Spark SQL 报错总结

Posted 2021-12-02

报错一:

启动spark-shell后查询hive中的表信息，报错

$SPARK_HOME/bin/spark-shell
spark.sql("select * from student.student ").show()

Caused by: java.lang.RuntimeException: Unable to instantiate org.apache.hadoop.hive.ql.metadata.SessionHiveMetaStoreClient
    at org.apache.hadoop.hive.metastore.MetaStoreUtils.newInstance(MetaStoreUtils.java:1523)
    at org.apache.hadoop.hive.metastore.RetryingMetaSto

    Caused by: org.datanucleus.store.rdbms.connectionpool.DatastoreDriverNotFoundException:
    The specified datastore driver ("com.mysql.jdbc.Driver") was not found in the 
    CLASSPATH. Please check your CLASSPATH specification, 
    and the name of the driver.

原因:

spark访问存放hive的Metastore的mysql数据库时，没有连接成功，因为spark没有没有mysql-connecter的jar包，即mysql驱动

解决:

有人说，那就直接把jar包cp到$SPARK_HOME/libs下呗，不好意思，这样再生产中是绝对不行的，并不是所有spark程序都会用到mysql驱动，所以我们要在提交作业时指定--jars，多个jar包用逗号分隔 注(我的mysql版本是5.1.73)

[[email protected] spark]$ spark-shell --jars ~/softwares/mysql-connector-java-5.1.47.jar 
19/05/21 08:02:55 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
Spark context Web UI available at http://hadoop003:4040
Spark context available as ‘sc‘ (master = local[*], app id = local-1558440185051).
Spark session available as ‘spark‘.
Welcome to
      ____              __
     / __/__  ___ _____/ /__
    _\ \/ _ \/ _ `/ __/  ‘_/
   /___/ .__/\_,_/_/ /_/\_\   version 2.4.2
      /_/

Using Scala version 2.11.12 (Java HotSpot(TM) 64-Bit Server VM, Java 1.8.0_131)
Type in expressions to have them evaluated.
Type :help for more information.

scala>  spark.sql("select * from student.student ").show()
19/05/21 08:04:42 WARN DataNucleus.General: Plugin (Bundle) "org.datanucleus" is already registered. Ensure you dont have multiple JAR versions of the same plugin in the classpath. The URL "file:/home/hadoop/app/spark-2.4.2-bin-hadoop-2.6.0-cdh5.7.0/jars/datanucleus-core-3.2.10.jar" is already registered, and you are trying to register an identical plugin located at URL "file:/home/hadoop/app/spark/jars/datanucleus-core-3.2.10.jar."
19/05/21 08:04:42 WARN DataNucleus.General: Plugin (Bundle) "org.datanucleus.api.jdo" is already registered. Ensure you dont have multiple JAR versions of the same plugin in the classpath. The URL "file:/home/hadoop/app/spark/jars/datanucleus-api-jdo-3.2.6.jar" is already registered, and you are trying to register an identical plugin located at URL "file:/home/hadoop/app/spark-2.4.2-bin-hadoop-2.6.0-cdh5.7.0/jars/datanucleus-api-jdo-3.2.6.jar."
19/05/21 08:04:42 WARN DataNucleus.General: Plugin (Bundle) "org.datanucleus.store.rdbms" is already registered. Ensure you dont have multiple JAR versions of the same plugin in the classpath. The URL "file:/home/hadoop/app/spark-2.4.2-bin-hadoop-2.6.0-cdh5.7.0/jars/datanucleus-rdbms-3.2.9.jar" is already registered, and you are trying to register an identical plugin located at URL "file:/home/hadoop/app/spark/jars/datanucleus-rdbms-3.2.9.jar."
19/05/21 08:04:45 ERROR metastore.ObjectStore: Version information found in metastore differs 1.1.0 from expected schema version 1.2.0. Schema verififcation is disabled hive.metastore.schema.verification so setting version.
19/05/21 08:04:46 WARN metastore.ObjectStore: Failed to get database global_temp, returning NoSuchObjectException
+------+--------+--------------+--------------------+                           
|stu_id|stu_name| stu_phone_num|           stu_email|
+------+--------+--------------+--------------------+
|     1|   Burke|1-300-746-8446|ullamcorper.velit...|
|     2|   Kamal|1-668-571-5046|[email protected]|
|     3|    Olga|1-956-311-1686|Aenean.eget.metus...|
|     4|   Belle|1-246-894-6340|vitae.aliquet.nec...|
|     5|  Trevor|1-300-527-4967|[email protected]|
|     6|  Laurel|1-691-379-9921|[email protected]|
|     7|    Sara|1-608-140-1995|[email protected]|
|     8|  Kaseem|1-881-586-2689|[email protected]|
|     9|     Lev|1-916-367-5608|[email protected]|
|    10|    Maya|1-271-683-2698|accumsan.convalli...|
|    11|     Emi|1-467-270-1337|        [email protected]|
|    12|   Caleb|1-683-212-0896|[email protected]|
|    13|Florence|1-603-575-2444|[email protected]|
|    14|   Anika|1-856-828-7883|[email protected]|
|    15|   Tarik|1-398-171-2268|[email protected]|
|    16|   Amena|1-878-250-3129|[email protected]|
|    17| Blossom|1-154-406-9596|Nunc.commodo.auct...|
|    18|     Guy|1-869-521-3230|senectus.et.netus...|
|    19| Malachi|1-608-637-2772|[email protected]|
|    20|  Edward|1-711-710-6552|[email protected]|
+------+--------+--------------+--------------------+
only showing top 20 rows

