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https://issues.apache.org/jira/browse/SPARK-21221?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Joseph K. Bradley updated SPARK-21221:
--------------------------------------
    Affects Version/s:     (was: 2.1.1)
                       2.2.0

> CrossValidator and TrainValidationSplit Persist Nested Estimators
> -----------------------------------------------------------------
>
>                 Key: SPARK-21221
>                 URL: https://issues.apache.org/jira/browse/SPARK-21221
>             Project: Spark
>          Issue Type: New Feature
>          Components: ML
>    Affects Versions: 2.2.0
>            Reporter: Ajay Saini
>
> Currently, the saving of parameters done in ValidatorParams.scala assumes 
> that all parameters in EstimatorParameterMaps are JSON serializable. Such an 
> assumption causes CrossValidator and TrainValidationSplit persistence to fail 
> when the internal estimator to these meta-algorithms is not JSON 
> serializable. One example is OneVsRest which has a classifier (estimator) as 
> a parameter.
> The changes would involve removing the assumption in validator params that 
> all the estimator params are JSON serializable. This could mean saving 
> parameters that are not JSON serializable separately at a specified path. 



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