С Pyspark (python 3.7.1) подключаюсь к внешнему улью postgres metastore. При запуске spark. sql («Показать базы данных») получаю ошибку Unable to instantiate org.apache.hadoop.hive.ql.metadata.SessionHiveMetaStoreClient - Caused by: noclassfound from org.apache.commons.dbcp.connectionfactory
Параметры конфигурации spark, которые подключаются к внешнему метасредству улья postgres, показаны в приведенном ниже фрагменте кода. Я добавил библиотеку postgres, установил все детали подключения в конфиге. Имя пользователя / пароль, указанные в конфигурации, верны. Тем не менее, не ясно, об ошибке. Подробный журнал ошибок приведен во фрагменте кода ниже. У кого-нибудь есть идеи, как сделать запрос с помощью spark. sql? Спасибо,
фрагмент кода pyspark
from pyspark.sql import SparkSession
def spark_init():
spark = (
SparkSession.builder
.config("spark.debug.maxToStringFields", "10000")
.config("spark.hadoop.hive.exec.dynamic.partition.mode", "non-strict")
.config("spark.hadoop.hive.exec.dynamic.partition", "true")
.config("spark.sql.warehouse.dir","hdfs://xxx:8020/user/hive/warehouse")
.config("hive.metastore.warehouse.dir", "hdfs://xxx:8020/user/hive/warehouse")
.config("hive.exec.dynamic.partition.mode", "nonstrict")
.config("hive.exec.dynamic.partition", "true")
.config("spark.jars","/opt/cloudera/parcels/CDH-6.3.2-1.cdh6.3.2.p0.1605554/lib/spark/jars/postgresql-42.2.12.jar")
.config("spark.hadoop.javax.jdo.option.ConnectionURL","jdbc:postgresql://xxx:5432/hive")
.config("spark.hadoop.javax.jdo.option.ConnectionDriverName","org.postgresql.Driver")
.config("spark.hadoop.javax.jdo.option.ConnectionUserName","hive")
.config("spark.hadoop.javax.jdo.option.ConnectionPassword","hive")
.enableHiveSupport()
.getOrCreate()
)
return spark
spark = spark_init()
spark.sql("show databases").show();
Журнал ошибок
Warning: Ignoring non-spark config property: hive.exec.dynamic.partition=true
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
20/04/21 12:55:34 WARN cluster.YarnSchedulerBackend$YarnSchedulerEndpoint: Attempted to request executors before the AM has registered!
<pyspark.sql.session.SparkSession object at 0x7fad44a927b8>
20/04/21 12:55:37 WARN metadata.Hive: Failed to register all functions.
java.lang.RuntimeException: Unable to instantiate org.apache.hadoop.hive.ql.metadata.SessionHiveMetaStoreClient
at org.apache.hadoop.hive.metastore.MetaStoreUtils.newInstance(MetaStoreUtils.java:1775)
at org.apache.hadoop.hive.metastore.RetryingMetaStoreClient.<init>(RetryingMetaStoreClient.java:80)
at org.apache.hadoop.hive.metastore.RetryingMetaStoreClient.getProxy(RetryingMetaStoreClient.java:130)
at org.apache.hadoop.hive.metastore.RetryingMetaStoreClient.getProxy(RetryingMetaStoreClient.java:101)
at org.apache.hadoop.hive.ql.metadata.Hive.createMetaStoreClient(Hive.java:3819)
at org.apache.hadoop.hive.ql.metadata.Hive.getMSC(Hive.java:3871)
at org.apache.hadoop.hive.ql.metadata.Hive.getMSC(Hive.java:3851)
at org.apache.hadoop.hive.ql.metadata.Hive.getAllFunctions(Hive.java:4105)
at org.apache.hadoop.hive.ql.metadata.Hive.reloadFunctions(Hive.java:254)
at org.apache.hadoop.hive.ql.metadata.Hive.registerAllFunctionsOnce(Hive.java:237)
at org.apache.hadoop.hive.ql.metadata.Hive.<init>(Hive.java:394)
at org.apache.hadoop.hive.ql.metadata.Hive.create(Hive.java:338)
at org.apache.hadoop.hive.ql.metadata.Hive.getInternal(Hive.java:318)
