import numpy as np def point_on_hypersphere(n, theta): """Unit vector on n-sphere using angle theta in first two dimensions.""" v = np.zeros(n) v[0] = np.cos(theta) v[1] = np.sin(theta) return v def normalize(v): norm = np.linalg.norm(v) return v if norm < 1e-12 else v / norm