import hashlib import random as python_random from typing import Any, Hashable from .settings_utils import get_settings settings = get_settings() def get_seed(): return settings.seed def new_random_generator(sub_seed: Any) -> python_random.Random: """Get a generator based on a seed derived from the default seed. The purpose is to have a random generator that provides outputs that are independent of previous randomizations. """ if not isinstance(sub_seed, Hashable): # e.g. for lists or dicts # Create a persistent hash for the input object (using plain hash(..) produces # a value that varies between runs) sub_seed_str = str(sub_seed).encode("utf-8") # limit the hash int size to 2^32 sub_seed_hexdigest = hashlib.md5(sub_seed_str).hexdigest()[:8] # convert to int, from base 16: sub_seed_int = int(sub_seed_hexdigest, 16) sub_seed = str(sub_seed_int) elif not isinstance(sub_seed, str): # for Hashable objects that are not strings sub_seed = str(hash(sub_seed)) sub_default_seed = str(settings.seed) + "/" + sub_seed return python_random.Random(sub_default_seed)