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Posted to issues@spark.apache.org by "Igor Kamyshnikov (JIRA)" <ji...@apache.org> on 2019/06/06 17:06:00 UTC
[jira] [Updated] (SPARK-27967) Fault tolerance broken: Race
conditions: a supervised Driver is not relaunched and completely removed
sometimes under Standalone cluster when Worker gracefully shuts down
[ https://issues.apache.org/jira/browse/SPARK-27967?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Igor Kamyshnikov updated SPARK-27967:
-------------------------------------
Description:
Synthetic test:
1) run ZK
2) run Master
3) run Worker with remote debugging agent (required for enabling a breakpoint to demonstrate race conditions issue)
4) submit a long running Driver with --supervise flag
5) connect to Worker via remote debugger
6) enable a breakpoint in the method:
org.apache.spark.deploy.worker.DriverRunner#kill
{code:java}
/** Terminate this driver (or prevent it from ever starting if not yet started) */
private[worker] def kill(): Unit = {
logInfo("Killing driver process!")
killed = true
synchronized {
process.foreach { p =>
val exitCode = Utils.terminateProcess(p, DRIVER_TERMINATE_TIMEOUT_MS)
if (exitCode.isEmpty) { //<<<<<<<<<<<<< BREAKPOINT <<<<<<<<<<<<<<
logWarning("Failed to terminate driver process: " + p +
". This process will likely be orphaned.")
}
}
}
}
{code}
7) send SIGTERM to Worker (or CTRL+C in Windows)
8) check Spark Master Web UI: the Driver will appear in the *Completed Drivers* section with the state equal to *KILLED*
If there was no breakpoint then it is more likely that a new row with *RELAUNCHING* state would appear in the *Completed Drivers* section and a row with *SUBMITTED* state would remain in the *Running Drivers* section.
Explanation:
1) Spark master relaunches a driver in response to "channelInactive" callback: org.apache.spark.rpc.netty.NettyRpcHandler#channelInactive
which is triggered when the Worker process finishes.
2) DriverRunner registers a shutdown hook here: org.apache.spark.deploy.worker.DriverRunner#start which calls the aforementioned "kill" method. Killing a driver can lead to reaching the following lines in the DriverRunner.start method:
{noformat}
// notify worker of final driver state, possible exception
worker.send(DriverStateChanged(driverId, finalState.get, finalException))
{noformat}
If this notification reaches Master then Driver is removed from the cluster as KILLED.
Real-world scenario (ver. 2.1.2):
ZK, two Masters, the Active one loses its leadership, another becomes a new leader.
Workers attempt to re-register with new Master. But they report that they failed to do this. They execute *System.exit(1)* from org.apache.spark.deploy.worker.Worker#registerWithMaster.
This System.exit results in executing shutdown hooks. And somehow DriverStateChanged message reaches the new master.
*Worker* logs:
{noformat}
19/06/03 14:05:30 INFO Worker: Retrying connection to master (attempt # 5)
19/06/03 14:05:30 INFO Worker: Connecting to master 10.0.0.16:7077...
19/06/03 14:05:33 INFO Worker: Master has changed, new master is at spark://10.0.0.17:7077
19/06/03 14:05:33 ERROR TransportResponseHandler: Still have 4 requests outstanding when connection from /10.0.0.16:7077 is closed
19/06/03 14:05:33 ERROR Worker: Cannot register with master: 10.0.0.16:7077
java.io.IOException: Connection from /10.0.0.16:7077 closed
at org.apache.spark.network.client.TransportResponseHandler.channelInactive(TransportResponseHandler.java:128)
at org.apache.spark.network.server.TransportChannelHandler.channelInactive(TransportChannelHandler.java:108)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
at io.netty.handler.timeout.IdleStateHandler.channelInactive(IdleStateHandler.java:278)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
at org.apache.spark.network.util.TransportFrameDecoder.channelInactive(TransportFrameDecoder.java:182)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.DefaultChannelPipeline$HeadContext.channelInactive(DefaultChannelPipeline.java:1289)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.DefaultChannelPipeline.fireChannelInactive(DefaultChannelPipeline.java:893)
at io.netty.channel.AbstractChannel$AbstractUnsafe$7.run(AbstractChannel.java:691)
at io.netty.util.concurrent.SingleThreadEventExecutor.runAllTasks(SingleThreadEventExecutor.java:399)
at io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:446)
at io.netty.util.concurrent.SingleThreadEventExecutor$2.run(SingleThreadEventExecutor.java:131)
at io.netty.util.concurrent.DefaultThreadFactory$DefaultRunnableDecorator.run(DefaultThreadFactory.java:144)
at java.lang.Thread.run(Thread.java:748)
19/06/03 14:05:33 INFO DriverRunner: Worker shutting down, killing driver driver-20190508103758-0002
19/06/03 14:05:33 INFO DriverRunner: Killing driver process!
