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

    https://github.com/apache/spark/pull/3626#discussion_r21563623
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/classification/NaiveBayes.scala ---
    @@ -65,6 +66,25 @@ class NaiveBayesModel private[mllib] (
       override def predict(testData: Vector): Double = {
         labels(brzArgmax(brzPi + brzTheta * testData.toBreeze))
       }
    +
    +  def classProbabilities(testData: RDD[Vector]):
    +   RDD[scala.collection.Map[Double, Double]] = {
    +    val bcModel = testData.context.broadcast(this)
    +    testData.mapPartitions { iter =>
    +      val model = bcModel.value
    +      iter.map(model.classProbabilities)
    +    }
    +  }
    +
    +  def classProbabilities(testData: Vector): scala.collection.Map[Double, 
Double] = {
    +    val posteriors = (brzPi + brzTheta * testData.toBreeze) 
    +    val sum = posteriors.sum
    +    val probs:mutable.Map[Double,Double] = 
    +      mutable.Map.empty[Double, Double]
    --- End diff --
    
    This can fit on 1 line.
    Also, there's no need to specify the type of probs since 
mutable.Map.empty[Double, Double] makes it clear.


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