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https://issues.apache.org/jira/browse/SPARK-10809?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14990975#comment-14990975
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Apache Spark commented on SPARK-10809:
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User 'hhbyyh' has created a pull request for this issue:
https://github.com/apache/spark/pull/9484

> Single-document topicDistributions method for LocalLDAModel
> -----------------------------------------------------------
>
>                 Key: SPARK-10809
>                 URL: https://issues.apache.org/jira/browse/SPARK-10809
>             Project: Spark
>          Issue Type: New Feature
>          Components: MLlib
>            Reporter: Joseph K. Bradley
>            Priority: Minor
>
> We could provide a single-document topicDistributions method for 
> LocalLDAModel to allow for quick queries which avoid RDD operations.  
> Currently, the user must use an RDD of documents.



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