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From "Xiangrui Meng (JIRA)" <>
Subject [jira] [Updated] (SPARK-5956) Transformer/Estimator should be copyable.
Date Mon, 04 May 2015 08:19:06 GMT


Xiangrui Meng updated SPARK-5956:
    Priority: Blocker  (was: Major)

> Transformer/Estimator should be copyable.
> -----------------------------------------
>                 Key: SPARK-5956
>                 URL:
>             Project: Spark
>          Issue Type: Sub-task
>          Components: ML
>    Affects Versions: 1.3.0
>            Reporter: Xiangrui Meng
>            Assignee: Xiangrui Meng
>            Priority: Blocker
> In a pipeline, we don't save additional params specified in `fit()` to transformers,
because we should not modify them. The current solution is to store training parameters in
the pipeline model and apply those parameters at `transform()`. A better solution would be
making transformers copyable. Calling `.copy` on a transformer produces a new transformer
with a different UID but same parameters. Then we can use the copied transformers in the pipeline
model, with additional params stored.
> `copy` may not be a good name because it is not an exact copy.

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