import random import numpy as np import torch import hashlib def seed_everything(seed): """Set random seeds for Python, NumPy, and PyTorch based on a string.""" # Convert string to an integer hash if isinstance(seed, str): seed = int(hashlib.md5(seed.encode()).hexdigest(), 16) % (2**32) # 32-bit seed # Set seeds random.seed(seed) np.random.seed(seed) torch.manual_seed(seed) torch.cuda.manual_seed_all(seed)