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

    https://github.com/apache/spark/pull/2356#discussion_r18121806
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/api/python/PythonMLLibAPI.scala ---
    @@ -284,6 +285,42 @@ 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 Word2VecModelWrapper instance at python side
    +   */
    +  def trainWord2Vec(dataJRDD: JavaRDD[java.util.ArrayList[String]]): 
Word2VecModelWrapper = {
    +    val data = dataJRDD.rdd.cache()
    --- End diff --
    
    cache() is not necessary


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