...
{noformat}
*Master* logs:
{noformat}
19/06/03 14:05:33 INFO Master: I have been elected leader! New state: RECOVERING
19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190524081659-0002
19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190524081656-0001
19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190522170759-0002
19/06/03 14:05:33 INFO Master: Trying to recover worker: worker-20190522164806-10.0.0.16-34107
19/06/03 14:05:33 INFO Master: Trying to recover worker: worker-20190522164804-10.0.0.17-35662
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.16:37487 after 10 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:34591 after 10 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:45169 after 11 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.16:34107 after 2 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:35662 after 4 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190524081656-0001
19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190524081659-0002
19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190522170759-0002
19/06/03 14:05:33 INFO Master: Worker has been re-registered: worker-20190522164806-10.0.0.16-34107
19/06/03 14:05:33 INFO Master: Worker has been re-registered: worker-20190522164804-10.0.0.17-35662
19/06/03 14:05:33 INFO Master: Recovery complete - resuming operations!
19/06/03 14:05:34 INFO Master: Received unregister request from application app-20190524081659-0002
19/06/03 14:05:34 INFO Master: Removing app app-20190524081659-0002
19/06/03 14:05:35 INFO Master: 10.0.0.16:37487 got disassociated, removing it.
19/06/03 14:05:35 INFO Master: 10.0.0.16:37487 got disassociated, removing it.
19/06/03 14:05:38 INFO Master: Removing driver: driver-20190508103758-0002
19/06/03 14:05:39 WARN Master: Got status update for unknown executor app-20190524081659-0002/0
19/06/03 14:05:39 WARN Master: Got status update for unknown executor app-20190524081659-0002/1
19/06/03 14:05:43 INFO Master: 10.0.0.17:34591 got disassociated, removing it.
19/06/03 14:05:43 INFO Master: Removing app app-20190522170759-0002
19/06/03 14:05:43 INFO Master: 10.0.0.17:34591 got disassociated, removing it.
19/06/03 14:05:45 INFO Master: Removing driver: driver-20190522170754-0002
{noformat}
was:
Synthetic test:
1) run ZK
2) run Master
3) run Worker with remote debugging agent (required for enabling a breakpoint to demonstrate race conditions issue)
4) submit a long running Driver with --supervise flag
5) connect to Worker via remote debugger
6) enable a breakpoint in the method:
org.apache.spark.deploy.worker.DriverRunner#kill
{code:java}
/** Terminate this driver (or prevent it from ever starting if not yet started) */
private[worker] def kill(): Unit = {
logInfo("Killing driver process!")
killed = true
synchronized {
process.foreach { p =>
val exitCode = Utils.terminateProcess(p, DRIVER_TERMINATE_TIMEOUT_MS)
if (exitCode.isEmpty) { //<<<<<<<<<<<<< BREAKPOINT <<<<<<<<<<<<<<
logWarning("Failed to terminate driver process: " + p +
". This process will likely be orphaned.")
}
}
}
}
{code}
7) send SIGTERM to Worker (or CTRL+C in Windows)
8) check Spark Master Web UI: the Driver will appear in the *Completed Drivers* section with the state equal to *KILLED*
If there was no breakpoint then it is more likely that a new row with *RELAUNCHING* state would appear in the *Completed Drivers* section and a row with *SUBMITTED* state would remain in the *Running Drivers* section.
Explanation:
1) Spark master relaunches a driver in response to "channelInactive" callback: org.apache.spark.rpc.netty.NettyRpcHandler#channelInactive
which is triggered when the Worker process finishes.
2) DriverRunner registers a shutdown hook here: org.apache.spark.deploy.worker.DriverRunner#start which calls the aforementioned "kill" method. Killing a driver can lead to reaching the following lines in the DriverRunner.start method:
{noformat}
// notify worker of final driver state, possible exception
worker.send(DriverStateChanged(driverId, finalState.get, finalException))
{noformat}
If this notification reaches Master then Driver is removed from the cluster as KILLED.
