src/model/pointcept/utils/env.py

"""
Environment Utils

Author: Xiaoyang Wu (xiaoyang.wu.cs@gmail.com)
Please cite our work if the code is helpful to you.
"""

import os
import random
import numpy as np
import torch
import torch.backends.cudnn as cudnn

from datetime import datetime


def get_random_seed():
    seed = (
        os.getpid()
        + int(datetime.now().strftime("%S%f"))
        + int.from_bytes(os.urandom(2), "big")
    )
    return seed


def set_seed(seed=None):
    if seed is None:
        seed = get_random_seed()
    random.seed(seed)
    np.random.seed(seed)
    torch.manual_seed(seed)
    torch.cuda.manual_seed(seed)
    torch.cuda.manual_seed_all(seed)
    cudnn.benchmark = False
    cudnn.deterministic = True
    os.environ["PYTHONHASHSEED"] = str(seed)