at org.apache.hadoop.hive.ql.metadata.Hive.get(Hive.java:294)
at org.apache.spark.sql.hive.client.HiveClientImpl.org$apache$spark$sql$hive$client$HiveClientImpl$$client(HiveClientImpl.scala:254)
at org.apache.spark.sql.hive.client.HiveClientImpl$$anonfun$withHiveState$1.apply(HiveClientImpl.scala:276)
at org.apache.spark.sql.hive.client.HiveClientImpl.liftedTree1$1(HiveClientImpl.scala:221)
at org.apache.spark.sql.hive.client.HiveClientImpl.retryLocked(HiveClientImpl.scala:220)
at org.apache.spark.sql.hive.client.HiveClientImpl.withHiveState(HiveClientImpl.scala:266)
at org.apache.spark.sql.hive.client.HiveClientImpl.databaseExists(HiveClientImpl.scala:356)
at org.apache.spark.sql.hive.HiveExternalCatalog$$anonfun$databaseExists$1.apply$mcZ$sp(HiveExternalCatalog.scala:217)
at org.apache.spark.sql.hive.HiveExternalCatalog$$anonfun$databaseExists$1.apply(HiveExternalCatalog.scala:217)
at org.apache.spark.sql.hive.HiveExternalCatalog$$anonfun$databaseExists$1.apply(HiveExternalCatalog.scala:217)
at org.apache.spark.sql.hive.HiveExternalCatalog.withClient(HiveExternalCatalog.scala:99)
at org.apache.spark.sql.hive.HiveExternalCatalog.databaseExists(HiveExternalCatalog.scala:216)
at org.apache.spark.sql.internal.SharedState.externalCatalog$lzycompute(SharedState.scala:114)
at org.apache.spark.sql.internal.SharedState.externalCatalog(SharedState.scala:102)
at org.apache.spark.sql.hive.HiveSessionStateBuilder.org$apache$spark$sql$hive$HiveSessionStateBuilder$$externalCatalog(HiveSessionStateBuilder.scala:39)
at org.apache.spark.sql.hive.HiveSessionStateBuilder$$anonfun$1.apply(HiveSessionStateBuilder.scala:54)
at org.apache.spark.sql.hive.HiveSessionStateBuilder$$anonfun$1.apply(HiveSessionStateBuilder.scala:54)
at org.apache.spark.sql.catalyst.catalog.SessionCatalog.externalCatalog$lzycompute(SessionCatalog.scala:90)
at org.apache.spark.sql.catalyst.catalog.SessionCatalog.externalCatalog(SessionCatalog.scala:90)
at org.apache.spark.sql.catalyst.catalog.SessionCatalog.listDatabases(SessionCatalog.scala:242)
at org.apache.spark.sql.execution.command.ShowDatabasesCommand$$anonfun$2.apply(databases.scala:44)
at org.apache.spark.sql.execution.command.ShowDatabasesCommand$$anonfun$2.apply(databases.scala:44)
at scala.Option.getOrElse(Option.scala:121)
at org.apache.spark.sql.execution.command.ShowDatabasesCommand.run(databases.scala:44)
at org.apache.spark.sql.execution.command.ExecutedCommandExec.sideEffectResult$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$$anonfun$6.apply(Dataset.scala:194)
at org.apache.spark.sql.Dataset$$anonfun$6.apply(Dataset.scala:194)
at org.apache.spark.sql.Dataset$$anonfun$53.apply(Dataset.scala:3364)
at org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:78)
at org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:125)
at org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:73)
at org.apache.spark.sql.Dataset.withAction(Dataset.scala:3363)
at org.apache.spark.sql.Dataset.<init>(Dataset.scala:194)
at org.apache.spark.sql.Dataset$.ofRows(Dataset.scala:79)
at org.apache.spark.sql.SparkSession.sql(SparkSession.scala:651)
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 py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)
at py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)
at py4j.Gateway.invoke(Gateway.java:282)
at py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)
