



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 	_snake_case							(			lowerCamelCase_      ):






   '''simple docstring'''






   A__	:      str    =		"""esm"""


   def __init__(  self:			Union[str, Any]   ,lowerCamelCase_:			int=None   ,lowerCamelCase_:			Tuple=None   ,lowerCamelCase_:			Union[str, Any]=None   ,lowerCamelCase_:			Optional[Any]=768   ,lowerCamelCase_:			Optional[int]=12   ,lowerCamelCase_:			str=12   ,lowerCamelCase_:			Union[str, Any]=3072   ,lowerCamelCase_:			Optional[Any]=0.1   ,lowerCamelCase_:			Tuple=0.1   ,lowerCamelCase_:			Optional[Any]=1026   ,lowerCamelCase_:			List[Any]=0.0_2   ,lowerCamelCase_:			Any=1e-12   ,lowerCamelCase_:			List[str]="absolute"   ,lowerCamelCase_:			Tuple=True   ,lowerCamelCase_:			Optional[Any]=None   ,lowerCamelCase_:			Union[str, Any]=False   ,lowerCamelCase_:			Tuple=False   ,lowerCamelCase_:			List[Any]=None   ,lowerCamelCase_:			Union[str, Any]=None   ,**lowerCamelCase_:			Tuple   ,)     ->	Any:
       super().__init__(pad_token_id=lowerCAmelCase__   ,mask_token_id=lowerCAmelCase__   ,**lowerCAmelCase__				)

       UpperCAmelCase_			:    Tuple   						= vocab_size
       UpperCAmelCase_			:    Optional[Any]   						= hidden_size
       UpperCAmelCase_			:    Optional[Any]   						= num_hidden_layers
       UpperCAmelCase_			:    Union[str, Any]   						= num_attention_heads
       UpperCAmelCase_			:    Optional[int]   						= intermediate_size
       UpperCAmelCase_			:    Union[str, Any]   						= hidden_dropout_prob
       UpperCAmelCase_			:    List[str]   						= attention_probs_dropout_prob
       UpperCAmelCase_			:    Any   						= max_position_embeddings
       UpperCAmelCase_			:    Dict   						= initializer_range
       UpperCAmelCase_			:    Tuple   						= layer_norm_eps
       UpperCAmelCase_			:    List[str]   						= position_embedding_type
       UpperCAmelCase_			:    Dict   						= use_cache
       UpperCAmelCase_			:    Optional[Any]   						= emb_layer_norm_before
       UpperCAmelCase_			:    Optional[int]   						= token_dropout
       UpperCAmelCase_			:    Optional[int]   						= is_folding_model
       if is_folding_model:
           if esmfold_config is None:
               logger.info("""No esmfold_config supplied for folding model, using default values."""				)
               UpperCAmelCase_			:    Optional[int]   						= EsmFoldConfig()
           elif isinstance(lowerCAmelCase__   ,lowerCAmelCase__				):
               UpperCAmelCase_			:    int   						= EsmFoldConfig(**lowerCAmelCase__				)
           UpperCAmelCase_			:    Tuple   						= esmfold_config
           if vocab_list is None:
               logger.warning("""No vocab_list supplied for folding model, assuming the ESM-2 vocabulary!"""				)
               UpperCAmelCase_			:    str   						= get_default_vocab_list()
           else:
               UpperCAmelCase_			:    Tuple   						= vocab_list
       else:
           UpperCAmelCase_			:    str   						= None
           UpperCAmelCase_			:    Optional[Any]   						= 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 	A__  (  self:			List[str]				)     ->	Tuple:
       UpperCAmelCase_			:    Optional[int]   						= super().to_dict()
       if isinstance(self.esmfold_config   ,lowerCAmelCase__				):
           UpperCAmelCase_			:    Optional[int]   						= self.esmfold_config.to_dict()
       return output







@dataclass
class 	_snake_case							:






   '''simple docstring'''






   A__	:      str    =		None
   A__	:      bool    =		True
   A__	:      bool    =		False
   A__	:      bool    =		False
   A__	:      bool    =		False
   A__	:      float    =		0

