'''simple docstring'''




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


_UpperCamelCase				:		List[str]       			=		logging.get_logger(__name__)

_UpperCamelCase				:		List[Any]       			=		{
    '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   _lowercase(     _lowerCamelCase				):



   """simple docstring"""





   __lowerCamelCase    =  '''nystromformer'''





   def __init__(							self:    Dict			,a:    str=30000			,a:    Union[str, Any]=768			,a:    List[Any]=12			,a:    Union[str, Any]=12			,a:    Optional[Any]=3072			,a:    Tuple="gelu_new"			,a:    List[str]=0.1			,a:    Optional[int]=0.1			,a:    List[str]=510			,a:    Optional[Any]=2			,a:    Tuple=64			,a:    List[Any]=64			,a:    Any=65			,a:    Union[str, Any]=False			,a:    str=0.02			,a:    Tuple=1e-5			,a:    str=1			,a:    Tuple=0			,a:    Any=2			,**a:    Tuple			,):
    __UpperCAmelCase         =					vocab_size
    __UpperCAmelCase         =					max_position_embeddings
    __UpperCAmelCase         =					hidden_size
    __UpperCAmelCase         =					num_hidden_layers
    __UpperCAmelCase         =					num_attention_heads
    __UpperCAmelCase         =					intermediate_size
    __UpperCAmelCase         =					hidden_act
    __UpperCAmelCase         =					hidden_dropout_prob
    __UpperCAmelCase         =					attention_probs_dropout_prob
    __UpperCAmelCase         =					initializer_range
    __UpperCAmelCase         =					type_vocab_size
    __UpperCAmelCase         =					segment_means_seq_len
    __UpperCAmelCase         =					num_landmarks
    __UpperCAmelCase         =					conv_kernel_size
    __UpperCAmelCase         =					inv_coeff_init_option
    __UpperCAmelCase         =					layer_norm_eps
    super().__init__(pad_token_id=a			,bos_token_id=a			,eos_token_id=a			,**a	)




'''simple docstring'''




def 						__snake_case (       lowerCAmelCase       :     list			):

 for insert_index, insert_value in enumerate(collection[1:]			):
  __UpperCAmelCase         =					insert_index
  while insert_index >= 0 and insert_value < collection[insert_index]:
   __UpperCAmelCase         =					collection[insert_index]
   insert_index -= 1
  if insert_index != temp_index:
   __UpperCAmelCase         =					insert_value
 return collection


if __name__ == "__main__":
     from doctest import testmod

     testmod()

     _UpperCamelCase				:		List[Any]       			=		input('Enter numbers separated by a comma:\n').strip()
     _UpperCamelCase				:		List[Any]       			=		[int(item) for item in user_input.split(',')]
     print(f"{insertion_sort(unsorted) = }")



