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

    https://github.com/apache/spark/pull/16344#discussion_r93290854
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/GeneralizedLinearRegression.scala
 ---
    @@ -242,7 +275,7 @@ class GeneralizedLinearRegression @Since("2.0.0") 
(@Since("2.0.0") override val
       def setLinkPredictionCol(value: String): this.type = 
set(linkPredictionCol, value)
     
       override protected def train(dataset: Dataset[_]): 
GeneralizedLinearRegressionModel = {
    -    val familyObj = Family.fromName($(family))
    +    val familyObj = Family.fromName($(family), $(variancePower))
    --- End diff --
    
    I don't think we can do this either. variancePower is specific to one 
family, not a property of all of them.


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