apache-spark - 如何解决 "Exception in thread "main"org.apache.spark.SparkException : Application application finished with failed status"?

Question

cancerdetector@cluster-cancerdetector-m:~/SparkBWA/build$ spark-submit --class SparkBWA --master yarn-cluster --deploy-mode cluster --conf spark.yarn.jar=hdfs:///user/spark/spark-assembly.jar --driver-memory 1500m --executor-memory 1500m --executor-cores 1 --archives ./bwa.zip --verbose ./SparkBWA.jar -algorithm mem -reads paired -index /Data/HumanBase/hg38 -partitions 32 ERR000589_1.filt.fastq ERR000589_2.filt.fastqhb Output_ERR000589
    Using properties file: /usr/lib/spark/conf/spark-defaults.conf
    Adding default property: spark.executor.extraJavaOptions=-Xbootclasspath/p:/usr/local/share/google/alpn/alpn-boot-8.1.7.v20160121.jar
    Adding default property: spark.history.fs.logDirectory=hdfs://cluster-cancerdetector-m/user/spark/eventlog
    Adding default property: spark.eventLog.enabled=true
    Adding default property: spark.driver.maxResultSize=1920m
    Adding default property: spark.shuffle.service.enabled=true
    Adding default property: spark.yarn.historyServer.address=cluster-cancerdetector-m:18080
    Adding default property: spark.sql.parquet.cacheMetadata=false
    Adding default property: spark.driver.memory=3840m
    Adding default property: spark.dynamicAllocation.maxExecutors=10000
    Adding default property: spark.scheduler.minRegisteredResourcesRatio=0.0
    Adding default property: spark.yarn.am.memoryOverhead=558
    Adding default property: spark.yarn.am.memory=5586m
    Adding default property: spark.driver.extraJavaOptions=-Xbootclasspath/p:/usr/local/share/google/alpn/alpn-boot-8.1.7.v20160121.jar
    Adding default property: spark.master=yarn-client
    Adding default property: spark.executor.memory=5586m
    Adding default property: spark.eventLog.dir=hdfs://cluster-cancerdetector-m/user/spark/eventlog
    Adding default property: spark.dynamicAllocation.enabled=true
    Adding default property: spark.executor.cores=2
    Adding default property: spark.yarn.executor.memoryOverhead=558
    Adding default property: spark.dynamicAllocation.minExecutors=1
    Adding default property: spark.dynamicAllocation.initialExecutors=10000
    Adding default property: spark.akka.frameSize=512
    Parsed arguments:
    master yarn-cluster
    deployMode cluster
    executorMemory 1500m
    executorCores 1
    totalExecutorCores null
    propertiesFile /usr/lib/spark/conf/spark-defaults.conf
    driverMemory 1500m
    driverCores null
    driverExtraClassPath null
    driverExtraLibraryPath null
    driverExtraJavaOptions -Xbootclasspath/p:/usr/local/share/google/alpn/alpn-boot-8.1.7.v20160121.jar
    supervise false
    queue null
    numExecutors null
    files null
    pyFiles null
    archives file:/home/cancerdetector/SparkBWA/build/./bwa.zip
    mainClass SparkBWA
    primaryResource file:/home/cancerdetector/SparkBWA/build/./SparkBWA.jar
    name SparkBWA
    childArgs [-algorithm mem -reads paired -index /Data/HumanBase/hg38 -partitions 32 ERR000589_1.filt.fastq ERR000589_2.filt.fastqhb Output_ERR000589]
    jars null
    packages null
    packagesExclusions null
    repositories null
    verbose true
    Spark properties used, including those specified through
