Apache Spark无法连接到Hive元存储（找不到数据库）

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标题翻译

Apache Spark not connecting to Hive meta store (Database not found)

问题

以下是翻译好的内容：

我有一个 Java Spark 代码，我试图连接到 Hive 数据库。但是它只有默认数据库，并且给我一个 NoSuchDatabaseException。我尝试了以下设置 Hive metastore。

  1. 在代码中添加 Spark 配置，包括 Hive Metastore URI。
  2. 在 spark submit 中添加 Spark 配置。
  3. 在资源文件夹中添加 hive-site.xml。
  4. 将 hive-site.xml 复制到 Spark 配置目录 (/etc/spark2/conf/hive-site.xml)。

另外，运行时加载的 hive 配置文件与 (/etc/hive/conf/hive-site.xml) 相同。

SparkConf sparkConf = new SparkConf();
sparkConf.setAppName("example");
JavaSparkContext sc = new JavaSparkContext(sparkConf);
final SparkSession spark = SparkSession
                .builder()
                .appName("Java Spark Hive Example")
                .config("hive.metastore.uris", "thrift://***:1234")
                .config("spark.sql.uris", "thrift://***:1234")
                .config("hive.metastore.warehouse.dir", "hdfs://***:1234/user/hive/warehouse/")
                .enableHiveSupport()
                .getOrCreate();
JavaRDD<sampleClass> rdd = sc.parallelize(sample);

Dataset<Row> df2 = spark.createDataFrame(rdd, sampleClass.class);

spark.sql("show databases").show();

spark submit 的日志如下所示。

spark-submit --class sampleClass \
    --master local --deploy-mode client --executor-memory 1g \
    --name sparkTest --conf "spark.app.id=SampleLoad" \
    --files /etc/spark/conf/hive-site.xml load-1.0-SNAPSHOT-all.jar
20/03/16 12:33:19 INFO SparkContext: Running Spark version 2.3.0.2.6.5.0-292
...

Exception in thread "main" org.apache.spark.sql.catalyst.analysis.NoSuchDatabaseException: Database 'sample' not found;
...

请告诉我我在哪里出错了。

提前感谢，

Gowtham R

英文翻译

I have a Java Spark code where I'm trying to connect Hive database. But its has only default database and gives me NoSuchDatabaseException. I tried the following to set the hive metastore.

  1. Add Spark conf in code with Hive Metastore URI
  2. Add Spark conf in spark submit
  3. Add the hive-site.xml in resources folder
  4. copy the hive-site.xml in spark conf (/etc/spark2/conf/hive-site.xml)

Also, the hive config file loaded at run time is same as (/etc/hive/conf/hive-site.xml)

SparkConf sparkConf = new SparkConf();
sparkConf.setAppName(&quot;example&quot;);
JavaSparkContext sc = new JavaSparkContext(sparkConf);
final SparkSession spark = SparkSession
                .builder()
                .appName(&quot;Java Spark Hive Example&quot;)
                .config(&quot;hive.metastore.uris&quot;, &quot;thrift://***:1234&quot;)
                .config(&quot;spark.sql.uris&quot;, &quot;thrift://***:1234&quot;)
                .config(&quot;hive.metastore.warehouse.dir&quot;, &quot;hdfs://***:1234/user/hive/warehouse/&quot;)
                .enableHiveSupport()
                .getOrCreate();
JavaRDD&lt;sampleClass&gt; rdd = sc.parallelize(sample);

Dataset&lt;Row&gt; df2 = spark.createDataFrame(rdd, sampleClass.class);

spark.sql(&quot;show databases&quot;).show();

The Logs of the spark submit is as below.

