""" Reproducibility utilities — set all random seeds in one call. """ from __future__ import annotations import os import random import numpy as np def set_seed(seed: int = 42) -> None: """ Set random seeds for Python, NumPy, and PyTorch (if available). Args: seed: Integer seed value. """ random.seed(seed) np.random.seed(seed) os.environ["PYTHONHASHSEED"] = str(seed) try: import torch torch.manual_seed(seed) if torch.cuda.is_available(): torch.cuda.manual_seed_all(seed) torch.backends.cudnn.deterministic = True torch.backends.cudnn.benchmark = False except ImportError: pass