Real-world scenario (ver. 2.1.2):
ZK, two Masters, the Active one loses its leadership, another becomes a new leader.
Workers attempt to re-register with new master. But the report they failed to do this. They execute *System.exit(1)* from org.apache.spark.deploy.worker.Worker#registerWithMaster.
This System.exit results in executing shutdown hooks. And somehow DriverStateChanged message reaches the new master.
*Worker* logs:
{noformat}
19/06/03 14:05:30 INFO Worker: Retrying connection to master (attempt # 5)
19/06/03 14:05:30 INFO Worker: Connecting to master 10.0.0.16:7077...
19/06/03 14:05:33 INFO Worker: Master has changed, new master is at spark://10.0.0.17:7077
19/06/03 14:05:33 ERROR TransportResponseHandler: Still have 4 requests outstanding when connection from /10.0.0.16:7077 is closed
19/06/03 14:05:33 ERROR Worker: Cannot register with master: 10.0.0.16:7077
java.io.IOException: Connection from /10.0.0.16:7077 closed
at org.apache.spark.network.client.TransportResponseHandler.channelInactive(TransportResponseHandler.java:128)
at org.apache.spark.network.server.TransportChannelHandler.channelInactive(TransportChannelHandler.java:108)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
at io.netty.handler.timeout.IdleStateHandler.channelInactive(IdleStateHandler.java:278)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
at org.apache.spark.network.util.TransportFrameDecoder.channelInactive(TransportFrameDecoder.java:182)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
at io.netty.channel.DefaultChannelPipeline$HeadContext.channelInactive(DefaultChannelPipeline.java:1289)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
at io.netty.channel.DefaultChannelPipeline.fireChannelInactive(DefaultChannelPipeline.java:893)
at io.netty.channel.AbstractChannel$AbstractUnsafe$7.run(AbstractChannel.java:691)
at io.netty.util.concurrent.SingleThreadEventExecutor.runAllTasks(SingleThreadEventExecutor.java:399)
at io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:446)
at io.netty.util.concurrent.SingleThreadEventExecutor$2.run(SingleThreadEventExecutor.java:131)
at io.netty.util.concurrent.DefaultThreadFactory$DefaultRunnableDecorator.run(DefaultThreadFactory.java:144)
at java.lang.Thread.run(Thread.java:748)
19/06/03 14:05:33 INFO DriverRunner: Worker shutting down, killing driver driver-20190508103758-0002
19/06/03 14:05:33 INFO DriverRunner: Killing driver process!
...
{noformat}
*Master* logs:
{noformat}
19/06/03 14:05:33 INFO Master: I have been elected leader! New state: RECOVERING
19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190524081659-0002
19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190524081656-0001
19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190522170759-0002
19/06/03 14:05:33 INFO Master: Trying to recover worker: worker-20190522164806-10.0.0.16-34107
19/06/03 14:05:33 INFO Master: Trying to recover worker: worker-20190522164804-10.0.0.17-35662
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.16:37487 after 10 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:34591 after 10 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:45169 after 11 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.16:34107 after 2 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:35662 after 4 ms (0 ms spent in bootstraps)
19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190524081656-0001
19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190524081659-0002
19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190522170759-0002
19/06/03 14:05:33 INFO Master: Worker has been re-registered: worker-20190522164806-10.0.0.16-34107
19/06/03 14:05:33 INFO Master: Worker has been re-registered: worker-20190522164804-10.0.0.17-35662
19/06/03 14:05:33 INFO Master: Recovery complete - resuming operations!
19/06/03 14:05:34 INFO Master: Received unregister request from application app-20190524081659-0002
19/06/03 14:05:34 INFO Master: Removing app app-20190524081659-0002
19/06/03 14:05:35 INFO Master: 10.0.0.16:37487 got disassociated, removing it.
19/06/03 14:05:35 INFO Master: 10.0.0.16:37487 got disassociated, removing it.
19/06/03 14:05:38 INFO Master: Removing driver: driver-20190508103758-0002
19/06/03 14:05:39 WARN Master: Got status update for unknown executor app-20190524081659-0002/0
19/06/03 14:05:39 WARN Master: Got status update for unknown executor app-20190524081659-0002/1
19/06/03 14:05:43 INFO Master: 10.0.0.17:34591 got disassociated, removing it.