at py4j.commands.CallCommand.execute(CallCommand.java:79)
at py4j.GatewayConnection.run(GatewayConnection.java:238)
at java.lang.Thread.run(Thread.java:748)
Caused by: java.lang.reflect.InvocationTargetException
at sun.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)
at sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:62)
at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
at java.lang.reflect.Constructor.newInstance(Constructor.java:423)
at org.apache.hadoop.hive.metastore.MetaStoreUtils.newInstance(MetaStoreUtils.java:1773)
... 60 more
Caused by: java.lang.NoClassDefFoundError: org/apache/commons/dbcp/ConnectionFactory
at org.apache.hadoop.hive.metastore.datasource.DataSourceProviderFactory.<clinit>(DataSourceProviderFactory.java:30)
at org.apache.hadoop.hive.metastore.ObjectStore.getPMF(ObjectStore.java:607)
at org.apache.hadoop.hive.metastore.ObjectStore.getPersistenceManager(ObjectStore.java:655)
at org.apache.hadoop.hive.metastore.ObjectStore.initializeHelper(ObjectStore.java:419)
at org.apache.hadoop.hive.metastore.ObjectStore.initialize(ObjectStore.java:356)
at org.apache.hadoop.hive.metastore.ObjectStore.setConf(ObjectStore.java:317)
at org.apache.hadoop.util.ReflectionUtils.setConf(ReflectionUtils.java:77)
at org.apache.hadoop.util.ReflectionUtils.newInstance(ReflectionUtils.java:137)
at org.apache.hadoop.hive.metastore.RawStoreProxy.<init>(RawStoreProxy.java:58)
at org.apache.hadoop.hive.metastore.RawStoreProxy.getProxy(RawStoreProxy.java:67)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.newRawStoreForConf(HiveMetaStore.java:688)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.getMSForConf(HiveMetaStore.java:654)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.getMS(HiveMetaStore.java:648)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.createDefaultDB(HiveMetaStore.java:717)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.init(HiveMetaStore.java:420)
at org.apache.hadoop.hive.metastore.RetryingHMSHandler.<init>(RetryingHMSHandler.java:78)
at org.apache.hadoop.hive.metastore.RetryingHMSHandler.getProxy(RetryingHMSHandler.java:84)
at org.apache.hadoop.hive.metastore.HiveMetaStore.newRetryingHMSHandler(HiveMetaStore.java:7036)
at org.apache.hadoop.hive.metastore.HiveMetaStoreClient.<init>(HiveMetaStoreClient.java:254)
at org.apache.hadoop.hive.ql.metadata.SessionHiveMetaStoreClient.<init>(SessionHiveMetaStoreClient.java:70)
... 65 more
Caused by: java.lang.ClassNotFoundException: org.apache.commons.dbcp.ConnectionFactory
at java.net.URLClassLoader.findClass(URLClassLoader.java:381)
at java.lang.ClassLoader.loadClass(ClassLoader.java:424)
at org.apache.spark.sql.hive.client.IsolatedClientLoader$$anon$1.doLoadClass(IsolatedClientLoader.scala:246)
at org.apache.spark.sql.hive.client.IsolatedClientLoader$$anon$1.loadClass(IsolatedClientLoader.scala:235)
at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
... 85 more
Traceback (most recent call last):
File "/home/ergo.liferunoffinsuranceplatform.com/kdamarla/lip-core-dwh/src/python/venv37/lib/python3.7/site-packages/pyspark/sql/utils.py", line 63, in deco
return f(*a, **kw)
File "/home/ergo.liferunoffinsuranceplatform.com/kdamarla/lip-core-dwh/src/python/venv37/lib/python3.7/site-packages/py4j/protocol.py", line 328, in get_return_value
format(target_id, ".", name), value)
py4j.protocol.Py4JJavaError: An error occurred while calling o97.sql.
