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diff --git a/code/sunlab/common/distribution/adversarial_distribution.py b/code/sunlab/common/distribution/adversarial_distribution.py
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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")