19/06/03 14:05:43 INFO Master: Removing app app-20190522170759-0002
19/06/03 14:05:43 INFO Master: 10.0.0.17:34591 got disassociated, removing it.
19/06/03 14:05:45 INFO Master: Removing driver: driver-20190522170754-0002
{noformat}
> Fault tolerance broken: Race conditions: a supervised Driver is not relaunched and completely removed sometimes under Standalone cluster when Worker gracefully shuts down
> --------------------------------------------------------------------------------------------------------------------------------------------------------------------------
>
> Key: SPARK-27967
> URL: https://issues.apache.org/jira/browse/SPARK-27967
> Project: Spark
> Issue Type: Bug
> Components: Spark Core
> Affects Versions: 2.1.2, 2.4.2
> Reporter: Igor Kamyshnikov
> Priority: Major
>
> Synthetic test:
> 1) run ZK
> 2) run Master
> 3) run Worker with remote debugging agent (required for enabling a breakpoint to demonstrate race conditions issue)
> 4) submit a long running Driver with --supervise flag
> 5) connect to Worker via remote debugger
> 6) enable a breakpoint in the method:
> org.apache.spark.deploy.worker.DriverRunner#kill
> {code:java}
> /** Terminate this driver (or prevent it from ever starting if not yet started) */
> private[worker] def kill(): Unit = {
> logInfo("Killing driver process!")
> killed = true
> synchronized {
> process.foreach { p =>
> val exitCode = Utils.terminateProcess(p, DRIVER_TERMINATE_TIMEOUT_MS)
> if (exitCode.isEmpty) { //<<<<<<<<<<<<< BREAKPOINT <<<<<<<<<<<<<<
> logWarning("Failed to terminate driver process: " + p +
> ". This process will likely be orphaned.")
> }
> }
> }
> }
> {code}
> 7) send SIGTERM to Worker (or CTRL+C in Windows)
> 8) check Spark Master Web UI: the Driver will appear in the *Completed Drivers* section with the state equal to *KILLED*
> If there was no breakpoint then it is more likely that a new row with *RELAUNCHING* state would appear in the *Completed Drivers* section and a row with *SUBMITTED* state would remain in the *Running Drivers* section.
> Explanation:
> 1) Spark master relaunches a driver in response to "channelInactive" callback: org.apache.spark.rpc.netty.NettyRpcHandler#channelInactive
> which is triggered when the Worker process finishes.
> 2) DriverRunner registers a shutdown hook here: org.apache.spark.deploy.worker.DriverRunner#start which calls the aforementioned "kill" method. Killing a driver can lead to reaching the following lines in the DriverRunner.start method:
> {noformat}
> // notify worker of final driver state, possible exception
> worker.send(DriverStateChanged(driverId, finalState.get, finalException))
> {noformat}
> If this notification reaches Master then Driver is removed from the cluster as KILLED.
> Real-world scenario (ver. 2.1.2):
> ZK, two Masters, the Active one loses its leadership, another becomes a new leader.
> Workers attempt to re-register with new Master. But they report that they failed to do this. They execute *System.exit(1)* from org.apache.spark.deploy.worker.Worker#registerWithMaster.
> This System.exit results in executing shutdown hooks. And somehow DriverStateChanged message reaches the new master.
>
> *Worker* logs:
> {noformat}
> 19/06/03 14:05:30 INFO Worker: Retrying connection to master (attempt # 5)
> 19/06/03 14:05:30 INFO Worker: Connecting to master 10.0.0.16:7077...
