



"""simple docstring"""






from __future__ import annotations

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

from sympy import diff






def        snake_case_  (      A_					:		str,				A_					:		float | Decimal,				A_					:		float = 10**-10						):


       '''simple docstring'''





       _lowerCamelCase						:				Optional[Any]    			= a
       while True:
              _lowerCamelCase						:				Union[str, Any]    			= Decimal(A_						) - (
                  Decimal(eval(A_						)						) / Decimal(eval(str(diff(A_						)						)						)						)  # noqa: S307
              )
              # This number dictates the accuracy of the answer
              if abs(eval(A_						)						) < precision:  # noqa: S307
                     return float(A_						)


# 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)}""")




import copy
from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import Audio, ClassLabel, Features
from .base import TaskTemplate







@dataclass(frozen=__magic_name__	)
class      A__							(     __magic_name__	):
				lowercase			    =  field(default='audio-classification'						,   metadata={'include_in_asdict_even_if_is_default': True}	)
				lowercase			    =  Features({'audio': Audio()}	)
				lowercase			    =  Features({'labels': ClassLabel}	)
				lowercase			    =  "audio"
				lowercase			    =  "labels"






				def 							_lowerCamelCase		(						self					:      Dict    ,     a					:      Tuple   ):






							'''simple docstring'''







							if self.label_column not in features:
										raise ValueError(f'''Column {self.label_column} is not present in features.'''   )
							if not isinstance(features[self.label_column]    ,     a   ):
										raise ValueError(f'''Column {self.label_column} is not a ClassLabel.'''   )
							lowerCAmelCase__      :      Tuple         =		copy.deepcopy(self   )
							lowerCAmelCase__      :      List[Any]         =		self.label_schema.copy()
							lowerCAmelCase__      :      List[Any]         =		features[self.label_column]
							lowerCAmelCase__      :      Optional[int]         =		label_schema
							return task_template






				@property
				def 							_lowerCamelCase		(						self					:      List[str]   ):






							'''simple docstring'''







							return {
							    self.audio_column: "audio",
							    self.label_column: "labels",
							}