
from __future__ import annotations

def    UpperCamelCase_ (	a_		)     ->list[int]:
		if not list_of_ints:
				return []

		if min(__UpperCamelCase		) < 0:
				raise ValueError("All numbers must be positive"		)

		A				=max(len(bin(__UpperCamelCase		)[2:]		) for x in list_of_ints		)
		return _msd_radix_sort(__UpperCamelCase  ,				__UpperCamelCase		)

def    UpperCamelCase_ (	a_  ,				a_		)     ->list[int]:
		if bit_position == 0 or len(__UpperCamelCase		) in [0, 1]:
				return list_of_ints

		A				=[]
		A				=[]
		# Split numbers based on bit at bit_position from the right
		for number in list_of_ints:
				if (number >> (bit_position - 1)) & 1:
						# number has a one at bit bit_position
						ones.append(__UpperCamelCase		)
				else:
						# number has a zero at bit bit_position
						zeros.append(__UpperCamelCase		)

    # recursively split both lists further
		A				=_msd_radix_sort(__UpperCamelCase  ,				bit_position - 1		)
		A				=_msd_radix_sort(__UpperCamelCase  ,				bit_position - 1		)

		# recombine lists
		A				=zeros
		res.extend(__UpperCamelCase		)

		return res

def    UpperCamelCase_ (	a_		)     ->str:
		A				=len(__UpperCamelCase		)
		if not list_of_ints or length == 1:
				return

		if min(__UpperCamelCase		) < 0:
				raise ValueError("All numbers must be positive"		)

		A				=max(len(bin(__UpperCamelCase		)[2:]		) for x in list_of_ints		)
		_msd_radix_sort_inplace(__UpperCamelCase  ,				__UpperCamelCase  ,				0  ,				__UpperCamelCase		)

def    UpperCamelCase_ (	a_  ,				a_  ,				a_  ,				a_		)     ->Dict:
		if bit_position == 0 or end_index - begin_index <= 1:
				return

		bit_position -= 1

		A				=begin_index
		A				=end_index - 1
		while i <= j:
				A				=False
				if not (list_of_ints[i] >> bit_position) & 1:
						# found zero at the beginning
						i += 1
						A				=True
				if (list_of_ints[j] >> bit_position) & 1:
						# found one at the end
						j -= 1
						A				=True

				if changed:
						continue

				A			,    A				=list_of_ints[j], list_of_ints[i]
				j -= 1
				if j != i:
						i += 1

		_msd_radix_sort_inplace(__UpperCamelCase  ,				__UpperCamelCase  ,				__UpperCamelCase  ,				__UpperCamelCase		)
		_msd_radix_sort_inplace(__UpperCamelCase  ,				__UpperCamelCase  ,				__UpperCamelCase  ,				__UpperCamelCase		)


if __name__ == "__main__":
	import doctest

	doctest.testmod()






"""simple docstring"""


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


__A					=			logging.get_logger(__name__)

__A					=			{
    '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__   (   __magic_name__							):





			'''simple docstring'''
			lowerCamelCase       =						'''nystromformer'''



			def __init__(				self	,	__UpperCAmelCase=3_00_00	,	__UpperCAmelCase=7_68	,	__UpperCAmelCase=12	,	__UpperCAmelCase=12	,	__UpperCAmelCase=30_72	,	__UpperCAmelCase="gelu_new"	,	__UpperCAmelCase=0.1	,	__UpperCAmelCase=0.1	,	__UpperCAmelCase=5_10	,	__UpperCAmelCase=2	,	__UpperCAmelCase=64	,	__UpperCAmelCase=64	,	__UpperCAmelCase=65	,	__UpperCAmelCase=False	,	__UpperCAmelCase=0.0_2	,	__UpperCAmelCase=1e-5	,	__UpperCAmelCase=1	,	__UpperCAmelCase=0	,	__UpperCAmelCase=2	,	**__UpperCAmelCase	,	)					->	Union[str, Any]:
				_lowerCAmelCase								=vocab_size
				_lowerCAmelCase								=max_position_embeddings
				_lowerCAmelCase								=hidden_size
				_lowerCAmelCase								=num_hidden_layers
				_lowerCAmelCase								=num_attention_heads
				_lowerCAmelCase								=intermediate_size
				_lowerCAmelCase								=hidden_act
				_lowerCAmelCase								=hidden_dropout_prob
				_lowerCAmelCase								=attention_probs_dropout_prob
				_lowerCAmelCase								=initializer_range
				_lowerCAmelCase								=type_vocab_size
				_lowerCAmelCase								=segment_means_seq_len
				_lowerCAmelCase								=num_landmarks
				_lowerCAmelCase								=conv_kernel_size
				_lowerCAmelCase								=inv_coeff_init_option
				_lowerCAmelCase								=layer_norm_eps
				super().__init__(pad_token_id=__UpperCAmelCase	,	bos_token_id=__UpperCAmelCase	,	eos_token_id=__UpperCAmelCase	,	**__UpperCAmelCase    )



