


from dataclasses import asdict, dataclass
from typing import Optional

from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowerCAmelCase__			:      int								=logging.get_logger(__name__)

# TODO Update this
lowerCAmelCase__			:      Optional[int]								={
    'facebook/esm-1b': 'https://huggingface.co/facebook/esm-1b/resolve/main/config.json',
    # See all ESM models at https://huggingface.co/models?filter=esm
}







class 	__lowercase    (__SCREAMING_SNAKE_CASE  ):





							"""simple docstring"""







							_UpperCAmelCase      =						"""esm"""






							def __init__(      self			,						lowerCAmelCase__=None			,						lowerCAmelCase__=None			,						lowerCAmelCase__=None			,						lowerCAmelCase__=7_6_8			,						lowerCAmelCase__=1_2			,						lowerCAmelCase__=1_2			,						lowerCAmelCase__=3_0_7_2			,						lowerCAmelCase__=0.1			,						lowerCAmelCase__=0.1			,						lowerCAmelCase__=1_0_2_6			,						lowerCAmelCase__=0.02			,						lowerCAmelCase__=1E-12			,						lowerCAmelCase__="absolute"			,						lowerCAmelCase__=True			,						lowerCAmelCase__=None			,						lowerCAmelCase__=False			,						lowerCAmelCase__=False			,						lowerCAmelCase__=None			,						lowerCAmelCase__=None			,						**lowerCAmelCase__			,						):





										"""simple docstring"""




										super().__init__(pad_token_id=lowerCAmelCase__			,						mask_token_id=lowerCAmelCase__			,						**lowerCAmelCase__       )

										SCREAMING_SNAKE_CASE_		:     int					=					vocab_size
										SCREAMING_SNAKE_CASE_		:     int					=					hidden_size
										SCREAMING_SNAKE_CASE_		:     str					=					num_hidden_layers
										SCREAMING_SNAKE_CASE_		:     Optional[Any]					=					num_attention_heads
										SCREAMING_SNAKE_CASE_		:     List[Any]					=					intermediate_size
										SCREAMING_SNAKE_CASE_		:     Union[str, Any]					=					hidden_dropout_prob
										SCREAMING_SNAKE_CASE_		:     List[Any]					=					attention_probs_dropout_prob
										SCREAMING_SNAKE_CASE_		:     List[Any]					=					max_position_embeddings
										SCREAMING_SNAKE_CASE_		:     int					=					initializer_range
										SCREAMING_SNAKE_CASE_		:     Optional[int]					=					layer_norm_eps
										SCREAMING_SNAKE_CASE_		:     Dict					=					position_embedding_type
										SCREAMING_SNAKE_CASE_		:     List[str]					=					use_cache
										SCREAMING_SNAKE_CASE_		:     List[Any]					=					emb_layer_norm_before
										SCREAMING_SNAKE_CASE_		:     List[str]					=					token_dropout
										SCREAMING_SNAKE_CASE_		:     Tuple					=					is_folding_model
										if is_folding_model:
													if esmfold_config is None:
																logger.info('No esmfold_config supplied for folding model, using default values.'       )
																SCREAMING_SNAKE_CASE_		:     List[str]					=					EsmFoldConfig()
													elif isinstance(lowerCAmelCase__			,						lowerCAmelCase__       ):
																SCREAMING_SNAKE_CASE_		:     List[str]					=					EsmFoldConfig(**lowerCAmelCase__       )
													SCREAMING_SNAKE_CASE_		:     List[str]					=					esmfold_config
													if vocab_list is None:
																logger.warning('No vocab_list supplied for folding model, assuming the ESM-2 vocabulary!'       )
																SCREAMING_SNAKE_CASE_		:     Tuple					=					get_default_vocab_list()
													else:
																SCREAMING_SNAKE_CASE_		:     List[Any]					=					vocab_list
										else:
													SCREAMING_SNAKE_CASE_		:     List[str]					=					None
													SCREAMING_SNAKE_CASE_		:     Optional[int]					=					None
										if self.esmfold_config is not None and getattr(self.esmfold_config			,						'use_esm_attn_map'			,						lowerCAmelCase__       ):
													raise ValueError('The HuggingFace port of ESMFold does not support use_esm_attn_map at this time!'       )






							def 					UpperCamelCase__     (      self       ):





