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https://issues.apache.org/jira/browse/SPARK-16404?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15365227#comment-15365227
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Seth Hendrickson commented on SPARK-16404:
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cc [~dbtsai] I looked in to using the @transient tag, but this prevents the 
coefficients from being serialized and broadcast to the executors at all, 
resulting in a {{NullPointerException}}. I am not sure of a way around this. I 
can submit a patch utilizing the same strategy as in LoR later this week.

> LeastSquaresAggregator in Linear Regression serializes unnecessary data
> -----------------------------------------------------------------------
>
>                 Key: SPARK-16404
>                 URL: https://issues.apache.org/jira/browse/SPARK-16404
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>            Reporter: Seth Hendrickson
>
> This is basically the same issue as 
> [SPARK-16008|https://issues.apache.org/jira/browse/SPARK-16008], but for 
> linear regression, where {{coefficients}} and {{featuresStd}} are 
> unnecessarily serialized between stages. 



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