val rpcEnv: Rp
protected val totalRegisteredExecutors = new AtomicInteger(0)
protected val conf = scheduler.sc.conf
private val maxRpcMessageSize = RpcUtils.maxMessageSizeBytes(conf)
+ private val defaultAskTimeout = RpcUtils.askRpcTimeout(conf)
// Submit tasks only after (registered resources / total expected resources)
// is equal to at least this value, that is double between 0 and 1.
private val _minRegisteredRatio =
@@ -272,6 +275,7 @@ class CoarseGrainedSchedulerBackend(scheduler: TaskSchedulerImpl, val rpcEnv: Rp
// Remove a disconnected slave from the cluster
private def removeExecutor(executorId: String, reason: ExecutorLossReason): Unit = {
+ logDebug(s"Asked to remove executor $executorId with reason $reason")
executorDataMap.get(executorId) match {
case Some(executorInfo) =>
// This must be synchronized because variables mutated
@@ -446,19 +450,24 @@ class CoarseGrainedSchedulerBackend(scheduler: TaskSchedulerImpl, val rpcEnv: Rp
* Request an additional number of executors from the cluster manager.
* @return whether the request is acknowledged.
*/
- final override def requestExecutors(numAdditionalExecutors: Int): Boolean = synchronized {
+ final override def requestExecutors(numAdditionalExecutors: Int): Boolean = {
if (numAdditionalExecutors < 0) {
throw new IllegalArgumentException(
"Attempted to request a negative number of additional executor(s) " +
s"$numAdditionalExecutors from the cluster manager. Please specify a positive number!")
}
logInfo(s"Requesting $numAdditionalExecutors additional executor(s) from the cluster manager")
- logDebug(s"Number of pending executors is now $numPendingExecutors")
- numPendingExecutors += numAdditionalExecutors
- // Account for executors pending to be added or removed
- val newTotal = numExistingExecutors + numPendingExecutors - executorsPendingToRemove.size
- doRequestTotalExecutors(newTotal)
+ val response = synchronized {
+ numPendingExecutors += numAdditionalExecutors
+ logDebug(s"Number of pending executors is now $numPendingExecutors")
+
+ // Account for executors pending to be added or removed
+ doRequestTotalExecutors(
+ numExistingExecutors + numPendingExecutors - executorsPendingToRemove.size)
+ }
+
+ defaultAskTimeout.awaitResult(response)
}
/**
@@ -479,19 +488,24 @@ class CoarseGrainedSchedulerBackend(scheduler: TaskSchedulerImpl, val rpcEnv: Rp
numExecutors: Int,
localityAwareTasks: Int,
hostToLocalTaskCount: Map[String, Int]
- ): Boolean = synchronized {
+ ): Boolean = {
if (numExecutors < 0) {
throw new IllegalArgumentException(
"Attempted to request a negative number of executor(s) " +
s"$numExecutors from the cluster manager. Please specify a positive number!")
}
- this.localityAwareTasks = localityAwareTasks
- this.hostToLocalTaskCount = hostToLocalTaskCount
+ val response = synchronized {
+ this.localityAwareTasks = localityAwareTasks
+ this.hostToLocalTaskCount = hostToLocalTaskCount
+
+ numPendingExecutors =
+ math.max(numExecutors - numExistingExecutors + executorsPendingToRemove.size, 0)
- numPendingExecutors =
- math.max(numExecutors - numExistingExecutors + executorsPendingToRemove.size, 0)
- doRequestTotalExecutors(numExecutors)
+ doRequestTotalExecutors(numExecutors)
+ }
+
+ defaultAskTimeout.awaitResult(response)
}
/**
@@ -504,16 +518,17 @@ class CoarseGrainedSchedulerBackend(scheduler: TaskSchedulerImpl, val rpcEnv: Rp
* insufficient resources to satisfy the first request. We make the assumption here that the
* cluster manager will eventually fulfill all requests when resources free up.
*
- * @return whether the request is acknowledged.
+ * @return a future whose evaluation indicates whether the request is acknowledged.
*/
- protected def doRequestTotalExecutors(requestedTotal: Int): Boolean = false
+ protected def doRequestTotalExecutors(requestedTotal: Int): Future[Boolean] =
+ Future.successful(false)
/**
* Request that the cluster manager kill the specified executors.
* @return whether the kill request is acknowledged. If list to kill is empty, it will return
* false.
*/
- final override def killExecutors(executorIds: Seq[String]): Boolean = synchronized {
+ final override def killExecutors(executorIds: Seq[String]): Boolean = {
killExecutors(executorIds, replace = false, force = false)
}
@@ -533,39 +548,53 @@ class CoarseGrainedSchedulerBackend(scheduler: TaskSchedulerImpl, val rpcEnv: Rp
final def killExecutors(
executorIds: Seq[String],
replace: Boolean,
- force: Boolean): Boolean = synchronized {
+ force: Boolean): Boolean = {
logInfo(s"Requesting to kill executor(s) ${executorIds.mkString(", ")}")
- val (knownExecutors, unknownExecutors) = executorIds.partition(executorDataMap.contains)
- unknownExecutors.foreach { id =>
- logWarning(s"Executor to kill $id does not exist!")
