Github user jkbradley commented on a diff in the pull request:

    https://github.com/apache/spark/pull/4419#discussion_r29296374
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/clustering/LDAOptimizer.scala ---
    @@ -208,3 +225,224 @@ class EMLDAOptimizer extends LDAOptimizer{
         new DistributedLDAModel(this, iterationTimes)
       }
     }
    +
    +
    +/**
    + * :: Experimental ::
    + *
    + * An online optimizer for LDA. The Optimizer implements the Online LDA 
algorithm, which
    + * processes a subset of the corpus by each call to next, and update the 
term-topic
    --- End diff --
    
    "by each call to next" --> "on each iteration"


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