    spark-submit --class sampleClass \
&gt; --master local --deploy-mode client --executor-memory 1g \
&gt; --name sparkTest --conf &quot;spark.app.id=SampleLoad&quot; \
&gt; --files /etc/spark/conf/hive-site.xml load-1.0-SNAPSHOT-all.jar
20/03/16 12:33:19 INFO SparkContext: Running Spark version 2.3.0.2.6.5.0-292
20/03/16 12:33:19 INFO SparkContext: Submitted application: SampleLoad
20/03/16 12:33:19 INFO SecurityManager: Changing view acls to: root,User
20/03/16 12:33:19 INFO SecurityManager: Changing modify acls to: root,User
20/03/16 12:33:19 INFO SecurityManager: Changing view acls groups to:
20/03/16 12:33:19 INFO SecurityManager: Changing modify acls groups to:
20/03/16 12:33:19 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users  with view permissions: Set(root, User); groups with view
permissions: Set(); users  with modify permissions: Set(root, User); groups with modify permissions: Set()
20/03/16 12:33:19 INFO Utils: Successfully started service &#39;sparkDriver&#39; on port 35746.
20/03/16 12:33:19 INFO SparkEnv: Registering MapOutputTracker
20/03/16 12:33:19 INFO SparkEnv: Registering BlockManagerMaster
20/03/16 12:33:19 INFO BlockManagerMasterEndpoint: Using org.apache.spark.storage.DefaultTopologyMapper for getting topology information
20/03/16 12:33:19 INFO BlockManagerMasterEndpoint: BlockManagerMasterEndpoint up
20/03/16 12:33:19 INFO DiskBlockManager: Created local directory at /tmp/blockmgr-b946b14f-a52d-4467-8028-503ed7ae93da
20/03/16 12:33:19 INFO MemoryStore: MemoryStore started with capacity 366.3 MB
20/03/16 12:33:19 INFO SparkEnv: Registering OutputCommitCoordinator
20/03/16 12:33:19 INFO Utils: Successfully started service &#39;SparkUI&#39; on port 4042.
20/03/16 12:33:19 INFO SparkUI: Bound SparkUI to 0.0.0.0, and started at http://sample:4042
20/03/16 12:33:19 INFO SparkContext: Added JAR file:/abc/xyz/load-1.0-SNAPSHOT-all.jar at spark://sample:35746/jars/load-1.0-SNAPSHOT-all.jar with timestamp 1584347599756
20/03/16 12:33:19 INFO SparkContext: Added file file:///etc/spark/conf/hive-site.xml at file:///etc/spark/conf/hive-site.xml with timestamp 1584347599776
20/03/16 12:33:19 INFO Utils: Copying /etc/spark/conf/hive-site.xml to /tmp/spark-914265c5-6115-4aca-8b85-2cd49a530fae/userFiles-aaca5153-ce38-489a-a020-c2477fddc66e/hi
ve-site.xml
20/03/16 12:33:19 INFO Executor: Starting executor ID driver on host localhost
20/03/16 12:33:19 INFO Utils: Successfully started service &#39;org.apache.spark.network.netty.NettyBlockTransferService&#39; on port 45179.
20/03/16 12:33:19 INFO NettyBlockTransferService: Server created on sample:45179
20/03/16 12:33:19 INFO BlockManager: Using org.apache.spark.storage.RandomBlockReplicationPolicy for block replication policy
20/03/16 12:33:19 INFO BlockManagerMaster: Registering BlockManager BlockManagerId(driver, sample, 45179, None)
20/03/16 12:33:19 INFO BlockManagerMasterEndpoint: Registering block manager sample:45179 with 366.3 MB RAM, BlockManagerId(driver, lhdpegde2u.enbduat.c
om, 45179, None)
20/03/16 12:33:19 INFO BlockManagerMaster: Registered BlockManager BlockManagerId(driver, sample, 45179, None)
20/03/16 12:33:19 INFO BlockManager: Initialized BlockManager: BlockManagerId(driver, sample, 45179, None)
20/03/16 12:33:20 INFO EventLoggingListener: Logging events to hdfs:/spark2-history/local-1584347599812
20/03/16 12:33:20 WARN SparkContext: Using an existing SparkContext; some configuration may not take effect.
20/03/16 12:33:20 INFO SharedState: loading hive config file: file:/etc/spark2/2.6.5.0-292/0/hive-site.xml
20/03/16 12:33:21 INFO SharedState: spark.sql.warehouse.dir is not set, but hive.metastore.warehouse.dir is set. Setting spark.sql.warehouse.dir to the value of hive.metastore.warehouse.dir (&#39;/apps/hive/warehouse&#39;).
20/03/16 12:33:21 INFO SharedState: Warehouse path is &#39;/apps/hive/warehouse&#39;.
20/03/16 12:33:21 INFO StateStoreCoordinatorRef: Registered StateStoreCoordinator endpoint
20/03/16 12:33:22 INFO CodeGenerator: Code generated in 184.728545 ms
20/03/16 12:33:23 INFO CodeGenerator: Code generated in 10.538159 ms
20/03/16 12:33:23 INFO CodeGenerator: Code generated in 8.809847 ms
+-------+----------------+--------------------+
|   name|     description|         locationUri|
+-------+----------------+--------------------+
|default|default database|/apps/hive/warehouse|
+-------+----------------+--------------------+

