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

    https://github.com/apache/spark/pull/6684#discussion_r31869377
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/regression/GeneralizedLinearAlgorithm.scala
 ---
    @@ -179,7 +179,7 @@ abstract class GeneralizedLinearAlgorithm[M <: 
GeneralizedLinearModel]
        */
       def run(input: RDD[LabeledPoint]): M = {
         if (numFeatures < 0) {
    -      numFeatures = input.map(_.features.size).first()
    +      numFeatures = input.first().features.size
    --- End diff --
    
    You could double-check with a very quick/small benchmark to see if it is in 
fact evaluated that way and if there is much difference at all. I suspect both 
are OK and don't know which is better.


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