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https://issues.apache.org/jira/browse/SPARK-16786?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15398560#comment-15398560
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Jordan Beauchamp commented on SPARK-16786:
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topicDistribution has been implemented by this issue.

> LDA topic distributions for new documents in PySpark
> ----------------------------------------------------
>
>                 Key: SPARK-16786
>                 URL: https://issues.apache.org/jira/browse/SPARK-16786
>             Project: Spark
>          Issue Type: Improvement
>          Components: MLlib, PySpark
>    Affects Versions: 2.0.0
>         Environment: N/A
>            Reporter: Jordan Beauchamp
>            Priority: Minor
>              Labels: patch
>   Original Estimate: 24h
>  Remaining Estimate: 24h
>
> pyspark.mllib.clustering.LDAModel has no way to estimate the topic 
> distribution for new documents. However, this functionality exists in 
> org.apache.spark.mllib.clustering.LDAModel. This change would only require 
> setting up the API calls. I have forked the spark repo and implemented the 
> changes locally



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