


'''simple docstring'''
from __future__ import annotations


def       a				(      __a			, __a = None			, __a = None			, __a = False			, )  ->     tuple[int, float, str]:



					'''simple docstring'''






					UpperCamelCase__       :Optional[Any]							 =			cipher_alphabet or [chr(__a       ) 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)
										UpperCamelCase__       :Optional[Any]							 =			{
										    '''a''': 0.0_8_4_9_7,
										    '''b''': 0.0_1_4_9_2,
										    '''c''': 0.0_2_2_0_2,
										    '''d''': 0.0_4_2_5_3,
										    '''e''': 0.1_1_1_6_2,
										    '''f''': 0.0_2_2_2_8,
										    '''g''': 0.0_2_0_1_5,
										    '''h''': 0.0_6_0_9_4,
										    '''i''': 0.0_7_5_4_6,
										    '''j''': 0.0_0_1_5_3,
										    '''k''': 0.0_1_2_9_2,
										    '''l''': 0.0_4_0_2_5,
										    '''m''': 0.0_2_4_0_6,
										    '''n''': 0.0_6_7_4_9,
										    '''o''': 0.0_7_5_0_7,
										    '''p''': 0.0_1_9_2_9,
										    '''q''': 0.0_0_0_9_5,
										    '''r''': 0.0_7_5_8_7,
										    '''s''': 0.0_6_3_2_7,
										    '''t''': 0.0_9_3_5_6,
										    '''u''': 0.0_2_7_5_8,
										    '''v''': 0.0_0_9_7_8,
										    '''w''': 0.0_2_5_6_0,
										    '''x''': 0.0_0_1_5_0,
										    '''y''': 0.0_1_9_9_4,
										    '''z''': 0.0_0_0_7_7,
										}
					else:
										# Custom frequencies dictionary
										UpperCamelCase__       :int							 =			frequencies_dict

					if not case_sensitive:
										UpperCamelCase__       :Dict							 =			ciphertext.lower()

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

					# cycle through all of the shifts
					for shift in range(len(__a       )       ):
										UpperCamelCase__       :Optional[int]							 =			''''''

										# decrypt the message with the shift
										for letter in ciphertext:
															try:
																				# Try to index the letter in the alphabet
																				UpperCamelCase__       :int							 =			(alphabet_letters.index(letter.lower()       ) - shift) % len(
																				    __a       )
																				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

										UpperCamelCase__       :Optional[int]							 =			0.0

										# Loop through each letter in the decoded message with the shift
										for letter in decrypted_with_shift:
															if case_sensitive:
																				UpperCamelCase__       :Union[str, Any]							 =			letter.lower()
																				if letter in frequencies:
																									# Get the amount of times the letter occurs in the message
																									UpperCamelCase__       :Optional[Any]							 =			decrypted_with_shift.lower().count(__a       )

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

																									# Complete the chi squared statistic formula
																									UpperCamelCase__       :Tuple							 =			((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
																									UpperCamelCase__       :List[str]							 =			decrypted_with_shift.count(__a       )

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

																									# Complete the chi squared statistic formula
																									UpperCamelCase__       :Union[str, Any]							 =			((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
										UpperCamelCase__       :List[Any]							 =			(
										    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(__a       ) -> tuple[float, str]:
										return chi_squared_statistic_values[key]

					UpperCamelCase__       :int							 =			min(
					    __a			, key=__a			, )

					# Get all the data from the most likely cipher (key, decoded message)
					(
					    (
					    UpperCamelCase__
					) ,    (
					    UpperCamelCase__
					) ,    
					)       :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,
					)



'''simple docstring'''
from collections import OrderedDict
from typing import Mapping

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


__snake_case											=					logging.get_logger(__name__)

__snake_case											=					{
    '''distilbert-base-uncased''': '''https://huggingface.co/distilbert-base-uncased/resolve/main/config.json''',
    '''distilbert-base-uncased-distilled-squad''': (
        '''https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json'''
    ),
    '''distilbert-base-cased''': '''https://huggingface.co/distilbert-base-cased/resolve/main/config.json''',
    '''distilbert-base-cased-distilled-squad''': (
        '''https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json'''
    ),
    '''distilbert-base-german-cased''': '''https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json''',
    '''distilbert-base-multilingual-cased''': (
        '''https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json'''
    ),
    '''distilbert-base-uncased-finetuned-sst-2-english''': (
        '''https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json'''
    ),
}
class        lowercase     (							A__ ):

		"""simple docstring"""

		_a   			=    'distilbert'
		_a   			=    {
		    'hidden_size': 'dim',
		    'num_attention_heads': 'n_heads',
		    'num_hidden_layers': 'n_layers',
		}




		def __init__(		self   ,       UpperCamelCase_=30522   ,       UpperCamelCase_=512   ,       UpperCamelCase_=False   ,       UpperCamelCase_=6   ,       UpperCamelCase_=12   ,       UpperCamelCase_=768   ,       UpperCamelCase_=4 * 768   ,       UpperCamelCase_=0.1   ,       UpperCamelCase_=0.1   ,       UpperCamelCase_="gelu"   ,       UpperCamelCase_=0.02   ,       UpperCamelCase_=0.1   ,       UpperCamelCase_=0.2   ,       UpperCamelCase_=0   ,       **UpperCamelCase_   ,       ):

							'''simple docstring'''


							UpperCamelCase__       :List[Any]							 =			vocab_size
							UpperCamelCase__       :Dict							 =			max_position_embeddings
							UpperCamelCase__       :str							 =			sinusoidal_pos_embds
							UpperCamelCase__       :Any							 =			n_layers
							UpperCamelCase__       :str							 =			n_heads
							UpperCamelCase__       :Tuple							 =			dim
							UpperCamelCase__       :str							 =			hidden_dim
							UpperCamelCase__       :Dict							 =			dropout
							UpperCamelCase__       :int							 =			attention_dropout
							UpperCamelCase__       :Optional[Any]							 =			activation
							UpperCamelCase__       :Optional[int]							 =			initializer_range
							UpperCamelCase__       :Union[str, Any]							 =			qa_dropout
							UpperCamelCase__       :Dict							 =			seq_classif_dropout
							super().__init__(**UpperCamelCase_   ,       pad_token_id=UpperCamelCase_							)



class        lowercase     (							A__ ):

		"""simple docstring"""

		@property
		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							if self.task == "multiple-choice":
												UpperCamelCase__       :str							 =			{0: '''batch''', 1: '''choice''', 2: '''sequence'''}
							else:
												UpperCamelCase__       :str							 =			{0: '''batch''', 1: '''sequence'''}
							return OrderedDict(
							    [
							        ('''input_ids''', dynamic_axis),
							        ('''attention_mask''', dynamic_axis),
							    ]							)