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

    https://github.com/apache/spark/pull/16699#discussion_r97876098
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/GeneralizedLinearRegression.scala
 ---
    @@ -736,15 +762,27 @@ class GeneralizedLinearRegressionModel private[ml] (
       private lazy val familyAndLink = new FamilyAndLink(familyObj, linkObj)
     
       override protected def predict(features: Vector): Double = {
    -    val eta = predictLink(features)
    +    if (!isSet(offsetCol) || $(offsetCol).isEmpty) {
    +      val eta = BLAS.dot(features, coefficients) + intercept
    +      familyAndLink.fitted(eta)
    +    } else {
    +      throw new SparkException("Must supply offset value when offset is 
set.")
    --- End diff --
    
    maybe a better error message might be:
    Must supply offset to predict when offset column is specified


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