   A__	:      bool    =		True
   A__	:      bool    =		False

   A__	:      int    =		128
   A__	:      "TrunkConfig"    =		None


   def 	A__  (  self:			Any				)     ->	str:
       if self.trunk is None:
           UpperCAmelCase_			:    Union[str, Any]   						= TrunkConfig()
       elif isinstance(self.trunk   ,lowerCAmelCase__				):
           UpperCAmelCase_			:    Optional[int]   						= TrunkConfig(**self.trunk				)






   def 	A__  (  self:			str				)     ->	Optional[Any]:
       UpperCAmelCase_			:    int   						= asdict(self				)
       UpperCAmelCase_			:    Tuple   						= self.trunk.to_dict()
       return output







@dataclass
class 	_snake_case							:






   '''simple docstring'''






   A__	:      int    =		48
   A__	:      int    =		1_024
   A__	:      int    =		128
   A__	:      int    =		32
   A__	:      int    =		32
   A__	:      int    =		32
   A__	:      float    =		0
   A__	:      float    =		0
   A__	:      bool    =		False
   A__	:      int    =		4
   A__	:      Optional[int]    =		128
   A__	:      "StructureModuleConfig"    =		None


   def 	A__  (  self:			Any				)     ->	Dict:
       if self.structure_module is None:
           UpperCAmelCase_			:    List[str]   						= StructureModuleConfig()
       elif isinstance(self.structure_module   ,lowerCAmelCase__				):
           UpperCAmelCase_			:    Dict   						= 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}.'''				)

       UpperCAmelCase_			:    Union[str, Any]   						= self.sequence_state_dim // self.sequence_head_width
       UpperCAmelCase_			:    Dict   						= 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:			Optional[Any]				)     ->	Tuple:
       UpperCAmelCase_			:    List[Any]   						= asdict(self				)
       UpperCAmelCase_			:    Any   						= self.structure_module.to_dict()
       return output







@dataclass
class 	_snake_case							:






   '''simple docstring'''






   A__	:      int    =		384
   A__	:      int    =		128
   A__	:      int    =		16
   A__	:      int    =		128
   A__	:      int    =		12
   A__	:      int    =		4
   A__	:      int    =		8
   A__	:      float    =		0.1
   A__	:      int    =		8
   A__	:      int    =		1
   A__	:      int    =		2
   A__	:      int    =		7
   A__	:      int    =		10
   A__	:      float    =		1E-8
   A__	:      float    =		1E5


   def 	A__  (  self:			Optional[int]				)     ->	str:
       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>",
    )




"""simple docstring"""




__UpperCamelCase						=      0  # The first color of the flag.
__UpperCamelCase						=      1  # The second color of the flag.
__UpperCamelCase						=      2  # The third color of the flag.
__UpperCamelCase						=      (red, white, blue)


def     lowercase			(SCREAMING_SNAKE_CASE_		:				list  )   ->						list:
						if not sequence:
												return []
						if len(SCREAMING_SNAKE_CASE_  ) == 1:
												return list(SCREAMING_SNAKE_CASE_  )
						SCREAMING_SNAKE_CASE													=					0
						SCREAMING_SNAKE_CASE													=					len(SCREAMING_SNAKE_CASE_  ) - 1
						SCREAMING_SNAKE_CASE													=					0
						while mid <= high:
												if sequence[mid] == colors[0]:
																		SCREAMING_SNAKE_CASE							,				SCREAMING_SNAKE_CASE													=					sequence[mid], sequence[low]
																		low += 1
																		mid += 1
												elif sequence[mid] == colors[1]:
																		mid += 1
												elif sequence[mid] == colors[2]:
																		SCREAMING_SNAKE_CASE							,				SCREAMING_SNAKE_CASE													=					sequence[high], sequence[mid]
																		high -= 1
												else:
																		SCREAMING_SNAKE_CASE													=					F'The elements inside the sequence must contains only {colors} values'
																		raise ValueError(SCREAMING_SNAKE_CASE_  )
						return sequence


if __name__ == "__main__":
	import doctest

	doctest.testmod()

	__UpperCamelCase						=      input('''Enter numbers separated by commas:\n''').strip()
	__UpperCamelCase						=      [int(item.strip()) for item in user_input.split(''',''')]
	print(f'''{dutch_national_flag_sort(unsorted)}''')


