knowledge/utils/vector_distance.py

import math

class VectorDistance:
    @staticmethod
    def calculate_distance(vector1, vector2):
        if len(vector1) != len(vector2):
            raise ValueError("Vectors must have the same dimensionality")
        
        squared_sum = sum((v1 - v2) ** 2 for v1, v2 in zip(vector1, vector2))
        return math.sqrt(squared_sum)

if __name__ == '__main__':
    v1 = [1, 2, 3]
    v2 = [4, 5, 6]
    print(VectorDistance.calculate_distance(v1, v2))