Github user nzw0301 commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19372#discussion_r141609260
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/feature/Word2Vec.scala ---
    @@ -368,9 +368,9 @@ class Word2Vec extends Serializable with Logging {
                 var wc = wordCount
                 if (wordCount - lastWordCount > 10000) {
                   lwc = wordCount
    -              alpha =
    -                learningRate *
    -                  (1 - numPartitions * wordCount.toDouble / (numIterations 
* trainWordsCount + 1))
    +              alpha = learningRate *
    +                (1 - numPartitions * wordCount.toDouble + (k - 1) * 
trainWordsCount /
    --- End diff --
    
    oh... Thanks! I fixed it


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