										"""simple docstring"""




										SCREAMING_SNAKE_CASE_		:     List[str]					=					super().to_dict()
										if isinstance(self.esmfold_config			,						lowerCAmelCase__       ):
													SCREAMING_SNAKE_CASE_		:     Optional[int]					=					self.esmfold_config.to_dict()
										return output







@dataclass
class 	__lowercase    :





							"""simple docstring"""







							_UpperCAmelCase      =						None
							_UpperCAmelCase      =						True
							_UpperCAmelCase      =						False
							_UpperCAmelCase      =						False
							_UpperCAmelCase      =						False
							_UpperCAmelCase      =						0

							_UpperCAmelCase      =						True
							_UpperCAmelCase      =						False

							_UpperCAmelCase      =						1_2_8
							_UpperCAmelCase      =						None






							def 					UpperCamelCase__     (      self       ):





										"""simple docstring"""




										if self.trunk is None:
													SCREAMING_SNAKE_CASE_		:     Any					=					TrunkConfig()
										elif isinstance(self.trunk			,						lowerCAmelCase__       ):
													SCREAMING_SNAKE_CASE_		:     Optional[int]					=					TrunkConfig(**self.trunk       )






							def 					UpperCamelCase__     (      self       ):





										"""simple docstring"""




										SCREAMING_SNAKE_CASE_		:     int					=					asdict(self       )
										SCREAMING_SNAKE_CASE_		:     Optional[int]					=					self.trunk.to_dict()
										return output







@dataclass
class 	__lowercase    :





							"""simple docstring"""







							_UpperCAmelCase      =						4_8
							_UpperCAmelCase      =						1_0_2_4
							_UpperCAmelCase      =						1_2_8
							_UpperCAmelCase      =						3_2
							_UpperCAmelCase      =						3_2
							_UpperCAmelCase      =						3_2
							_UpperCAmelCase      =						0
							_UpperCAmelCase      =						0
							_UpperCAmelCase      =						False
							_UpperCAmelCase      =						4
							_UpperCAmelCase      =						1_2_8
							_UpperCAmelCase      =						None






							def 					UpperCamelCase__     (      self       ):





										"""simple docstring"""




										if self.structure_module is None:
													SCREAMING_SNAKE_CASE_		:     Optional[Any]					=					StructureModuleConfig()
										elif isinstance(self.structure_module			,						lowerCAmelCase__       ):
													SCREAMING_SNAKE_CASE_		:     List[str]					=					StructureModuleConfig(**self.structure_module       )

										if self.max_recycles <= 0:
													raise ValueError(F'''`max_recycles` should be positive, got {self.max_recycles}.'''       )
										if self.sequence_state_dim % self.sequence_state_dim != 0:
													raise ValueError(
													    '`sequence_state_dim` should be a round multiple of `sequence_state_dim`, got'
													    F''' {self.sequence_state_dim} and {self.sequence_state_dim}.'''       )
										if self.pairwise_state_dim % self.pairwise_state_dim != 0:
													raise ValueError(
													    '`pairwise_state_dim` should be a round multiple of `pairwise_state_dim`, got'
													    F''' {self.pairwise_state_dim} and {self.pairwise_state_dim}.'''       )

