Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/4047#issuecomment-72292465
  
    Here are partial results (from a test which is still running) on a 
Wikipedia dump.
    
             Training set size: 4072243 documents
             Vocabulary size: 9869422 terms
             Training set size: 1041734290 tokens
             Preprocessing time: 247.831375878 sec
    100 topics
    16 EC2 r3.2xlarge workers
    
    You can see the times for the first few iterations in the image.
    
    ![screen shot 2015-01-30 at 4 05 56 
pm](https://cloud.githubusercontent.com/assets/5084283/5985662/fe6d5304-a899-11e4-8a04-4de1babf528b.png)



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