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

    https://github.com/apache/spark/pull/3118#discussion_r19986239
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/evaluation/binary/BinaryClassificationMetricComputers.scala
 ---
    @@ -27,19 +27,31 @@ private[evaluation] trait 
BinaryClassificationMetricComputer extends Serializabl
     /** Precision. */
     private[evaluation] object Precision extends 
BinaryClassificationMetricComputer {
       override def apply(c: BinaryConfusionMatrix): Double =
    -    c.numTruePositives.toDouble / (c.numTruePositives + 
c.numFalsePositives)
    +    if (c.numTruePositives + c.numFalsePositives == 0) {
    +      0.0
    +    } else {
    +      c.numTruePositives.toDouble / (c.numTruePositives + 
c.numFalsePositives)
    +    }
     }
     
     /** False positive rate. */
     private[evaluation] object FalsePositiveRate extends 
BinaryClassificationMetricComputer {
       override def apply(c: BinaryConfusionMatrix): Double =
    --- End diff --
    
    Scala style (braces):
    ```
    override def apply(c: BinaryConfusionMatrix): Double = {
      if (c.numNegatives == 0) {
        0.0
      } else {
        c.numFalsePositives.toDouble / c.numNegatives
      }
    }
    ```


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