										SCREAMING_SNAKE_CASE_		:     List[str]					=					self.sequence_state_dim // self.sequence_head_width
										SCREAMING_SNAKE_CASE_		:     List[str]					=					self.pairwise_state_dim // self.pairwise_head_width

										if self.sequence_state_dim != sequence_num_heads * self.sequence_head_width:
													raise ValueError(
													    '`sequence_state_dim` should be equal to `sequence_num_heads * sequence_head_width, got'
													    F''' {self.sequence_state_dim} != {sequence_num_heads} * {self.sequence_head_width}.'''       )
										if self.pairwise_state_dim != pairwise_num_heads * self.pairwise_head_width:
													raise ValueError(
													    '`pairwise_state_dim` should be equal to `pairwise_num_heads * pairwise_head_width, got'
													    F''' {self.pairwise_state_dim} != {pairwise_num_heads} * {self.pairwise_head_width}.'''       )
										if self.pairwise_state_dim % 2 != 0:
													raise ValueError(F'''`pairwise_state_dim` should be even, got {self.pairwise_state_dim}.'''       )

										if self.dropout >= 0.4:
													raise ValueError(F'''`dropout` should not be greater than 0.4, got {self.dropout}.'''       )






							def 					UpperCamelCase__     (      self       ):





										"""simple docstring"""




										SCREAMING_SNAKE_CASE_		:     Dict					=					asdict(self       )
										SCREAMING_SNAKE_CASE_		:     Dict					=					self.structure_module.to_dict()
										return output







@dataclass
class 	__lowercase    :





							"""simple docstring"""







							_UpperCAmelCase      =						3_8_4
							_UpperCAmelCase      =						1_2_8
							_UpperCAmelCase      =						1_6
							_UpperCAmelCase      =						1_2_8
							_UpperCAmelCase      =						1_2
							_UpperCAmelCase      =						4
							_UpperCAmelCase      =						8
							_UpperCAmelCase      =						0.1
							_UpperCAmelCase      =						8
							_UpperCAmelCase      =						1
							_UpperCAmelCase      =						2
							_UpperCAmelCase      =						7
							_UpperCAmelCase      =						1_0
							_UpperCAmelCase      =						1E-8
							_UpperCAmelCase      =						1E5






							def 					UpperCamelCase__     (      self       ):





										"""simple docstring"""




										return asdict(self       )







def 						a__			(				):
			return (
			    "<cls>",
			    "<pad>",
			    "<eos>",
			    "<unk>",
			    "L",
			    "A",
			    "G",
			    "V",
			    "S",
			    "E",
			    "R",
			    "T",
			    "I",
			    "D",
			    "P",
			    "K",
			    "Q",
			    "N",
			    "F",
			    "Y",
			    "M",
			    "H",
			    "W",
			    "C",
			    "X",
			    "B",
			    "U",
			    "Z",
			    "O",
			    ".",
			    "-",
			    "<null_1>",
			    "<mask>",
			)









def 						a__			(				A__,      A__				):
			SCREAMING_SNAKE_CASE_		:     Optional[Any]					=					''
			for i in table:
						res += inp[i - 1]
			return res






def 						a__			(				A__				):
			return data[1:] + data[0]






def 						a__			(				A__,      A__				):
			SCREAMING_SNAKE_CASE_		:     Optional[int]					=					''
			for i in range(len(A__				)				):
						if a[i] == b[i]:
									res += "0"
						else:
									res += "1"
			return res






def 						a__			(				A__,      A__				):
			SCREAMING_SNAKE_CASE_		:     Tuple					=					int('0b' + data[0] + data[-1],      2				)
			SCREAMING_SNAKE_CASE_		:     Tuple					=					int('0b' + data[1:3],      2				)
			return bin(s[row][col]				)[2:]