解决了
此时我们也可以在ui界面上看一下是不是将mysql驱动包添加到该任务中了

发现的确添加成功

报错二:

命令

启动spark-sql时，发生报错

spark-sql

日志

19/05/21 08:54:14 ERROR Datastore.Schema: Failed initialising database.
Unable to open a test connection to the given database. 
JDBC url = jdbc:mysql://192.168.1.201:3306/hiveDB?createDatabaseIfNotExist=true, username = root. Terminating connection pool 
(set lazyInit to true if you expect to start your database after your app).
Original Exception: ------
java.sql.SQLException: No suitable driver found for jdbc:mysql://192.168.1.201:3306/hiveDB?createDatabaseIfNotExist=true

Caused by: java.sql.SQLException: No suitable driver found for
jdbc:mysql://192.168.1.201:3306/hiveDB?createDatabaseIfNotExist=true

原因

driver端没有mysql驱动，连接不上hive的元数据。

解决

查看一下我的启动命令，发现已经使用--jars指定了mysql驱动包的路径
并且根据spark-sql --help的说明,可以将指定得jar包都添加到driver 和 executor的classpaths

--jars JARS                 Comma-separated list of jars to include on the driver and executor classpaths.

但是driver的classpath依旧没有mysql的驱动，这是为什么呢？ 暂时不得而知，，所以，我尝试了一下，启动时另外添加driver的classpath路径

 spark-sql --jars softwares/mysql-connector-java-5.1.47.jar --driver-class-path softwares/mysql-connector-java-5.1.47.jar 

