我对 Spark 相当陌生。我尝试搜索但找不到合适的解决方案。我已经在两个机器上安装了 hadoop 2.7.2(一个主节点和另一个工作节点)我已经通过以下链接设置了集群http://javadev.org/docs/hadoop/centos/6/installation/multi-node-installation-on-centos-6-non-sucure-mode/我以 root 用户身份运行 hadoop 和 Spark 应用程序来测试集群。
我已在主节点上安装了 Spark,并且 Spark 正在启动,没有任何错误。但是,当我使用 Spark Submit 提交作业时,即使该文件存在于错误中同一位置的主节点中,我也会收到 File Not Found 异常。我正在执行 Spark Submit 命令,请在下面找到日志输出命令。
/bin/spark-submit --class com.test.Engine --master yarn --deploy-mode cluster /app/spark-test.jar
16/04/21 19:16:13 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
16/04/21 19:16:13 INFO RMProxy: Connecting to ResourceManager at /0.0.0.0:8032
16/04/21 19:16:14 INFO Client: Requesting a new application from cluster with 1 NodeManagers
16/04/21 19:16:14 INFO Client: Verifying our application has not requested more than the maximum memory capability of the cluster (8192 MB per container)
16/04/21 19:16:14 INFO Client: Will allocate AM container, with 1408 MB memory including 384 MB overhead
16/04/21 19:16:14 INFO Client: Setting up container launch context for our AM
16/04/21 19:16:14 INFO Client: Setting up the launch environment for our AM container
16/04/21 19:16:14 INFO Client: Preparing resources for our AM container
16/04/21 19:16:14 INFO Client: Source and destination file systems are the same. Not copying file:/mi/spark/lib/spark-assembly-1.6.1-hadoop2.6.0.jar
16/04/21 19:16:14 INFO Client: Source and destination file systems are the same. Not copying file:/app/spark-test.jar
16/04/21 19:16:14 INFO Client: Source and destination file systems are the same. Not copying file:/tmp/spark-120aeddc-0f87-4411-9400-22ba01096249/__spark_conf__5619348744221830008.zip
16/04/21 19:16:14 INFO SecurityManager: Changing view acls to: root
16/04/21 19:16:14 INFO SecurityManager: Changing modify acls to: root
16/04/21 19:16:14 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(root); users with modify permissions: Set(root)
16/04/21 19:16:15 INFO Client: Submitting application 1 to ResourceManager
16/04/21 19:16:15 INFO YarnClientImpl: Submitted application application_1461246306015_0001
16/04/21 19:16:16 INFO Client: Application report for application_1461246306015_0001 (state: ACCEPTED)
16/04/21 19:16:16 INFO Client:
client token: N/A
diagnostics: N/A
ApplicationMaster host: N/A
ApplicationMaster RPC port: -1
queue: default
start time: 1461246375622
final status: UNDEFINEDsparkcluster01.testing.com
tracking URL: http://sparkcluster01.testing.com:8088/proxy/application_1461246306015_0001/
user: root
16/04/21 19:16:17 INFO Client: Application report for application_1461246306015_0001 (state: ACCEPTED)
16/04/21 19:16:18 INFO Client: Application report for application_1461246306015_0001 (state: ACCEPTED)
16/04/21 19:16:19 INFO Client: Application report for application_1461246306015_0001 (state: ACCEPTED)
16/04/21 19:16:20 INFO Client: Application report for application_1461246306015_0001 (state: ACCEPTED)
16/04/21 19:16:21 INFO Client: Application report for application_1461246306015_0001 (state: FAILED)
16/04/21 19:16:21 INFO Client:
client token: N/A
diagnostics: Application application_1461246306015_0001 failed 2 times due to AM Container for appattempt_1461246306015_0001_000002 exited with exitCode: -1000
For more detailed output, check application tracking page:http://sparkcluster01.testing.com:8088/cluster/app/application_1461246306015_0001Then, click on links to logs of each attempt.
Diagnostics: java.io.FileNotFoundException: File file:/app/spark-test.jar does not exist
Failing this attempt. Failing the application.
