"""simple docstring"""
from ...configuration_utils import PretrainedConfig
from ...utils import logging


SCREAMING_SNAKE_CASE__       =	logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__       =	{
    "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 	lowerCAmelCase_     (      lowerCAmelCase       ):



				"""simple docstring"""
				_lowerCAmelCase  :     str      	=    """nystromformer"""

				def __init__(					self		,     lowerCAmelCase=3_00_00		,     lowerCAmelCase=7_68		,     lowerCAmelCase=12		,     lowerCAmelCase=12		,     lowerCAmelCase=30_72		,     lowerCAmelCase="gelu_new"		,     lowerCAmelCase=0.1		,     lowerCAmelCase=0.1		,     lowerCAmelCase=5_10		,     lowerCAmelCase=2		,     lowerCAmelCase=64		,     lowerCAmelCase=64		,     lowerCAmelCase=65		,     lowerCAmelCase=False		,     lowerCAmelCase=0.02		,     lowerCAmelCase=1E-5		,     lowerCAmelCase=1		,     lowerCAmelCase=0		,     lowerCAmelCase=2		,     **lowerCAmelCase		,     ):






										"""simple docstring"""

										snake_case             =      vocab_size
										snake_case             =      max_position_embeddings
										snake_case             =      hidden_size
										snake_case             =      num_hidden_layers
										snake_case             =      num_attention_heads
										snake_case             =      intermediate_size
										snake_case             =      hidden_act
										snake_case             =      hidden_dropout_prob
										snake_case             =      attention_probs_dropout_prob
										snake_case             =      initializer_range
										snake_case             =      type_vocab_size
										snake_case             =      segment_means_seq_len
										snake_case             =      num_landmarks
										snake_case             =      conv_kernel_size
										snake_case             =      inv_coeff_init_option
										snake_case             =      layer_norm_eps
										super().__init__(pad_token_id=lowerCAmelCase		,     bos_token_id=lowerCAmelCase		,     eos_token_id=lowerCAmelCase		,     **lowerCAmelCase     )



"""simple docstring"""
def  lowerCAmelCase__     (      _UpperCamelCase							:					list       )       ->					list:





						"""simple docstring"""






						if len(_UpperCamelCase       ) <= 1:
												return data
						else:
												return [
												    *quick_sort([e for e in data[1:] if e <= data[0]]       ),
												    data[0],
												    *quick_sort([e for e in data[1:] if e > data[0]]       ),
												]


if __name__ == "__main__":
					import doctest

					doctest.testmod()