    --conf and those from the properties file /usr/lib/spark/conf/spark-defaults.conf:
    spark.yarn.am.memoryOverhead -> 558
    spark.driver.memory -> 1500m
    spark.yarn.jar -> hdfs:///user/spark/spark-assembly.jar
    spark.executor.memory -> 5586m
    spark.yarn.historyServer.address -> cluster-cancerdetector-m:18080
    spark.eventLog.enabled -> true
    spark.scheduler.minRegisteredResourcesRatio -> 0.0
    spark.dynamicAllocation.maxExecutors -> 10000
    spark.akka.frameSize -> 512
    spark.executor.extraJavaOptions -> -Xbootclasspath/p:/usr/local/share /google/alpn/alpn-boot-8.1.7.v20160121.jar
    spark.sql.parquet.cacheMetadata -> false
    spark.shuffle.service.enabled -> true
    spark.history.fs.logDirectory -> hdfs://cluster-cancerdetector-m/user/spark/eventlog
    spark.dynamicAllocation.initialExecutors -> 10000
    spark.dynamicAllocation.minExecutors -> 1
    spark.yarn.executor.memoryOverhead -> 558
    spark.driver.extraJavaOptions -> -Xbootclasspath/p:/usr/local/share/google/alpn/alpn-boot-8.1.7.v20160121.jar
    spark.eventLog.dir -> hdfs://cluster-cancerdetector-m/user/spark/eventlog
    spark.yarn.am.memory -> 5586m
    spark.driver.maxResultSize -> 1920m
    spark.master -> yarn-client
    spark.dynamicAllocation.enabled -> true
    spark.executor.cores -> 2
    Main class: org.apache.spark.deploy.yarn.Client
    Arguments:
    --name SparkBWA
    --driver-memory 1500m
    --executor-memory 1500m
    --executor-cores 1
    --archives file:/home/cancerdetector/SparkBWA/build/./bwa.zip
    --jar file:/home/cancerdetector/SparkBWA/build/./SparkBWA.jar
    --class SparkBWA
    -algorithm mem
    -reads paired
    -index /Data/HumanBase/hg38
    -partitions 32
    ERR000589_1.filt.fastq
    ERR000589_2.filt.fastqhb
    Output_ERR000589
    System properties:
    spark.yarn.am.memoryOverhead -> 558
    spark.driver.memory -> 1500m
    spark.yarn.jar -> hdfs:///user/spark/spark-assembly.jar
    spark.executor.memory -> 1500m
    spark.yarn.historyServer.address -> cluster-cancerdetector-m:18080
    spark.eventLog.enabled -> true
    spark.scheduler.minRegisteredResourcesRatio -> 0.0
    SPARK_SUBMIT -> true
    spark.dynamicAllocation.maxExecutors -> 10000
    spark.akka.frameSize -> 512
    spark.sql.parquet.cacheMetadata -> false
    spark.executor.extraJavaOptions -> -Xbootclasspath/p:/usr/local/share/google/alpn/alpn-boot-8.1.7.v20160121.jar
    spark.app.name -> SparkBWA
    spark.shuffle.service.enabled -> true
    spark.history.fs.logDirectory -> hdfs://cluster-cancerdetector-m/user/spark/eventlog
    spark.dynamicAllocation.initialExecutors -> 10000
    spark.dynamicAllocation.minExecutors -> 1
    spark.yarn.executor.memoryOverhead -> 558
    spark.driver.extraJavaOptions -> -Xbootclasspath/p:/usr/local/share/google/alpn/alpn-boot-8.1.7.v20160121.jar
    spark.submit.deployMode -> cluster
    spark.eventLog.dir -> hdfs://cluster-cancerdetector-m/user/spark/eventlog
    spark.yarn.am.memory -> 5586m
    spark.driver.maxResultSize -> 1920m
    spark.master -> yarn-cluster
spark.dynamicAllocation.enabled -> true
spark.executor.cores -> 1
Classpath elements:
spark.yarn.am.memory is set but does not apply in cluster mode.
spark.yarn.am.memoryOverhead is set but does not apply in cluster mode.
