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https://issues.apache.org/jira/browse/SPARK-9690?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14660403#comment-14660403
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Joseph K. Bradley commented on SPARK-9690:
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I agree this is a useful feature, but this is actually indicating a bug in SQL, 
where it think seed = 0 means no seed.  I'll report that.

> Adding the possibility to set the seed of the rand in the CrossValidator fold
> -----------------------------------------------------------------------------
>
>                 Key: SPARK-9690
>                 URL: https://issues.apache.org/jira/browse/SPARK-9690
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>    Affects Versions: 1.4.1
>            Reporter: Martin Menestret
>            Priority: Minor
>   Original Estimate: 1h
>  Remaining Estimate: 1h
>
> The fold in the ML CrossValidator depends on a rand whose seed is set to 0 
> and it leads the sql.functions rand to call sc._jvm.functions.rand() with no 
> seed.
> In order to be able to unit test a Cross Validation it would be a good idea 
> to be able to set this seed so the output of the cross validation (with a 
> featureSubsetStrategy set to "all") would always be the same.



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