- }
- // If an executor is already pending to be removed, do not kill it again (SPARK-9795)
- // If this executor is busy, do not kill it unless we are told to force kill it (SPARK-9552)
- val executorsToKill = knownExecutors
- .filter { id => !executorsPendingToRemove.contains(id) }
- .filter { id => force || !scheduler.isExecutorBusy(id) }
- executorsToKill.foreach { id => executorsPendingToRemove(id) = !replace }
-
- // If we do not wish to replace the executors we kill, sync the target number of executors
- // with the cluster manager to avoid allocating new ones. When computing the new target,
- // take into account executors that are pending to be added or removed.
- if (!replace) {
- doRequestTotalExecutors(
- numExistingExecutors + numPendingExecutors - executorsPendingToRemove.size)
- } else {
- numPendingExecutors += knownExecutors.size
+ val response = synchronized {
+ val (knownExecutors, unknownExecutors) = executorIds.partition(executorDataMap.contains)
+ unknownExecutors.foreach { id =>
+ logWarning(s"Executor to kill $id does not exist!")
+ }
+
+ // If an executor is already pending to be removed, do not kill it again (SPARK-9795)
+ // If this executor is busy, do not kill it unless we are told to force kill it (SPARK-9552)
+ val executorsToKill = knownExecutors
+ .filter { id => !executorsPendingToRemove.contains(id) }
+ .filter { id => force || !scheduler.isExecutorBusy(id) }
+ executorsToKill.foreach { id => executorsPendingToRemove(id) = !replace }
+
+ // If we do not wish to replace the executors we kill, sync the target number of executors
+ // with the cluster manager to avoid allocating new ones. When computing the new target,
+ // take into account executors that are pending to be added or removed.
+ val adjustTotalExecutors =
+ if (!replace) {
+ doRequestTotalExecutors(
+ numExistingExecutors + numPendingExecutors - executorsPendingToRemove.size)
+ } else {
+ numPendingExecutors += knownExecutors.size
+ Future.successful(true)
+ }
+
+ val killExecutors: Boolean => Future[Boolean] =
+ if (!executorsToKill.isEmpty) {
+ _ => doKillExecutors(executorsToKill)
+ } else {
+ _ => Future.successful(false)
+ }
+
+ adjustTotalExecutors.flatMap(killExecutors)(ThreadUtils.sameThread)
}
- !executorsToKill.isEmpty && doKillExecutors(executorsToKill)
+ defaultAskTimeout.awaitResult(response)
}
/**
* Kill the given list of executors through the cluster manager.
* @return whether the kill request is acknowledged.
*/
- protected def doKillExecutors(executorIds: Seq[String]): Boolean = false
-
+ protected def doKillExecutors(executorIds: Seq[String]): Future[Boolean] =
+ Future.successful(false)
}
private[spark] object CoarseGrainedSchedulerBackend {
diff --git a/core/src/main/scala/org/apache/spark/scheduler/cluster/StandaloneSchedulerBackend.scala b/core/src/main/scala/org/apache/spark/scheduler/cluster/StandaloneSchedulerBackend.scala
index 8382fbe9dd..5068bf2e66 100644
--- a/core/src/main/scala/org/apache/spark/scheduler/cluster/StandaloneSchedulerBackend.scala
+++ b/core/src/main/scala/org/apache/spark/scheduler/cluster/StandaloneSchedulerBackend.scala
@@ -19,6 +19,8 @@ package org.apache.spark.scheduler.cluster
import java.util.concurrent.Semaphore
+import scala.concurrent.Future
+
import org.apache.spark.{SparkConf, SparkContext}
import org.apache.spark.deploy.{ApplicationDescription, Command}
import org.apache.spark.deploy.client.{StandaloneAppClient, StandaloneAppClientListener}
@@ -173,12 +175,12 @@ private[spark] class StandaloneSchedulerBackend(
*
* @return whether the request is acknowledged.
*/
- protected override def doRequestTotalExecutors(requestedTotal: Int): Boolean = {
+ protected override def doRequestTotalExecutors(requestedTotal: Int): Future[Boolean] = {
Option(client) match {
case Some(c) => c.requestTotalExecutors(requestedTotal)
case None =>
logWarning("Attempted to request executors before driver fully initialized.")
- false
+ Future.successful(false)
}
}
@@ -186,12 +188,12 @@ private[spark] class StandaloneSchedulerBackend(
* Kill the given list of executors through the Master.
* @return whether the kill request is acknowledged.
*/
- protected override def doKillExecutors(executorIds: Seq[String]): Boolean = {
+ protected override def doKillExecutors(executorIds: Seq[String]): Future[Boolean] = {
Option(client) match {
case Some(c) => c.killExecutors(executorIds)
case None =>
logWarning("Attempted to kill executors before driver fully initialized.")
