
"""simple docstring"""
from dataclasses import asdict, dataclass
from typing import Optional

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


SCREAMING_SNAKE_CASE_					     =	logging.get_logger(__name__)

# TODO Update this
SCREAMING_SNAKE_CASE_					     =	{
    '''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_		(				A__ ):



							'''simple docstring'''





							_snake_case						      =		'''esm'''




							def __init__( self    ,				snake_case_=None    ,				snake_case_=None    ,				snake_case_=None    ,				snake_case_=768    ,				snake_case_=12    ,				snake_case_=12    ,				snake_case_=3_072    ,				snake_case_=0.1    ,				snake_case_=0.1    ,				snake_case_=1_026    ,				snake_case_=0.02    ,				snake_case_=1e-1_2    ,				snake_case_="absolute"    ,				snake_case_=True    ,				snake_case_=None    ,				snake_case_=False    ,				snake_case_=False    ,				snake_case_=None    ,				snake_case_=None    ,				**snake_case_    ,				)       ->  int:
													super().__init__(pad_token_id=snake_case_    ,				mask_token_id=snake_case_    ,				**snake_case_				)

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




							def    A__						( self				)       ->  str:
													__lowerCAmelCase     =  super().to_dict()
													if isinstance(self.esmfold_config    ,				snake_case_				):
																			__lowerCAmelCase     =  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						      =		1_2_8
							_snake_case						      =		None




							def    A__						( self				)       ->  Any:
													if self.trunk is None:
																			__lowerCAmelCase     =  TrunkConfig()
													elif isinstance(self.trunk    ,				snake_case_				):
																			__lowerCAmelCase     =  TrunkConfig(**self.trunk				)




							def    A__						( self				)       ->  List[str]:
													__lowerCAmelCase     =  asdict(self				)
													__lowerCAmelCase     =  self.trunk.to_dict()
													return output
@dataclass
class       lowerCAmelCase_		:



							'''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				)       ->  int:
													if self.structure_module is None:
																			__lowerCAmelCase     =  StructureModuleConfig()
													elif isinstance(self.structure_module    ,				snake_case_				):
																			__lowerCAmelCase     =  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     =  self.sequence_state_dim // self.sequence_head_width
													__lowerCAmelCase     =  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]:
													__lowerCAmelCase     =  asdict(self				)
													__lowerCAmelCase     =  self.structure_module.to_dict()
													return output
@dataclass
class       lowerCAmelCase_		:



							'''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				)       ->  List[Any]:
													return asdict(self				)

def  lowercase     ():
						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>",
						)


"""simple docstring"""
from __future__ import annotations

def  lowercase     (_lowerCAmelCase						):
						__lowerCAmelCase     =  2
						__lowerCAmelCase     =  []
						while i * i <= n:
												if n % i:
																		i += 1
												else:
																		n //= i
																		factors.append(_lowerCAmelCase						)
						if n > 1:
												factors.append(_lowerCAmelCase						)
						return factors


if __name__ == "__main__":
			import doctest

			doctest.testmod()
