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https://issues.apache.org/jira/browse/SPARK-21542?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16681895#comment-16681895
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John Bauer edited comment on SPARK-21542 at 11/9/18 7:56 PM:
-------------------------------------------------------------

This is a) much more minimal, b) genuinely useful, and c) actually works with 
save and load, for example:
{code:java}
impute.write().save("impute")
imp = ImputeNormal.load("impute")
imp.explainParams()
impute_model.write().save("impute_model")
impm = ImputeNormalModel.load("impute_model")
impm.explainParams(){code}


was (Author: johnhbauer):
This is a) much more minimal, b) genuinely useful, and c) actually works with 
save and load, for example:
{code:java}
impute.write().save("impute")
 imp = ImputeNormal.load("impute")
 imp.explainParams()
 impute_model.write().save("impute_model")
 impm = ImputeNormalModel.load("imputer_model")
 impm = ImputeNormalModel.load("impute_model")
 impm.getInputCol()
 impm.getOutputCol()
 impm.getMean()
 impm.getStddev(){code}

> Helper functions for custom Python Persistence
> ----------------------------------------------
>
>                 Key: SPARK-21542
>                 URL: https://issues.apache.org/jira/browse/SPARK-21542
>             Project: Spark
>          Issue Type: New Feature
>          Components: ML, PySpark
>    Affects Versions: 2.2.0
>            Reporter: Ajay Saini
>            Assignee: Ajay Saini
>            Priority: Major
>             Fix For: 2.3.0
>
>
> Currently, there is no way to easily persist Json-serializable parameters in 
> Python only. All parameters in Python are persisted by converting them to 
> Java objects and using the Java persistence implementation. In order to 
> facilitate the creation of custom Python-only pipeline stages, it would be 
> good to have a Python-only persistence framework so that these stages do not 
> need to be implemented in Scala for persistence. 
> This task involves:
> - Adding implementations for DefaultParamsReadable, DefaultParamsWriteable, 
> DefaultParamsReader, and DefaultParamsWriter in pyspark.



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