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

    https://github.com/apache/spark/pull/17384#discussion_r109074309
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/IsotonicRegression.scala ---
    @@ -84,7 +84,7 @@ private[regression] trait IsotonicRegressionBase extends 
Params with HasFeatures
           val extract = udf { v: Vector => v(idx) }
           extract(col($(featuresCol)))
         } else {
    -      col($(featuresCol))
    +      col($(featuresCol)).cast(DoubleType)
    --- End diff --
    
    Precision loss may happen here. But I think we can not avoid it now, for we 
use `mllib.IsotonicRegression` and the input dataframe is of type `input: 
RDD[(Double, Double, Double)])`


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