我们正尝试使用末尾配置的SSO钱包和Apache Spark连接到作为AmazonRDS运行的远程Oracle数据库。我们可以使用spark-shell
实用程序加载数据,如下所述
使用添加到类路径中的jdbc和oraclepki jar启动spark外壳
spark-shell --driver-class-path /path/to/ojdbc8.jar:/path/to/oraclepki.jar
这是使用的JDBC URL:
val JDBCURL="jdbc:oracle:thin:@(DESCRIPTION=(ADDRESS=(PROTOCOL=TCPS)(HOST=www.example.aws.server.com)(PORT=1527))(CONNECT_DATA=(SID=XXX))(SECURITY = (SSL_SERVER_CERT_DN =\"C=US,ST=xxx,L=ZZZ,O=Amazon.com,OU=RDS,CN=www.xxx.aws.zzz.com\")))"
下面是Spark jdbc调用,用于加载数据
spark.read.format("jdbc").option("url",JDBCURL)
.option("user","USER")
.option("oracle.net.tns_admin","/path/to/tnsnames.ora")
.option("oracle.net.wallet_location","(SOURCE=(METHOD=file)(METHOD_DATA=(DIRECTORY=/path/to/ssl_wallet/)))")
.option("password", "password")
.option("javax.net.ssl.trustStore","/path/to/cwallet.sso")
.option("javax.net.ssl.trustStoreType","SSO")
.option("dbtable",QUERY)
.option("driver", "oracle.jdbc.driver.OracleDriver").load
但是当我们尝试使用spark-submit
命令运行它时,出现以下错误:
Exception in thread "main" java.sql.SQLRecoverableException: IO Error: The Network Adapter could not establish the connection
at oracle.jdbc.driver.T4CConnection.logon(T4CConnection.java:774)
at oracle.jdbc.driver.PhysicalConnection.connect(PhysicalConnection.java:688)
...
...
...
Caused by: oracle.net.ns.NetException: The Network Adapter could not establish the connection
at oracle.net.nt.ConnStrategy.execute(ConnStrategy.java:523)
at oracle.net.resolver.AddrResolution.resolveAndExecute(AddrResolution.java:521)
at oracle.net.ns.NSProtocol.establishConnection(NSProtocol.java:660)
at oracle.net.ns.NSProtocol.connect(NSProtocol.java:286)
at oracle.jdbc.driver.T4CConnection.connect(T4CConnection.java:1438)
at oracle.jdbc.driver.T4CConnection.logon(T4CConnection.java:518)
... 28 more
Caused by: oracle.net.ns.NetException: Unable to initialize ssl context.
at oracle.net.nt.CustomSSLSocketFactory.getSSLSocketEngine(CustomSSLSocketFactory.java:597)
at oracle.net.nt.TcpsNTAdapter.connect(TcpsNTAdapter.java:143)
at oracle.net.nt.ConnOption.connect(ConnOption.java:161)
at oracle.net.nt.ConnStrategy.execute(ConnStrategy.java:470)
... 33 more
Caused by: oracle.net.ns.NetException: Unable to initialize the key store.
at oracle.net.nt.CustomSSLSocketFactory.getKeyManagerArray(CustomSSLSocketFactory.java:642)
at oracle.net.nt.CustomSSLSocketFactory.getSSLSocketEngine(CustomSSLSocketFactory.java:580)
... 36 more
Caused by: java.security.KeyStoreException: SSO not found
at java.security.KeyStore.getInstance(KeyStore.java:851)
at oracle.net.nt.CustomSSLSocketFactory.getKeyManagerArray(CustomSSLSocketFactory.java:628)
... 37 more
Caused by: java.security.NoSuchAlgorithmException: SSO KeyStore not available
at sun.security.jca.GetInstance.getInstance(GetInstance.java:159)
at java.security.Security.getImpl(Security.java:695)
at java.security.KeyStore.getInstance(KeyStore.java:848)
我刚起步,可能在这里做错了。这就是我尝试配置Config的方式
val conf = new SparkConf().setAppName(JOB_NAME)
conf.set("javax.net.ssl.trustStore", "/path/to/cwallet.sso");
conf.set("javax.net.ssl.trustStoreType", "SSO")
conf.set("oracle.net.tns_admin", "/path/to/tnsnames.ora")
conf.set("oracle.net.wallet_location", "(SOURCE=(METHOD=file)(METHOD_DATA=(DIRECTORY=/path/to/ssl_wallet/dir/)))")
conf.set("user", "user")
conf.set("password", "pass")
下面是使用的spark-submit
命令
spark-submit --class fully.qualified.path.to.main \
--jars /path/to/ojdbc8.jar,/path/to/oraclepki.jar,/path/to/osdt_cert.jar,/path/to/osdt_core.jar \
--deploy-mode client --files /path/to/hive-site.xml --master yarn \
--driver-memory 12G \
--conf "spark.executor.extraJavaOptions=-Djavax.net.ssl.trustStore=/path/to/cwallet.sso -Djavax.net.ssl.trustStoreType=SSO" \
--executor-cores 4 --executor-memory 12G \
--num-executors 20 /path/to/application.jar /path/to/application_custom_config.conf
也尝试添加
--conf 'spark.executor.extraJavaOptions=-Djavax.net.ssl.trustStore=/path/to/cwallet.sso -Djavax.net.ssl.trustStoreType=SSO'
和
--files /path/to/cwallet.sso,/path/to/tnsnames.ora
执行spark-submit
命令,但没有任何运气。
我在这里到底在做什么错?还尝试了this post中提到的解决方案,但收到相同的错误。是否需要确保trustStore should be accessible on each executor node
?如果是这样的话,为什么spark-shell
命令运行正常?这是否意味着spark-cli不包含任何执行该命令的工作程序节点?
