


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


lowerCamelCase		      = logging.get_logger(__name__)

lowerCamelCase		      = {
    '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 A						(     UpperCamelCase_  ):
      UpperCamelCase__							:						Dict   ='nystromformer'






      def __init__(      self		:  List[Any]    ,     lowercase_		:  List[Any]=3_0000    ,     lowercase_		:  Union[str, Any]=768    ,     lowercase_		:  int=12    ,     lowercase_		:  Union[str, Any]=12    ,     lowercase_		:  Optional[Any]=3072    ,     lowercase_		:  str="gelu_new"    ,     lowercase_		:  Any=0.1    ,     lowercase_		:  int=0.1    ,     lowercase_		:  List[Any]=510    ,     lowercase_		:  Optional[int]=2    ,     lowercase_		:  Tuple=64    ,     lowercase_		:  str=64    ,     lowercase_		:  Union[str, Any]=65    ,     lowercase_		:  Optional[int]=False    ,     lowercase_		:  Any=0.02    ,     lowercase_		:  Any=1E-5    ,     lowercase_		:  Union[str, Any]=1    ,     lowercase_		:  Union[str, Any]=0    ,     lowercase_		:  Optional[Any]=2    ,     **lowercase_		:  int    ,     )      ->		List[Any]:
             """simple docstring"""




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






from collections.abc import Callable

lowerCamelCase		      = Callable[[float], float]  # type alias for a real -> real function




def 			a_   (					SCREAMING_SNAKE_CASE__      :   RealFunc	,    SCREAMING_SNAKE_CASE__      :   RealFunc	,    SCREAMING_SNAKE_CASE__      :   int	,    ):
       '''simple docstring'''





       _lowerCamelCase :	Tuple						=float(SCREAMING_SNAKE_CASE__  )
       while True:
              try:
                     _lowerCamelCase :	int						=prev_guess - function(SCREAMING_SNAKE_CASE__  ) / derivative(SCREAMING_SNAKE_CASE__  )
              except ZeroDivisionError:
                     raise ZeroDivisionError('Could not find root'  ) from None
              if abs(prev_guess - next_guess  ) < 10**-5:
                     return next_guess
              _lowerCamelCase :	Union[str, Any]						=next_guess




def 			a_   (					SCREAMING_SNAKE_CASE__      :   float  ):
       '''simple docstring'''





       return (x**3) - (2 * x) - 5




def 			a_   (					SCREAMING_SNAKE_CASE__      :   float  ):
       '''simple docstring'''





       return 3 * (x**2) - 2


if __name__ == "__main__":
 print(newton(f, fa, 3))


