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https://issues.apache.org/jira/browse/SPARK-21087?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Joseph K. Bradley resolved SPARK-21087.
---------------------------------------
       Resolution: Fixed
    Fix Version/s: 2.3.0

Issue resolved by pull request 19208
[https://github.com/apache/spark/pull/19208]

> CrossValidator, TrainValidationSplit should collect all models when fitting: 
> Scala API
> --------------------------------------------------------------------------------------
>
>                 Key: SPARK-21087
>                 URL: https://issues.apache.org/jira/browse/SPARK-21087
>             Project: Spark
>          Issue Type: Sub-task
>          Components: ML
>    Affects Versions: 2.2.0
>            Reporter: Joseph K. Bradley
>            Assignee: Weichen Xu
>             Fix For: 2.3.0
>
>
> We add a parameter whether to collect the full model list when 
> CrossValidator/TrainValidationSplit training (Default is NOT, avoid the 
> change cause OOM)
> Add a method in CrossValidatorModel/TrainValidationSplitModel, allow user to 
> get the model list
> CrossValidatorModelWriter add a “option”, allow user to control whether to 
> persist the model list to disk.
> Note: when persisting the model list, use indices as the sub-model path



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