请咨询
更新:
似乎您正在使用12.1.0.2。中的JDBC驱动程序。请升级到18.3,您可以从oracle.com/technetwork/database/application-development/jdbc/下载。…已经进行了一些更改,以简化钱包的使用。 -@让·德·拉瓦琳(Jean de Lavarene)
在遵循@Jean de Lavarene的建议更改之后,摆脱了最初的错误,但是下面是我现在要得到的内容
org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 0.0 failed 4 times, most recent failure: Lost task 0.3 in stage 0.0 (TID 3, example.server.net, executor 2): java.sql.SQLException: PKI classes not found. To use 'connect /' functionality, oraclepki.jar must be in the classpath: java.lang.NoClassDefFoundError: oracle/security/pki/OracleWallet
at oracle.jdbc.driver.PhysicalConnection.getSecretStoreCredentials(PhysicalConnection.java:3058)
at oracle.jdbc.driver.PhysicalConnection.parseUrl(PhysicalConnection.java:2823)
当我在spark本地模式下运行时:--master local[*]
可以正常工作,但在yarn
模式下无法运行。
我已经在用--jars
命令和以逗号分隔的jar列表了。我发现的是:
1)--jars
期望该路径是本地路径,然后将其复制到HDFS路径
2)开始使用file:///
无效
3)如果未指定--jars
参数,则程序正在询问缺少的JDBC驱动程序类。一旦我使用--jars指定了ojdbc8.jar
,错误就会消失,并开始显示oraclepki.jar
未找到错误。我不知道为什么会这样。
4)还尝试在指定多个罐但没有任何运气的同时使用:
作为分隔符
更新2
我能够通过使用
解决oraclepki.jar
找不到异常
--driver-class-path /path/to/oraclepki.jar:/path/to/osdt_cert.jar:/path/to/others.jar
但是一旦我们进入--master yarn
模式,就会显示以下异常
Caused by: oracle.net.ns.NetException: Unable to initialize the key store.
at oracle.net.nt.CustomSSLSocketFactory.getKeyManagerArray(CustomSSLSocketFactory.java:617)
at oracle.net.nt.CustomSSLSocketFactory.createSSLContext(CustomSSLSocketFactory.java:322)
... 32 more
Caused by: java.io.FileNotFoundException: /path/to/cwallet.sso (No such file or directory)
据我了解,从工作程序节点启动作业时,cwallet.sso
文件路径在这些节点上不可用。我们尝试为钱包指定HDFS路径,但该实用程序希望在创建钱包时提供本地路径。
那么我们是否需要手动将钱包文件复制到所有工作节点?还是有更好的选择来实现这一目标?
请咨询
答案 0 :(得分:1)
基本上,这就是我们能够解决的方法。这里要记住的一件事是SSO
文件必须存在于将运行Spark的所有节点上(火花的执行者节点)
val SOURCE_DF = spark.read.format("jdbc")
.option("url", "jdbc:oracle:thin:@...full string here")
.option("oracle.net.wallet_location", "(SOURCE=(METHOD=file)(METHOD_DATA=(DIRECTORY=/path/to/sso/dir)))")
...
...
如果您需要传递其他详细信息,则可以添加更多.options
参数
.option("oracle.net.tns_admin", "oracle/tns/file/path"))
.option("javax.net.ssl.trustStoreType", "sso")