20/03/16 12:33:23 INFO CodeGenerator: Code generated in 7.13541 ms
20/03/16 12:33:23 INFO CodeGenerator: Code generated in 5.771691 ms
+------------+
|databaseName|
+------------+
|     default|
+------------+

Exception in thread &quot;main&quot; org.apache.spark.sql.catalyst.analysis.NoSuchDatabaseException: Database &#39;sample&#39; not found;
        at org.apache.spark.sql.catalyst.catalog.SessionCatalog.org$apache$spark$sql$catalyst$catalog$SessionCatalog$$requireDbExists(SessionCatalog.scala:177)
        at org.apache.spark.sql.catalyst.catalog.SessionCatalog.setCurrentDatabase(SessionCatalog.scala:259)
        at org.apache.spark.sql.execution.command.SetDatabaseCommand.run(databases.scala:59)
        at org.apache.spark.sql.execution.command.ExecutedCommandExec.sideEffectResult$lzycompute(commands.scala:70)
        at org.apache.spark.sql.execution.command.ExecutedCommandExec.sideEffectResult(commands.scala:68)
        at org.apache.spark.sql.execution.command.ExecutedCommandExec.executeCollect(commands.scala:79)
        at org.apache.spark.sql.Dataset$$anonfun$6.apply(Dataset.scala:190)
        at org.apache.spark.sql.Dataset$$anonfun$6.apply(Dataset.scala:190)
        at org.apache.spark.sql.Dataset$$anonfun$52.apply(Dataset.scala:3253)
        at org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:77)
        at org.apache.spark.sql.Dataset.withAction(Dataset.scala:3252)
        at org.apache.spark.sql.Dataset.&lt;init&gt;(Dataset.scala:190)
        at org.apache.spark.sql.Dataset$.ofRows(Dataset.scala:75)
        at org.apache.spark.sql.SparkSession.sql(SparkSession.scala:638)
        at ProcessXML.main(ProcessXML.java:95)
        at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
        at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
        at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
        at java.lang.reflect.Method.invoke(Method.java:498)
        at org.apache.spark.deploy.JavaMainApplication.start(SparkApplication.scala:52)
        at org.apache.spark.deploy.SparkSubmit$.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:906)
        at org.apache.spark.deploy.SparkSubmit$.doRunMain$1(SparkSubmit.scala:197)
        at org.apache.spark.deploy.SparkSubmit$.submit(SparkSubmit.scala:227)
        at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:136)
        at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)
20/03/16 12:33:23 INFO SparkContext: Invoking stop() from shutdown hook
20/03/16 12:33:23 INFO SparkUI: Stopped Spark web UI at http://sample:4042
20/03/16 12:33:24 INFO MapOutputTrackerMasterEndpoint: MapOutputTrackerMasterEndpoint stopped!
20/03/16 12:33:24 INFO MemoryStore: MemoryStore cleared
20/03/16 12:33:24 INFO BlockManager: BlockManager stopped
20/03/16 12:33:24 INFO BlockManagerMaster: BlockManagerMaster stopped
20/03/16 12:33:24 INFO OutputCommitCoordinator$OutputCommitCoordinatorEndpoint: OutputCommitCoordinator stopped!
20/03/16 12:33:24 INFO SparkContext: Successfully stopped SparkContext
20/03/16 12:33:24 INFO ShutdownHookManager: Shutdown hook called
20/03/16 12:33:24 INFO ShutdownHookManager: Deleting directory /tmp/spark-37386c3b-855a-4e09-a372-e8d12a08eebc
20/03/16 12:33:24 INFO ShutdownHookManager: Deleting directory /tmp/spark-914265c5-6115-4aca-8b85-2cd49a530fae

Kindly let me know what/where i went wrong.

Thanks in Advance,

Gowtham R

huangapple
  • 本文由 发表于 2020年3月16日 16:52:08
  • 转载请务必保留本文链接：https://java.coder-hub.com/60702865.html
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