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diff --git a/code/sunlab/common/distribution/symmetric_uniform_distribution.py b/code/sunlab/common/distribution/symmetric_uniform_distribution.py
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+++ b/code/sunlab/common/distribution/symmetric_uniform_distribution.py
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+from .adversarial_distribution import *
+
+
+class SymmetricUniformDistribution(AdversarialDistribution):
+    """# Symmetric Uniform Distribution on [-1, 1)"""
+
+    def __init__(self, N):
+        """# Symmetric Uniform Distribution Initialization
+
+        Initializes the name and dimensions"""
+        super().__init__(N)
+        self.full_name = f"{N}-Dimensional Symmetric Uniform Distribution"
+        self.name = "SU"
+
+    def __call__(self, *args):
+        """# Magic method when calling the distribution
+
+        This method is going to be called when you use suniform(N1,...,Nm)"""
+        import numpy as np
+
+        return np.random.rand(*args, self.dims) * 2.0 - 1.0