Euclidean Distance Vanilla

import numpy

def dist(x,y):   
    return numpy.sqrt(numpy.sum((x-y)**2))

a = numpy.array((1,2,3))
b = numpy.array((4,5,6))
dist_a_b = dist(a,b)

print(dist_a_b)