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https://issues.apache.org/jira/browse/SPARK-13587?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15747407#comment-15747407
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Jeff Zhang commented on SPARK-13587:
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If it is pretty large cluster, then I would suggest to set up a private pypi 
repository server. 

> Support virtualenv in PySpark
> -----------------------------
>
>                 Key: SPARK-13587
>                 URL: https://issues.apache.org/jira/browse/SPARK-13587
>             Project: Spark
>          Issue Type: New Feature
>          Components: PySpark
>            Reporter: Jeff Zhang
>
> Currently, it's not easy for user to add third party python packages in 
> pyspark.
> * One way is to using --py-files (suitable for simple dependency, but not 
> suitable for complicated dependency, especially with transitive dependency)
> * Another way is install packages manually on each node (time wasting, and 
> not easy to switch to different environment)
> Python has now 2 different virtualenv implementation. One is native 
> virtualenv another is through conda. This jira is trying to migrate these 2 
> tools to distributed environment



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