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+class AdversarialDistribution:
+ """# Distribution Class to use in Adversarial Autoencoder
+
+ For any distribution to be implemented, make sure to ensure each of the
+ methods are implemented"""
+
+ def __init__(self, N):
+ """# Initialize the distribution for N-dimensions"""
+ self.dims = N
+ return
+
+ def get_full_name(self):
+ """# Return a human-readable name of the distribution"""
+ return self.full_name
+
+ def get_name(self):
+ """# Return a shortened name of the distribution
+
+ Preferrably, the name should include characters that can be included in
+ a file name"""
+ return self.name
+
+ def __str__(self):
+ """# Returns the short name"""
+ return self.get_name()
+
+ def __repr__(self):
+ """# Returns the short name"""
+ return self.get_name()
+
+ def __call__(self, *args):
+ """# Magic method when calling the distribution
+
+ This method is going to be called when you use `dist(...)`"""
+ raise NotImplementedError("This distribution has not been implemented yet")