

from __future__ import annotations

import string
from itertools import cycle, product
from pathlib import Path

lowerCAmelCase__       = (
    string.ascii_letters + string.digits + string.punctuation + string.whitespace
)
lowerCAmelCase__       = [ord(letter) for letter in string.ascii_lowercase]
lowerCAmelCase__       = {ord(char) for char in VALID_CHARS}

lowerCAmelCase__       = ["the", "be", "to", "of", "and", "in", "that", "have"]
def      _lowerCAmelCase(	__A   ,       __A			):
  UpperCAmelCase					      =  ""
  UpperCAmelCase					      =  42
  UpperCAmelCase					      =  42
  UpperCAmelCase					      =  42

  for keychar, cipherchar in zip(cycle(__A			)   ,       __A			):
    UpperCAmelCase					      =  cipherchar ^ keychar
    if decodedchar not in VALID_INTS:
      return None
    decoded += chr(__A			)

  return decoded
def      _lowerCAmelCase(	__A			):
  UpperCAmelCase					      =  []
  for key in product(__A   ,       repeat=3			):
    UpperCAmelCase					      =  try_key(__A   ,       __A			)
    if encoded is not None:
      possibles.append(__A			)
  return possibles
def      _lowerCAmelCase(	__A   ,       __A			):
  return [possible for possible in possibles if common_word in possible.lower()]
def      _lowerCAmelCase(	__A = "p059_cipher.txt"			):
  UpperCAmelCase					      =  42
  UpperCAmelCase					      =  42
  UpperCAmelCase					      =  42
  UpperCAmelCase					      =  42
  UpperCAmelCase					      =  Path(__A			).parent.joinpath(__A			).read_text(encoding="utf-8"			)

  UpperCAmelCase					      =  [int(__A			) for number in data.strip().split(","			)]

  UpperCAmelCase					      =  filter_valid_chars(__A			)
  for common_word in COMMON_WORDS:
    UpperCAmelCase					      =  filter_common_word(__A   ,       __A			)
    if len(__A			) == 1:
      break

  UpperCAmelCase					      =  possibles[0]
  return sum(ord(__A			) for char in decoded_text			)


if __name__ == "__main__":
      print(f"{solution() = }")






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


lowerCAmelCase__       = logging.get_logger(__name__)

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






class 						__magic_name__    (       _snake_case	,						_snake_case    ):
 UpperCAmelCase							    =						"""convnextv2"""


 def __init__(						self		: Optional[Any]			,						lowerCAmelCase__		: List[Any]=3			,						lowerCAmelCase__		: str=4			,						lowerCAmelCase__		: Dict=4			,						lowerCAmelCase__		: Optional[Any]=None			,						lowerCAmelCase__		: Optional[Any]=None			,						lowerCAmelCase__		: str="gelu"			,						lowerCAmelCase__		: Optional[int]=0.02			,						lowerCAmelCase__		: Dict=1e-1_2			,						lowerCAmelCase__		: str=0.0			,						lowerCAmelCase__		: str=2_2_4			,						lowerCAmelCase__		: int=None			,						lowerCAmelCase__		: List[Any]=None			,						**lowerCAmelCase__		: List[Any]			,						)    ->      List[Any]:
   super().__init__(**lowerCAmelCase__    )

   UpperCAmelCase					      =  num_channels
   UpperCAmelCase					      =  patch_size
   UpperCAmelCase					      =  num_stages
   UpperCAmelCase					      =  [9_6, 1_9_2, 3_8_4, 7_6_8] if hidden_sizes is None else hidden_sizes
   UpperCAmelCase					      =  [3, 3, 9, 3] if depths is None else depths
   UpperCAmelCase					      =  hidden_act
   UpperCAmelCase					      =  initializer_range
   UpperCAmelCase					      =  layer_norm_eps
   UpperCAmelCase					      =  drop_path_rate
   UpperCAmelCase					      =  image_size
   UpperCAmelCase					      =  ["stem"] + [f"stage{idx}" for idx in range(1			,						len(self.depths    ) + 1    )]
   UpperCAmelCase      ,	UpperCAmelCase					      =  get_aligned_output_features_output_indices(
       out_features=lowerCAmelCase__			,						out_indices=lowerCAmelCase__			,						stage_names=self.stage_names    )



