

class SCREAMING_SNAKE_CASE	:
  """simple docstring"""






  def __init__(			self :    Dict    )							->	None:






     """simple docstring"""







     __lowerCAmelCase  :			dict[int, list[int]]					    =						{}
     # indexmap keys are an index and it's values are the number at that index
     __lowerCAmelCase  :			dict[int, int]					    =						{}







  def        SCREAMING_SNAKE_CASE    (			self :    Optional[Any]       ,							lowerCAmelCase :    list | str | range       ,							lowerCAmelCase :    int    )							->	list[int]:






     """simple docstring"""







     if isinstance(lowerCAmelCase       ,							(range, str)    ):
        __lowerCAmelCase  :			Optional[Any]					    =						list(lowerCAmelCase    )
     elif not isinstance(lowerCAmelCase       ,							lowerCAmelCase    ):
        raise TypeError(
            """binary_search_delete() only accepts either a list, range or str"""    )

     __lowerCAmelCase  :			int					    =						0
     __lowerCAmelCase  :			Union[str, Any]					    =						len(lowerCAmelCase    ) - 1

     while low <= high:
        __lowerCAmelCase  :			str					    =						(low + high) // 2
        if array[mid] == item:
           array.pop(lowerCAmelCase    )
           return array
        elif array[mid] < item:
           __lowerCAmelCase  :			Any					    =						mid + 1
        else:
           __lowerCAmelCase  :			Tuple					    =						mid - 1
     raise ValueError(
         """Either the item is not in the array or the array was unsorted"""    )







  def        SCREAMING_SNAKE_CASE    (			self :    List[str]       ,							lowerCAmelCase :    list | str | range       ,							lowerCAmelCase :    int    )							->	list[int]:






     """simple docstring"""







     if isinstance(lowerCAmelCase       ,							(range, str)    ):
        __lowerCAmelCase  :			int					    =						list(lowerCAmelCase    )
     elif not isinstance(lowerCAmelCase       ,							lowerCAmelCase    ):
        raise TypeError(
            """binary_search_insert() only accepts either a list, range or str"""    )

     __lowerCAmelCase  :			Dict					    =						0
     __lowerCAmelCase  :			Any					    =						len(lowerCAmelCase    ) - 1

     while low <= high:
        __lowerCAmelCase  :			List[Any]					    =						(low + high) // 2
        if array[mid] == index:
           # If the item already exists in the array,
           # insert it after the existing item
           array.insert(mid + 1       ,							lowerCAmelCase    )
           return array
        elif array[mid] < index:
           __lowerCAmelCase  :			Optional[Any]					    =						mid + 1
        else:
           __lowerCAmelCase  :			Tuple					    =						mid - 1

        # If the item doesn't exist in the array, insert it at the appropriate position
     array.insert(lowerCAmelCase       ,							lowerCAmelCase    )
     return array







  def        SCREAMING_SNAKE_CASE    (			self :    Optional[int]       ,							lowerCAmelCase :    int       ,							lowerCAmelCase :    int    )							->	None:






     """simple docstring"""







     if index in self.indexmap:
        __lowerCAmelCase  :			List[Any]					    =						self.indexmap[index]
        if len(self.numbermap[n]    ) == 1:
           del self.numbermap[n]
        else:
           __lowerCAmelCase  :			Optional[int]					    =						self.binary_search_delete(self.numbermap[n]       ,							lowerCAmelCase    )

        # Set new index
     __lowerCAmelCase  :			Tuple					    =						number

     # Number not seen before or empty so insert number value
     if number not in self.numbermap:
        __lowerCAmelCase  :			Optional[int]					    =						[index]

     # Here we need to perform a binary search insertion in order to insert
     # The item in the correct place
     else:
        __lowerCAmelCase  :			Union[str, Any]					    =						self.binary_search_insert(
            self.numbermap[number]       ,							lowerCAmelCase    )







  def        SCREAMING_SNAKE_CASE    (			self :    Tuple       ,							lowerCAmelCase :    int    )							->	int:






     """simple docstring"""







     return self.numbermap.get(lowerCAmelCase       ,							[-1]    )[0]


if __name__ == "__main__":
   import doctest

   doctest.testmod()





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


__UpperCAmelCase      = logging.get_logger(__name__)

__UpperCAmelCase      = {
    """uw-madison/nystromformer-512""": """https://huggingface.co/uw-madison/nystromformer-512/resolve/main/config.json""",
    # See all Nystromformer models at https://huggingface.co/models?filter=nystromformer
}



class SCREAMING_SNAKE_CASE	(  a_ ):
  """simple docstring"""






  lowerCamelCase    :			Optional[Any]						      ="nystromformer"







  def __init__(			self :    List[str]       ,							lowerCAmelCase :    List[Any]=3_00_00       ,							lowerCAmelCase :    Union[str, Any]=7_68       ,							lowerCAmelCase :    int=12       ,							lowerCAmelCase :    str=12       ,							lowerCAmelCase :    Tuple=30_72       ,							lowerCAmelCase :    Optional[Any]="gelu_new"       ,							lowerCAmelCase :    Any=0.1       ,							lowerCAmelCase :    Tuple=0.1       ,							lowerCAmelCase :    Tuple=5_10       ,							lowerCAmelCase :    int=2       ,							lowerCAmelCase :    Any=64       ,							lowerCAmelCase :    Dict=64       ,							lowerCAmelCase :    List[str]=65       ,							lowerCAmelCase :    Union[str, Any]=False       ,							lowerCAmelCase :    int=0.02       ,							lowerCAmelCase :    int=1e-5       ,							lowerCAmelCase :    Dict=1       ,							lowerCAmelCase :    str=0       ,							lowerCAmelCase :    List[Any]=2       ,							**lowerCAmelCase :    int       ,							)							->	List[Any]:






     """simple docstring"""







     __lowerCAmelCase  :			Optional[Any]					    =						vocab_size
     __lowerCAmelCase  :			Any					    =						max_position_embeddings
     __lowerCAmelCase  :			List[Any]					    =						hidden_size
     __lowerCAmelCase  :			Dict					    =						num_hidden_layers
     __lowerCAmelCase  :			Union[str, Any]					    =						num_attention_heads
     __lowerCAmelCase  :			int					    =						intermediate_size
     __lowerCAmelCase  :			str					    =						hidden_act
     __lowerCAmelCase  :			Any					    =						hidden_dropout_prob
     __lowerCAmelCase  :			str					    =						attention_probs_dropout_prob
     __lowerCAmelCase  :			List[str]					    =						initializer_range
     __lowerCAmelCase  :			List[str]					    =						type_vocab_size
     __lowerCAmelCase  :			Union[str, Any]					    =						segment_means_seq_len
     __lowerCAmelCase  :			Tuple					    =						num_landmarks
     __lowerCAmelCase  :			Dict					    =						conv_kernel_size
     __lowerCAmelCase  :			Tuple					    =						inv_coeff_init_option
     __lowerCAmelCase  :			List[Any]					    =						layer_norm_eps
     super().__init__(pad_token_id=lowerCAmelCase       ,							bos_token_id=lowerCAmelCase       ,							eos_token_id=lowerCAmelCase       ,							**lowerCAmelCase    )


