| # MIT License | |
| # Copyright (c) Microsoft Corporation. | |
| # Copyright (c) 2025 VAST-AI-Research and contributors. | |
| # Permission is hereby granted, free of charge, to any person obtaining a copy | |
| # of this software and associated documentation files (the "Software"), to deal | |
| # in the Software without restriction, including without limitation the rights | |
| # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| # copies of the Software, and to permit persons to whom the Software is | |
| # furnished to do so, subject to the following conditions: | |
| # The above copyright notice and this permission notice shall be included in all | |
| # copies or substantial portions of the Software. | |
| # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| # SOFTWARE | |
| from typing import * | |
| BACKEND = 'flash_attn' | |
| DEBUG = False | |
| def __from_env(): | |
| import os | |
| global BACKEND | |
| global DEBUG | |
| env_attn_backend = os.environ.get('ATTN_BACKEND') | |
| env_sttn_debug = os.environ.get('ATTN_DEBUG') | |
| if env_attn_backend is not None and env_attn_backend in ['xformers', 'flash_attn', 'sdpa', 'naive']: | |
| BACKEND = env_attn_backend | |
| if env_sttn_debug is not None: | |
| DEBUG = env_sttn_debug == '1' | |
| print(f"[ATTENTION] Using backend: {BACKEND}") | |
| __from_env() | |
| def set_backend(backend: Literal['xformers', 'flash_attn']): | |
| global BACKEND | |
| BACKEND = backend | |
| def set_debug(debug: bool): | |
| global DEBUG | |
| DEBUG = debug | |
| from .full_attn import * | |
| from .modules import * | |