def set_ultimate_seed(base_seed=777):

    import os

    import random

    os.environ['PYTHONHASHSEED'] = str(base_seed)

    random.seed(base_seed)

    try:

        import numpy as np

        np.random.seed(base_seed)

    except ModuleNotFoundError:

        print('Module `numpy` has not been found')

    try:

        import torch

        torch.manual_seed(base_seed + 1)

        torch.cuda.manual_seed_all(base_seed + 2)

        torch.backends.cudnn.deterministic = True

    except ModuleNotFoundError:

        print('Module `torch` has not been found')