



from dataclasses import asdict, dataclass
from typing import Optional

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


__snake_case       :	List[Any]            =logging.get_logger(__name__)

# TODO Update this
__snake_case       :	Tuple            ={
    "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  lowerCamelCase__    (							lowerCamelCase__):




			'''simple docstring'''



			snake_case_			="""esm"""



			def __init__(self	,__lowerCamelCase=None	,__lowerCamelCase=None	,__lowerCamelCase=None	,__lowerCamelCase=7_68	,__lowerCamelCase=12	,__lowerCamelCase=12	,__lowerCamelCase=30_72	,__lowerCamelCase=0.1	,__lowerCamelCase=0.1	,__lowerCamelCase=10_26	,__lowerCamelCase=0.02	,__lowerCamelCase=1e-12	,__lowerCamelCase="absolute"	,__lowerCamelCase=True	,__lowerCamelCase=None	,__lowerCamelCase=False	,__lowerCamelCase=False	,__lowerCamelCase=None	,__lowerCamelCase=None	,**__lowerCamelCase	,)  ->    Dict:

							"""simple docstring"""






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

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



			def 	lowerCAmelCase__   (self				)  ->    Any:

							"""simple docstring"""






							lowerCAmelCase__  :       Any				=  super().to_dict()
							if isinstance(self.esmfold_config	,__UpperCamelCase				):
											lowerCAmelCase__  :       int				=  self.esmfold_config.to_dict()
							return output



@dataclass
class  lowerCamelCase__    :




			'''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_			=128
			snake_case_			=None



			def 	lowerCAmelCase__   (self				)  ->    Any:

							"""simple docstring"""






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



			def 	lowerCAmelCase__   (self				)  ->    Union[str, Any]:

							"""simple docstring"""






							lowerCAmelCase__  :       str				=  asdict(self				)
							lowerCAmelCase__  :       List[str]				=  self.trunk.to_dict()
							return output



@dataclass
class  lowerCamelCase__    :




			'''simple docstring'''



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



			def 	lowerCAmelCase__   (self				)  ->    str:

							"""simple docstring"""






							if self.structure_module is None:
											lowerCAmelCase__  :       List[Any]				=  StructureModuleConfig()
							elif isinstance(self.structure_module	,__UpperCamelCase				):
											lowerCAmelCase__  :       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}."""				)

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

							"""simple docstring"""






							lowerCAmelCase__  :       int				=  asdict(self				)
							lowerCAmelCase__  :       Optional[Any]				=  self.structure_module.to_dict()
							return output



@dataclass
class  lowerCamelCase__    :




			'''simple docstring'''



			snake_case_			=384
			snake_case_			=128
			snake_case_			=16
			snake_case_			=128
			snake_case_			=12
			snake_case_			=4
			snake_case_			=8
			snake_case_			=0.1
			snake_case_			=8
			snake_case_			=1
			snake_case_			=2
			snake_case_			=7
			snake_case_			=10
			snake_case_			=1e-8
			snake_case_			=1e5



			def 	lowerCAmelCase__   (self				)  ->    Optional[Any]:

							"""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>",
				)






def 			lowerCAmelCase__	(					lowerCamelCase_	:	int):





				'''simple docstring'''

				if length <= 0 or not isinstance(lowerCamelCase_ ,lowerCamelCase_):
								raise ValueError('''Length must be a positive integer.''')
				return [n * (2 * n - 1) for n in range(lowerCamelCase_)]


if __name__ == "__main__":
							print(hexagonal_numbers(length=5))
							print(hexagonal_numbers(length=1_0))

