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https://issues.apache.org/jira/browse/SPARK-21476?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16101253#comment-16101253
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Peng Meng commented on SPARK-21476:
-----------------------------------

Not each transform uses broadcast, do you have some experiment data shows 
broadcast is a problem here. Thanks. 

> RandomForest classification model not using broadcast in transform
> ------------------------------------------------------------------
>
>                 Key: SPARK-21476
>                 URL: https://issues.apache.org/jira/browse/SPARK-21476
>             Project: Spark
>          Issue Type: Bug
>          Components: ML
>    Affects Versions: 2.2.0
>            Reporter: Saurabh Agrawal
>
> I notice significant task deserialization latency while running prediction 
> with pipelines using RandomForestClassificationModel. While digging into the 
> source, found that the transform method in RandomForestClassificationModel 
> binds to its parent ProbabilisticClassificationModel and the only concrete 
> definition that RandomForestClassificationModel provides and which is 
> actually used in transform is that of predictRaw. Broadcasting is not being 
> used in predictRaw.



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