19/05/21 09:19:30 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
19/05/21 09:19:31 INFO metastore.HiveMetaStore: 0: Opening raw store with implemenation class:org.apache.hadoop.hive.metastore.ObjectStore
19/05/21 09:19:31 INFO metastore.ObjectStore: ObjectStore, initialize called
19/05/21 09:19:31 INFO DataNucleus.Persistence: Property hive.metastore.integral.jdo.pushdown unknown - will be ignored
19/05/21 09:19:31 INFO DataNucleus.Persistence: Property datanucleus.cache.level2 unknown - will be ignored
19/05/21 09:19:33 INFO metastore.ObjectStore: Setting MetaStore object pin classes with hive.metastore.cache.pinobjtypes="Table,StorageDescriptor,SerDeInfo,Partition,Database,Type,FieldSchema,Order"
19/05/21 09:19:34 INFO DataNucleus.Datastore: The class "org.apache.hadoop.hive.metastore.model.MFieldSchema" is tagged as "embedded-only" so does not have its own datastore table.
19/05/21 09:19:34 INFO DataNucleus.Datastore: The class "org.apache.hadoop.hive.metastore.model.MOrder" is tagged as "embedded-only" so does not have its own datastore table.
19/05/21 09:19:34 INFO DataNucleus.Datastore: The class "org.apache.hadoop.hive.metastore.model.MFieldSchema" is tagged as "embedded-only" so does not have its own datastore table.
19/05/21 09:19:34 INFO DataNucleus.Datastore: The class "org.apache.hadoop.hive.metastore.model.MOrder" is tagged as "embedded-only" so does not have its own datastore table.
19/05/21 09:19:34 INFO DataNucleus.Query: Reading in results for query "[email protected]" since the connection used is closing
19/05/21 09:19:34 INFO metastore.MetaStoreDirectSql: Using direct SQL, underlying DB is MYSQL
19/05/21 09:19:34 INFO metastore.ObjectStore: Initialized ObjectStore
19/05/21 09:19:35 INFO metastore.HiveMetaStore: Added admin role in metastore
19/05/21 09:19:35 INFO metastore.HiveMetaStore: Added public role in metastore
19/05/21 09:19:35 INFO metastore.HiveMetaStore: No user is added in admin role, since config is empty
19/05/21 09:19:35 INFO metastore.HiveMetaStore: 0: get_all_databases
19/05/21 09:19:35 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr  cmd=get_all_databases   
19/05/21 09:19:35 INFO metastore.HiveMetaStore: 0: get_functions: db=default pat=*
19/05/21 09:19:35 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr  cmd=get_functions: db=default pat=* 
19/05/21 09:19:35 INFO DataNucleus.Datastore: The class "org.apache.hadoop.hive.metastore.model.MResourceUri" is tagged as "embedded-only" so does not have its own datastore table.
19/05/21 09:19:35 INFO metastore.HiveMetaStore: 0: get_functions: db=g6_hadoop pat=*
19/05/21 09:19:35 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr  cmd=get_functions: db=g6_hadoop pat=*   
19/05/21 09:19:35 INFO metastore.HiveMetaStore: 0: get_functions: db=student pat=*
19/05/21 09:19:35 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr  cmd=get_functions: db=student pat=* 
19/05/21 09:19:36 INFO session.SessionState: Created local directory: /tmp/b5ddbc6f-e572-4331-8a56-815dca0eaf1f_resources
19/05/21 09:19:36 INFO session.SessionState: Created HDFS directory: /tmp/hive/hadoop/b5ddbc6f-e572-4331-8a56-815dca0eaf1f
19/05/21 09:19:36 INFO session.SessionState: Created local directory: /tmp/hadoop/b5ddbc6f-e572-4331-8a56-815dca0eaf1f
19/05/21 09:19:36 INFO session.SessionState: Created HDFS directory: /tmp/hive/hadoop/b5ddbc6f-e572-4331-8a56-815dca0eaf1f/_tmp_space.db
19/05/21 09:19:36 INFO spark.SparkContext: Running Spark version 2.4.2
19/05/21 09:19:36 INFO spark.SparkContext: Submitted application: SparkSQL::192.168.1.203
19/05/21 09:19:36 INFO spark.SecurityManager: Changing view acls to: hadoop
19/05/21 09:19:36 INFO spark.SecurityManager: Changing modify acls to: hadoop
19/05/21 09:19:36 INFO spark.SecurityManager: Changing view acls groups to: 
19/05/21 09:19:36 INFO spark.SecurityManager: Changing modify acls groups to: 
19/05/21 09:19:36 INFO spark.SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users  with view permissions: Set(hadoop); groups with view permissions: Set(); users  with modify permissions: Set(hadoop); groups with modify permissions: Set()
19/05/21 09:19:36 INFO util.Utils: Successfully started service ‘sparkDriver‘ on port 51505.
19/05/21 09:19:36 INFO spark.SparkEnv: Registering MapOutputTracker
19/05/21 09:19:36 INFO spark.SparkEnv: Registering BlockManagerMaster
19/05/21 09:19:36 INFO storage.BlockManagerMasterEndpoint: Using org.apache.spark.storage.DefaultTopologyMapper for getting topology information
19/05/21 09:19:36 INFO storage.BlockManagerMasterEndpoint: BlockManagerMasterEndpoint up
19/05/21 09:19:36 INFO storage.DiskBlockManager: Created local directory at /tmp/blockmgr-b61694d9-76da-4d85-8797-e9e1403b4596
19/05/21 09:19:36 INFO memory.MemoryStore: MemoryStore started with capacity 366.3 MB
19/05/21 09:19:36 INFO spark.SparkEnv: Registering OutputCommitCoordinator
19/05/21 09:19:37 INFO util.log: Logging initialized @8235ms
19/05/21 09:19:37 INFO server.Server: jetty-9.3.z-SNAPSHOT, build timestamp: unknown, git hash: unknown
19/05/21 09:19:37 INFO server.Server: Started @8471ms
19/05/21 09:19:37 INFO server.AbstractConnector: Started [email protected]{HTTP/1.1,[http/1.1]}{0.0.0.0:4040}
19/05/21 09:19:37 INFO util.Utils: Successfully started service ‘SparkUI‘ on port 4040.