def 						a__			(				A__,      A__,      A__,      A__,      A__				):
			SCREAMING_SNAKE_CASE_		:     List[Any]					=					message[:4]
			SCREAMING_SNAKE_CASE_		:     int					=					message[4:]
			SCREAMING_SNAKE_CASE_		:     List[str]					=					apply_table(A__,      A__				)
			SCREAMING_SNAKE_CASE_		:     Dict					=					xor(A__,      A__				)
			SCREAMING_SNAKE_CASE_		:     Any					=					apply_sbox(A__,      temp[:4]				)  # noqa: E741
			SCREAMING_SNAKE_CASE_		:     List[Any]					=					apply_sbox(A__,      temp[4:]				)
			SCREAMING_SNAKE_CASE_		:     Any					=					'0' * (2 - len(A__				)) + l  # noqa: E741
			SCREAMING_SNAKE_CASE_		:     List[Any]					=					'0' * (2 - len(A__				)) + r
			SCREAMING_SNAKE_CASE_		:     Optional[int]					=					apply_table(l + r,      A__				)
			SCREAMING_SNAKE_CASE_		:     Dict					=					xor(A__,      A__				)
			return temp + right


if __name__ == "__main__":
				lowerCAmelCase__			:      Optional[Any]								=input('Enter 10 bit key: ')
				lowerCAmelCase__			:      int								=input('Enter 8 bit message: ')

				lowerCAmelCase__			:      Any								=[6, 3, 7, 4, 8, 5, 10, 9]
				lowerCAmelCase__			:      List[str]								=[3, 5, 2, 7, 4, 10, 1, 9, 8, 6]
				lowerCAmelCase__			:      Dict								=[2, 4, 3, 1]
				lowerCAmelCase__			:      Dict								=[2, 6, 3, 1, 4, 8, 5, 7]
				lowerCAmelCase__			:      Union[str, Any]								=[4, 1, 3, 5, 7, 2, 8, 6]
				lowerCAmelCase__			:      Dict								=[4, 1, 2, 3, 2, 3, 4, 1]
				lowerCAmelCase__			:      str								=[[1, 0, 3, 2], [3, 2, 1, 0], [0, 2, 1, 3], [3, 1, 3, 2]]
				lowerCAmelCase__			:      Any								=[[0, 1, 2, 3], [2, 0, 1, 3], [3, 0, 1, 0], [2, 1, 0, 3]]

				# key generation
				lowerCAmelCase__			:      Dict								=apply_table(key, paa_table)
				lowerCAmelCase__			:      List[str]								=temp[:5]
				lowerCAmelCase__			:      List[Any]								=temp[5:]
				lowerCAmelCase__			:      Tuple								=left_shift(left)
				lowerCAmelCase__			:      Optional[Any]								=left_shift(right)
				lowerCAmelCase__			:      Optional[int]								=apply_table(left + right, pa_table)
				lowerCAmelCase__			:      Optional[Any]								=left_shift(left)
				lowerCAmelCase__			:      Optional[Any]								=left_shift(right)
				lowerCAmelCase__			:      List[str]								=left_shift(left)
				lowerCAmelCase__			:      Optional[int]								=left_shift(right)
				lowerCAmelCase__			:      Tuple								=apply_table(left + right, pa_table)

				# encryption
				lowerCAmelCase__			:      Tuple								=apply_table(message, IP)
				lowerCAmelCase__			:      List[Any]								=function(expansion, sa, sa, keya, temp)
				lowerCAmelCase__			:      str								=temp[4:] + temp[:4]
				lowerCAmelCase__			:      Optional[Any]								=function(expansion, sa, sa, keya, temp)
				lowerCAmelCase__			:      Optional[int]								=apply_table(temp, IP_inv)
				print('Cipher text is:', CT)

				# decryption
				lowerCAmelCase__			:      Union[str, Any]								=apply_table(CT, IP)
				lowerCAmelCase__			:      Tuple								=function(expansion, sa, sa, keya, temp)
				lowerCAmelCase__			:      Union[str, Any]								=temp[4:] + temp[:4]
				lowerCAmelCase__			:      Dict								=function(expansion, sa, sa, keya, temp)
				lowerCAmelCase__			:      int								=apply_table(temp, IP_inv)
				print('Plain text after decypting is:', PT)