> 19/06/03 14:05:33 INFO Worker: Master has changed, new master is at spark://10.0.0.17:7077
> 19/06/03 14:05:33 ERROR TransportResponseHandler: Still have 4 requests outstanding when connection from /10.0.0.16:7077 is closed
> 19/06/03 14:05:33 ERROR Worker: Cannot register with master: 10.0.0.16:7077
> java.io.IOException: Connection from /10.0.0.16:7077 closed
> at org.apache.spark.network.client.TransportResponseHandler.channelInactive(TransportResponseHandler.java:128)
> at org.apache.spark.network.server.TransportChannelHandler.channelInactive(TransportChannelHandler.java:108)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
> at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
> at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
> at io.netty.handler.timeout.IdleStateHandler.channelInactive(IdleStateHandler.java:278)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
> at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
> at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
> at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
> at io.netty.channel.ChannelInboundHandlerAdapter.channelInactive(ChannelInboundHandlerAdapter.java:75)
> at org.apache.spark.network.util.TransportFrameDecoder.channelInactive(TransportFrameDecoder.java:182)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
> at io.netty.channel.AbstractChannelHandlerContext.fireChannelInactive(AbstractChannelHandlerContext.java:220)
> at io.netty.channel.DefaultChannelPipeline$HeadContext.channelInactive(DefaultChannelPipeline.java:1289)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:241)
> at io.netty.channel.AbstractChannelHandlerContext.invokeChannelInactive(AbstractChannelHandlerContext.java:227)
> at io.netty.channel.DefaultChannelPipeline.fireChannelInactive(DefaultChannelPipeline.java:893)
> at io.netty.channel.AbstractChannel$AbstractUnsafe$7.run(AbstractChannel.java:691)
> at io.netty.util.concurrent.SingleThreadEventExecutor.runAllTasks(SingleThreadEventExecutor.java:399)
> at io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:446)
> at io.netty.util.concurrent.SingleThreadEventExecutor$2.run(SingleThreadEventExecutor.java:131)
> at io.netty.util.concurrent.DefaultThreadFactory$DefaultRunnableDecorator.run(DefaultThreadFactory.java:144)
> at java.lang.Thread.run(Thread.java:748)
> 19/06/03 14:05:33 INFO DriverRunner: Worker shutting down, killing driver driver-20190508103758-0002
> 19/06/03 14:05:33 INFO DriverRunner: Killing driver process!
> ...
> {noformat}
> *Master* logs:
> {noformat}
> 19/06/03 14:05:33 INFO Master: I have been elected leader! New state: RECOVERING
> 19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190524081659-0002
> 19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190524081656-0001
> 19/06/03 14:05:33 INFO Master: Trying to recover app: app-20190522170759-0002
> 19/06/03 14:05:33 INFO Master: Trying to recover worker: worker-20190522164806-10.0.0.16-34107
> 19/06/03 14:05:33 INFO Master: Trying to recover worker: worker-20190522164804-10.0.0.17-35662
> 19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.16:37487 after 10 ms (0 ms spent in bootstraps)
> 19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:34591 after 10 ms (0 ms spent in bootstraps)
> 19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:45169 after 11 ms (0 ms spent in bootstraps)
> 19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.16:34107 after 2 ms (0 ms spent in bootstraps)
> 19/06/03 14:05:33 INFO TransportClientFactory: Successfully created connection to /10.4.148.17:35662 after 4 ms (0 ms spent in bootstraps)
> 19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190524081656-0001
> 19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190524081659-0002
> 19/06/03 14:05:33 INFO Master: Application has been re-registered: app-20190522170759-0002
> 19/06/03 14:05:33 INFO Master: Worker has been re-registered: worker-20190522164806-10.0.0.16-34107
> 19/06/03 14:05:33 INFO Master: Worker has been re-registered: worker-20190522164804-10.0.0.17-35662
> 19/06/03 14:05:33 INFO Master: Recovery complete - resuming operations!
> 19/06/03 14:05:34 INFO Master: Received unregister request from application app-20190524081659-0002
> 19/06/03 14:05:34 INFO Master: Removing app app-20190524081659-0002
> 19/06/03 14:05:35 INFO Master: 10.0.0.16:37487 got disassociated, removing it.
> 19/06/03 14:05:35 INFO Master: 10.0.0.16:37487 got disassociated, removing it.
> 19/06/03 14:05:38 INFO Master: Removing driver: driver-20190508103758-0002
> 19/06/03 14:05:39 WARN Master: Got status update for unknown executor app-20190524081659-0002/0
> 19/06/03 14:05:39 WARN Master: Got status update for unknown executor app-20190524081659-0002/1
> 19/06/03 14:05:43 INFO Master: 10.0.0.17:34591 got disassociated, removing it.
> 19/06/03 14:05:43 INFO Master: Removing app app-20190522170759-0002
> 19/06/03 14:05:43 INFO Master: 10.0.0.17:34591 got disassociated, removing it.
> 19/06/03 14:05:45 INFO Master: Removing driver: driver-20190522170754-0002
> {noformat}
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