
"""simple docstring"""


def        _lowerCamelCase(__UpperCamelCase       ,					__UpperCamelCase			)							->					Optional[Any]:
	# "Simpson Rule"
	# int(f) = delta_x/2 * (b-a)/3*(f1 + 4f2 + 2f_3 + ... + fn)
	_lowerCAmelCase								=(boundary[1] - boundary[0]) / steps
	_lowerCAmelCase								=boundary[0]
	_lowerCAmelCase								=boundary[1]
	_lowerCAmelCase								=make_points(__UpperCamelCase       ,					__UpperCamelCase       ,					__UpperCamelCase			)
	_lowerCAmelCase								=0.0
	y += (h / 3.0) * f(__UpperCamelCase			)
	_lowerCAmelCase								=2
	for i in x_i:
		y += (h / 3) * (4 - 2 * (cnt % 2)) * f(__UpperCamelCase			)
		cnt += 1
	y += (h / 3.0) * f(__UpperCamelCase			)
	return y



def        _lowerCamelCase(__UpperCamelCase       ,					__UpperCamelCase       ,					__UpperCamelCase			)							->					Dict:
	_lowerCAmelCase								=a + h
	while x < (b - h):
		yield x
		_lowerCAmelCase								=x + h



def        _lowerCamelCase(__UpperCamelCase			)							->					Optional[Any]:  # enter your function here
	_lowerCAmelCase								=(x - 0) * (x - 0)
	return y



def        _lowerCamelCase()							->					Dict:
	_lowerCAmelCase								=0.0  # Lower bound of integration
	_lowerCAmelCase								=1.0  # Upper bound of integration
	_lowerCAmelCase								=10.0  # define number of steps or resolution
	_lowerCAmelCase								=[a, b]  # define boundary of integration
	_lowerCAmelCase								=method_a(__UpperCamelCase       ,					__UpperCamelCase			)
	print(F'''y = {y}'''			)


if __name__ == "__main__":
			main()





"""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    )