ApplicationMaster host: N/A
ApplicationMaster RPC port: -1
queue: default
start time: 1461246375622
final status: FAILED
tracking URL: http://sparkcluster01.testing.com:8088/cluster/app/application_1461246306015_0001
user: root
Exception in thread "main" org.ap/app/spark-test.jarache.spark.SparkException: Application application_1461246306015_0001 finished with failed status
at org.apache.spark.deploy.yarn.Client.run(Client.scala:1034)
at org.apache.spark.deploy.yarn.Client$.main(Client.scala:1081)
at org.apache.spark.deploy.yarn.Client.main(Client.scala)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at org.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:731)
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)
我什至尝试通过将应用程序放置在 HDFS 上并在 Spark Submit 命令中给出 HDFS 路径来在 HDFS 文件系统上运行 Spark。即使如此,它也会在某些 Spark Conf 文件上抛出 File Not Found Exception。我正在执行下面的 Spark Submit 命令,请找到该命令下面的日志输出。
./bin/spark-submit --class com.test.Engine --master yarn --deploy-mode cluster hdfs://sparkcluster01.testing.com:9000/beacon/job/spark-test.jar
16/04/21 18:11:45 INFO RMProxy: Connecting to ResourceManager at /0.0.0.0:8032
16/04/21 18:11:46 INFO Client: Requesting a new application from cluster with 1 NodeManagers
16/04/21 18:11:46 INFO Client: Verifying our application has not requested more than the maximum memory capability of the cluster (8192 MB per container)
16/04/21 18:11:46 INFO Client: Will allocate AM container, with 1408 MB memory including 384 MB overhead
16/04/21 18:11:46 INFO Client: Setting up container launch context for our AM
16/04/21 18:11:46 INFO Client: Setting up the launch environment for our AM container
16/04/21 18:11:46 INFO Client: Preparing resources for our AM container
16/04/21 18:11:46 INFO Client: Source and destination file systems are the same. Not copying file:/mi/spark/lib/spark-assembly-1.6.1-hadoop2.6.0.jar
16/04/21 18:11:47 INFO Client: Uploading resource hdfs://sparkcluster01.testing.com:9000/beacon/job/spark-test.jar -> file:/root/.sparkStaging/application_1461234217994_0017/spark-test.jar
16/04/21 18:11:49 INFO Client: Source and destination file systems are the same. Not copying file:/tmp/spark-f4eef3ac-2add-42f8-a204-be7959c26f21/__spark_conf__6818051470272245610.zip
16/04/21 18:11:50 INFO SecurityManager: Changing view acls to: root
16/04/21 18:11:50 INFO SecurityManager: Changing modify acls to: root
16/04/21 18:11:50 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(root); users with modify permissions: Set(root)
16/04/21 18:11:50 INFO Client: Submitting application 17 to ResourceManager
16/04/21 18:11:50 INFO YarnClientImpl: Submitted application application_1461234217994_0017
16/04/21 18:11:51 INFO Client: Application report for application_1461234217994_0017 (state: ACCEPTED)
16/04/21 18:11:51 INFO Client:
client token: N/A
diagnostics: N/A
ApplicationMaster host: N/A
ApplicationMaster RPC port: -1
queue: default
start time: 1461242510849
final status: UNDEFINED
tracking URL: http://sparkcluster01.testing.com:8088/proxy/application_1461234217994_0017/
user: root
16/04/21 18:11:52 INFO Client: Application report for application_1461234217994_0017 (state: ACCEPTED)
16/04/21 18:11:53 INFO Client: Application report for application_1461234217994_0017 (state: ACCEPTED)
16/04/21 18:11:54 INFO Client: Application report for application_1461234217994_0017 (state: FAILED)
16/04/21 18:11:54 INFO Client:
client token: N/A
diagnostics: Application application_1461234217994_0017 failed 2 times due to AM Container for appattempt_1461234217994_0017_000002 exited with exitCode: -1000
For more detailed output, check application tracking page:http://sparkcluster01.testing.com:8088/cluster/app/application_1461234217994_0017Then, click on links to logs of each attempt.
Diagnostics: File file:/tmp/spark-f4eef3ac-2add-42f8-a204-be7959c26f21/__spark_conf__6818051470272245610.zip does not exist
java.io.FileNotFoundException: File file:/tmp/spark-f4eef3ac-2add-42f8-a204-be7959c26f21/__spark_conf__6818051470272245610.zip does not exist
at org.apache.hadoop.fs.RawLocalFileSystem.deprecatedGetFileStatus(RawLocalFileSystem.java:609)
at org.apache.hadoop.fs.RawLocalFileSystem.getFileLinkStatusInternal(RawLocalFileSystem.java:822)
at org.apache.hadoop.fs.RawLocalFileSystem.getFileStatus(RawLocalFileSystem.java:599)
at org.apache.hadoop.fs.FilterFileSystem.getFileStatus(FilterFileSystem.java:421)
at org.apache.hadoop.yarn.util.FSDownload.copy(FSDownload.java:253)
at org.apache.hadoop.yarn.util.FSDownload.access$000(FSDownload.java:63)
at org.apache.hadoop.yarn.util.FSDownload$2.run(FSDownload.java:361)
at org.apache.hadoop.yarn.util.FSDownload$2.run(FSDownload.java:359)
at java.security.AccessController.doPrivileged(Native Method)
at javax.security.auth.Subject.doAs(Subject.java:422)
at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1657)
at org.apache.hadoop.yarn.util.FSDownload.call(FSDownload.java:358)
at org.apache.hadoop.yarn.util.FSDownload.call(FSDownload.java:62)
at java.util.concurrent.FutureTask.run(FutureTask.java:266)
at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511)
at java.util.concurrent.FutureTask.run(FutureTask.java:266)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
at java.lang.Thread.run(Thread.java:745)
Failing this attempt. Failing the application.
ApplicationMaster host: N/A
ApplicationMaster RPC port: -1
queue: default
start time: 1461242510849
final status: FAILED
tracking URL: http://sparkcluster01.testing.com:8088/cluster/app/application_1461234217994_0017
user: root
Exception in thread "main" org.apache.spark.SparkException: Application application_1461234217994_0017 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)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at org.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:731)
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)
16/04/21 18:11:55 INFO ShutdownHookManager: Shutdown hook called
16/04/21 18:11:55 INFO ShutdownHookManager: Deleting directory /tmp/spark-f4eef3ac-2add-42f8-a204-be7959c26f21