如何连接 Pyspark 和 Cassandra
How to connect Pyspark with Cassandra
所以我正在尝试将 PySpark 与 Cassandra 连接起来,但我知道如何连接,而且我已经尝试了很多在 Stack Overflow 和其他页面中找到的方法。
我收到下一个错误 py4j.protocol.Py4JJavaError: An error occurred while calling o75.load.
.
我用这个命令启动 pyspark
pyspark --packages com.datastax.spark:spark-cassandra-connector_2.11:2.4.0
我正在使用:
- Python 2.75
- Spark 2.4.0
- Cloudera 6.2.0
Cassandra 有用户名、密码和 3 个 ip,即“127.0 0.1,127.0 0.2,127.0 0.1”
我正在使用下一个片段尝试连接 cassandra:
data_frame = sqlContext.read.format("org.apache.spark.sql.cassandra")\
.option("spark.cassandra.connection.host",host_casandra)\
.option("spark.cassandra.auth.username", username_cassandra) \
.option("spark.cassandra.auth.password", password_cassandra) \
.options(table=table_casandra, keyspace=keyspace_cassandra).load()
整个错误如下:< /br>
Traceback (most recent call last):
File "<stdin>", line 5, in <module>
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/pyspark/sql/readwriter.py", line 172, in load
return self._df(self._jreader.load())
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/lib/py4j-0.10.7-src.zip/py4j/java_gateway.py", line 1257, in __call__
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/pyspark/sql/utils.py", line 63, in deco
return f(*a, **kw)
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/lib/py4j-0.10.7-src.zip/py4j/protocol.py", line 328, in get_return_value
py4j.protocol.Py4JJavaError: An error occurred while calling o73.load.
: java.lang.NoClassDefFoundError: org/apache/commons/configuration/ConfigurationException
at org.apache.spark.sql.cassandra.DefaultSource$.<init>(DefaultSource.scala:135)
at org.apache.spark.sql.cassandra.DefaultSource$.<clinit>(DefaultSource.scala)
at org.apache.spark.sql.cassandra.DefaultSource.createRelation(DefaultSource.scala:55)
at org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:317)
at org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:223)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:211)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:167)
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.ClassNotFoundException: org.apache.commons.configuration.ConfigurationException
at java.net.URLClassLoader.findClass(URLClassLoader.java:381)
at java.lang.ClassLoader.loadClass(ClassLoader.java:424)
at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
... 18 more
Cloudera Hadoop is based on the Hadoop 3.0 使用 commons-configuration2
库而不是 Spark Cassandra Connector 使用的 commons-configuration
。您可以通过以下方式开始您的 pyspark
:
pyspark --packages com.datastax.spark:spark-cassandra-connector_2.11:2.4.0,commons-configuration:commons-configuration:1.10
明确添加commons-configuration
.
或者更好,使用 assembly version of spark cassandra connector (additional benefit - it has much more functionality 相比版本 2.4.0):
pyspark --packages com.datastax.spark:spark-cassandra-connector-assembly_2.11:2.5.1
所以我正在尝试将 PySpark 与 Cassandra 连接起来,但我知道如何连接,而且我已经尝试了很多在 Stack Overflow 和其他页面中找到的方法。
我收到下一个错误 py4j.protocol.Py4JJavaError: An error occurred while calling o75.load.
.
我用这个命令启动 pyspark
pyspark --packages com.datastax.spark:spark-cassandra-connector_2.11:2.4.0
我正在使用:
- Python 2.75
- Spark 2.4.0
- Cloudera 6.2.0
Cassandra 有用户名、密码和 3 个 ip,即“127.0 0.1,127.0 0.2,127.0 0.1”
我正在使用下一个片段尝试连接 cassandra:
data_frame = sqlContext.read.format("org.apache.spark.sql.cassandra")\
.option("spark.cassandra.connection.host",host_casandra)\
.option("spark.cassandra.auth.username", username_cassandra) \
.option("spark.cassandra.auth.password", password_cassandra) \
.options(table=table_casandra, keyspace=keyspace_cassandra).load()
整个错误如下:< /br>
Traceback (most recent call last):
File "<stdin>", line 5, in <module>
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/pyspark/sql/readwriter.py", line 172, in load
return self._df(self._jreader.load())
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/lib/py4j-0.10.7-src.zip/py4j/java_gateway.py", line 1257, in __call__
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/pyspark/sql/utils.py", line 63, in deco
return f(*a, **kw)
File "/opt/cloudera/parcels/CDH-6.2.0-1.cdh6.2.0.p0.967373/lib/spark/python/lib/py4j-0.10.7-src.zip/py4j/protocol.py", line 328, in get_return_value
py4j.protocol.Py4JJavaError: An error occurred while calling o73.load.
: java.lang.NoClassDefFoundError: org/apache/commons/configuration/ConfigurationException
at org.apache.spark.sql.cassandra.DefaultSource$.<init>(DefaultSource.scala:135)
at org.apache.spark.sql.cassandra.DefaultSource$.<clinit>(DefaultSource.scala)
at org.apache.spark.sql.cassandra.DefaultSource.createRelation(DefaultSource.scala:55)
at org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:317)
at org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:223)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:211)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:167)
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.ClassNotFoundException: org.apache.commons.configuration.ConfigurationException
at java.net.URLClassLoader.findClass(URLClassLoader.java:381)
at java.lang.ClassLoader.loadClass(ClassLoader.java:424)
at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
... 18 more
Cloudera Hadoop is based on the Hadoop 3.0 使用 commons-configuration2
库而不是 Spark Cassandra Connector 使用的 commons-configuration
。您可以通过以下方式开始您的 pyspark
:
pyspark --packages com.datastax.spark:spark-cassandra-connector_2.11:2.4.0,commons-configuration:commons-configuration:1.10
明确添加commons-configuration
.
或者更好,使用 assembly version of spark cassandra connector (additional benefit - it has much more functionality 相比版本 2.4.0):
pyspark --packages com.datastax.spark:spark-cassandra-connector-assembly_2.11:2.5.1