


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


snake_case							:       Union[str, Any]     			=      logging.get_logger(__name__)







class        snake_case_   :
					UpperCAmelCase__					:    str
					UpperCAmelCase__					:    str          =			None
					@staticmethod
					def  lowerCamelCase__(      )					->    List[str]:
												raise NotImplementedError
					def  lowerCamelCase__(      self   :Tuple			,__snake_case   :List[str]			,__snake_case   :int			,__snake_case   :str			,**__snake_case   :List[str]      )					->    Dict:
												raise NotImplementedError
					def  lowerCamelCase__(      self   :Optional[Any]			,__snake_case   :Tuple      )					->    Optional[Any]:
												raise NotImplementedError
					def  lowerCamelCase__(      self   :List[Any]      )					->    Union[str, 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  lowerCamelCase__(      cls   :int      )					->    List[Any]:
												return F'`pip install {cls.pip_package or cls.name}`'







class        snake_case_   (lowerCamelCase_      ):
					UpperCAmelCase__					:    Dict          =			'''optuna'''
					@staticmethod
					def  lowerCamelCase__(      )					->    Union[str, Any]:
												return is_optuna_available()
					def  lowerCamelCase__(      self   :Tuple			,__snake_case   :List[str]			,__snake_case   :int			,__snake_case   :str			,**__snake_case   :List[str]      )					->    str:
												return run_hp_search_optuna(__snake_case			,__snake_case			,__snake_case			,**__snake_case      )



					def  lowerCamelCase__(      self   :Tuple			,__snake_case   :List[Any]      )					->    Tuple:
												return default_hp_space_optuna(__snake_case      )







class        snake_case_   (lowerCamelCase_      ):
					UpperCAmelCase__					:    Optional[int]          =			'''ray'''
					UpperCAmelCase__					:    Dict          =			'''\'ray[tune]\''''
					@staticmethod
					def  lowerCamelCase__(      )					->    Dict:
												return is_ray_available()
					def  lowerCamelCase__(      self   :int			,__snake_case   :Tuple			,__snake_case   :int			,__snake_case   :str			,**__snake_case   :Dict      )					->    Optional[Any]:
												return run_hp_search_ray(__snake_case			,__snake_case			,__snake_case			,**__snake_case      )



					def  lowerCamelCase__(      self   :Any			,__snake_case   :Optional[Any]      )					->    List[Any]:
												return default_hp_space_ray(__snake_case      )







class        snake_case_   (lowerCamelCase_      ):
					UpperCAmelCase__					:    Any          =			'''sigopt'''
					@staticmethod
					def  lowerCamelCase__(      )					->    Any:
												return is_sigopt_available()
					def  lowerCamelCase__(      self   :Union[str, Any]			,__snake_case   :Dict			,__snake_case   :int			,__snake_case   :str			,**__snake_case   :Any      )					->    Any:
												return run_hp_search_sigopt(__snake_case			,__snake_case			,__snake_case			,**__snake_case      )



					def  lowerCamelCase__(      self   :Optional[Any]			,__snake_case   :Dict      )					->    Union[str, Any]:
												return default_hp_space_sigopt(__snake_case      )







class        snake_case_   (lowerCamelCase_      ):
					UpperCAmelCase__					:    Optional[int]          =			'''wandb'''
					@staticmethod
					def  lowerCamelCase__(      )					->    Dict:
												return is_wandb_available()
					def  lowerCamelCase__(      self   :Tuple			,__snake_case   :str			,__snake_case   :int			,__snake_case   :str			,**__snake_case   :Dict      )					->    Dict:
												return run_hp_search_wandb(__snake_case			,__snake_case			,__snake_case			,**__snake_case      )



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





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






def 							__lowercase   ( ):
							a__             =     [backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
							if len(__lowerCAmelCase   ) > 0:
														a__             =     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()   )   )








import argparse


snake_case							:       int     			=      '''docs/source/_static/js/custom.js'''






def 							__lowercase   ( __lowerCAmelCase							:				Optional[Any]   ):
							with open(__lowerCAmelCase					,    encoding='utf-8'					,    newline='\n'   ) as f:
														a__             =     f.readlines()
							a__             =     0

							# First let's put the right version
							while not lines[index].startswith('const stableVersion ='   ):
														index += 1
							a__             =     F'const stableVersion = "v{version}"\n'

							# Then update the dictionary
							while not lines[index].startswith('const versionMapping = {'   ):
														index += 1

							# We go until the end
							while not lines[index].startswith('}'   ):
														index += 1
							# We add the new version at the end
							lines[index - 1] += F'    "v{version}": "v{version}",\n'

							with open(__lowerCAmelCase					,    'w'					,    encoding='utf-8'					,    newline='\n'   ) as f:
														f.writelines(__lowerCAmelCase   )


if __name__ == "__main__":
						snake_case							:       Optional[Any]     			=      argparse.ArgumentParser()
						parser.add_argument('''--version''', help='''Release version.''')
						snake_case							:       Optional[int]     			=      parser.parse_args()
						update_custom_js(args.version)