: org.apache.spark.sql.AnalysisException: org.apache.hadoop.hive.ql.metadata.HiveException: java.lang.RuntimeException: Unable to instantiate org.apache.hadoop.hive.ql.metadata.SessionHiveMetaStoreClient;
at org.apache.spark.sql.hive.HiveExternalCatalog.withClient(HiveExternalCatalog.scala:108)
at org.apache.spark.sql.hive.HiveExternalCatalog.databaseExists(HiveExternalCatalog.scala:216)
at org.apache.spark.sql.internal.SharedState.externalCatalog$lzycompute(SharedState.scala:114)
at org.apache.spark.sql.internal.SharedState.externalCatalog(SharedState.scala:102)
at org.apache.spark.sql.hive.HiveSessionStateBuilder.org$apache$spark$sql$hive$HiveSessionStateBuilder$$externalCatalog(HiveSessionStateBuilder.scala:39)
at org.apache.spark.sql.hive.HiveSessionStateBuilder$$anonfun$1.apply(HiveSessionStateBuilder.scala:54)
at org.apache.spark.sql.hive.HiveSessionStateBuilder$$anonfun$1.apply(HiveSessionStateBuilder.scala:54)
at org.apache.spark.sql.catalyst.catalog.SessionCatalog.externalCatalog$lzycompute(SessionCatalog.scala:90)
at org.apache.spark.sql.catalyst.catalog.SessionCatalog.externalCatalog(SessionCatalog.scala:90)
at org.apache.spark.sql.catalyst.catalog.SessionCatalog.listDatabases(SessionCatalog.scala:242)
at org.apache.spark.sql.execution.command.ShowDatabasesCommand$$anonfun$2.apply(databases.scala:44)
at org.apache.spark.sql.execution.command.ShowDatabasesCommand$$anonfun$2.apply(databases.scala:44)
at scala.Option.getOrElse(Option.scala:121)
at org.apache.spark.sql.execution.command.ShowDatabasesCommand.run(databases.scala:44)
at org.apache.spark.sql.execution.command.ExecutedCommandExec.sideEffectResult$lzycompute(commands.scala:70)
at org.apache.spark.sql.execution.command.ExecutedCommandExec.sideEffectResult(commands.scala:68)
at org.apache.spark.sql.execution.command.ExecutedCommandExec.executeCollect(commands.scala:79)
at org.apache.spark.sql.Dataset$$anonfun$6.apply(Dataset.scala:194)
at org.apache.spark.sql.Dataset$$anonfun$6.apply(Dataset.scala:194)
at org.apache.spark.sql.Dataset$$anonfun$53.apply(Dataset.scala:3364)
at org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:78)
at org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:125)
at org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:73)
at org.apache.spark.sql.Dataset.withAction(Dataset.scala:3363)
at org.apache.spark.sql.Dataset.<init>(Dataset.scala:194)
at org.apache.spark.sql.Dataset$.ofRows(Dataset.scala:79)
at org.apache.spark.sql.SparkSession.sql(SparkSession.scala:651)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)
at py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)
at py4j.Gateway.invoke(Gateway.java:282)
at py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)
at py4j.commands.CallCommand.execute(CallCommand.java:79)
at py4j.GatewayConnection.run(GatewayConnection.java:238)
at java.lang.Thread.run(Thread.java:748)
Caused by: org.apache.hadoop.hive.ql.metadata.HiveException: java.lang.RuntimeException: Unable to instantiate org.apache.hadoop.hive.ql.metadata.SessionHiveMetaStoreClient
at org.apache.hadoop.hive.ql.metadata.Hive.registerAllFunctionsOnce(Hive.java:242)
at org.apache.hadoop.hive.ql.metadata.Hive.<init>(Hive.java:394)
at org.apache.hadoop.hive.ql.metadata.Hive.create(Hive.java:338)
at org.apache.hadoop.hive.ql.metadata.Hive.getInternal(Hive.java:318)
at org.apache.hadoop.hive.ql.metadata.Hive.get(Hive.java:294)
at org.apache.spark.sql.hive.client.HiveClientImpl.org$apache$spark$sql$hive$client$HiveClientImpl$$client(HiveClientImpl.scala:254)
at org.apache.spark.sql.hive.client.HiveClientImpl$$anonfun$withHiveState$1.apply(HiveClientImpl.scala:276)
at org.apache.spark.sql.hive.client.HiveClientImpl.liftedTree1$1(HiveClientImpl.scala:221)
at org.apache.spark.sql.hive.client.HiveClientImpl.retryLocked(HiveClientImpl.scala:220)
at org.apache.spark.sql.hive.client.HiveClientImpl.withHiveState(HiveClientImpl.scala:266)
at org.apache.spark.sql.hive.client.HiveClientImpl.databaseExists(HiveClientImpl.scala:356)
