






from dataclasses import asdict, dataclass
from typing import Optional

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


lowerCAmelCase_           = logging.get_logger(__name__)

# TODO Update this
lowerCAmelCase_           = {
    '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      UpperCamelCase (				snake_case__ ):







		"""simple docstring"""



		snake_case    =   "esm"
		def __init__(  self		:       Dict						,_SCREAMING_SNAKE_CASE		:       Any=None						,_SCREAMING_SNAKE_CASE		:       Union[str, Any]=None						,_SCREAMING_SNAKE_CASE		:       Optional[Any]=None						,_SCREAMING_SNAKE_CASE		:       Optional[int]=7_6_8						,_SCREAMING_SNAKE_CASE		:       Optional[int]=1_2						,_SCREAMING_SNAKE_CASE		:       Dict=1_2						,_SCREAMING_SNAKE_CASE		:       Optional[int]=3_0_7_2						,_SCREAMING_SNAKE_CASE		:       Union[str, Any]=0.1						,_SCREAMING_SNAKE_CASE		:       str=0.1						,_SCREAMING_SNAKE_CASE		:       int=1_0_2_6						,_SCREAMING_SNAKE_CASE		:       Dict=0.02						,_SCREAMING_SNAKE_CASE		:       Tuple=1E-12						,_SCREAMING_SNAKE_CASE		:       Any="absolute"						,_SCREAMING_SNAKE_CASE		:       Tuple=True						,_SCREAMING_SNAKE_CASE		:       Dict=None						,_SCREAMING_SNAKE_CASE		:       int=False						,_SCREAMING_SNAKE_CASE		:       Optional[Any]=False						,_SCREAMING_SNAKE_CASE		:       Dict=None						,_SCREAMING_SNAKE_CASE		:       List[Any]=None						,**_SCREAMING_SNAKE_CASE		:       List[str]						,)    ->   Optional[int]:


						'''simple docstring'''
						super().__init__(pad_token_id=_SCREAMING_SNAKE_CASE						,mask_token_id=_SCREAMING_SNAKE_CASE						,**_SCREAMING_SNAKE_CASE		)

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







		def       A(  self		:       Tuple		)    ->   int:


						'''simple docstring'''
						A	 =      super().to_dict()
						if isinstance(self.esmfold_config						,_SCREAMING_SNAKE_CASE		):
										A	 =      self.esmfold_config.to_dict()
						return output


@dataclass
class      UpperCamelCase :







		"""simple docstring"""



		snake_case    =   None
		snake_case    =   True
		snake_case    =   False
		snake_case    =   False
		snake_case    =   False
		snake_case    =   0

		snake_case    =   True
		snake_case    =   False

		snake_case    =   1_2_8
		snake_case    =   None
		def       A(  self		:       Tuple		)    ->   Any:


						'''simple docstring'''
						if self.trunk is None:
										A	 =      TrunkConfig()
						elif isinstance(self.trunk						,_SCREAMING_SNAKE_CASE		):
										A	 =      TrunkConfig(**self.trunk		)







		def       A(  self		:       Optional[int]		)    ->   Optional[Any]:


						'''simple docstring'''
						A	 =      asdict(self		)
						A	 =      self.trunk.to_dict()
						return output


@dataclass
class      UpperCamelCase :







		"""simple docstring"""



		snake_case    =   4_8
		snake_case    =   1_0_2_4
		snake_case    =   1_2_8
		snake_case    =   3_2
		snake_case    =   3_2
		snake_case    =   3_2
		snake_case    =   0
		snake_case    =   0
		snake_case    =   False
		snake_case    =   4
		snake_case    =   1_2_8
		snake_case    =   None
		def       A(  self		:       str		)    ->   Tuple:


						'''simple docstring'''
						if self.structure_module is None:
										A	 =      StructureModuleConfig()
						elif isinstance(self.structure_module						,_SCREAMING_SNAKE_CASE		):
										A	 =      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}.'		)

						A	 =      self.sequence_state_dim // self.sequence_head_width
						A	 =      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       A(  self		:       Union[str, Any]		)    ->   str:


						'''simple docstring'''
						A	 =      asdict(self		)
						A	 =      self.structure_module.to_dict()
						return output


@dataclass
class      UpperCamelCase :







		"""simple docstring"""



		snake_case    =   3_8_4
		snake_case    =   1_2_8
		snake_case    =   1_6
		snake_case    =   1_2_8
		snake_case    =   1_2
		snake_case    =   4
		snake_case    =   8
		snake_case    =   0.1
		snake_case    =   8
		snake_case    =   1
		snake_case    =   2
		snake_case    =   7
		snake_case    =   1_0
		snake_case    =   1E-8
		snake_case    =   1E5
		def       A(  self		:       Tuple		)    ->   Optional[Any]:


						'''simple docstring'''
						return asdict(self		)







def      snake_case		(							):

				'''simple docstring'''





				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      snake_case		(							UpperCAmelCase	:       int   ):
				A	 =      0
				while num > 0:
								digit_sum += num % 10
								num //= 10
				return digit_sum







def      snake_case		(							UpperCAmelCase	:       int = 1_00   ):
				A	 =      1
				A	 =      2

				for i in range(2,						max_n + 1   ):
								A	 =      pre_numerator
								A	 =      2 * i // 3 if i % 3 == 0 else 1
								A	 =      cur_numerator
								A	 =      e_cont * pre_numerator + temp

				return sum_digits(UpperCAmelCase   )


if __name__ == "__main__":
					print(f'''{solution() = }''')





