""" 随机种子管理模块 — 公共模块 """ import os import random import numpy as np import torch def set_seed(seed: int = 42): """ 设置全局随机种子以确保实验可复现。 Args: seed: 随机种子值 """ random.seed(seed) np.random.seed(seed) torch.manual_seed(seed) torch.cuda.manual_seed_all(seed) torch.backends.cudnn.deterministic = True torch.backends.cudnn.benchmark = False os.environ["PYTHONHASHSEED"] = str(seed)