





from __future__ import annotations

from decimal import Decimal
from math import *  # noqa: F403

from sympy import diff





def        _lowercase   (  _UpperCAmelCase     , _UpperCAmelCase     , _UpperCAmelCase = 10**-10			)  ->					float:
				lowerCamelCase			=a
				while True:
								lowerCamelCase			=Decimal(_UpperCAmelCase			) - (
								    Decimal(eval(_UpperCAmelCase			)			) / Decimal(eval(str(diff(_UpperCAmelCase			)			)			)			)  # noqa: S307
								)
								# This number dictates the accuracy of the answer
								if abs(eval(_UpperCAmelCase			)			) < precision:  # noqa: S307
												return float(_UpperCAmelCase			)


# Let's Execute
if __name__ == "__main__":
							# Find root of trigonometric function
							# Find value of pi
							print(F"The root of sin(x) = 0 is {newton_raphson('sin(x)', 2)}")
							# Find root of polynomial
							print(F"The root of x**2 - 5*x + 2 = 0 is {newton_raphson('x**2 - 5*x + 2', 0.4)}")
							# Find Square Root of 5
							print(F"The root of log(x) - 1 = 0 is {newton_raphson('log(x) - 1', 2)}")
							# Exponential Roots
							print(F"The root of exp(x) - 1 = 0 is {newton_raphson('exp(x) - 1', 0)}")









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


UpperCAmelCase__  :     Union[str, Any]   			=logging.get_logger(__name__)

UpperCAmelCase__  :     Any   			={
    '''sayakpaul/vit-msn-base''': '''https://huggingface.co/sayakpaul/vit-msn-base/resolve/main/config.json''',
    # See all ViT MSN models at https://huggingface.co/models?filter=vit_msn
}

class  __A       (  a      ):
				__A								=			"""vit_msn"""


				def __init__(						self				,	UpperCAmelCase_=768				,	UpperCAmelCase_=12				,	UpperCAmelCase_=12				,	UpperCAmelCase_=3072				,	UpperCAmelCase_="gelu"				,	UpperCAmelCase_=0.0				,	UpperCAmelCase_=0.0				,	UpperCAmelCase_=0.0_2				,	UpperCAmelCase_=1E-06				,	UpperCAmelCase_=224				,	UpperCAmelCase_=16				,	UpperCAmelCase_=3				,	UpperCAmelCase_=True				,	**UpperCAmelCase_				,	):
								super().__init__(**UpperCAmelCase_							)

								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			=layer_norm_eps
								lowerCamelCase			=image_size
								lowerCamelCase			=patch_size
								lowerCamelCase			=num_channels
								lowerCamelCase			=qkv_bias





