Spark 教程

Spark SQL

Spark 笔记

Spark MLlib

original icon
版权声明:本文为博主原创文章,遵循 CC 4.0 BY-SA 版权协议,转载请附上原文出处链接和本声明。
本文链接:https://www.knowledgedict.com/tutorial/spark-pyspark-unable-to-find-jdbc-driver.html

pyspark 本地运行连接 mysql 报 java.lang.ClassNotFoundException: com.mysql.jdbc.Driver 错误

Spark 笔记 Spark 笔记


一般如我们在 pycharm 本地运行 pyspark 连接 mysql 时,可能会报 java.lang.ClassNotFoundException: com.mysql.jdbc.Driver 错误,显而易见没有找到 java 的 mysql driver 包。

报错内容

笔者执行的全代码如下:

from pyspark.sql import SparkSession
from pyspark.sql import SQLContext

spark = SparkSession.builder.appName('demo').getOrCreate()
sqlContext = SQLContext(spark.sparkContext)
df = sqlContext.read.format("jdbc").options(
    url="jdbc:mysql://localhost:3306/my_db",
    driver="com.mysql.jdbc.Driver",
    dbtable="my_table",
    user="root",
    password="").load()
df.show()

运行后,报如下错误信息:

Traceback (most recent call last):
  File "/xxx/xxx/xxx.py", line 16, in <module>
    password="").load()
  File "/xxx/xxx/lib/python3.7/site-packages/pyspark/sql/readwriter.py", line 172, in load
    return self._df(self._jreader.load())
  File "/xxx/xxx/lib/python3.7/site-packages/py4j/java_gateway.py", line 1257, in __call__
    answer, self.gateway_client, self.target_id, self.name)
  File "/xxx/xxx/lib/python3.7/site-packages/pyspark/sql/utils.py", line 63, in deco
    return f(*a, **kw)
  File "/xxx/xxx/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 o36.load.
: java.lang.ClassNotFoundException: com.mysql.jdbc.Driver
	at java.net.URLClassLoader.findClass(URLClassLoader.java:382)
	at java.lang.ClassLoader.loadClass(ClassLoader.java:418)
	at java.lang.ClassLoader.loadClass(ClassLoader.java:351)
	at org.apache.spark.sql.execution.datasources.jdbc.DriverRegistry$.register(DriverRegistry.scala:45)
	at org.apache.spark.sql.execution.datasources.jdbc.JDBCOptions$$anonfun$5.apply(JDBCOptions.scala:99)
	at org.apache.spark.sql.execution.datasources.jdbc.JDBCOptions$$anonfun$5.apply(JDBCOptions.scala:99)
	at scala.Option.foreach(Option.scala:257)
	at org.apache.spark.sql.execution.datasources.jdbc.JDBCOptions.<init>(JDBCOptions.scala:99)
	at org.apache.spark.sql.execution.datasources.jdbc.JDBCOptions.<init>(JDBCOptions.scala:35)
	at org.apache.spark.sql.execution.datasources.jdbc.JdbcRelationProvider.createRelation(JdbcRelationProvider.scala:32)
	at org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:318)
	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)

解决方法

下载 mysql jdbc 相关 jar 包,并在 Spark 全局加如下 driver class 配置即可:

SparkSession.builder.config('spark.driver.extraClassPath', '<path>/mysql-connector-java-5.1.49.jar')

完整代码如下:

from pyspark.sql import SparkSession
from pyspark.sql import SQLContext

SparkSession.builder.config('spark.driver.extraClassPath',
                            '/xxx/xxx/.m2/repository/mysql/mysql-connector-java/5.1.49/mysql-connector-java-5.1.49.jar')
spark = SparkSession.builder.appName('demo').getOrCreate()
sqlContext = SQLContext(spark.sparkContext)
df = sqlContext.read.format("jdbc").options(
    url="jdbc:mysql://localhost:3306/my_db",
    driver="com.mysql.jdbc.Driver",
    dbtable="my_table",
    user="root",
    password="").load()
df.show()

 

基于年粒度,使用 java 8 的 time api 进行时间跨度计算时,出现报错 java.time.temporal.Unsupport ...
在 mybatis 开发中,若遇到 org.apache.ibatis.binding.BindingException: Invalid ...
在 spring cloud 或 spring boot 项目中,服务依赖 zookeeper,又通过 apache curator 客户端 ...
使用 pandas,调用 pd.read_csv 函数读取 csv 文件时,若读取基于分隔符的内容不对时,报类似 pandas.errors ...