





from .integrations import (
    is_optuna_available,
    is_ray_available,
    is_sigopt_available,
    is_wandb_available,
    run_hp_search_optuna,
    run_hp_search_ray,
    run_hp_search_sigopt,
    run_hp_search_wandb,
)
from .trainer_utils import (
    HPSearchBackend,
    default_hp_space_optuna,
    default_hp_space_ray,
    default_hp_space_sigopt,
    default_hp_space_wandb,
)
from .utils import logging


UpperCamelCase__     =	logging.get_logger(__name__)

class     __SCREAMING_SNAKE_CASE   :
							snake_case       : str
							snake_case       : str         =    None






							@staticmethod
							def 			_lowerCamelCase						(  ):
														raise NotImplementedError






							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					):
														raise NotImplementedError






							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					):
														raise NotImplementedError






							def 			_lowerCamelCase						(  self					):
														if not self.is_available():
																					raise RuntimeError(
																					    f"""You picked the {self.name} backend, but it is not installed. Run {self.pip_install()}."""					)







							@classmethod
							def 			_lowerCamelCase						(  cls					):
														return f"""`pip install {cls.pip_package or cls.name}`"""






class     __SCREAMING_SNAKE_CASE   (       _a    ):
							snake_case       : str         =    """optuna"""






							@staticmethod
							def 			_lowerCamelCase						(  ):
														return is_optuna_available()






							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					):
														return run_hp_search_optuna(__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					)







							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					):
														return default_hp_space_optuna(__lowerCAmelCase					)






class     __SCREAMING_SNAKE_CASE   (       _a    ):
							snake_case       : Optional[Any]         =    """ray"""
							snake_case       : Any         =    """'ray[tune]'"""






							@staticmethod
							def 			_lowerCamelCase						(  ):
														return is_ray_available()






							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					):
														return run_hp_search_ray(__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					)







							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					):
														return default_hp_space_ray(__lowerCAmelCase					)






class     __SCREAMING_SNAKE_CASE   (       _a    ):
							snake_case       : int         =    """sigopt"""






							@staticmethod
							def 			_lowerCamelCase						(  ):
														return is_sigopt_available()






							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					):
														return run_hp_search_sigopt(__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					)







							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					):
														return default_hp_space_sigopt(__lowerCAmelCase					)






class     __SCREAMING_SNAKE_CASE   (       _a    ):
							snake_case       : Union[str, Any]         =    """wandb"""






							@staticmethod
							def 			_lowerCamelCase						(  ):
														return is_wandb_available()






							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					):
														return run_hp_search_wandb(__lowerCAmelCase					,	__lowerCAmelCase					,	__lowerCAmelCase					,	**__lowerCAmelCase					)







							def 			_lowerCamelCase						(  self					,	__lowerCAmelCase					):
														return default_hp_space_wandb(__lowerCAmelCase					)






UpperCamelCase__     =	{
    HPSearchBackend(backend.name): backend for backend in [OptunaBackend, RayTuneBackend, SigOptBackend, WandbBackend]
}





def       _UpperCamelCase       ():






							"""simple docstring"""





							UpperCamelCase__			       =     [backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
							if len(a__    ) > 0:
														UpperCamelCase__			       =     available_backends[0].name
														if len(a__    ) > 1:
																					logger.info(
																					    f"""{len(a__    )} hyperparameter search backends available. Using {name} as the default."""    )
														return name
							raise RuntimeError(
							    """No hyperparameter search backend available.\n"""
							    + """\n""".join(
							        f""" - To install {backend.name} run {backend.pip_install()}"""
							        for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values()    )    )











from datetime import datetime as dt
import os

from github import Github


UpperCamelCase__     =	[
    "good first issue",
    "good second issue",
    "good difficult issue",
    "feature request",
    "new model",
    "wip",
]





def       _UpperCamelCase       ():






							"""simple docstring"""





							UpperCamelCase__			       =     Github(os.environ["""GITHUB_TOKEN"""]    )
							UpperCamelCase__			       =     g.get_repo("""huggingface/transformers"""    )
							UpperCamelCase__			       =     repo.get_issues(state="""open"""    )

							for issue in open_issues:
														UpperCamelCase__			       =     sorted([comment for comment in issue.get_comments()]				,     key=lambda a__    : i.created_at				,     reverse=a__    )
														UpperCamelCase__			       =     comments[0] if len(a__    ) > 0 else None
														if (
														    last_comment is not None
														    and last_comment.user.login == "github-actions[bot]"
														    and (dt.utcnow() - issue.updated_at).days > 7
														    and (dt.utcnow() - issue.created_at).days >= 30
														    and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels()    )
														):
																					# print(f"Would close issue {issue.number} since it has been 7 days of inactivity since bot mention.")
																					issue.edit(state="""closed"""    )
														elif (
														    (dt.utcnow() - issue.updated_at).days > 23
														    and (dt.utcnow() - issue.created_at).days >= 30
														    and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels()    )
														):
																					# print(f"Would add stale comment to {issue.number}")
																					issue.create_comment(
																					    """This issue has been automatically marked as stale because it has not had """
																					    """recent activity. If you think this still needs to be addressed """
																					    """please comment on this thread.\n\nPlease note that issues that do not follow the """
																					    """[contributing guidelines](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md) """
																					    """are likely to be ignored."""    )


if __name__ == "__main__":
					main()




