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Super() is a special use of the super keyword where you call a parameterless parent constructor In python 3, the arguments to super are optional, so you can just do super().__init__(). In general, the super keyword can be used to call overridden methods, access hidden fields or invoke a superclass's constructor.

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Super() lets you avoid referring to the base class explicitly, which can be nice Super has a lesser benefit of reducing requires changes if you rename or change the base class But the main advantage comes with multiple inheritance, where all sorts of fun stuff can happen.

The one with super has greater flexibility

The call chain for the methods can be intercepted and functionality injected. In fact, multiple inheritance is the only case where super() is of any use I would not recommend using it with classes using linear inheritance, where it's just useless overhead. I'm currently learning about class inheritance in my java course and i don't understand when to use the super() call

I found this example of code where super.variable is used 'super' object has no attribute '__sklearn_tags__' This occurs when i invoke the fit method on the randomizedsearchcv object I attempted to tune the hyperparameters of an xgbregressor.

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As for chaining super::super, as i mentionned in the question, i have still to find an interesting use to that

For now, i only see it as a hack, but it was worth mentioning, if only for the differences with java (where you can't chain super). The implicit __class__ used by super does not exist at this point If we're using a class method, we don't have an instance to call super with Fortunately for us, super works even with a type as the second argument

Which is exactly what python tells me is not possible by saying that do_something () should be called with an instance of b.

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