


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


lowerCamelCase		   =			logging.get_logger(__name__)




class A    :
      UpperCamelCase__				:    str
      UpperCamelCase__				:    str =None






      @staticmethod
      def 			lowerCamelCase			(   )   ->		Optional[int]:
             """simple docstring"""




             raise NotImplementedError






      def 			lowerCamelCase			(   self		:	Dict     ,  lowercase_		:	Union[str, Any]     ,  lowercase_		:	int     ,  lowercase_		:	str     ,  **lowercase_		:	Optional[int]					)   ->		List[str]:
             """simple docstring"""




             raise NotImplementedError






      def 			lowerCamelCase			(   self		:	Dict     ,  lowercase_		:	List[str]					)   ->		List[Any]:
             """simple docstring"""




             raise NotImplementedError






      def 			lowerCamelCase			(   self		:	List[Any]					)   ->		List[Any]:
             """simple docstring"""




             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		:	Any					)   ->		Optional[int]:
             """simple docstring"""




             return F'''`pip install {cls.pip_package or cls.name}`'''




class A    (  UpperCamelCase_	):
      UpperCamelCase__				:    Optional[Any] ='optuna'






      @staticmethod
      def 			lowerCamelCase			(   )   ->		Any:
             """simple docstring"""




             return is_optuna_available()






      def 			lowerCamelCase			(   self		:	str     ,  lowercase_		:	Dict     ,  lowercase_		:	int     ,  lowercase_		:	str     ,  **lowercase_		:	int					)   ->		Optional[int]:
             """simple docstring"""




             return run_hp_search_optuna(lowercase_     ,  lowercase_     ,  lowercase_     ,  **lowercase_					)






      def 			lowerCamelCase			(   self		:	str     ,  lowercase_		:	Union[str, Any]					)   ->		Union[str, Any]:
             """simple docstring"""




             return default_hp_space_optuna(lowercase_					)




class A    (  UpperCamelCase_	):
      UpperCamelCase__				:    Dict ='ray'
      UpperCamelCase__				:    str ='\'ray[tune]\''






      @staticmethod
      def 			lowerCamelCase			(   )   ->		List[str]:
             """simple docstring"""




             return is_ray_available()






      def 			lowerCamelCase			(   self		:	Optional[Any]     ,  lowercase_		:	str     ,  lowercase_		:	int     ,  lowercase_		:	str     ,  **lowercase_		:	List[str]					)   ->		str:
             """simple docstring"""




             return run_hp_search_ray(lowercase_     ,  lowercase_     ,  lowercase_     ,  **lowercase_					)






      def 			lowerCamelCase			(   self		:	List[Any]     ,  lowercase_		:	int					)   ->		Optional[int]:
             """simple docstring"""




             return default_hp_space_ray(lowercase_					)




class A    (  UpperCamelCase_	):
      UpperCamelCase__				:    Optional[Any] ='sigopt'






      @staticmethod
      def 			lowerCamelCase			(   )   ->		Union[str, Any]:
             """simple docstring"""




             return is_sigopt_available()






      def 			lowerCamelCase			(   self		:	Dict     ,  lowercase_		:	Optional[Any]     ,  lowercase_		:	int     ,  lowercase_		:	str     ,  **lowercase_		:	Dict					)   ->		Optional[Any]:
             """simple docstring"""




             return run_hp_search_sigopt(lowercase_     ,  lowercase_     ,  lowercase_     ,  **lowercase_					)






      def 			lowerCamelCase			(   self		:	Optional[Any]     ,  lowercase_		:	List[str]					)   ->		str:
             """simple docstring"""




             return default_hp_space_sigopt(lowercase_					)




class A    (  UpperCamelCase_	):
      UpperCamelCase__				:    Optional[Any] ='wandb'






      @staticmethod
      def 			lowerCamelCase			(   )   ->		Union[str, Any]:
             """simple docstring"""




             return is_wandb_available()






      def 			lowerCamelCase			(   self		:	Any     ,  lowercase_		:	Union[str, Any]     ,  lowercase_		:	int     ,  lowercase_		:	str     ,  **lowercase_		:	str					)   ->		Any:
             """simple docstring"""




             return run_hp_search_wandb(lowercase_     ,  lowercase_     ,  lowercase_     ,  **lowercase_					)






      def 			lowerCamelCase			(   self		:	str     ,  lowercase_		:	Optional[Any]					)   ->		Optional[int]:
             """simple docstring"""




             return default_hp_space_wandb(lowercase_					)




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




def       a_ (       ):
       '''simple docstring'''





       _lowerCamelCase			:						Optional[int]            =[backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
       if len(SCREAMING_SNAKE_CASE__	) > 0:
              _lowerCamelCase			:						Union[str, Any]            =available_backends[0].name
              if len(SCREAMING_SNAKE_CASE__	) > 1:
                     logger.info(
                         F'''{len(SCREAMING_SNAKE_CASE__	)} 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()	)	)






import warnings

from ...utils import logging
from .image_processing_mobilevit import MobileViTImageProcessor


lowerCamelCase		   =			logging.get_logger(__name__)




class A    (  UpperCamelCase_	):






      def __init__(   self		:	Optional[Any]     ,  *lowercase_		:	str     ,  **lowercase_		:	List[Any]					)   ->		None:
             """simple docstring"""




             warnings.warn(
                 'The class MobileViTFeatureExtractor is deprecated and will be removed in version 5 of Transformers.'
                 ' Please use MobileViTImageProcessor instead.'     ,  lowercase_     ,  )
             super().__init__(*lowercase_     ,  **lowercase_					)


