





"""simple docstring"""



from collections import OrderedDict
from typing import Mapping

from packaging import version

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


a_			=      logging.get_logger(__name__)

a_			=      {
    '''facebook/data2vec-vision-base-ft''': (
        '''https://huggingface.co/facebook/data2vec-vision-base-ft/resolve/main/config.json'''
    ),
}






class 		__snake_case (		lowerCamelCase_					):





 """simple docstring"""


 _lowerCamelCase				=					'''data2vec-vision'''

 def __init__(   self ,						__lowerCamelCase=768 ,						__lowerCamelCase=12 ,						__lowerCamelCase=12 ,						__lowerCamelCase=3072 ,						__lowerCamelCase="gelu" ,						__lowerCamelCase=0.0 ,						__lowerCamelCase=0.0 ,						__lowerCamelCase=0.0_2 ,						__lowerCamelCase=1e-1_2 ,						__lowerCamelCase=224 ,						__lowerCamelCase=16 ,						__lowerCamelCase=3 ,						__lowerCamelCase=False ,						__lowerCamelCase=False ,						__lowerCamelCase=False ,						__lowerCamelCase=False ,						__lowerCamelCase=0.1 ,						__lowerCamelCase=0.1 ,						__lowerCamelCase=True ,						__lowerCamelCase=[3, 5, 7, 11] ,						__lowerCamelCase=[1, 2, 3, 6] ,						__lowerCamelCase=True ,						__lowerCamelCase=0.4 ,						__lowerCamelCase=256 ,						__lowerCamelCase=1 ,						__lowerCamelCase=False ,						__lowerCamelCase=255 ,						**__lowerCamelCase ,						):



     '''simple docstring'''




     super().__init__(**__snake_case  )

     __A   :						Optional[Any]									=					hidden_size
     __A   :						List[str]									=					num_hidden_layers
     __A   :						Dict									=					num_attention_heads
     __A   :						Any									=					intermediate_size
     __A   :						List[Any]									=					hidden_act
     __A   :						Optional[Any]									=					hidden_dropout_prob
     __A   :						Dict									=					attention_probs_dropout_prob
     __A   :						Optional[Any]									=					initializer_range
     __A   :						Union[str, Any]									=					layer_norm_eps

     __A   :						Optional[int]									=					image_size
     __A   :						Optional[int]									=					patch_size
     __A   :						List[Any]									=					num_channels
     __A   :						Union[str, Any]									=					use_mask_token
     __A   :						Any									=					use_absolute_position_embeddings
     __A   :						Optional[int]									=					use_relative_position_bias
     __A   :						str									=					use_shared_relative_position_bias
     __A   :						Optional[Any]									=					layer_scale_init_value
     __A   :						str									=					drop_path_rate
     __A   :						Tuple									=					use_mean_pooling
     # decode head attributes (semantic segmentation)
     __A   :						Optional[int]									=					out_indices
     __A   :						Union[str, Any]									=					pool_scales
     # auxiliary head attributes (semantic segmentation)
     __A   :						int									=					use_auxiliary_head
     __A   :						Union[str, Any]									=					auxiliary_loss_weight
     __A   :						List[Any]									=					auxiliary_channels
     __A   :						List[str]									=					auxiliary_num_convs
     __A   :						Union[str, Any]									=					auxiliary_concat_input
     __A   :						Tuple									=					semantic_loss_ignore_index






class 		__snake_case (		lowerCamelCase_					):





 """simple docstring"""


 _lowerCamelCase				=					version.parse("""1.11"""					)

 @property
 def  UpperCamelCase__(   self  ):



     '''simple docstring'''




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







 @property
 def  UpperCamelCase__(   self  ):



     '''simple docstring'''




     return 1e-4











"""simple docstring"""



import string

# frequency taken from https://en.wikipedia.org/wiki/Letter_frequency
a_			=      {
    """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,
}
a_			=      """ETAOINSHRDLCUMWFGYPBVKJXQZ"""
a_			=      """ABCDEFGHIJKLMNOPQRSTUVWXYZ"""







def 		__lowercase					(       snake_case_  :  str						)       ->dict[str, int]:



    '''simple docstring'''







    __A   :						Any									=					{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 		__lowercase					(       snake_case_  :  tuple						)       ->str:



    '''simple docstring'''







    return x[0]







def 		__lowercase					(       snake_case_  :  str						)       ->str:



    '''simple docstring'''







    __A   :						Union[str, Any]									=					get_letter_count(snake_case_						)
    __A   :						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(snake_case_						)

    __A   :						dict[int, str]									=					{}

    for freq in freq_to_letter:
        freq_to_letter[freq].sort(key=ETAOIN.find    ,reverse=snake_case_						)
        __A   :						Optional[int]									=					''''''.join(freq_to_letter[freq]						)

    __A   :						str									=					list(freq_to_letter_str.items()						)
    freq_pairs.sort(key=snake_case_    ,reverse=snake_case_						)

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

    return "".join(snake_case_						)







def 		__lowercase					(       snake_case_  :  str						)       ->int:



    '''simple docstring'''







    __A   :						Any									=					get_frequency_order(snake_case_						)
    __A   :						str									=					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()




