
"""simple docstring"""


from __future__ import annotations

from enum import Enum







class 						lowerCamelCase__   (   __magic_name__							):





			'''simple docstring'''
			lowerCamelCase       =						24
			lowerCamelCase       =						21
			lowerCamelCase       =						18
			lowerCamelCase       =						15
			lowerCamelCase       =						12
			lowerCamelCase       =						9
			lowerCamelCase       =						6
			lowerCamelCase       =						3
			lowerCamelCase       =						2
			lowerCamelCase       =						1
			lowerCamelCase       =						-1
			lowerCamelCase       =						-2
			lowerCamelCase       =						-3
			lowerCamelCase       =						-6
			lowerCamelCase       =						-9
			lowerCamelCase       =						-12
			lowerCamelCase       =						-15
			lowerCamelCase       =						-18
			lowerCamelCase       =						-21
			lowerCamelCase       =						-24







class 						lowerCamelCase__   (   __magic_name__							):





			'''simple docstring'''
			lowerCamelCase       =						8
			lowerCamelCase       =						7
			lowerCamelCase       =						6
			lowerCamelCase       =						5
			lowerCamelCase       =						4
			lowerCamelCase       =						3
			lowerCamelCase       =						2
			lowerCamelCase       =						1







def        _lowerCamelCase(__UpperCamelCase       ,					__UpperCamelCase       ,					__UpperCamelCase       ,					)							->					float:
	if isinstance(__UpperCamelCase       ,					__UpperCamelCase			):
		_lowerCAmelCase								=SIUnit[known_prefix.lower()]
	if isinstance(__UpperCamelCase       ,					__UpperCamelCase			):
		_lowerCAmelCase								=SIUnit[unknown_prefix.lower()]
	_lowerCAmelCase								=known_amount * (
	    10 ** (known_prefix.value - unknown_prefix.value)
	)
	return unknown_amount



def        _lowerCamelCase(__UpperCamelCase       ,					__UpperCamelCase       ,					__UpperCamelCase       ,					)							->					float:
	if isinstance(__UpperCamelCase       ,					__UpperCamelCase			):
		_lowerCAmelCase								=BinaryUnit[known_prefix.lower()]
	if isinstance(__UpperCamelCase       ,					__UpperCamelCase			):
		_lowerCAmelCase								=BinaryUnit[unknown_prefix.lower()]
	_lowerCAmelCase								=known_amount * (
	    2 ** ((known_prefix.value - unknown_prefix.value) * 10)
	)
	return unknown_amount


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    )



