import numpy as np def crossover(parents: np.ndarray, n_pop: int) -> np.ndarray: n_parents, n_decap = parents.shape # Split genomes into two halves left_halves = parents[:, :n_decap // 2] right_halves = parents[:, n_decap // 2:] # Create parent pairs parents_idx = np.stack([np.random.choice(range(n_parents), 2, replace=False) for _ in range(n_pop)]) parents_left = left_halves[parents_idx[:, 0]] parents_right = right_halves[parents_idx[:, 1]] # Create offspring offspring = np.concatenate([parents_left, parents_right], axis=1) return offspring