| """Seed scheme. | |
| instance_seed = SHA1(f"{base_seed}|{family}|{instance_index}") mod 2**31 | |
| RNG fixed to numpy.random.default_rng (PCG64). `family` is the dotted family | |
| name (e.g. "positives.clear_large_training"). | |
| """ | |
| from __future__ import annotations | |
| import hashlib | |
| import numpy as np | |
| DEFAULT_BASE_SEED = 20260609 | |
| RNG_NAME = "numpy.random.default_rng" | |
| def instance_seed(base_seed: int, family: str, instance_index: int) -> int: | |
| digest = hashlib.sha1(f"{base_seed}|{family}|{instance_index}".encode("utf-8")).hexdigest() | |
| return int(digest, 16) % (2 ** 31) | |
| def rng_for(base_seed: int, family: str, instance_index: int) -> np.random.Generator: | |
| return np.random.default_rng(instance_seed(base_seed, family, instance_index)) | |