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https://issues.apache.org/jira/browse/HIVEMALL-134?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16086896#comment-16086896
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Makoto Yui commented on HIVEMALL-134:
-------------------------------------

I'm considering to create a general "Classifier"/"Regressor" (scikit's 
Estimator) interface having minimum I/F like fit/predict.

I guess it is particularly beneficial for online streaming applications.

* v0.6 provide standalone APIs for Java/Scala.
* v0.7 provide REST APIs for learning/prediction (API server could be run as a 
YARN application, or an application on a Docker container).

Based on standalone API, we can optionally implement a Smile extension.
http://haifengl.github.io/smile/validation.html

> Create Stanalone API for Scala/Java
> -----------------------------------
>
>                 Key: HIVEMALL-134
>                 URL: https://issues.apache.org/jira/browse/HIVEMALL-134
>             Project: Hivemall
>          Issue Type: Wish
>            Reporter: Makoto Yui
>
> Standalone API of Hivemall would be useful for standalone application with 
> enough local memory.
> A good example of a standalone API is Smile's Scala API.
> https://haifengl.github.io/smile/
> https://github.com/haifengl/smile/tree/master/scala/src/main/scala/smile



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