





'''simple docstring'''






from dataclasses import asdict, dataclass
from typing import Optional

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


snake_case_     =	logging.get_logger(__name__)

# TODO Update this
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   _lowercase						(							a				):
   _UpperCamelCase       		=   """esm"""


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

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







@dataclass
class   _lowercase						:
   _UpperCamelCase       		=   None
   _UpperCamelCase       		=   True
   _UpperCamelCase       		=   False
   _UpperCamelCase       		=   False
   _UpperCamelCase       		=   False
   _UpperCamelCase       		=   0

   _UpperCamelCase       		=   True
   _UpperCamelCase       		=   False

   _UpperCamelCase       		=   1_28
   _UpperCamelCase       		=   None


   def 					snake_case				( self					):
       if self.trunk is None:
           A       :       List[Any]							=						TrunkConfig()
       elif isinstance(self.trunk    ,   _UpperCAmelCase					):
           A       :       Any							=						TrunkConfig(**self.trunk					)


   def 					snake_case				( self					):
       A       :       List[str]							=						asdict(self					)
       A       :       str							=						self.trunk.to_dict()
       return output







@dataclass
class   _lowercase						:
   _UpperCamelCase       		=   48
   _UpperCamelCase       		=   10_24
   _UpperCamelCase       		=   1_28
   _UpperCamelCase       		=   32
   _UpperCamelCase       		=   32
   _UpperCamelCase       		=   32
   _UpperCamelCase       		=   0
   _UpperCamelCase       		=   0
   _UpperCamelCase       		=   False
   _UpperCamelCase       		=   4
   _UpperCamelCase       		=   1_28
   _UpperCamelCase       		=   None


   def 					snake_case				( self					):
       if self.structure_module is None:
           A       :       str							=						StructureModuleConfig()
       elif isinstance(self.structure_module    ,   _UpperCAmelCase					):
           A       :       List[Any]							=						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}.'''					)

       A       :       Any							=						self.sequence_state_dim // self.sequence_head_width
       A       :       Union[str, Any]							=						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					):
       A       :       int							=						asdict(self					)
       A       :       Optional[Any]							=						self.structure_module.to_dict()
       return output







@dataclass
class   _lowercase						:
   _UpperCamelCase       		=   3_84
   _UpperCamelCase       		=   1_28
   _UpperCamelCase       		=   16
   _UpperCamelCase       		=   1_28
   _UpperCamelCase       		=   12
   _UpperCamelCase       		=   4
   _UpperCamelCase       		=   8
   _UpperCamelCase       		=   0.1
   _UpperCamelCase       		=   8
   _UpperCamelCase       		=   1
   _UpperCamelCase       		=   2
   _UpperCamelCase       		=   7
   _UpperCamelCase       		=   10
   _UpperCamelCase       		=   1e-8
   _UpperCamelCase       		=   1e5


   def 					snake_case				( self					):
       return asdict(self					)







def 							_lowerCamelCase(  )		->  Tuple:
    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'''






def 							_lowerCamelCase(  UpperCamelCase__    : Optional[int]    ,       UpperCamelCase__    : str		)		->  Optional[int]:
    A       :       Optional[int]							=						0
    A       :       str							=						len(UpperCamelCase__		) - 1

    while left <= right:
        # avoid divided by 0 during interpolation
        if sorted_collection[left] == sorted_collection[right]:
            if sorted_collection[left] == item:
                return left
            else:
                return None

        A       :       Any							=						left + ((item - sorted_collection[left]) * (right - left)) // (
            sorted_collection[right] - sorted_collection[left]
        )

        # out of range check
        if point < 0 or point >= len(UpperCamelCase__		):
            return None

        A       :       Union[str, Any]							=						sorted_collection[point]
        if current_item == item:
            return point
        else:
            if point < left:
                A       :       Tuple							=						left
                A       :       Tuple							=						point
            elif point > right:
                A       :       Optional[Any]							=						right
                A       :       str							=						point
            else:
                if item < current_item:
                    A       :       Tuple							=						point - 1
                else:
                    A       :       Optional[Any]							=						point + 1
    return None
def 							_lowerCamelCase(  UpperCamelCase__    : Dict    ,       UpperCamelCase__    : str    ,       UpperCamelCase__    : Dict    ,       UpperCamelCase__    : List[str]		)		->  List[Any]:

    # avoid divided by 0 during interpolation
    if sorted_collection[left] == sorted_collection[right]:
        if sorted_collection[left] == item:
            return left
        else:
            return None

    A       :       Dict							=						left + ((item - sorted_collection[left]) * (right - left)) // (
        sorted_collection[right] - sorted_collection[left]
    )

    # out of range check
    if point < 0 or point >= len(UpperCamelCase__		):
        return None

    if sorted_collection[point] == item:
        return point
    elif point < left:
        return interpolation_search_by_recursion(UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__		)
    elif point > right:
        return interpolation_search_by_recursion(UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__		)
    else:
        if sorted_collection[point] > item:
            return interpolation_search_by_recursion(
                UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__    ,       point - 1		)
        else:
            return interpolation_search_by_recursion(
                UpperCamelCase__    ,       UpperCamelCase__    ,       point + 1    ,       UpperCamelCase__		)
def 							_lowerCamelCase(  UpperCamelCase__    : Optional[int]		)		->  List[Any]:
    if collection != sorted(UpperCamelCase__		):
        raise ValueError('''Collection must be ascending sorted'''		)
    return True


if __name__ == "__main__":
     import sys
     snake_case_     =	0
     if debug == 1:
          snake_case_     =	[10, 30, 40, 45, 50, 66, 77, 93]
          try:
               __assert_sorted(collection)
          except ValueError:
               sys.exit("""Sequence must be ascending sorted to apply interpolation search""")
          snake_case_     =	67

     snake_case_     =	interpolation_search(collection, target)
     if result is not None:
          print(f'''{target} found at positions: {result}''')
     else:
          print("""Not found""")
