import numpy as np def generate_orthogonal_matrix(n, id_num): """Deterministic orthogonal matrix for given ID and dimension.""" rng = np.random.RandomState(id_num * 17 + 42) A = rng.randn(n, n) Q, _ = np.linalg.qr(A) if np.linalg.det(Q) < 0: Q[:, 0] = -Q[:, 0] return Q