Github user WeichenXu123 commented on the issue:

    https://github.com/apache/spark/pull/15435
  
    @sethah 
    
    If I merge the MulticlassLogisticRegressionSummary into 
LogisticRegressionSummary,
    then, according to the hierarchy currently designed, it became:
    
    class LogisticRegressionSummary extends MulticlassSummary with 
LogisticRegressionSummary
    class LogisticRegressionTrainingSummary extends LogisticRegressionSummary 
with 
    
    ** Note that now LogisticRegressionTrainingSummary must become a class, not 
a trait, if merge the MulticlassLogisticRegressionSummary into 
LogisticRegressionSummary, it has to be class...**
    
    Now consider the `BinaryLogisticRegressionSummary`:
    
    class BinaryLogisticRegressionSummary extends LogisticRegressionSummary
    class BinaryLogisticRegressionTrainingSummary extends 
BinaryLogisticRegressionSummary
    
    ** Now new problem occur: BinaryLogisticRegressionTrainingSummary cannot 
extend LogisticRegressionTrainingSummary, because 
`LogisticRegressionTrainingSummary` has changed into a class, not a trait... **
    
    ** BinaryLogisticRegressionTrainingSummary cannot extend 
LogisticRegressionTrainingSummary cause more API breaking, such as `def 
summary`...**
    
    So these problems are troublesome... for causing so many API breaking...


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