






"""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


lowercase    			=       logging.get_logger(__name__)

class 						A_							:
				UpperCAmelCase__        =				42
				UpperCAmelCase__        =				None







				@staticmethod
				def     _snake_case					(							)				->					Dict:
										raise NotImplementedError







				def     _snake_case					(							self							:						Tuple						,    __lowerCamelCase							:						int						,    __lowerCamelCase							:						int						,    __lowerCamelCase							:						str						,    **__lowerCamelCase							:						Optional[Any]	)				->					List[str]:
										raise NotImplementedError







				def     _snake_case					(							self							:						Optional[int]						,    __lowerCamelCase							:						List[str]	)				->					List[Any]:
										raise NotImplementedError







				def     _snake_case					(							self							:						Optional[Any]	)				->					str:
										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     _snake_case					(							cls							:						Any	)				->					Union[str, Any]:
										return f'''`pip install {cls.pip_package or cls.name}`'''





class 						A_							(      snake_case_  ):
				UpperCAmelCase__        =				'''optuna'''







				@staticmethod
				def     _snake_case					(							)				->					Optional[int]:
										return is_optuna_available()







				def     _snake_case					(							self							:						List[Any]						,    __lowerCamelCase							:						List[Any]						,    __lowerCamelCase							:						int						,    __lowerCamelCase							:						str						,    **__lowerCamelCase							:						Union[str, Any]	)				->					Optional[Any]:
										return run_hp_search_optuna(__lowerCamelCase						,    __lowerCamelCase						,    __lowerCamelCase						,    **__lowerCamelCase	)







				def     _snake_case					(							self							:						str						,    __lowerCamelCase							:						int	)				->					str:
										return default_hp_space_optuna(__lowerCamelCase	)





class 						A_							(      snake_case_  ):
				UpperCAmelCase__        =				'''ray'''
				UpperCAmelCase__        =				'''\'ray[tune]\''''







				@staticmethod
				def     _snake_case					(							)				->					Tuple:
										return is_ray_available()







				def     _snake_case					(							self							:						Dict						,    __lowerCamelCase							:						int						,    __lowerCamelCase							:						int						,    __lowerCamelCase							:						str						,    **__lowerCamelCase							:						str	)				->					Union[str, Any]:
										return run_hp_search_ray(__lowerCamelCase						,    __lowerCamelCase						,    __lowerCamelCase						,    **__lowerCamelCase	)







				def     _snake_case					(							self							:						Any						,    __lowerCamelCase							:						Any	)				->					Optional[Any]:
										return default_hp_space_ray(__lowerCamelCase	)





class 						A_							(      snake_case_  ):
				UpperCAmelCase__        =				'''sigopt'''







				@staticmethod
				def     _snake_case					(							)				->					str:
										return is_sigopt_available()







				def     _snake_case					(							self							:						Optional[int]						,    __lowerCamelCase							:						Union[str, Any]						,    __lowerCamelCase							:						int						,    __lowerCamelCase							:						str						,    **__lowerCamelCase							:						Dict	)				->					List[Any]:
										return run_hp_search_sigopt(__lowerCamelCase						,    __lowerCamelCase						,    __lowerCamelCase						,    **__lowerCamelCase	)







				def     _snake_case					(							self							:						Optional[int]						,    __lowerCamelCase							:						List[Any]	)				->					str:
										return default_hp_space_sigopt(__lowerCamelCase	)





class 						A_							(      snake_case_  ):
				UpperCAmelCase__        =				'''wandb'''







				@staticmethod
				def     _snake_case					(							)				->					Optional[int]:
										return is_wandb_available()







				def     _snake_case					(							self							:						Optional[int]						,    __lowerCamelCase							:						Tuple						,    __lowerCamelCase							:						int						,    __lowerCamelCase							:						str						,    **__lowerCamelCase							:						List[Any]	)				->					int:
										return run_hp_search_wandb(__lowerCamelCase						,    __lowerCamelCase						,    __lowerCamelCase						,    **__lowerCamelCase	)







				def     _snake_case					(							self							:						str						,    __lowerCamelCase							:						Dict	)				->					List[Any]:
										return default_hp_space_wandb(__lowerCamelCase	)





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






def _lowerCAmelCase	(  ):

						'''simple docstring'''






						__magic_name__            =     [backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
						if len(__lowerCamelCase   ) > 0:
												__magic_name__            =     available_backends[0].name
												if len(__lowerCamelCase   ) > 1:
																		logger.info(
																		    f'''{len(__lowerCamelCase   )} 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 _lowerCAmelCase	(  __lowerCamelCase:list   ):

						'''simple docstring'''






						__magic_name__            =     len(__lowerCamelCase   )
						for i in range(1 ,						__lowerCamelCase   ):
												__magic_name__            =     collection[i]
												__magic_name__            =     0
												__magic_name__            =     i - 1

												while low <= high:
																		__magic_name__            =     (low + high) // 2
																		if val < collection[mid]:
																								__magic_name__            =     mid - 1
																		else:
																								__magic_name__            =     mid + 1
												for j in range(__lowerCamelCase ,						__lowerCamelCase ,						-1   ):
																		__magic_name__            =     collection[j - 1]
												__magic_name__            =     val
						return collection


if __name__ == "__main__":
			lowercase    			=       input('''Enter numbers separated by a comma:\n''').strip()
			lowercase    			=       [int(item) for item in user_input.split(''',''')]
			print(binary_insertion_sort(unsorted))



