Spark/Phoenix with Kerberos on YARN



我有一个在非 kerberized 集群上运行的 Spark (1.4.1) 应用程序,我将其复制到另一个运行 Kerberos 的实例。该应用程序从HDFS获取数据并将其放入Phoenix。

但是,它不起作用:

    ERROR ipc.AbstractRpcClient: SASL authentication failed. The most likely cause is missing or invalid credentials. Consider 'kinit'.
    javax.security.sasl.SaslException: GSS initiate failed [Caused by GSSException: No valid credentials provided (Mechanism level: Failed to find any Kerberos tgt)]
            at com.sun.security.sasl.gsskerb.GssKrb5Client.evaluateChallenge(GssKrb5Client.java:211)
            at org.apache.hadoop.hbase.security.HBaseSaslRpcClient.saslConnect(HBaseSaslRpcClient.java:179)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl$Connection.setupSaslConnection(RpcClientImpl.java:611)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl$Connection.access$600(RpcClientImpl.java:156)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl$Connection$2.run(RpcClientImpl.java:737)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl$Connection$2.run(RpcClientImpl.java:734)
            at java.security.AccessController.doPrivileged(Native Method)
            at javax.security.auth.Subject.doAs(Subject.java:422)
            at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1657)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl$Connection.setupIOstreams(RpcClientImpl.java:734)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl$Connection.writeRequest(RpcClientImpl.java:887)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl$Connection.tracedWriteRequest(RpcClientImpl.java:856)
            at org.apache.hadoop.hbase.ipc.RpcClientImpl.call(RpcClientImpl.java:1200)
            at org.apache.hadoop.hbase.ipc.AbstractRpcClient.callBlockingMethod(AbstractRpcClient.java:213)
            at org.apache.hadoop.hbase.ipc.AbstractRpcClient$BlockingRpcChannelImplementation.callBlockingMethod(AbstractRpcClient.java:287)
            at org.apache.hadoop.hbase.protobuf.generated.MasterProtos$MasterService$BlockingStub.isMasterRunning(MasterProtos.java:50918)
            at org.apache.hadoop.hbase.client.ConnectionManager$HConnectionImplementation$MasterServiceStubMaker.isMasterRunning(ConnectionManager.java:1564)
            at org.apache.hadoop.hbase.client.ConnectionManager$HConnectionImplementation$StubMaker.makeStubNoRetries(ConnectionManager.java:1502)
            at org.apache.hadoop.hbase.client.ConnectionManager$HConnectionImplementation$StubMaker.makeStub(ConnectionManager.java:1524)
            at org.apache.hadoop.hbase.client.ConnectionManager$HConnectionImplementation$MasterServiceStubMaker.makeStub(ConnectionManager.java:1553)
            at org.apache.hadoop.hbase.client.ConnectionManager$HConnectionImplementation.getKeepAliveMasterService(ConnectionManager.java:1704)
            at org.apache.hadoop.hbase.client.MasterCallable.prepare(MasterCallable.java:38)
            at org.apache.hadoop.hbase.client.RpcRetryingCaller.callWithRetries(RpcRetryingCaller.java:124)
            at org.apache.hadoop.hbase.client.HBaseAdmin.executeCallable(HBaseAdmin.java:3917)
            at org.apache.hadoop.hbase.client.HBaseAdmin.getTableDescriptor(HBaseAdmin.java:441)
            at org.apache.hadoop.hbase.client.HBaseAdmin.getTableDescriptor(HBaseAdmin.java:463)
            at org.apache.phoenix.query.ConnectionQueryServicesImpl.ensureTableCreated(ConnectionQueryServicesImpl.java:815)
            at org.apache.phoenix.query.ConnectionQueryServicesImpl.createTable(ConnectionQueryServicesImpl.java:1215)
            at org.apache.phoenix.query.DelegateConnectionQueryServices.createTable(DelegateConnectionQueryServices.java:112)
            at org.apache.phoenix.schema.MetaDataClient.createTableInternal(MetaDataClient.java:1902)
            at org.apache.phoenix.schema.MetaDataClient.createTable(MetaDataClient.java:744)
            at org.apache.phoenix.compile.CreateTableCompiler$2.execute(CreateTableCompiler.java:186)
            at org.apache.phoenix.jdbc.PhoenixStatement$2.call(PhoenixStatement.java:304)
            at org.apache.phoenix.jdbc.PhoenixStatement$2.call(PhoenixStatement.java:296)
            at org.apache.phoenix.call.CallRunner.run(CallRunner.java:53)
            at org.apache.phoenix.jdbc.PhoenixStatement.executeMutation(PhoenixStatement.java:294)
            at org.apache.phoenix.jdbc.PhoenixStatement.executeUpdate(PhoenixStatement.java:1243)
            at org.apache.phoenix.query.ConnectionQueryServicesImpl$12.call(ConnectionQueryServicesImpl.java:1893)
            at org.apache.phoenix.query.ConnectionQueryServicesImpl$12.call(ConnectionQueryServicesImpl.java:1862)
            at org.apache.phoenix.util.PhoenixContextExecutor.call(PhoenixContextExecutor.java:77)
            at org.apache.phoenix.query.ConnectionQueryServicesImpl.init(ConnectionQueryServicesImpl.java:1862)
            at org.apache.phoenix.jdbc.PhoenixDriver.getConnectionQueryServices(PhoenixDriver.java:180)
            at org.apache.phoenix.jdbc.PhoenixEmbeddedDriver.connect(PhoenixEmbeddedDriver.java:132)
            at org.apache.phoenix.jdbc.PhoenixDriver.connect(PhoenixDriver.java:151)
            at java.sql.DriverManager.getConnection(DriverManager.java:664)
            at java.sql.DriverManager.getConnection(DriverManager.java:208)
            at org.apache.phoenix.mapreduce.util.ConnectionUtil.getConnection(ConnectionUtil.java:99)
            at org.apache.phoenix.mapreduce.util.ConnectionUtil.getInputConnection(ConnectionUtil.java:57)
            at org.apache.phoenix.mapreduce.util.ConnectionUtil.getInputConnection(ConnectionUtil.java:45)
            at org.apache.phoenix.mapreduce.util.PhoenixConfigurationUtil.getSelectColumnMetadataList(PhoenixConfigurationUtil.java:263)
            at org.apache.phoenix.spark.PhoenixRDD.toDataFrame(PhoenixRDD.scala:109)
            at org.apache.phoenix.spark.SparkSqlContextFunctions.phoenixTableAsDataFrame(SparkSqlContextFunctions.scala:37)
            at com.bosch.asc.utils.HBaseUtils$.scanPhoenix(HBaseUtils.scala:123)
            at com.bosch.asc.SMTProcess.addLookup(SMTProcess.scala:1125)
            at com.bosch.asc.SMTProcess.saveMountTraceLogToPhoenix(SMTProcess.scala:1039)
            at com.bosch.asc.SMTProcess.runETL(SMTProcess.scala:87)
            at com.bosch.asc.SMTProcessMonitor$delayedInit$body.apply(SMTProcessMonitor.scala:20)
            at scala.Function0$class.apply$mcV$sp(Function0.scala:40)
            at scala.runtime.AbstractFunction0.apply$mcV$sp(AbstractFunction0.scala:12)
            at scala.App$$anonfun$main$1.apply(App.scala:71)
            at scala.App$$anonfun$main$1.apply(App.scala:71)
            at scala.collection.immutable.List.foreach(List.scala:318)
            at scala.collection.generic.TraversableForwarder$class.foreach(TraversableForwarder.scala:32)
            at scala.App$class.main(App.scala:71)
            at com.bosch.asc.SMTProcessMonitor$.main(SMTProcessMonitor.scala:5)
            at com.bosch.asc.SMTProcessMonitor.main(SMTProcessMonitor.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.yarn.ApplicationMaster$$anon$2.run(ApplicationMaster.scala:486)
    Caused by: GSSException: No valid credentials provided (Mechanism level: Failed to find any Kerberos tgt)
            at sun.security.jgss.krb5.Krb5InitCredential.getInstance(Krb5InitCredential.java:147)
            at sun.security.jgss.krb5.Krb5MechFactory.getCredentialElement(Krb5MechFactory.java:122)
            at sun.security.jgss.krb5.Krb5MechFactory.getMechanismContext(Krb5MechFactory.java:187)
            at sun.security.jgss.GSSManagerImpl.getMechanismContext(GSSManagerImpl.java:224)
            at sun.security.jgss.GSSContextImpl.initSecContext(GSSContextImpl.java:212)
            at sun.security.jgss.GSSContextImpl.initSecContext(GSSContextImpl.java:179)
            at com.sun.security.sasl.gsskerb.GssKrb5Client.evaluateChallenge(GssKrb5Client.java:192)
            ... 70 more

