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https://issues.apache.org/jira/browse/SPARK-15573?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15715988#comment-15715988
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Joseph K. Bradley commented on SPARK-15573:
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I've started a design doc and prototype which I can post soon.

> Backwards-compatible persistence for spark.ml
> ---------------------------------------------
>
>                 Key: SPARK-15573
>                 URL: https://issues.apache.org/jira/browse/SPARK-15573
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>            Reporter: Joseph K. Bradley
>
> This JIRA is for imposing backwards-compatible persistence for the 
> DataFrames-based API for MLlib.  I.e., we want to be able to load models 
> saved in previous versions of Spark.  We will not require loading models 
> saved in later versions of Spark.
> This requires:
> * Putting unit tests in place to check loading models from previous versions
> * Notifying all committers active on MLlib to be aware of this requirement in 
> the future
> The unit tests could be written as in spark.mllib, where we essentially 
> copied and pasted the save() code every time it changed.  This happens 
> rarely, so it should be acceptable, though other designs are fine.
> Subtasks of this JIRA should cover checking and adding tests for existing 
> cases, such as KMeansModel (whose format changed between 1.6 and 2.0).



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