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

    https://github.com/apache/spark/pull/16740#discussion_r99407439
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/GeneralizedLinearRegression.scala
 ---
    @@ -335,6 +335,11 @@ class GeneralizedLinearRegression @Since("2.0.0") 
(@Since("2.0.0") override val
           throw new SparkException(msg)
         }
     
    +    if (numFeatures == 0 && !$(fitIntercept)) {
    +      val msg = "Specified model is empty with neither intercept nor 
feature."
    +      throw new SparkException(msg)
    --- End diff --
    
    I think `require`, which throws `IllegalArgumentException` is more 
appropriate here


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