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/jobs,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/jobs/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/jobs/job,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/jobs/job/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/stages,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/stages/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/stages/stage,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/stages/stage/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/stages/pool,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/stages/pool/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/storage,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/storage/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/storage/rdd,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/storage/rdd/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/environment,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/environment/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/executors,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/executors/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/executors/threadDump,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/executors/threadDump/json,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/static,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/api,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/jobs/job/kill,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/stages/stage/kill,null,AVAILABLE,@Spark}
19/05/21 09:19:37 INFO ui.SparkUI: Bound SparkUI to 0.0.0.0, and started at http://hadoop003:4040
19/05/21 09:19:37 INFO spark.SparkContext: Added JAR file:///home/hadoop/softwares/mysql-connector-java-5.1.47.jar at spark://hadoop003:51505/jars/mysql-connector-java-5.1.47.jar with timestamp 1558444777501
19/05/21 09:19:37 INFO executor.Executor: Starting executor ID driver on host localhost
19/05/21 09:19:37 INFO util.Utils: Successfully started service ‘org.apache.spark.network.netty.NettyBlockTransferService‘ on port 43564.
19/05/21 09:19:37 INFO netty.NettyBlockTransferService: Server created on hadoop003:43564
19/05/21 09:19:37 INFO storage.BlockManager: Using org.apache.spark.storage.RandomBlockReplicationPolicy for block replication policy
19/05/21 09:19:37 INFO storage.BlockManagerMaster: Registering BlockManager BlockManagerId(driver, hadoop003, 43564, None)
19/05/21 09:19:37 INFO storage.BlockManagerMasterEndpoint: Registering block manager hadoop003:43564 with 366.3 MB RAM, BlockManagerId(driver, hadoop003, 43564, None)
19/05/21 09:19:37 INFO storage.BlockManagerMaster: Registered BlockManager BlockManagerId(driver, hadoop003, 43564, None)
19/05/21 09:19:37 INFO storage.BlockManager: Initialized BlockManager: BlockManagerId(driver, hadoop003, 43564, None)
19/05/21 09:19:37 INFO handler.ContextHandler: Started [email protected]{/metrics/json,null,AVAILABLE,@Spark}
19/05/21 09:19:38 INFO scheduler.EventLoggingListener: Logging events to hdfs://ruozeclusterg6:8020/g6_direcory/local-1558444777553
19/05/21 09:19:38 INFO internal.SharedState: loading hive config file: file:/home/hadoop/app/spark-2.4.2-bin-hadoop-2.6.0-cdh5.7.0/conf/hive-site.xml
19/05/21 09:19:38 INFO internal.SharedState: Setting hive.metastore.warehouse.dir (‘null‘) to the value of spark.sql.warehouse.dir (‘file:/home/hadoop/spark-warehouse‘).
19/05/21 09:19:38 INFO internal.SharedState: Warehouse path is ‘file:/home/hadoop/spark-warehouse‘.
19/05/21 09:19:38 INFO handler.ContextHandler: Started [email protected]{/SQL,null,AVAILABLE,@Spark}
19/05/21 09:19:38 INFO handler.ContextHandler: Started [email protected]{/SQL/json,null,AVAILABLE,@Spark}
19/05/21 09:19:38 INFO handler.ContextHandler: Started [email protected]{/SQL/execution,null,AVAILABLE,@Spark}
19/05/21 09:19:38 INFO handler.ContextHandler: Started [email protected]{/SQL/execution/json,null,AVAILABLE,@Spark}
19/05/21 09:19:38 INFO handler.ContextHandler: Started [email protected]{/static/sql,null,AVAILABLE,@Spark}
19/05/21 09:19:38 INFO hive.HiveUtils: Initializing HiveMetastoreConnection version 1.2.1 using Spark classes.
19/05/21 09:19:38 INFO client.HiveClientImpl: Warehouse location for Hive client (version 1.2.2) is file:/home/hadoop/spark-warehouse
19/05/21 09:19:38 INFO hive.metastore: Mestastore configuration hive.metastore.warehouse.dir changed from /user/hive/warehouse to file:/home/hadoop/spark-warehouse
19/05/21 09:19:38 INFO metastore.HiveMetaStore: 0: Shutting down the object store...
19/05/21 09:19:38 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr  cmd=Shutting down the object store...   
19/05/21 09:19:38 INFO metastore.HiveMetaStore: 0: Metastore shutdown complete.
19/05/21 09:19:38 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr  cmd=Metastore shutdown complete.    
19/05/21 09:19:38 INFO metastore.HiveMetaStore: 0: get_database: default
19/05/21 09:19:38 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr  cmd=get_database: default   
19/05/21 09:19:38 INFO metastore.HiveMetaStore: 0: Opening raw store with implemenation class:org.apache.hadoop.hive.metastore.ObjectStore
19/05/21 09:19:38 INFO metastore.ObjectStore: ObjectStore, initialize called
19/05/21 09:19:38 INFO DataNucleus.Query: Reading in results for query "[email protected]" since the connection used is closing
19/05/21 09:19:38 INFO metastore.MetaStoreDirectSql: Using direct SQL, underlying DB is MYSQL
19/05/21 09:19:38 INFO metastore.ObjectStore: Initialized ObjectStore
19/05/21 09:19:39 INFO state.StateStoreCoordinatorRef: Registered StateStoreCoordinator endpoint
Spark master: local[*], Application Id: local-1558444777553
19/05/21 09:19:40 INFO thriftserver.SparkSQLCLIDriver: Spark master: local[*], Application Id: local-1558444777553
spark-sql (default)>

启动成功~，看来官方解释也不一定就是准确的呀，还是要实测！小坑