16/07/31 01:12:39 INFO org.apache.hadoop.yarn.client.RMProxy: Connecting to ResourceManager at cluster-cancerdetector-m/10.132.0.2:8032 16/07/31 01:12:40 INFO org.apache.hadoop.yarn.client.api.impl.YarnClientImpl: Submitted application application_1467990031555_0106
Exception in thread "main" org.apache.spark.SparkException: Application application_1467990031555_0106 finished with failed status
    at org.apache.spark.deploy.yarn.Client.run(Client.scala:1034)
    at org.apache.spark.deploy.yarn.Client$.main(Client.scala:1081)
    at org.apache.spark.deploy.yarn.Client.main(Client.scala)
    at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    atsun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
atsun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:498)
    atorg.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:7  31)
    at org.apache.spark.deploy.SparkSubmit$.doRunMain$1(SparkSubmit.scala:181)
    at org.apache.spark.deploy.SparkSubmit$.submit(SparkSubmit.scala:206)
    at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:121)
    at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)

当我尝试检查 AM 和 executor 日志时。该命令不起作用，因此我尝试手动访问 NM 的日志目录以查看详细的应用程序日志。以下是 NM 日志文件中的应用程序日志:

2016-07-31 01:12:40,387 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.4:50010 is added to blk_1073742335_1511{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 0
    2016-07-31 01:12:40,387 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.3:50010 is added to blk_1073742335_1511{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 0
    2016-07-31 01:12:40,391 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/cancerdetector/.sparkStaging/application_1467990031555_0106/SparkBWA.jar is closed by DFSClient_NONMAPREDUCE_-762268348_1
    2016-07-31 01:12:40,419 INFO org.apache.hadoop.hdfs.StateChange: BLOCK* allocate blk_1073742336_1512{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} for /user/cancerdetector/.sparkStaging/application_1467990031555_0106/bwa.zip
    2016-07-31 01:12:40,445 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.4:50010 is added to blk_1073742336_1512{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 0
    2016-07-31 01:12:40,446 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.3:50010 is added to blk_1073742336_1512{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 0
    2016-07-31 01:12:40,448 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/cancerdetector/.sparkStaging/application_1467990031555_0106/bwa.zip is closed by DFSClient_NONMAPREDUCE_-762268348_1
    2016-07-31 01:12:40,495 INFO org.apache.hadoop.hdfs.StateChange: BLOCK* allocate blk_1073742337_1513{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} for /user/cancerdetector/.sparkStaging/application_1467990031555_0106/__spark_conf__2552000168715758347.zip
    2016-07-31 01:12:40,506 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.4:50010 is added to blk_1073742337_1513{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 0
    2016-07-31 01:12:40,506 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.3:50010 is added to blk_1073742337_1513{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 0
    2016-07-31 01:12:40,509 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/cancerdetector/.sparkStaging/application_1467990031555_0106/__spark_conf__2552000168715758347.zip is closed by DFSClient_NONMAPREDUCE_-762268348_1
    2016-07-31 01:12:44,720 INFO org.apache.hadoop.hdfs.StateChange: BLOCK* allocate blk_1073742338_1514{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} for /user/spark/eventlog/application_1467990031555_0106_1.inprogress
    2016-07-31 01:12:44,877 INFO org.apache.hadoop.hdfs.StateChange: BLOCK* fsync: /user/spark/eventlog/application_1467990031555_0106_1.inprogress for DFSClient_NONMAPREDUCE_-1111833453_14
    2016-07-31 01:12:45,373 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.4:50010 is added to blk_1073742338_1514{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 231
    2016-07-31 01:12:45,375 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.3:50010 is added to blk_1073742338_1514{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 231
    2016-07-31 01:12:45,379 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/application_1467990031555_0106_1.inprogress is closed by DFSClient_NONMAPREDUCE_-1111833453_14
    2016-07-31 01:12:45,843 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.b7989393-f278-477c-8e83-ff5da9079e8a is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:12:49,914 INFO org.apache.hadoop.hdfs.StateChange: BLOCK* allocate blk_1073742339_1515{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} for /user/spark/eventlog/application_1467990031555_0106_2.inprogress
    2016-07-31 01:12:50,100 INFO org.apache.hadoop.hdfs.StateChange: BLOCK* fsync: /user/spark/eventlog/application_1467990031555_0106_2.inprogress for DFSClient_NONMAPREDUCE_378341726_14
    2016-07-31 01:12:50,737 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.4:50010 is added to blk_1073742339_1515{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 231
