import os import random import numpy as np import torch def set_all_seeds(seed): os.environ["PL_GLOBAL_SEED"] = str(seed) random.seed(seed) np.random.seed(seed) torch.manual_seed(seed) torch.cuda.manual_seed_all(seed) def set_deterministic(): if torch.cuda.is_available(): torch.backends.cudnn.benchmark = False torch.backends.cudnn.deterministic = True torch.set_deterministic(True)