

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


SCREAMING_SNAKE_CASE						:Any      =			logging.get_logger(__name__)

SCREAMING_SNAKE_CASE						: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 		__magic_name__ (				snake_case							):
     UpperCamelCase_     :Optional[Any]									=	"""nystromformer"""






     def __init__(							self						,		_lowercase=30_000						,		_lowercase=768						,		_lowercase=12						,		_lowercase=12						,		_lowercase=3_072						,		_lowercase="gelu_new"						,		_lowercase=0.1						,		_lowercase=0.1						,		_lowercase=510						,		_lowercase=2						,		_lowercase=64						,		_lowercase=64						,		_lowercase=65						,		_lowercase=False						,		_lowercase=0.02						,		_lowercase=1e-5						,		_lowercase=1						,		_lowercase=0						,		_lowercase=2						,		**_lowercase						,		)->			Union[str, Any]:
         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=_lowercase						,		bos_token_id=_lowercase						,		eos_token_id=_lowercase						,		**_lowercase     )




'''simple docstring'''






def 					_snake_case   (     A ,    A       )						->    float:
							return a + b


if __name__ == "__main__":
		__UpperCAmelCase    				=							5
		__UpperCAmelCase    				=							6
		print(f"""The sum of {a} + {b} is {add(a, b)}""")