


from __future__ import annotations
def     __lowerCamelCase						(			UpperCAmelCase_						:		str			,  UpperCAmelCase_						:		list[str] | None = None			,  UpperCAmelCase_						:		dict[str, float] | None = None			,  UpperCAmelCase_						:		bool = False			,  ):




      """simple docstring"""





      a						:List[str]										=	cipher_alphabet or [chr(UpperCAmelCase_						) for i in range(97			,  123						)]

      # If the argument is None or the user provided an empty dictionary
      if not frequencies_dict:
            # Frequencies of letters in the english language (how much they show up)
            a						:Optional[Any]										=	{
                '''a''': 0.08497,
                '''b''': 0.01492,
                '''c''': 0.02202,
                '''d''': 0.04253,
                '''e''': 0.11162,
                '''f''': 0.02228,
                '''g''': 0.02015,
                '''h''': 0.06094,
                '''i''': 0.07546,
                '''j''': 0.00153,
                '''k''': 0.01292,
                '''l''': 0.04025,
                '''m''': 0.02406,
                '''n''': 0.06749,
                '''o''': 0.07507,
                '''p''': 0.01929,
                '''q''': 0.00095,
                '''r''': 0.07587,
                '''s''': 0.06327,
                '''t''': 0.09356,
                '''u''': 0.02758,
                '''v''': 0.00978,
                '''w''': 0.02560,
                '''x''': 0.00150,
                '''y''': 0.01994,
                '''z''': 0.00077,
            }
      else:
            # Custom frequencies dictionary
            a						:Optional[int]										=	frequencies_dict

      if not case_sensitive:
            a						:List[Any]										=	ciphertext.lower()

      # Chi squared statistic values
      a						:dict[int, tuple[float, str]]										=	{}

      # cycle through all of the shifts
      for shift in range(len(UpperCAmelCase_						)						):
            a						:Any										=	''''''

            # decrypt the message with the shift
            for letter in ciphertext:
                  try:
                        # Try to index the letter in the alphabet
                        a						:Tuple										=	(alphabet_letters.index(letter.lower()						) - shift) % len(
                            UpperCAmelCase_						)
                        decrypted_with_shift += (
                            alphabet_letters[new_key].upper()
                            if case_sensitive and letter.isupper()
                            else alphabet_letters[new_key]
                        )
                  except ValueError:
                        # Append the character if it isn't in the alphabet
                        decrypted_with_shift += letter

            a						:int										=	0.0

            # Loop through each letter in the decoded message with the shift
            for letter in decrypted_with_shift:
                  if case_sensitive:
                        a						:Tuple										=	letter.lower()
                        if letter in frequencies:
                              # Get the amount of times the letter occurs in the message
                              a						:List[Any]										=	decrypted_with_shift.lower().count(UpperCAmelCase_						)

                              # Get the excepcted amount of times the letter should appear based
                              # on letter frequencies
                              a						:List[str]										=	frequencies[letter] * occurrences

                              # Complete the chi squared statistic formula
                              a						:str										=	((occurrences - expected) ** 2) / expected

                              # Add the margin of error to the total chi squared statistic
                              chi_squared_statistic += chi_letter_value
                  else:
                        if letter.lower() in frequencies:
                              # Get the amount of times the letter occurs in the message
                              a						:List[Any]										=	decrypted_with_shift.count(UpperCAmelCase_						)

                              # Get the excepcted amount of times the letter should appear based
                              # on letter frequencies
                              a						:Optional[int]										=	frequencies[letter] * occurrences

                              # Complete the chi squared statistic formula
                              a						:int										=	((occurrences - expected) ** 2) / expected

                              # Add the margin of error to the total chi squared statistic
                              chi_squared_statistic += chi_letter_value

        # Add the data to the chi_squared_statistic_values dictionary
            a						:Tuple										=	(
                chi_squared_statistic,
                decrypted_with_shift,
            )

      # Get the most likely cipher by finding the cipher with the smallest chi squared
      # statistic
      def chi_squared_statistic_values_sorting_key(UpperCAmelCase_						:		int						) -> tuple[float, str]:
            return chi_squared_statistic_values[key]

      a						:int										=	min(
          UpperCAmelCase_			,  key=UpperCAmelCase_			,  )

      # Get all the data from the most likely cipher (key, decoded message)
      (
          a    
      )						:Any										=	chi_squared_statistic_values[most_likely_cipher]

      # Return the data on the most likely shift
      return (
          most_likely_cipher,
          most_likely_cipher_chi_squared_value,
          decoded_most_likely_cipher,
      )









from collections import OrderedDict
from typing import List, Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


snake_case    :   Union[str, Any]	    =					logging.get_logger(__name__)

snake_case    :   List[str]	    =					{
    '''google/efficientnet-b7''': '''https://huggingface.co/google/efficientnet-b7/resolve/main/config.json''',
}







class 		_snake_case  (				_snake_case							):
 SCREAMING_SNAKE_CASE__				=	'efficientnet'




 def __init__(		self ,  _lowerCamelCase = 3 ,  _lowerCamelCase = 600 ,  _lowerCamelCase = 2.0 ,  _lowerCamelCase = 3.1 ,  _lowerCamelCase = 8 ,  _lowerCamelCase = [3, 3, 5, 3, 5, 5, 3] ,  _lowerCamelCase = [32, 16, 24, 40, 80, 112, 192] ,  _lowerCamelCase = [16, 24, 40, 80, 112, 192, 320] ,  _lowerCamelCase = [] ,  _lowerCamelCase = [1, 2, 2, 2, 1, 2, 1] ,  _lowerCamelCase = [1, 2, 2, 3, 3, 4, 1] ,  _lowerCamelCase = [1, 6, 6, 6, 6, 6, 6] ,  _lowerCamelCase = 0.25 ,  _lowerCamelCase = "swish" ,  _lowerCamelCase = 2560 ,  _lowerCamelCase = "mean" ,  _lowerCamelCase = 0.02 ,  _lowerCamelCase = 0.001 ,  _lowerCamelCase = 0.99 ,  _lowerCamelCase = 0.5 ,  _lowerCamelCase = 0.2 ,  **_lowerCamelCase ,  ):
       super().__init__(**_lowerCamelCase   )

       a						:Optional[int]										=	num_channels
       a						:List[str]										=	image_size
       a						:int										=	width_coefficient
       a						:Optional[Any]										=	depth_coefficient
       a						:Any										=	depth_divisor
       a						:Any										=	kernel_sizes
       a						:Tuple										=	in_channels
       a						:Union[str, Any]										=	out_channels
       a						:Any										=	depthwise_padding
       a						:Any										=	strides
       a						:Optional[Any]										=	num_block_repeats
       a						:Tuple										=	expand_ratios
       a						:Dict										=	squeeze_expansion_ratio
       a						:int										=	hidden_act
       a						:Dict										=	hidden_dim
       a						:Tuple										=	pooling_type
       a						:Any										=	initializer_range
       a						:Tuple										=	batch_norm_eps
       a						:Optional[int]										=	batch_norm_momentum
       a						:List[Any]										=	dropout_rate
       a						:Optional[int]										=	drop_connect_rate
       a						:Tuple										=	sum(_lowerCamelCase   ) * 4







class 		_snake_case  (				_snake_case							):
 SCREAMING_SNAKE_CASE__				=	version.parse('1.11'							)




 @property
 def 	SCREAMING_SNAKE_CASE__    (		self   ):
       return OrderedDict(
           [
               ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
           ]   )




 @property
 def 	SCREAMING_SNAKE_CASE__    (		self   ):
       return 1e-5





