Github user feynmanliang commented on the pull request:

    https://github.com/apache/spark/pull/7454#issuecomment-123414657
  
    Ran some local perf tests. Before PR:
    ```
    bin/run-example mllib.LDAExample docs/*.md --maxIterations 100 --algorithm 
online --vocabSize 100 --k 3
    ```
    Training Time (sec) |
    ------------|
    5.737|
    5.510|
    5.718|
    
    ```
    bin/run-example mllib.LDAExample docs/*.md --maxIterations 100 --algorithm 
online --vocabSize 100 --k 20
    ```
    Training Time (sec) |
    ------------|
    7.020|
    6.977|
    7.485|
    
    After PR:
    ```
    bin/run-example mllib.LDAExample docs/*.md --maxIterations 100 --algorithm 
online --vocabSize 100 --k 3
    ```
    Training Time (sec) |
    ------------|
    4.870|
    4.671|
    4.689|
    
    ```
    bin/run-example mllib.LDAExample docs/*.md --maxIterations 100 --algorithm 
online --vocabSize 100 --k 20
    ```
    Training Time (sec) |
    ------------|
    6.311|
    6.564|
    6.088|



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