LibLinearMixin is used just to reuse the code of fit method for LinearSVR, LinearSVC, LogisticRegression. We can set common attributes in LibLinearMixin, and then add other attribute in subclass. But I think that's quite unclear because we need to manually calculate what is common and what need to be added.