





from dataclasses import asdict, dataclass
from typing import Optional

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


UpperCAmelCase_      							=     logging.get_logger(__name__)

# TODO Update this
UpperCAmelCase_      							=     {
    """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_		(  _A					):
					lowerCAmelCase_							=	'''esm'''




					def __init__(		self				,						lowerCAmelCase_=None				,						lowerCAmelCase_=None				,						lowerCAmelCase_=None				,						lowerCAmelCase_=768				,						lowerCAmelCase_=12				,						lowerCAmelCase_=12				,						lowerCAmelCase_=3072				,						lowerCAmelCase_=0.1				,						lowerCAmelCase_=0.1				,						lowerCAmelCase_=1026				,						lowerCAmelCase_=0.02				,						lowerCAmelCase_=1E-12				,						lowerCAmelCase_="absolute"				,						lowerCAmelCase_=True				,						lowerCAmelCase_=None				,						lowerCAmelCase_=False				,						lowerCAmelCase_=False				,						lowerCAmelCase_=None				,						lowerCAmelCase_=None				,						**lowerCAmelCase_				,						)		->							Any:
										super().__init__(pad_token_id=__lowerCamelCase				,						mask_token_id=__lowerCamelCase				,						**__lowerCamelCase  )

										_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(__lowerCamelCase				,						__lowerCamelCase  ):
																				_snake_case									=				EsmFoldConfig(**__lowerCamelCase  )
															_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'				,						__lowerCamelCase  ):
															raise ValueError('The HuggingFace port of ESMFold does not support use_esm_attn_map at this time!'  )






					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				super().to_dict()
										if isinstance(self.esmfold_config				,						__lowerCamelCase  ):
															_snake_case									=				self.esmfold_config.to_dict()
										return output





@dataclass
class 			UpperCamelCase_		:
					lowerCAmelCase_							=	None
					lowerCAmelCase_							=	True
					lowerCAmelCase_							=	False
					lowerCAmelCase_							=	False
					lowerCAmelCase_							=	False
					lowerCAmelCase_							=	0

					lowerCAmelCase_							=	True
					lowerCAmelCase_							=	False

					lowerCAmelCase_							=	128
					lowerCAmelCase_							=	None




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										if self.trunk is None:
															_snake_case									=				TrunkConfig()
										elif isinstance(self.trunk				,						__lowerCamelCase  ):
															_snake_case									=				TrunkConfig(**self.trunk  )






					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				asdict(self  )
										_snake_case									=				self.trunk.to_dict()
										return output





@dataclass
class 			UpperCamelCase_		:
					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 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										if self.structure_module is None:
															_snake_case									=				StructureModuleConfig()
										elif isinstance(self.structure_module				,						__lowerCamelCase  ):
															_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 	lowerCAmelCase			(		self  )		->							int:
										_snake_case									=				asdict(self  )
										_snake_case									=				self.structure_module.to_dict()
										return output





@dataclass
class 			UpperCamelCase_		:
					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 	lowerCAmelCase			(		self  )		->							str:
										return asdict(self  )





def 						lowerCamelCase__     (     )			-> Optional[int]:



					'''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__     (     UpperCamelCase__			:       list						)			-> list:



					'''simple docstring'''




					_snake_case									=				len(UpperCamelCase__						)
					for i in range(1       ,    UpperCamelCase__						):
										_snake_case									=				collection[i]
										_snake_case									=				0
										_snake_case									=				i - 1

										while low <= high:
															_snake_case									=				(low + high) // 2
															if val < collection[mid]:
																				_snake_case									=				mid - 1
															else:
																				_snake_case									=				mid + 1
										for j in range(UpperCamelCase__       ,    UpperCamelCase__       ,    -1						):
															_snake_case									=				collection[j - 1]
										_snake_case									=				val
					return collection


if __name__ == "__main__":
					UpperCAmelCase_      							=     input("""Enter numbers separated by a comma:\n""").strip()
					UpperCAmelCase_      							=     [int(item) for item in user_input.split(""",""")]
					print(binary_insertion_sort(unsorted))



