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

    https://github.com/apache/spark/pull/5467#discussion_r28360417
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/feature/Word2Vec.scala ---
    @@ -431,6 +431,14 @@ class Word2Vec extends Serializable with Logging {
     class Word2VecModel private[mllib] (
         private val model: Map[String, Array[Float]]) extends Serializable 
with Saveable {
    --- End diff --
    
    Don't store this any more.  Store wordVecMat, plus a matching collection of 
words; that collection should probably be a Map[String, Int] mapping word to 
index in wordVecMat (so that transform() is still fast).
    
    Naming: How about "wordVectors" instead of "wordVecMat"?
    
    You'll need to update getVectors to construct the map.


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