import contextlib import random as python_random import string import threading __default_seed__ = 42 _thread_local = threading.local() _thread_local.seed = __default_seed__ _thread_local.random = python_random.Random() random = _thread_local.random def set_seed(seed): _thread_local.random.seed(seed) _thread_local.seed = seed def get_seed(): return _thread_local.seed def get_random_string(length): letters = string.ascii_letters result_str = "".join(random.choice(letters) for _ in range(length)) return result_str @contextlib.contextmanager def nested_seed(sub_seed=None): state = _thread_local.random.getstate() old_global_seed = get_seed() sub_seed = sub_seed or get_random_string(10) new_global_seed = str(old_global_seed) + "/" + sub_seed set_seed(new_global_seed) try: yield _thread_local.random finally: set_seed(old_global_seed) _thread_local.random.setstate(state)