Spark 驱动程序已被主服务器取消关联并删除

Question

我有一个由两个从属和一个主控组成的集群，并设置了一个 jar (scala) 到 spark 主控 (192.168.1.64)：

spark-submit --master spark://spark-master:7077 --class tests.elements target/scala-2.10/zzz-project_2.10-1.0.jar

在运行了一段时间后它突然停止了，终端上的最后一行是

...
15/08/19 17:45:24 INFO scheduler.TaskSchedulerImpl: Adding task set 411292.0 with 6 tasks
15/08/19 17:45:24 WARN scheduler.TaskSetManager: Stage 411292 contains a task of very large size (2762 KB). The maximum recommended task size is 100 KB.
15/08/19 17:45:24 INFO scheduler.TaskSetManager: Starting task 2.0 in stage 411292.0 (TID 1832, 192.168.1.64, PROCESS_LOCAL, 2828792 bytes)
15/08/19 17:45:24 INFO scheduler.TaskSetManager: Starting task 0.0 in stage 411292.0 (TID 1833, 192.168.1.62, PROCESS_LOCAL, 2310009 bytes)
15/08/19 17:45:24 INFO scheduler.TaskSetManager: Starting task 3.0 in stage 411292.0 (TID 1834, 192.168.1.64, PROCESS_LOCAL, 2669188 bytes)
15/08/19 17:45:24 INFO scheduler.TaskSetManager: Starting task 1.0 in stage 411292.0 (TID 1835, 192.168.1.62, PROCESS_LOCAL, 2295676 bytes)
15/08/19 17:45:24 INFO scheduler.TaskSetManager: Starting task 4.0 in stage 411292.0 (TID 1836, 192.168.1.64, PROCESS_LOCAL, 2847786 bytes)
15/08/19 17:45:24 INFO scheduler.TaskSetManager: Starting task 5.0 in stage 411292.0 (TID 1837, 192.168.1.64, PROCESS_LOCAL, 2913528 bytes)
Killed

主日志出现的错误如下：

...
15/08/19 16:09:49 INFO master.Master: Launching executor app-20150819160949-0001/0 on worker worker-20150819160925-192.168.1.64-51640
15/08/19 16:09:49 INFO master.Master: Launching executor app-20150819160949-0001/1 on worker worker-20150819160938-192.168.1.62-38007
15/08/19 16:15:44 INFO master.Master: akka.tcp://sparkDriver@192.168.1.64:46823 got disassociated, removing it.
15/08/19 16:15:44 INFO master.Master: Removing app app-20150819160949-0001
15/08/19 16:15:44 WARN remote.ReliableDeliverySupervisor: Association with remote system [akka.tcp://sparkDriver@192.168.1.64:46823] has failed, address is now gated for [5000] ms. Reason is: [Disassociated].
15/08/19 16:15:44 WARN master.Master: Application testPageRank is still in progress, it may be terminated abnormally.
...

两个工人的日志中都有类似的内容

...
15/08/19 16:15:49 INFO worker.Worker: Executor app-20150819160949-0001/0 finished with state EXITED message Command exited with code 1 exitStatus 1
15/08/19 16:15:50 WARN remote.ReliableDeliverySupervisor: Association with remote system [akka.tcp://sparkExecutor@192.168.1.64:54799] has failed, address is now gated for [5000] ms. Reason is: [Disassociated].

和

...
15/08/19 16:15:43 INFO worker.Worker: Executor app-20150819160949-0001/1 finished with state EXITED message Command exited with code 1 exitStatus 1
15/08/19 16:15:43 WARN remote.ReliableDeliverySupervisor: Association with remote system [akka.tcp://sparkExecutor@192.168.1.62:53325] has failed, address is now gated for [5000] ms. Reason is: [Disassociated].

分别。工作/应用文件包含类似这样的内容

...
15/08/19 16:15:41 INFO executor.Executor: Finished task 1.0 in stage 387758.0 (TID 1803). 1911 bytes result sent to driver
15/08/19 16:15:41 INFO executor.Executor: Finished task 4.0 in stage 387758.0 (TID 1806). 1911 bytes result sent to driver
15/08/19 16:15:41 INFO storage.BlockManager: Found block rdd_1206_5 locally
15/08/19 16:15:41 INFO executor.Executor: Finished task 5.0 in stage 387758.0 (TID 1807). 1911 bytes result sent to driver
15/08/19 16:15:41 INFO storage.BlockManager: Found block rdd_1206_3 locally
15/08/19 16:15:41 INFO executor.Executor: Finished task 3.0 in stage 387758.0 (TID 1805). 1911 bytes result sent to driver
15/08/19 16:15:44 ERROR executor.CoarseGrainedExecutorBackend: Driver 192.168.1.64:46823 disassociated! Shutting down.
15/08/19 16:15:44 WARN remote.ReliableDeliverySupervisor: Association with remote system [akka.tcp://sparkDriver@192.168.1.64:46823] has failed, address is now gated for [5000] ms. Reason is: [Disassociated].
15/08/19 16:15:45 INFO storage.DiskBlockManager: Shutdown hook called
15/08/19 16:15:46 INFO util.Utils: Shutdown hook called

和

...
15/08/19 16:15:41 INFO storage.BlockManager: Found block rdd_1206_0 locally
15/08/19 16:15:41 INFO executor.Executor: Finished task 2.0 in stage 387758.0 (TID 1804). 1911 bytes result sent to driver
15/08/19 16:15:41 INFO executor.Executor: Finished task 0.0 in stage 387758.0 (TID 1802). 1911 bytes result sent to driver
15/08/19 16:15:42 ERROR executor.CoarseGrainedExecutorBackend: Driver 192.168.1.64:46823 disassociated! Shutting down.
15/08/19 16:15:42 INFO storage.DiskBlockManager: Shutdown hook called
15/08/19 16:15:42 WARN remote.ReliableDeliverySupervisor: Association with remote system [akka.tcp://sparkDriver@192.168.1.64:46823] has failed, address is now gated for [5000] ms. Reason is: [Disassociated].
15/08/19 16:15:42 INFO util.Utils: Shutdown hook called

分别。 hdfs或spark中似乎没有其他错误。

我怀疑错误出在主日志第三行 (15/08/19 16:15:44 INFO master.Master: akka.tcp://sparkDriver@192.168.1.64:46823 got disassociated, removing it.) 但我不知道原因。我尝试按照某些帖子中的建议将spark.akka.heartbeat.interval 更改为100，但没有运气。任何人都会知道它为什么会发生以及如何解决这个问题？非常感谢。

Answer 1

正如在WARN ReliableDeliverySupervisor: Association with remote system has failed, address is now gated for [5000] ms. Reason: [Disassociated]WARN ReliableDeliverySupervisor: Association with remote system has failed, address is now gated for [5000] ms. Reason: [Disassociated]的一个非常相似的问题中提到的那样

问题很可能是内存不足。添加更多内存（或者在这种情况下更多节点）应该可以解决问题。

（或者，需要更少的内存当然也可以工作）。