Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/4047#issuecomment-70939923
  
    There may be issues with extra stuff being caught in the closure.  
Iterations seem to shuffle more and more data.  See attached image of web UI
    
    
![lda-webui](https://cloud.githubusercontent.com/assets/5084283/5847089/4e0852f6-a17e-11e4-9d35-1e3a04619ed4.png)



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