    2016-07-31 01:12:50,738 INFO BlockStateChange: BLOCK* addStoredBlock: blockMap updated: 10.132.0.3:50010 is added to blk_1073742339_1515{UCState=UNDER_CONSTRUCTION, truncateBlock=null, primaryNodeIndex=-1, replicas=[ReplicaUC[[DISK]DS-19f52f20-0053-443d-bf33-dd636d8b2d07:NORMAL:10.132.0.3:50010|RBW], ReplicaUC[[DISK]DS-6b7272d9-24d2-4d77-85e2-49c492bd12a4:NORMAL:10.132.0.4:50010|RBW]]} size 231
    2016-07-31 01:12:50,742 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/application_1467990031555_0106_2.inprogress is closed by DFSClient_NONMAPREDUCE_378341726_14
    2016-07-31 01:12:50,892 INFO BlockStateChange: BLOCK* addToInvalidates: blk_1073742335_1511 10.132.0.3:50010 10.132.0.4:50010 
    2016-07-31 01:12:50,892 INFO BlockStateChange: BLOCK* addToInvalidates: blk_1073742337_1513 10.132.0.3:50010 10.132.0.4:50010 
    2016-07-31 01:12:50,892 INFO BlockStateChange: BLOCK* addToInvalidates: blk_1073742336_1512 10.132.0.3:50010 10.132.0.4:50010 
    2016-07-31 01:12:51,804 INFO BlockStateChange: BLOCK* BlockManager: ask 10.132.0.3:50010 to delete [blk_1073742336_1512, blk_1073742337_1513, blk_1073742335_1511]
    2016-07-31 01:12:54,804 INFO BlockStateChange: BLOCK* BlockManager: ask 10.132.0.4:50010 to delete [blk_1073742336_1512, blk_1073742337_1513, blk_1073742335_1511]
    2016-07-31 01:12:55,868 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.46380a1f-b5fd-4924-96aa-f59dcae0cbec is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:13:05,882 INFO org.apache.hadoop.hdfs.server.namenode.FSEditLog: Number of transactions: 244 Total time for transactions(ms): 5 Number of transactions batched in Syncs: 0 Number of syncs: 234 SyncTimes(ms): 221 
    2016-07-31 01:13:05,885 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.7273ee28-eb1c-4fe2-98d2-c5a20ebe4ffa is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:13:15,892 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.0f640743-d06c-4583-ac95-9d520dc8f301 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:13:25,902 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.bc63864c-0267-47b5-bcc1-96ba81d6c9a5 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:13:35,910 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.93557793-2ba2-47e8-b54c-234c861b6e6c is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:13:45,918 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.0fdf083c-3c53-4051-af16-d579f700962e is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:13:55,927 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.834632f1-d9c6-4e14-9354-72f8c18f66d0 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:14:05,933 INFO org.apache.hadoop.hdfs.server.namenode.FSEditLog: Number of transactions: 262 Total time for transactions(ms): 5 Number of transactions batched in Syncs: 0 Number of syncs: 252 SyncTimes(ms): 236 
    2016-07-31 01:14:05,936 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.d06ef3b4-873f-464d-9cd0-e360da48e194 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:14:15,944 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.32ccba74-5f6c-45fc-b5db-26efb1b840e2 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:14:25,952 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.fef919cd-9952-4af8-a49a-e6dd2aa032f1 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:14:35,961 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.77ffdf36-8e42-43d8-9c1f-df6f3d11700d is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:14:45,968 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.c31cfcbb-b47c-4169-ab0f-7ae87d4f815d is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:14:55,976 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.6429570d-fb0a-4117-bb12-127a67e0a0b7 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:15:05,981 INFO org.apache.hadoop.hdfs.server.namenode.FSEditLog: Number of transactions: 280 Total time for transactions(ms): 6 Number of transactions batched in Syncs: 0 Number of syncs: 270 SyncTimes(ms): 253 
    2016-07-31 01:15:05,984 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.8030b18d-05f2-4520-b5c4-2fe42338b92b is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:15:15,991 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.f608a0f4-e730-43cd-a19d-da57caac346e is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:15:25,999 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.9d5a1f80-2f2a-43a7-84f1-b26a8c90a98f is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:15:36,007 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.279e96fc-180c-47a5-a3ba-cfda581eedad is closed by DFSClient_NONMAPREDUCE_-1615501432_1
    2016-07-31 01:15:46,015 INFO org.apache.hadoop.hdfs.StateChange: DIR* completeFile: /user/spark/eventlog/.a85bbf52-61f4-4899-98b1-23615a549774 is closed by DFSClient_NONMAPREDUCE_-1615501432_1
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Answer 1

首先，您需要找出哪个主机/节点被选为 ApplicationMaster 的主机。转到 YARN UI 并查找 Spark 应用程序。

有了节点后，转到磁盘上的日志，如 logs/userlogs/application_1469891809555_0005/container_1469891809555_0005_01_000001/stderr .您需要找到stderr用于容器 000001这是 ApplicationMaster 的容器对于 Spark 应用程序。