




from ...configuration_utils import PretrainedConfig
from ...utils import logging


_UpperCAmelCase	:						str			=     logging.get_logger(__name__)

_UpperCAmelCase	:						Optional[int]			=     {
    "sayakpaul/vit-msn-base": "https://huggingface.co/sayakpaul/vit-msn-base/resolve/main/config.json",
    # See all ViT MSN models at https://huggingface.co/models?filter=vit_msn
}




class    __lowerCAmelCase       (							lowerCAmelCase):

       '''simple docstring'''





       _a 					=						'''vit_msn'''






       def __init__(   self:					List[Any]       ,					_lowerCAmelCase:					Any=7_68       ,					_lowerCAmelCase:					Optional[int]=12       ,					_lowerCAmelCase:					List[Any]=12       ,					_lowerCAmelCase:					str=30_72       ,					_lowerCAmelCase:					List[Any]="gelu"       ,					_lowerCAmelCase:					List[Any]=0.0       ,					_lowerCAmelCase:					Dict=0.0       ,					_lowerCAmelCase:					Optional[Any]=0.02       ,					_lowerCAmelCase:					str=1e-0_6       ,					_lowerCAmelCase:					Any=2_24       ,					_lowerCAmelCase:					Dict=16       ,					_lowerCAmelCase:					Optional[int]=3       ,					_lowerCAmelCase:					str=True       ,					**_lowerCAmelCase:					Any       ,					):
         super().__init__(**_lowerCAmelCase				)

         lowercase    :str      	=						hidden_size
         lowercase    :Union[str, Any]      	=						num_hidden_layers
         lowercase    :int      	=						num_attention_heads
         lowercase    :Dict      	=						intermediate_size
         lowercase    :int      	=						hidden_act
         lowercase    :Optional[Any]      	=						hidden_dropout_prob
         lowercase    :Dict      	=						attention_probs_dropout_prob
         lowercase    :Tuple      	=						initializer_range
         lowercase    :Any      	=						layer_norm_eps
         lowercase    :str      	=						image_size
         lowercase    :Tuple      	=						patch_size
         lowercase    :List[str]      	=						num_channels
         lowercase    :Optional[int]      	=						qkv_bias









import string



def       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :Optional[int]      	=						""
  for i in sequence:
    lowercase    :Optional[Any]      	=						ord(lowerCamelCase   )
    if 65 <= extract <= 90:
      output += chr(155 - extract   )
    elif 97 <= extract <= 122:
      output += chr(219 - extract   )
    else:
      output += i
  return output



def       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :Union[str, Any]      	=						string.ascii_letters
  lowercase    :Dict      	=						string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
  return "".join(
      letters_reversed[letters.index(lowerCamelCase   )] if c in letters else c for c in sequence   )



def       UpperCAmelCase__  (     ):
  from timeit import timeit

  print("Running performance benchmarks..."   )
  lowercase    :Dict      	=						"from string import printable ; from __main__ import atbash, atbash_slow"
  print(F"> atbash_slow(): {timeit('atbash_slow(printable)',			setup=lowerCamelCase   )} seconds"   )
  print(F">      atbash(): {timeit('atbash(printable)',			setup=lowerCamelCase   )} seconds"   )


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



