Github user imatiach-msft commented on a diff in the pull request:

    https://github.com/apache/spark/pull/16699#discussion_r98490824
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/GeneralizedLinearRegression.scala
 ---
    @@ -336,14 +361,19 @@ class GeneralizedLinearRegression @Since("2.0.0") 
(@Since("2.0.0") override val
         }
     
         val w = if (!isDefined(weightCol) || $(weightCol).isEmpty) lit(1.0) 
else col($(weightCol))
    -    val instances: RDD[Instance] =
    -      dataset.select(col($(labelCol)), w, col($(featuresCol))).rdd.map {
    -        case Row(label: Double, weight: Double, features: Vector) =>
    -          Instance(label, weight, features)
    -      }
    +    val off = if (!isDefined(offsetCol) || $(offsetCol).isEmpty) {
    --- End diff --
    
    maybe rename off to offset?  also it looks like the spacing below needs to 
be fixed (extra indentation).
    +    val off = if (!isDefined(offsetCol) || $(offsetCol).isEmpty) { 
    +      lit(0.0) 
    +    } else { 
    +      col($(offsetCol)).cast(DoubleType) 
    +    } 


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