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

    https://github.com/apache/spark/pull/2356#discussion_r18063664
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/api/python/PythonMLLibAPI.scala ---
    @@ -284,6 +285,80 @@ class PythonMLLibAPI extends Serializable {
       }
     
       /**
    +   * Java stub for Python mllib Word2Vec fit(). This stub returns a
    +   * handle to the Java object instead of the content of the Java object.
    +   * Extra care needs to be taken in the Python code to ensure it gets 
freed on
    +   * exit; see the Py4J documentation.
    +   * @param dataJRDD Input JavaRDD
    +   * @return A handle to java Word2VecModel instance at python side
    +   */
    +  def trainWord2Vec(
    +    dataJRDD: JavaRDD[java.util.ArrayList[String]]
    +    ): Word2VecModel = {
    +    val data = dataJRDD.rdd.map(_.toArray(new 
Array[String](0)).toSeq).cache()
    +    val word2vec = new Word2Vec()
    +    val model = word2vec.fit(data)
    +    model
    +  }
    +
    +  /**
    +   * Java stub for Python mllib Word2VecModel transform
    +   * @param model Word2VecModel instance
    +   * @param word a word
    +   * @return serialized vector representation of word
    +   */
    +  def Word2VecModelTransform(
    +    model: Word2VecModel,
    +    word: String
    +    ): Vector = {
    +    model.transform(word)
    +  }
    +
    +  /**
    +   * Java stub for Python mllib Word2VecModel findSynonyms
    +   * @param model Word2VecModel instance
    +   * @param word a word
    +   * @param num number of synonyms to find
    +   * @return a java LinkedList containing serialized version of
    +   * synonyms and similarities
    +   */
    +  def Word2VecModelSynonyms(
    --- End diff --
    
    Shall we define `Word2VecModelWrapper` that implements `transform` and 
`findSynonyms`? Let `trainWord2Vec` return the wrapper and you can call 
`.transform` and `.synonyms` on the python side.


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