| """ | |
| Mock framework module for ndr geometric attention | |
| 只保留必要的部分 | |
| """ | |
| import torch | |
| from typing import Optional, Any | |
| class visualize: | |
| """Mock visualize class""" | |
| def attention(*args, **kwargs): | |
| """Dummy attention visualization""" | |
| pass | |
| def plot(*args, **kwargs): | |
| """Dummy plot""" | |
| pass | |
| # Mock其他可能需要的功能 | |
| def get_logger(name: str): | |
| """Mock logger""" | |
| import logging | |
| return logging.getLogger(name) | |