- false
+ Future.successful(false)
}
}
diff --git a/core/src/test/scala/org/apache/spark/HeartbeatReceiverSuite.scala b/core/src/test/scala/org/apache/spark/HeartbeatReceiverSuite.scala
index 5f59c176ab..915d7a1b8b 100644
--- a/core/src/test/scala/org/apache/spark/HeartbeatReceiverSuite.scala
+++ b/core/src/test/scala/org/apache/spark/HeartbeatReceiverSuite.scala
@@ -21,6 +21,7 @@ import java.util.concurrent.{ExecutorService, TimeUnit}
import scala.collection.Map
import scala.collection.mutable
+import scala.concurrent.Future
import scala.concurrent.duration._
import org.mockito.Matchers
@@ -269,13 +270,13 @@ private class FakeSchedulerBackend(
clusterManagerEndpoint: RpcEndpointRef)
extends CoarseGrainedSchedulerBackend(scheduler, rpcEnv) {
- protected override def doRequestTotalExecutors(requestedTotal: Int): Boolean = {
- clusterManagerEndpoint.askWithRetry[Boolean](
+ protected override def doRequestTotalExecutors(requestedTotal: Int): Future[Boolean] = {
+ clusterManagerEndpoint.ask[Boolean](
RequestExecutors(requestedTotal, localityAwareTasks, hostToLocalTaskCount))
}
- protected override def doKillExecutors(executorIds: Seq[String]): Boolean = {
- clusterManagerEndpoint.askWithRetry[Boolean](KillExecutors(executorIds))
+ protected override def doKillExecutors(executorIds: Seq[String]): Future[Boolean] = {
+ clusterManagerEndpoint.ask[Boolean](KillExecutors(executorIds))
}
}
diff --git a/core/src/test/scala/org/apache/spark/deploy/client/AppClientSuite.scala b/core/src/test/scala/org/apache/spark/deploy/client/AppClientSuite.scala
index f6ef9d15dd..416efaa75b 100644
--- a/core/src/test/scala/org/apache/spark/deploy/client/AppClientSuite.scala
+++ b/core/src/test/scala/org/apache/spark/deploy/client/AppClientSuite.scala
@@ -22,7 +22,7 @@ import java.util.concurrent.ConcurrentLinkedQueue
import scala.concurrent.duration._
import org.scalatest.BeforeAndAfterAll
-import org.scalatest.concurrent.Eventually._
+import org.scalatest.concurrent.{Eventually, ScalaFutures}
import org.apache.spark._
import org.apache.spark.deploy.{ApplicationDescription, Command}
@@ -36,7 +36,12 @@ import org.apache.spark.util.Utils
/**
* End-to-end tests for application client in standalone mode.
*/
-class AppClientSuite extends SparkFunSuite with LocalSparkContext with BeforeAndAfterAll {
+class AppClientSuite
+ extends SparkFunSuite
+ with LocalSparkContext
+ with BeforeAndAfterAll
+ with Eventually
+ with ScalaFutures {
private val numWorkers = 2
private val conf = new SparkConf()
private val securityManager = new SecurityManager(conf)
@@ -93,7 +98,12 @@ class AppClientSuite extends SparkFunSuite with LocalSparkContext with BeforeAnd
// Send message to Master to request Executors, verify request by change in executor limit
val numExecutorsRequested = 1
- assert(ci.client.requestTotalExecutors(numExecutorsRequested))
+ whenReady(
+ ci.client.requestTotalExecutors(numExecutorsRequested),
+ timeout(10.seconds),
+ interval(10.millis)) { acknowledged =>
+ assert(acknowledged)
+ }
eventually(timeout(10.seconds), interval(10.millis)) {
val apps = getApplications()
@@ -101,10 +111,12 @@ class AppClientSuite extends SparkFunSuite with LocalSparkContext with BeforeAnd
}
// Send request to kill executor, verify request was made
- assert {
- val apps = getApplications()
- val executorId: String = apps.head.executors.head._2.fullId
- ci.client.killExecutors(Seq(executorId))
+ val executorId: String = getApplications().head.executors.head._2.fullId
+ whenReady(
+ ci.client.killExecutors(Seq(executorId)),
+ timeout(10.seconds),
+ interval(10.millis)) { acknowledged =>
+ assert(acknowledged)
}
// Issue stop command for Client to disconnect from Master
@@ -122,7 +134,9 @@ class AppClientSuite extends SparkFunSuite with LocalSparkContext with BeforeAnd
val ci = new AppClientInst(masterRpcEnv.address.toSparkURL)
// requests to master should fail immediately
- assert(ci.client.requestTotalExecutors(3) === false)
+ whenReady(ci.client.requestTotalExecutors(3), timeout(1.seconds)) { success =>
+ assert(success === false)
+ }
}
// ===============================