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https://issues.apache.org/jira/browse/SPARK-15741?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15313376#comment-15313376
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Bryan Cutler commented on SPARK-15741:
--------------------------------------

>From what I gathered, explicitly setting a seed to {{None}} in python will 
>translate to Scala with a value of {{0L}}, and the default value set in the 
>{{HasSeed}} shared param for Python and Scala is a non-random hash value based 
>off the class name.  If you want a random seed, you need to explicitly set it.

> PySpark Cleanup of _setDefault with seed=None
> ---------------------------------------------
>
>                 Key: SPARK-15741
>                 URL: https://issues.apache.org/jira/browse/SPARK-15741
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML, PySpark
>            Reporter: Bryan Cutler
>            Priority: Minor
>
> Calling Params._setDefault with a param equal to {{None}} will be ignored 
> internally silently.  There are several cases where this is done with the 
> {{seed}} param, making it seem like it might do something.  These cases 
> should be removed for the sake of consistency.



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