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

    https://github.com/apache/spark/pull/5748#discussion_r35437614
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/feature/Word2Vec.scala ---
    @@ -431,36 +422,41 @@ class Word2Vec extends Serializable with Logging {
      * Word2Vec model
      */
     @Experimental
    -class Word2VecModel private[spark] (
    -    model: Map[String, Array[Float]]) extends Serializable with Saveable {
    -
    -  // wordList: Ordered list of words obtained from model.
    -  private val wordList: Array[String] = model.keys.toArray
    +class Word2VecModel private[mllib] (
    +    private val wordIndex: Map[String, Int],
    +    private val wordVectors: Array[Float]) extends Serializable with 
Saveable {
     
       // wordIndex: Maps each word to an index, which can retrieve the 
corresponding
       //            vector from wordVectors (see below).
    -  private val wordIndex: Map[String, Int] = wordList.zip(0 until 
model.size).toMap
    +  // wordVectors: Array of length numWords * vectorSize, vector 
corresponding
    --- End diff --
    
    But this is not meant to be public at any point of time. Is that okay?


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