




from dataclasses import asdict, dataclass
from typing import Optional

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


lowercase__							:	Dict											=		logging.get_logger(__name__)

# TODO Update this
lowercase__							:	Union[str, Any]											=		{
    '''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  (							_lowercase     ):







						'''simple docstring'''





						lowerCAmelCase_							=  '''esm'''






						def __init__(		self				:	Dict			,      __lowercase				:	Any=None			,      __lowercase				:	Optional[Any]=None			,      __lowercase				:	Tuple=None			,      __lowercase				:	Any=7_68			,      __lowercase				:	Optional[Any]=12			,      __lowercase				:	int=12			,      __lowercase				:	Union[str, Any]=30_72			,      __lowercase				:	Optional[Any]=0.1			,      __lowercase				:	Dict=0.1			,      __lowercase				:	Union[str, Any]=10_26			,      __lowercase				:	Any=0.02			,      __lowercase				:	Any=1E-12			,      __lowercase				:	str="absolute"			,      __lowercase				:	List[str]=True			,      __lowercase				:	List[Any]=None			,      __lowercase				:	List[str]=False			,      __lowercase				:	Optional[int]=False			,      __lowercase				:	Optional[Any]=None			,      __lowercase				:	str=None			,      **__lowercase				:	Tuple			,      ):






							"""simple docstring"""






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

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






						def 			snake_case__		(		self				:	Union[str, Any]		):






							"""simple docstring"""






							snake_case_						       =	super().to_dict()
							if isinstance(self.esmfold_config			,      __A		):
								snake_case_						       =	self.esmfold_config.to_dict()
							return output







@dataclass
class 						UpperCAmelCase  :







						'''simple docstring'''





						lowerCAmelCase_							=  None
						lowerCAmelCase_							=  True
						lowerCAmelCase_							=  False
						lowerCAmelCase_							=  False
						lowerCAmelCase_							=  False
						lowerCAmelCase_							=  0

						lowerCAmelCase_							=  True
						lowerCAmelCase_							=  False

						lowerCAmelCase_							=  128
						lowerCAmelCase_							=  None






						def 			snake_case__		(		self				:	Optional[Any]		):






							"""simple docstring"""






							if self.trunk is None:
								snake_case_						       =	TrunkConfig()
							elif isinstance(self.trunk			,      __A		):
								snake_case_						       =	TrunkConfig(**self.trunk		)






						def 			snake_case__		(		self				:	Any		):






							"""simple docstring"""






							snake_case_						       =	asdict(self		)
							snake_case_						       =	self.trunk.to_dict()
							return output







@dataclass
class 						UpperCAmelCase  :







						'''simple docstring'''





						lowerCAmelCase_							=  48
						lowerCAmelCase_							=  1024
						lowerCAmelCase_							=  128
						lowerCAmelCase_							=  32
						lowerCAmelCase_							=  32
						lowerCAmelCase_							=  32
						lowerCAmelCase_							=  0
						lowerCAmelCase_							=  0
						lowerCAmelCase_							=  False
						lowerCAmelCase_							=  4
						lowerCAmelCase_							=  128
						lowerCAmelCase_							=  None






						def 			snake_case__		(		self				:	int		):






							"""simple docstring"""






							if self.structure_module is None:
								snake_case_						       =	StructureModuleConfig()
							elif isinstance(self.structure_module			,      __A		):
								snake_case_						       =	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}."		)

							snake_case_						       =	self.sequence_state_dim // self.sequence_head_width
							snake_case_						       =	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 			snake_case__		(		self				:	int		):






							"""simple docstring"""






							snake_case_						       =	asdict(self		)
							snake_case_						       =	self.structure_module.to_dict()
							return output







@dataclass
class 						UpperCAmelCase  :







						'''simple docstring'''





						lowerCAmelCase_							=  384
						lowerCAmelCase_							=  128
						lowerCAmelCase_							=  16
						lowerCAmelCase_							=  128
						lowerCAmelCase_							=  12
						lowerCAmelCase_							=  4
						lowerCAmelCase_							=  8
						lowerCAmelCase_							=  0.1
						lowerCAmelCase_							=  8
						lowerCAmelCase_							=  1
						lowerCAmelCase_							=  2
						lowerCAmelCase_							=  7
						lowerCAmelCase_							=  10
						lowerCAmelCase_							=  1E-8
						lowerCAmelCase_							=  1E5






						def 			snake_case__		(		self				:	Tuple		):






							"""simple docstring"""






							return asdict(self		)







def 		lowerCamelCase__       (						):







	'''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>",
	)



class      lowerCamelCase_      :




	def __init__(     self						:     Dict					,      __A						:     Tuple					,      __A						:     Optional[int]					,      __A						:     int							):
		__A :			List[str]		    =			name
		__A :			Optional[int]		    =			value
		__A :			Optional[Any]		    =			weight




	def __repr__(     self						:     Any							):
		return F"""{self.__class__.__name__}({self.name}, {self.value}, {self.weight})"""




	def        lowerCAmelCase_       (     self						:     Union[str, Any]							):
		return self.value




	def        lowerCAmelCase_       (     self						:     str							):
		return self.name




	def        lowerCAmelCase_       (     self						:     str							):
		return self.weight




	def        lowerCAmelCase_       (     self						:     Dict							):
		return self.value / self.weight






def 							__SCREAMING_SNAKE_CASE     (   a__    :   str			,a__    :   Optional[int]			,a__    :   Union[str, Any]       )					->				int:
	__A :			Tuple		    =			[]
	for i in range(len(a__       )       ):
		menu.append(Things(name[i]			,value[i]			,weight[i]       )       )
	return menu
def 							__SCREAMING_SNAKE_CASE     (   a__    :   Tuple			,a__    :   Any			,a__    :   Optional[int]       )					->				Tuple:
	__A :			Optional[int]		    =			sorted(a__			,key=a__			,reverse=a__       )
	__A :			Optional[Any]		    =			[]
	__A    ,				__A :			Tuple		    =			0.0, 0.0
	for i in range(len(a__       )       ):
		if (total_cost + items_copy[i].get_weight()) <= max_cost:
			result.append(items_copy[i]       )
			total_cost += items_copy[i].get_weight()
			total_value += items_copy[i].get_value()
	return (result, total_value)
def 							__SCREAMING_SNAKE_CASE     (   )					->				List[Any]:
	pass


if __name__ == "__main__":
			import doctest

			doctest.testmod()





