
from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


lowercase__	:Optional[int]										=					logging.get_logger(__name__)

lowercase__	:Optional[Any]										=					{
    "google/bit-50": "https://huggingface.co/google/bit-50/resolve/main/config.json",
}







class        lowercase	(      SCREAMING_SNAKE_CASE__ ,						SCREAMING_SNAKE_CASE__	):
							lowercase_ : Tuple       ='''bit'''
							lowercase_ : List[Any]       =['''preactivation''', '''bottleneck''']
							lowercase_ : Any       =['''SAME''', '''VALID''']




							def __init__(       self     ,A__=3     ,A__=6_4     ,A__=[2_5_6, 5_1_2, 1_0_2_4, 2_0_4_8]     ,A__=[3, 4, 6, 3]     ,A__="preactivation"     ,A__="relu"     ,A__=None     ,A__=3_2     ,A__=0.0     ,A__=False     ,A__=3_2     ,A__=1     ,A__=None     ,A__=None     ,**A__     ,):
												super().__init__(**__UpperCamelCase)
												if layer_type not in self.layer_types:
																	raise ValueError(f'layer_type={layer_type} is not one of {",".join(self.layer_types)}')
												if global_padding is not None:
																	if global_padding.upper() in self.supported_padding:
																						lowercase					=		global_padding.upper()
																	else:
																						raise ValueError(f'Padding strategy {global_padding} not supported')
												lowercase					=		num_channels
												lowercase					=		embedding_size
												lowercase					=		hidden_sizes
												lowercase					=		depths
												lowercase					=		layer_type
												lowercase					=		hidden_act
												lowercase					=		global_padding
												lowercase					=		num_groups
												lowercase					=		drop_path_rate
												lowercase					=		embedding_dynamic_padding
												lowercase					=		output_stride
												lowercase					=		width_factor

												lowercase					=		['''stem'''] + [f'stage{idx}' for idx in range(1     ,len(__UpperCamelCase) + 1)]
												lowercase			,		lowercase					=		get_aligned_output_features_output_indices(
												    out_features=__UpperCamelCase     ,out_indices=__UpperCamelCase     ,stage_names=self.stage_names)



from __future__ import annotations

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

from sympy import diff



def  UpperCamelCase					(							lowerCAmelCase__				,    lowerCAmelCase__				,    lowerCAmelCase__ = 10**-10	):
					'''simple docstring'''
					lowercase					=		a
					while True:
										lowercase					=		Decimal(lowerCAmelCase__	) - (
										    Decimal(eval(lowerCAmelCase__	)	) / Decimal(eval(str(diff(lowerCAmelCase__	)	)	)	)  # noqa: S307
										)
										# This number dictates the accuracy of the answer
										if abs(eval(lowerCAmelCase__	)	) < precision:  # noqa: S307
															return float(lowerCAmelCase__	)


# 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)}')




