






import string

# frequency taken from https://en.wikipedia.org/wiki/Letter_frequency
_UpperCAmelCase			:		str   				=    {
    "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,
}
_UpperCAmelCase			:		Optional[Any]   				=    "ETAOINSHRDLCUMWFGYPBVKJXQZ"
_UpperCAmelCase			:		Dict   				=    "ABCDEFGHIJKLMNOPQRSTUVWXYZ"





def 	lowerCAmelCase_		(lowercase__						:       str       )		->    dict[str, int]:


				'''simple docstring'''




				lowerCAmelCase__      			=						{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 	lowerCAmelCase_		(lowercase__						:       tuple       )		->    str:


				'''simple docstring'''




				return x[0]





def 	lowerCAmelCase_		(lowercase__						:       str       )		->    str:


				'''simple docstring'''




				lowerCAmelCase__      			=						get_letter_count(lowercase__       )
				lowerCAmelCase__      			=						{
				    freq: [] for letter, freq in letter_to_freq.items()
				}
				for letter in LETTERS:
								freq_to_letter[letter_to_freq[letter]].append(lowercase__       )

				lowerCAmelCase__      			=						{}

				for freq in freq_to_letter:
								freq_to_letter[freq].sort(key=ETAOIN.find     ,					reverse=lowercase__       )
								lowerCAmelCase__      			=						''''''.join(freq_to_letter[freq]       )

				lowerCAmelCase__      			=						list(freq_to_letter_str.items()       )
				freq_pairs.sort(key=lowercase__     ,					reverse=lowercase__       )

				lowerCAmelCase__      			=						[freq_pair[1] for freq_pair in freq_pairs]

				return "".join(lowercase__       )





def 	lowerCAmelCase_		(lowercase__						:       str       )		->    int:


				'''simple docstring'''




				lowerCAmelCase__      			=						get_frequency_order(lowercase__       )
				lowerCAmelCase__      			=						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()













from ...configuration_utils import PretrainedConfig
class  lowerCAmelCase_       (				snake_case__					):
							UpperCamelCase_		:List[str]		      =    'bert-generation'




							def __init__(   self     :   Tuple ,							SCREAMING_SNAKE_CASE_     :   List[str]=50_358 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=1_024 ,							SCREAMING_SNAKE_CASE_     :   Optional[Any]=24 ,							SCREAMING_SNAKE_CASE_     :   Any=16 ,							SCREAMING_SNAKE_CASE_     :   Tuple=4_096 ,							SCREAMING_SNAKE_CASE_     :   str="gelu" ,							SCREAMING_SNAKE_CASE_     :   List[str]=0.1 ,							SCREAMING_SNAKE_CASE_     :   Tuple=0.1 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=512 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=0.02 ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any]=1e-12 ,							SCREAMING_SNAKE_CASE_     :   List[Any]=0 ,							SCREAMING_SNAKE_CASE_     :   Union[str, Any]=2 ,							SCREAMING_SNAKE_CASE_     :   int=1 ,							SCREAMING_SNAKE_CASE_     :   str="absolute" ,							SCREAMING_SNAKE_CASE_     :   Tuple=True ,							**SCREAMING_SNAKE_CASE_     :   str ,							):
											super().__init__(pad_token_id=SCREAMING_SNAKE_CASE_ ,							bos_token_id=SCREAMING_SNAKE_CASE_ ,							eos_token_id=SCREAMING_SNAKE_CASE_ ,							**SCREAMING_SNAKE_CASE_	)

											lowerCAmelCase__      			=						vocab_size
											lowerCAmelCase__      			=						hidden_size
											lowerCAmelCase__      			=						num_hidden_layers
											lowerCAmelCase__      			=						num_attention_heads
											lowerCAmelCase__      			=						hidden_act
											lowerCAmelCase__      			=						intermediate_size
											lowerCAmelCase__      			=						hidden_dropout_prob
											lowerCAmelCase__      			=						attention_probs_dropout_prob
											lowerCAmelCase__      			=						max_position_embeddings
											lowerCAmelCase__      			=						initializer_range
											lowerCAmelCase__      			=						layer_norm_eps
											lowerCAmelCase__      			=						position_embedding_type
											lowerCAmelCase__      			=						use_cache





