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

    https://github.com/apache/spark/pull/13129#discussion_r63332619
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/LinearRegression.scala ---
    @@ -159,9 +159,7 @@ class LinearRegression @Since("1.3.0") (@Since("1.3.0") 
override val uid: String
     
       override protected def train(dataset: Dataset[_]): LinearRegressionModel 
= {
         // Extract the number of features before deciding optimization solver.
    -    val numFeatures = dataset.select(col($(featuresCol))).limit(1).rdd.map 
{
    -      case Row(features: Vector) => features.size
    -    }.first()
    +    val numFeatures = 
dataset.select(col($(featuresCol))).first().getAs[Vector](0).size
    --- End diff --
    
    same here, can we do `as[Vector]` instead?


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