


'''simple docstring'''
import string

# frequency taken from https://en.wikipedia.org/wiki/Letter_frequency
__snake_case							      =     {
    '''E''': 12.70,
    '''T''': 9.06,
    '''A''': 8.17,
    '''O''': 7.51,
    '''I''': 6.97,
    '''N''': 6.75,
    '''S''': 6.33,
    '''H''': 6.09,
    '''R''': 5.99,
    '''D''': 4.25,
    '''L''': 4.03,
    '''C''': 2.78,
    '''U''': 2.76,
    '''M''': 2.41,
    '''W''': 2.36,
    '''F''': 2.23,
    '''G''': 2.02,
    '''Y''': 1.97,
    '''P''': 1.93,
    '''B''': 1.29,
    '''V''': 0.98,
    '''K''': 0.77,
    '''J''': 0.15,
    '''X''': 0.15,
    '''Q''': 0.10,
    '''Z''': 0.07,
}
__snake_case							      =     '''ETAOINSHRDLCUMWFGYPBVKJXQZ'''
__snake_case							      =     '''ABCDEFGHIJKLMNOPQRSTUVWXYZ'''


def 			a      (			__a   )  ->	dict[str, int]:



					'''simple docstring'''






					UpperCamelCase__   :Optional[int]												= {letter: 0 for letter in string.ascii_uppercase}
					for letter in message.upper():
										if letter in LETTERS:
															letter_count[letter] += 1

					return letter_count


def 			a      (			__a   )  ->	str:



					'''simple docstring'''






					return x[0]


def 			a      (			__a   )  ->	str:



					'''simple docstring'''






					UpperCamelCase__   :Any												= get_letter_count(__a   )
					UpperCamelCase__   :dict[int, list[str]]												= {
					    freq: [] for letter, freq in letter_to_freq.items()
					}
					for letter in LETTERS:
										freq_to_letter[letter_to_freq[letter]].append(__a   )

					UpperCamelCase__   :dict[int, str]												= {}

					for freq in freq_to_letter:
										freq_to_letter[freq].sort(key=ETAOIN.find ,					reverse=__a   )
										UpperCamelCase__   :List[Any]												= ''''''.join(freq_to_letter[freq]   )

					UpperCamelCase__   :Tuple												= list(freq_to_letter_str.items()   )
					freq_pairs.sort(key=__a ,					reverse=__a   )

					UpperCamelCase__   :list[str]												= [freq_pair[1] for freq_pair in freq_pairs]

					return "".join(__a   )


def 			a      (			__a   )  ->	int:



					'''simple docstring'''






					UpperCamelCase__   :List[Any]												= get_frequency_order(__a   )
					UpperCamelCase__   :Any												= 0
					for common_letter in ETAOIN[:6]:
										if common_letter in freq_order[:6]:
															match_score += 1

					for uncommon_letter in ETAOIN[-6:]:
										if uncommon_letter in freq_order[-6:]:
															match_score += 1

					return match_score


if __name__ == "__main__":
		import doctest

		doctest.testmod()



'''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							      =     {
    '''camembert-base''': '''https://huggingface.co/camembert-base/resolve/main/config.json''',
    '''umberto-commoncrawl-cased-v1''': (
        '''https://huggingface.co/Musixmatch/umberto-commoncrawl-cased-v1/resolve/main/config.json'''
    ),
    '''umberto-wikipedia-uncased-v1''': (
        '''https://huggingface.co/Musixmatch/umberto-wikipedia-uncased-v1/resolve/main/config.json'''
    ),
}
class    lowercase	(							A__					):

		"""simple docstring"""

		_a     =				'camembert'




		def __init__(		self    ,   UpperCamelCase_=30522    ,   UpperCamelCase_=768    ,   UpperCamelCase_=12    ,   UpperCamelCase_=12    ,   UpperCamelCase_=3072    ,   UpperCamelCase_="gelu"    ,   UpperCamelCase_=0.1    ,   UpperCamelCase_=0.1    ,   UpperCamelCase_=512    ,   UpperCamelCase_=2    ,   UpperCamelCase_=0.02    ,   UpperCamelCase_=1e-12    ,   UpperCamelCase_=1    ,   UpperCamelCase_=0    ,   UpperCamelCase_=2    ,   UpperCamelCase_="absolute"    ,   UpperCamelCase_=True    ,   UpperCamelCase_=None    ,   **UpperCamelCase_    ,   ):

							'''simple docstring'''


							super().__init__(pad_token_id=UpperCamelCase_    ,   bos_token_id=UpperCamelCase_    ,   eos_token_id=UpperCamelCase_    ,   **UpperCamelCase_							)

							UpperCamelCase__   :int												= vocab_size
							UpperCamelCase__   :Optional[int]												= hidden_size
							UpperCamelCase__   :Optional[int]												= num_hidden_layers
							UpperCamelCase__   :List[Any]												= num_attention_heads
							UpperCamelCase__   :Union[str, Any]												= hidden_act
							UpperCamelCase__   :List[Any]												= intermediate_size
							UpperCamelCase__   :int												= hidden_dropout_prob
							UpperCamelCase__   :Tuple												= attention_probs_dropout_prob
							UpperCamelCase__   :Union[str, Any]												= max_position_embeddings
							UpperCamelCase__   :Tuple												= type_vocab_size
							UpperCamelCase__   :int												= initializer_range
							UpperCamelCase__   :List[str]												= layer_norm_eps
							UpperCamelCase__   :int												= position_embedding_type
							UpperCamelCase__   :Any												= use_cache
							UpperCamelCase__   :Any												= classifier_dropout



class    lowercase	(							A__					):

		"""simple docstring"""

		@property
		def     lowerCAmelCase__				(		self							):

							'''simple docstring'''


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