

import string

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





def       __lowerCamelCase			(				UpperCamelCase__   ):







							'''simple docstring'''






							snake_case_           =					{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			(				UpperCamelCase__   ):







							'''simple docstring'''






							return x[0]





def       __lowerCamelCase			(				UpperCamelCase__   ):







							'''simple docstring'''






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

							snake_case_           =					{}

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

							snake_case_           =					list(freq_to_letter_str.items()   )
							freq_pairs.sort(key=UpperCamelCase__     ,							reverse=UpperCamelCase__   )

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

							return "".join(UpperCamelCase__   )





def       __lowerCamelCase			(				UpperCamelCase__   ):







							'''simple docstring'''






							snake_case_           =					get_frequency_order(UpperCamelCase__   )
							snake_case_           =					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()







import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import CONFIG_MAPPING


_UpperCAmelCase	:     Dict		       = logging.get_logger(__name__)







class 				lowercase       ( lowercase_    ):
				__SCREAMING_SNAKE_CASE      :				Any     =    '''upernet'''




				def __init__(      self   ,     snake_case=None   ,     snake_case=512   ,     snake_case=0.02   ,     snake_case=[1, 2, 3, 6]   ,     snake_case=True   ,     snake_case=0.4   ,     snake_case=384   ,     snake_case=256   ,     snake_case=1   ,     snake_case=False   ,     snake_case=255   ,     **snake_case   ,     ):
											super().__init__(**snake_case )

											if backbone_config is None:
																		logger.info('`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone.' )
																		snake_case_           =					CONFIG_MAPPING['resnet'](out_features=['stage1', 'stage2', 'stage3', 'stage4'] )
											elif isinstance(snake_case   ,     snake_case ):
																		snake_case_           =					backbone_config.get('model_type' )
																		snake_case_           =					CONFIG_MAPPING[backbone_model_type]
																		snake_case_           =					config_class.from_dict(snake_case )

											snake_case_           =					backbone_config
											snake_case_           =					hidden_size
											snake_case_           =					initializer_range
											snake_case_           =					pool_scales
											snake_case_           =					use_auxiliary_head
											snake_case_           =					auxiliary_loss_weight
											snake_case_           =					auxiliary_in_channels
											snake_case_           =					auxiliary_channels
											snake_case_           =					auxiliary_num_convs
											snake_case_           =					auxiliary_concat_input
											snake_case_           =					loss_ignore_index




				def 					a							(      self ):
											snake_case_           =					copy.deepcopy(self.__dict__ )
											snake_case_           =					self.backbone_config.to_dict()
											snake_case_           =					self.__class__.model_type
											return output




