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

    https://github.com/apache/spark/pull/12176#discussion_r59135877
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/clustering/LDAOptimizer.scala ---
    @@ -536,13 +532,16 @@ private[clustering] object OnlineLDAOptimizer {
        * An optimization (Lee, Seung: Algorithms for non-negative matrix 
factorization, NIPS 2001)
        * avoids explicit computation of variational parameter `phi`.
        * @see 
[[http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.31.7566]]
    +   *
    +   * @return A tuple of topic distribution `gammad`, `sstatsd` and `ids`. 
Latter two are the
    --- End diff --
    
    This doesn't really describe what they are, but simply one place they're 
called. It doesn't need to be elaborate; see the explanations of what the firs 
two are above.


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