






'''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	:			int         =logging.get_logger(__name__)

class _lowercase	:
							a				      =       42
							a				      =       None




							@staticmethod
							def 		lowerCamelCase_				(							):
														raise NotImplementedError




							def 		lowerCamelCase_				(							self:				Tuple			,							UpperCamelCase__:				List[str]			,							UpperCamelCase__:				int			,							UpperCamelCase__:				str			,							**UpperCamelCase__:				Union[str, Any]     ):
														raise NotImplementedError




							def 		lowerCamelCase_				(							self:				Any			,							UpperCamelCase__:				Any     ):
														raise NotImplementedError




							def 		lowerCamelCase_				(							self:				List[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:				Optional[int]     ):
														return F'''`pip install {cls.pip_package or cls.name}`'''



class _lowercase	(				_lowercase		):
							a				      =       """optuna"""




							@staticmethod
							def 		lowerCamelCase_				(							):
														return is_optuna_available()




							def 		lowerCamelCase_				(							self:				Optional[int]			,							UpperCamelCase__:				Optional[Any]			,							UpperCamelCase__:				int			,							UpperCamelCase__:				str			,							**UpperCamelCase__:				Dict     ):
														return run_hp_search_optuna(UpperCamelCase__			,							UpperCamelCase__			,							UpperCamelCase__			,							**UpperCamelCase__     )




							def 		lowerCamelCase_				(							self:				Optional[Any]			,							UpperCamelCase__:				Any     ):
														return default_hp_space_optuna(UpperCamelCase__     )



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




							@staticmethod
							def 		lowerCamelCase_				(							):
														return is_ray_available()




							def 		lowerCamelCase_				(							self:				List[Any]			,							UpperCamelCase__:				str			,							UpperCamelCase__:				int			,							UpperCamelCase__:				str			,							**UpperCamelCase__:				Union[str, Any]     ):
														return run_hp_search_ray(UpperCamelCase__			,							UpperCamelCase__			,							UpperCamelCase__			,							**UpperCamelCase__     )




							def 		lowerCamelCase_				(							self:				List[str]			,							UpperCamelCase__:				Any     ):
														return default_hp_space_ray(UpperCamelCase__     )



class _lowercase	(				_lowercase		):
							a				      =       """sigopt"""




							@staticmethod
							def 		lowerCamelCase_				(							):
														return is_sigopt_available()




							def 		lowerCamelCase_				(							self:				Tuple			,							UpperCamelCase__:				List[Any]			,							UpperCamelCase__:				int			,							UpperCamelCase__:				str			,							**UpperCamelCase__:				Dict     ):
														return run_hp_search_sigopt(UpperCamelCase__			,							UpperCamelCase__			,							UpperCamelCase__			,							**UpperCamelCase__     )




							def 		lowerCamelCase_				(							self:				Tuple			,							UpperCamelCase__:				List[str]     ):
														return default_hp_space_sigopt(UpperCamelCase__     )



class _lowercase	(				_lowercase		):
							a				      =       """wandb"""




							@staticmethod
							def 		lowerCamelCase_				(							):
														return is_wandb_available()




							def 		lowerCamelCase_				(							self:				int			,							UpperCamelCase__:				Tuple			,							UpperCamelCase__:				int			,							UpperCamelCase__:				str			,							**UpperCamelCase__:				int     ):
														return run_hp_search_wandb(UpperCamelCase__			,							UpperCamelCase__			,							UpperCamelCase__			,							**UpperCamelCase__     )




							def 		lowerCamelCase_				(							self:				List[Any]			,							UpperCamelCase__:				Union[str, Any]     ):
														return default_hp_space_wandb(UpperCamelCase__     )



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





def  SCREAMING_SNAKE_CASE_       ()      ->       str:
							lowerCamelCase__					:	List[str]         =       [backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
							if len(UpperCamelCase      ) > 0:
														lowerCamelCase__					:	Dict         =       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"""


from __future__ import annotations


def _lowerCamelCase	(		_UpperCamelCase = 4      ):

			'''simple docstring'''




			__lowerCAmelCase				    =			abs(_UpperCamelCase      ) or 4
			return [[1 + x + y * row_size for x in range(_UpperCamelCase      )] for y in range(_UpperCamelCase      )]


def _lowerCamelCase	(		_UpperCamelCase      ):

			'''simple docstring'''




			return reverse_row(transpose(_UpperCamelCase      )      )
			# OR.. transpose(reverse_column(matrix))


def _lowerCamelCase	(		_UpperCamelCase      ):

			'''simple docstring'''




			return reverse_row(reverse_column(_UpperCamelCase      )      )
			# OR.. reverse_column(reverse_row(matrix))


def _lowerCamelCase	(		_UpperCamelCase      ):

			'''simple docstring'''




			return reverse_column(transpose(_UpperCamelCase      )      )
			# OR.. transpose(reverse_row(matrix))


def _lowerCamelCase	(		_UpperCamelCase      ):

			'''simple docstring'''




			__lowerCAmelCase				    =			[list(_UpperCamelCase      ) for x in zip(*_UpperCamelCase      )]
			return matrix


def _lowerCamelCase	(		_UpperCamelCase      ):

			'''simple docstring'''




			__lowerCAmelCase				    =			matrix[::-1]
			return matrix


def _lowerCamelCase	(		_UpperCamelCase      ):

			'''simple docstring'''




			__lowerCAmelCase				    =			[x[::-1] for x in matrix]
			return matrix


def _lowerCamelCase	(		_UpperCamelCase      ):

			'''simple docstring'''




			for i in matrix:
						print(*_UpperCamelCase      )


if __name__ == "__main__":
	A     :   Dict			    =			make_matrix()
	print("\norigin:\n")
	print_matrix(matrix)
	print("\nrotate 90 counterclockwise:\n")
	print_matrix(rotate_aa(matrix))

	A     :   List[str]			    =			make_matrix()
	print("\norigin:\n")
	print_matrix(matrix)
	print("\nrotate 180:\n")
	print_matrix(rotate_aaa(matrix))

	A     :   str			    =			make_matrix()
	print("\norigin:\n")
	print_matrix(matrix)
	print("\nrotate 270 counterclockwise:\n")
	print_matrix(rotate_aaa(matrix))




