| import os | |
| import random | |
| import numpy as np | |
| import torch | |
| def set_seed(seed): | |
| """ | |
| Set the random seed for reproducibility. | |
| """ | |
| random.seed(seed) | |
| os.environ['PYTHONHASHSEED'] = str(seed) | |
| np.random.seed(seed) | |
| torch.manual_seed(seed) | |
| torch.cuda.manual_seed(seed) | |
| torch.backends.cudnn.deterministic = True | |
| torch.backends.cudnn.benchmark = False |