





"""simple docstring"""


import string

def      UpperCamelCase							(SCREAMING_SNAKE_CASE     ):
						UpperCamelCase				:		Union[str, Any]				   =			""""""
						for i in sequence:
												UpperCamelCase				:		Dict				   =			ord(SCREAMING_SNAKE_CASE     )
												if 65 <= extract <= 90:
																		output += chr(155 - extract     )
												elif 97 <= extract <= 122:
																		output += chr(219 - extract     )
												else:
																		output += i
						return output

def      UpperCamelCase							(SCREAMING_SNAKE_CASE     ):
						UpperCamelCase				:		Optional[Any]				   =			string.ascii_letters
						UpperCamelCase				:		Dict				   =			string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
						return "".join(
						    letters_reversed[letters.index(SCREAMING_SNAKE_CASE     )] if c in letters else c for c in sequence     )

def      UpperCamelCase							():
						from timeit import timeit

						print("""Running performance benchmarks..."""     )
						UpperCamelCase				:		Any				   =			"""from string import printable ; from __main__ import atbash, atbash_slow"""
						print(f"""> atbash_slow(): {timeit("atbash_slow(printable)"							,     setup=SCREAMING_SNAKE_CASE     )} seconds"""     )
						print(f""">      atbash(): {timeit("atbash(printable)"							,     setup=SCREAMING_SNAKE_CASE     )} seconds"""     )


if __name__ == "__main__":
		for example in ("ABCDEFGH", "123GGjj", "testStringtest", "with space"):
				print(f'''{example} encrypted in atbash: {atbash(example)}''')
		benchmark()










"""simple docstring"""


from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


__magic_name__       :					Any						=			logging.get_logger(__name__)

__magic_name__       :					int						=			{
    """facebook/convnextv2-tiny-1k-224""": """https://huggingface.co/facebook/convnextv2-tiny-1k-224/resolve/main/config.json""",
}






class 							lowercase__			(   __SCREAMING_SNAKE_CASE					,     __SCREAMING_SNAKE_CASE	):

			"""simple docstring"""
			__lowerCAmelCase     :				str										=  """convnextv2"""







			def __init__(      self						,   _A=3						,   _A=4						,   _A=4						,   _A=None						,   _A=None						,   _A="gelu"						,   _A=0.02						,   _A=1e-1_2						,   _A=0.0						,   _A=2_2_4						,   _A=None						,   _A=None						,   **_A						,   ):






									'''simple docstring'''







									super().__init__(**_A    )

									UpperCamelCase				:		Optional[Any]				   =			num_channels
									UpperCamelCase				:		int				   =			patch_size
									UpperCamelCase				:		Dict				   =			num_stages
									UpperCamelCase				:		Tuple				   =			[9_6, 1_9_2, 3_8_4, 7_6_8] if hidden_sizes is None else hidden_sizes
									UpperCamelCase				:		str				   =			[3, 3, 9, 3] if depths is None else depths
									UpperCamelCase				:		List[str]				   =			hidden_act
									UpperCamelCase				:		List[str]				   =			initializer_range
									UpperCamelCase				:		List[Any]				   =			layer_norm_eps
									UpperCamelCase				:		Any				   =			drop_path_rate
									UpperCamelCase				:		Any				   =			image_size
									UpperCamelCase				:		Union[str, Any]				   =			["""stem"""] + [f"""stage{idx}""" for idx in range(1						,   len(self.depths    ) + 1    )]
									UpperCamelCase   ,						UpperCamelCase				:		Optional[int]				   =			get_aligned_output_features_output_indices(
									    out_features=_A						,   out_indices=_A						,   stage_names=self.stage_names    )