我已添加

export _JAVA_OPTIONS="-Djava.security.krb5.conf=/etc/hadoop/krb5.conf"

在我的 Spark 提交脚本中,但无济于事。我是否必须更改代码本身以允许身份验证?我之前假设票证只是在应用程序之间共享,并且代码本身不会更改。

如果它有帮助:在 shell 中,我在执行时看不到设置spark.authenticate选项:

sc.getConf.getAll.foreach(println)

请参阅:http://spark.apache.org/docs/latest/security.html

我对 Kerberos 的经验很少,所以任何帮助都非常感谢。

假设您的集群已正确设置,请使用以下命令初始化您的凭据:

kinit -kt /path/to/keytab/file user/domain@realm

我认为

原因是在 4.4 上,Phoenix/Spark 库不处理 Kerberos 主体和密钥表:https://issues.apache.org/jira/browse/PHOENIX-2817。

我尝试从现有的 Phoenix 表中读取数据,但找不到合适的驱动程序,并且 jdbc 连接字符串不包含密钥表和主体(即使正确添加了 hbase-site.xml并且我传递给 Phoenix 的 HBase 配置具有这些值),如下所示:https://phoenix.apache.org/index.html#Connection。

在很多跟踪n错误后,我遇到了同样的问题,我能够解决此问题,请点击以下链接进行回答+解释Spark Streaming和Phoenix Kerberos问题

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