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

    https://github.com/apache/spark/pull/6761#discussion_r32417054
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/classification/NaiveBayes.scala ---
    @@ -113,6 +106,55 @@ class NaiveBayesModel private[mllib] (
         }
       }
     
    +  def predictProbabilities(testData: RDD[Vector]): RDD[Map[Double, 
Double]] = {
    +    val bcModel = testData.context.broadcast(this)
    +    testData.mapPartitions { iter =>
    +      val model = bcModel.value
    +      iter.map(model.predictProbabilities)
    +    }
    +  }
    +
    +  def predictProbabilities(testData: Vector): Map[Double, Double] = {
    +    modelType match {
    +      case Multinomial =>
    +        val prob = multinomialCalculation(testData)
    +        posteriorProbabilities(prob)
    +      case Bernoulli =>
    +        val prob = bernoulliCalculation(testData)
    +        posteriorProbabilities(prob)
    +      case _ =>
    --- End diff --
    
    Will this generate a compiler warning without this case or does it already 
prove there aren't other possibilities? in which case I think you can let it 
produce a match error if it ever somehow hits that case. `UnknownError` seems 
to strong as it's at best an `IllegalStateException` or something, not a VM 
error.


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