Thytu
feat: handles qlora (credits: https://huggingface.co/Birchlabs/mosaicml-mpt-7b-chat-qlora)
a677a81
import sys | |
import logging | |
import operator as op | |
from packaging import version | |
from packaging.version import Version, parse | |
from typing import Union | |
import importlib.util | |
# The package importlib_metadata is in a different place, depending on the python version. | |
if sys.version_info < (3, 8): | |
import importlib_metadata | |
else: | |
import importlib.metadata as importlib_metadata | |
STR_OPERATION_TO_FUNC = {">": op.gt, ">=": op.ge, "==": op.eq, "!=": op.ne, "<=": op.le, "<": op.lt} | |
logger = logging.getLogger(__name__) | |
_torch_available = importlib.util.find_spec("torch") is not None | |
if _torch_available: | |
try: | |
_torch_version = importlib_metadata.version("torch") | |
logger.info(f"PyTorch version {_torch_version} available.") | |
except importlib_metadata.PackageNotFoundError: | |
_torch_available = False | |
# This function was copied from: https://github.com/huggingface/accelerate/blob/874c4967d94badd24f893064cc3bef45f57cadf7/src/accelerate/utils/versions.py#L319 | |
def compare_versions(library_or_version: Union[str, Version], operation: str, requirement_version: str): | |
""" | |
Args: | |
Compares a library version to some requirement using a given operation. | |
library_or_version (`str` or `packaging.version.Version`): | |
A library name or a version to check. | |
operation (`str`): | |
A string representation of an operator, such as `">"` or `"<="`. | |
requirement_version (`str`): | |
The version to compare the library version against | |
""" | |
if operation not in STR_OPERATION_TO_FUNC.keys(): | |
raise ValueError(f"`operation` must be one of {list(STR_OPERATION_TO_FUNC.keys())}, received {operation}") | |
operation = STR_OPERATION_TO_FUNC[operation] | |
if isinstance(library_or_version, str): | |
library_or_version = parse(importlib_metadata.version(library_or_version)) | |
return operation(library_or_version, parse(requirement_version)) | |
# This function was copied from: https://github.com/huggingface/accelerate/blob/874c4967d94badd24f893064cc3bef45f57cadf7/src/accelerate/utils/versions.py#L338 | |
def is_torch_version(operation: str, version: str): | |
""" | |
Args: | |
Compares the current PyTorch version to a given reference with an operation. | |
operation (`str`): | |
A string representation of an operator, such as `">"` or `"<="` | |
version (`str`): | |
A string version of PyTorch | |
""" | |
return compare_versions(parse(_torch_version), operation, version) |