





import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import CONFIG_MAPPING


_snake_case           =			logging.get_logger(__name__)





class  lowerCAmelCase							(       lowercase_ ):
  __lowerCamelCase		=      'upernet'







  def __init__(      self  :int   ,							_lowercase  :Tuple=None   ,							_lowercase  :List[Any]=5_12   ,							_lowercase  :Dict=0.02   ,							_lowercase  :int=[1, 2, 3, 6]   ,							_lowercase  :List[str]=True   ,							_lowercase  :Any=0.4   ,							_lowercase  :Optional[int]=3_84   ,							_lowercase  :List[str]=2_56   ,							_lowercase  :List[str]=1   ,							_lowercase  :Optional[int]=False   ,							_lowercase  :Union[str, Any]=2_55   ,							**_lowercase  :List[str]   ,							):






     '''simple docstring'''





     super().__init__(**_lowercase )

     if backbone_config is None:
        logger.info("`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone." )
        lowercase__			       =  CONFIG_MAPPING["resnet"](out_features=["stage1", "stage2", "stage3", "stage4"] )
     elif isinstance(_lowercase   ,							_lowercase ):
        lowercase__			       =  backbone_config.get("model_type" )
        lowercase__			       =  CONFIG_MAPPING[backbone_model_type]
        lowercase__			       =  config_class.from_dict(_lowercase )

     lowercase__			       =  backbone_config
     lowercase__			       =  hidden_size
     lowercase__			       =  initializer_range
     lowercase__			       =  pool_scales
     lowercase__			       =  use_auxiliary_head
     lowercase__			       =  auxiliary_loss_weight
     lowercase__			       =  auxiliary_in_channels
     lowercase__			       =  auxiliary_channels
     lowercase__			       =  auxiliary_num_convs
     lowercase__			       =  auxiliary_concat_input
     lowercase__			       =  loss_ignore_index







  def   UpperCAmelCase					(      self  :int ):






     '''simple docstring'''





     lowercase__			       =  copy.deepcopy(self.__dict__ )
     lowercase__			       =  self.backbone_config.to_dict()
     lowercase__			       =  self.__class__.model_type
     return output













def _A       (   __magic_name__	):
   lowercase__			       =  ""
   for ch in key:
      if ch == " " or ch not in key_no_dups and ch.isalpha():
         key_no_dups += ch
   return key_no_dups


def _A       (   __magic_name__	):
   lowercase__			       =  [chr(i + 65	) for i in range(26	)]
   # Remove duplicate characters from key
   lowercase__			       =  remove_duplicates(key.upper()	)
   lowercase__			       =  len(__magic_name__	)
   # First fill cipher with key characters
   lowercase__			       =  {alphabet[i]: char for i, char in enumerate(__magic_name__	)}
   # Then map remaining characters in alphabet to
   # the alphabet from the beginning
   for i in range(len(__magic_name__	)  , 26	):
      lowercase__			       =  alphabet[i - offset]
      # Ensure we are not mapping letters to letters previously mapped
      while char in key:
         offset -= 1
         lowercase__			       =  alphabet[i - offset]
      lowercase__			       =  char
   return cipher_alphabet


def _A       (   __magic_name__  , __magic_name__	):
   return "".join(cipher_map.get(__magic_name__  , __magic_name__	) for ch in message.upper()	)


def _A       (   __magic_name__  , __magic_name__	):
   lowercase__			       =  {v: k for k, v in cipher_map.items()}
   return "".join(rev_cipher_map.get(__magic_name__  , __magic_name__	) for ch in message.upper()	)


def _A       (   ):
   lowercase__			       =  input("Enter message to encode or decode: "	).strip()
   lowercase__			       =  input("Enter keyword: "	).strip()
   lowercase__			       =  input("Encipher or decipher? E/D:"	).strip()[0].lower()
   try:
      lowercase__			       =  {"e": encipher, "d": decipher}[option]
   except KeyError:
      raise KeyError("invalid input option"	)
   lowercase__			       =  create_cipher_map(__magic_name__	)
   print(func(__magic_name__  , __magic_name__	)	)


if __name__ == "__main__":
  import doctest

  doctest.testmod()
  main()






