



"""simple docstring"""

from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


lowercase__    :  Tuple							    =	logging.get_logger(__name__)

lowercase__    :  List[str]							    =	{
    '''google/vit-base-patch16-224''': '''https://huggingface.co/vit-base-patch16-224/resolve/main/config.json''',
    # See all ViT models at https://huggingface.co/models?filter=vit
}




class        _UpperCAmelCase       (			lowerCAmelCase__):
 _lowerCAmelCase   :			Any							=		"""vit"""

 def __init__(     self		:       Any  ,     lowercase_		:       Optional[int]=768  ,     lowercase_		:       List[str]=12  ,     lowercase_		:       Optional[int]=12  ,     lowercase_		:       List[Any]=3072  ,     lowercase_		:       List[str]="gelu"  ,     lowercase_		:       List[Any]=0.0  ,     lowercase_		:       int=0.0  ,     lowercase_		:       Union[str, Any]=0.02  ,     lowercase_		:       Any=1E-12  ,     lowercase_		:       Optional[Any]=224  ,     lowercase_		:       Optional[Any]=16  ,     lowercase_		:       List[Any]=3  ,     lowercase_		:       List[str]=True  ,     lowercase_		:       str=16  ,     **lowercase_		:       Optional[Any]  ,     ):
     super().__init__(**lowercase_				)

     snake_case_ :     Tuple				=	hidden_size
     snake_case_ :     List[str]				=	num_hidden_layers
     snake_case_ :     Optional[int]				=	num_attention_heads
     snake_case_ :     List[str]				=	intermediate_size
     snake_case_ :     Union[str, Any]				=	hidden_act
     snake_case_ :     int				=	hidden_dropout_prob
     snake_case_ :     str				=	attention_probs_dropout_prob
     snake_case_ :     Optional[int]				=	initializer_range
     snake_case_ :     Tuple				=	layer_norm_eps
     snake_case_ :     Tuple				=	image_size
     snake_case_ :     List[Any]				=	patch_size
     snake_case_ :     str				=	num_channels
     snake_case_ :     Optional[Any]				=	qkv_bias
     snake_case_ :     str				=	encoder_stride





class        _UpperCAmelCase       (			lowerCAmelCase__):
 _lowerCAmelCase   :			List[str]							=		version.parse("""1.11""")

 @property
 def 						_snake_case					(     self		:       str				):
     return OrderedDict(
         [
             ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
         ]				)






 @property
 def 						_snake_case					(     self		:       Optional[Any]				):
     return 1E-4










"""simple docstring"""

from sympy import diff, lambdify, symbols
from sympy.functions import *  # noqa: F403




def __lowercase			(							_a		,			_a		,			_a = "x"		,			_a = 10**-10		,			_a = 1		,			):
    snake_case_ :     Any				=	symbols(_a    )
    snake_case_ :     int				=	lambdify(_a		,			_a    )
    snake_case_ :     Optional[Any]				=	lambdify(_a		,			diff(_a		,			_a    )    )

    snake_case_ :     Optional[Any]				=	starting_point

    while True:
        if diff_function(_a    ) != 0:
            snake_case_ :     Optional[int]				=	prev_guess - multiplicity * func(_a    ) / diff_function(
                _a    )
        else:
            raise ZeroDivisionError('''Could not find root'''    ) from None

        # Precision is checked by comparing the difference of consecutive guesses
        if abs(next_guess - prev_guess    ) < precision:
            return next_guess

        snake_case_ :     int				=	next_guess


# 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
     # Find fourth Root of 5
     print(f'The root of x**4 - 5 = 0 is {newton_raphson("x**4 -5", 0.4 +5j)}')

     # Find value of e
     print(
         '''The root of log(y) - 1 = 0 is ''',
         f'{newton_raphson("log(y) - 1", 2, variable="y")}',
     )

     # Exponential Roots
     print(
         '''The root of exp(x) - 1 = 0 is''',
         f'{newton_raphson("exp(x) - 1", 10, precision=0.005)}',
     )

     # Find root of cos(x)
     print(f'The root of cos(x) = 0 is {newton_raphson("cos(x)", 0)}')