at org.apache.spark.sql.hive.HiveExternalCatalog$$anonfun$databaseExists$1.apply$mcZ$sp(HiveExternalCatalog.scala:217)
at org.apache.spark.sql.hive.HiveExternalCatalog$$anonfun$databaseExists$1.apply(HiveExternalCatalog.scala:217)
at org.apache.spark.sql.hive.HiveExternalCatalog$$anonfun$databaseExists$1.apply(HiveExternalCatalog.scala:217)
at org.apache.spark.sql.hive.HiveExternalCatalog.withClient(HiveExternalCatalog.scala:99)
... 37 more
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:1775)
at org.apache.hadoop.hive.metastore.RetryingMetaStoreClient.<init>(RetryingMetaStoreClient.java:80)
at org.apache.hadoop.hive.metastore.RetryingMetaStoreClient.getProxy(RetryingMetaStoreClient.java:130)
at org.apache.hadoop.hive.metastore.RetryingMetaStoreClient.getProxy(RetryingMetaStoreClient.java:101)
at org.apache.hadoop.hive.ql.metadata.Hive.createMetaStoreClient(Hive.java:3819)
at org.apache.hadoop.hive.ql.metadata.Hive.getMSC(Hive.java:3871)
at org.apache.hadoop.hive.ql.metadata.Hive.getMSC(Hive.java:3851)
at org.apache.hadoop.hive.ql.metadata.Hive.getAllFunctions(Hive.java:4105)
at org.apache.hadoop.hive.ql.metadata.Hive.reloadFunctions(Hive.java:254)
at org.apache.hadoop.hive.ql.metadata.Hive.registerAllFunctionsOnce(Hive.java:237)
... 51 more
Caused by: java.lang.reflect.InvocationTargetException
at sun.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)
at sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:62)
at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
at java.lang.reflect.Constructor.newInstance(Constructor.java:423)
at org.apache.hadoop.hive.metastore.MetaStoreUtils.newInstance(MetaStoreUtils.java:1773)
... 60 more
Caused by: java.lang.NoClassDefFoundError: org/apache/commons/dbcp/ConnectionFactory
at org.apache.hadoop.hive.metastore.datasource.DataSourceProviderFactory.<clinit>(DataSourceProviderFactory.java:30)
at org.apache.hadoop.hive.metastore.ObjectStore.getPMF(ObjectStore.java:607)
at org.apache.hadoop.hive.metastore.ObjectStore.getPersistenceManager(ObjectStore.java:655)
at org.apache.hadoop.hive.metastore.ObjectStore.initializeHelper(ObjectStore.java:419)
at org.apache.hadoop.hive.metastore.ObjectStore.initialize(ObjectStore.java:356)
at org.apache.hadoop.hive.metastore.ObjectStore.setConf(ObjectStore.java:317)
at org.apache.hadoop.util.ReflectionUtils.setConf(ReflectionUtils.java:77)
at org.apache.hadoop.util.ReflectionUtils.newInstance(ReflectionUtils.java:137)
at org.apache.hadoop.hive.metastore.RawStoreProxy.<init>(RawStoreProxy.java:58)
at org.apache.hadoop.hive.metastore.RawStoreProxy.getProxy(RawStoreProxy.java:67)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.newRawStoreForConf(HiveMetaStore.java:688)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.getMSForConf(HiveMetaStore.java:654)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.getMS(HiveMetaStore.java:648)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.createDefaultDB(HiveMetaStore.java:717)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.init(HiveMetaStore.java:420)
at org.apache.hadoop.hive.metastore.RetryingHMSHandler.<init>(RetryingHMSHandler.java:78)
at org.apache.hadoop.hive.metastore.RetryingHMSHandler.getProxy(RetryingHMSHandler.java:84)
at org.apache.hadoop.hive.metastore.HiveMetaStore.newRetryingHMSHandler(HiveMetaStore.java:7036)
at org.apache.hadoop.hive.metastore.HiveMetaStoreClient.<init>(HiveMetaStoreClient.java:254)
at org.apache.hadoop.hive.ql.metadata.SessionHiveMetaStoreClient.<init>(SessionHiveMetaStoreClient.java:70)
... 65 more
Caused by: java.lang.ClassNotFoundException: org.apache.commons.dbcp.ConnectionFactory
at java.net.URLClassLoader.findClass(URLClassLoader.java:381)
at java.lang.ClassLoader.loadClass(ClassLoader.java:424)
at org.apache.spark.sql.hive.client.IsolatedClientLoader$$anon$1.doLoadClass(IsolatedClientLoader.scala:246)
at org.apache.spark.sql.hive.client.IsolatedClientLoader$$anon$1.loadClass(IsolatedClientLoader.scala:235)
at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
... 85 more'