Github user WeichenXu123 commented on the issue:

    https://github.com/apache/spark/pull/15435
  
    sethah 
    
    About this issue:
    Why is there a one-to-one overlap between MulticlassClassificationSummary 
and LogisticRegressionSummary, and MulticlassLogisticRegressionSummary inherits 
from them both?
    
    If I merge the MulticlassLogisticRegressionSummary into 
LogisticRegressionSummary to remove the  one-to-one overlap between 
MulticlassClassificationSummary and LogisticRegressionSummary, it will cause 
**more API breaking**, because in this way it will make 
BinaryLogisticRegressionTrainingSummary cannot extends 
LogisticRegressionTrainingSummary and it will break some other public API such 
as `def summary`.
    you can try to modify it and compile the code and will find this problem...
    Maybe there is some better way but I haven't think out.


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