




'''simple docstring'''

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


a    :							Optional[Any]										=    logging.get_logger(__name__)






class 		a							:
				snake_case_           =						42
				snake_case_           =						None


				@staticmethod
				def     A_					(						):
									raise NotImplementedError


				def     A_					(						self       :   str			,							lowercase_       :   List[Any]			,							lowercase_       :   int			,							lowercase_       :   str			,							**lowercase_       :   List[Any]   ):
									raise NotImplementedError


				def     A_					(						self       :   Union[str, Any]			,							lowercase_       :   Optional[Any]   ):
									raise NotImplementedError


				def     A_					(						self       :   Any   ):
									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     A_					(						cls       :   Optional[int]   ):
									return F"`pip install {cls.pip_package or cls.name}`"







class 		a							(  _lowerCamelCase	):
				snake_case_           =						"optuna"


				@staticmethod
				def     A_					(						):
									return is_optuna_available()


				def     A_					(						self       :   Optional[Any]			,							lowercase_       :   int			,							lowercase_       :   int			,							lowercase_       :   str			,							**lowercase_       :   Any   ):
									return run_hp_search_optuna(lowercase_			,							lowercase_			,							lowercase_			,							**lowercase_   )


				def     A_					(						self       :   Any			,							lowercase_       :   str   ):
									return default_hp_space_optuna(lowercase_   )







class 		a							(  _lowerCamelCase	):
				snake_case_           =						"ray"
				snake_case_           =						"'ray[tune]'"


				@staticmethod
				def     A_					(						):
									return is_ray_available()


				def     A_					(						self       :   Tuple			,							lowercase_       :   List[Any]			,							lowercase_       :   int			,							lowercase_       :   str			,							**lowercase_       :   List[Any]   ):
									return run_hp_search_ray(lowercase_			,							lowercase_			,							lowercase_			,							**lowercase_   )


				def     A_					(						self       :   str			,							lowercase_       :   List[str]   ):
									return default_hp_space_ray(lowercase_   )







class 		a							(  _lowerCamelCase	):
				snake_case_           =						"sigopt"


				@staticmethod
				def     A_					(						):
									return is_sigopt_available()


				def     A_					(						self       :   Optional[Any]			,							lowercase_       :   List[str]			,							lowercase_       :   int			,							lowercase_       :   str			,							**lowercase_       :   Tuple   ):
									return run_hp_search_sigopt(lowercase_			,							lowercase_			,							lowercase_			,							**lowercase_   )


				def     A_					(						self       :   List[Any]			,							lowercase_       :   Any   ):
									return default_hp_space_sigopt(lowercase_   )







class 		a							(  _lowerCamelCase	):
				snake_case_           =						"wandb"


				@staticmethod
				def     A_					(						):
									return is_wandb_available()


				def     A_					(						self       :   Optional[int]			,							lowercase_       :   Any			,							lowercase_       :   int			,							lowercase_       :   str			,							**lowercase_       :   List[str]   ):
									return run_hp_search_wandb(lowercase_			,							lowercase_			,							lowercase_			,							**lowercase_   )


				def     A_					(						self       :   Optional[int]			,							lowercase_       :   Optional[int]   ):
									return default_hp_space_wandb(lowercase_   )







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


def 						__magic_name__       (      )						->   str:

					'''simple docstring'''

					snake_case_		     =							[backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
					if len(__UpperCAmelCase      ) > 0:
										snake_case_		     =							available_backends[0].name
										if len(__UpperCAmelCase      ) > 1:
															logger.info(
															    F"{len(__UpperCAmelCase      )} 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()      )      )







'''simple docstring'''

def 						__magic_name__       (      __UpperCAmelCase, __UpperCAmelCase      )						->   int:

					'''simple docstring'''

					return int((input_a, input_a).count(0      ) == 0      )


def 						__magic_name__       (      )						->   None:

					'''simple docstring'''

					assert and_gate(0, 0      ) == 0
					assert and_gate(0, 1      ) == 0
					assert and_gate(1, 0      ) == 0
					assert and_gate(1, 1      ) == 1


if __name__ == "__main__":
							test_and_gate()
							print(and_gate(1, 0))
							print(and_gate(0, 0))
							print(and_gate(0, 1))
							print(and_gate(1, 1))

