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

    https://github.com/apache/spark/pull/2356#discussion_r18486706
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/api/python/PythonMLLibAPI.scala ---
    @@ -284,6 +285,58 @@ 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
    +   * @param vectorSize size of vector
    +   * @param learningRate initial learning rate
    +   * @param numPartitions number of partitions
    +   * @param numIterations number of iterations
    +   * @param seed initial seed for random generator
    +   * @return A handle to java Word2VecModelWrapper instance at python side
    +   */
    +  def trainWord2Vec(
    +      dataJRDD: JavaRDD[java.util.ArrayList[String]],
    +      vectorSize: Int,
    +      learningRate: Double,
    +      numPartitions: Int,
    +      numIterations: Int,
    +      seed: Long): Word2VecModelWrapper = {
    +    val data = dataJRDD.rdd.cache()
    +    val word2vec = new Word2Vec()
    +        .setVectorSize(vectorSize)
    +        .setLearningRate(learningRate)
    +        .setNumPartitions(numPartitions)
    +        .setNumIterations(numIterations)
    +        .setSeed(seed)
    +    val model = word2vec.fit(data)
    +    new Word2VecModelWrapper(model)
    --- End diff --
    
    unpersist `data` after training explicitly because the user won't have 
access to it.


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