

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

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

@dataclass(frozen=__snake_case			)
class 			a					(		__snake_case			):
						# `task` is not a ClassVar since we want it to be part of the `asdict` output for JSON serialization
						_lowercase        =     field(default="text-classification"							,	metadata={"include_in_asdict_even_if_is_default": True}			)
						_lowercase        =     Features({"text": Value("string"			)}			)
						_lowercase        =     Features({"labels": ClassLabel}			)
						_lowercase        =     "text"
						_lowercase        =     "labels"


						def     _UpperCAmelCase			(    self  ,   A_		):







										'''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]  ,   UpperCamelCase__		):
														raise ValueError(f'Column {self.label_column} is not a ClassLabel.'		)
										_UpperCAmelCase    :						List[str]							=      copy.deepcopy(self		)
										_UpperCAmelCase    :						Tuple							=      self.label_schema.copy()
										_UpperCAmelCase    :						Optional[Any]							=      features[self.label_column]
										_UpperCAmelCase    :						List[str]							=      label_schema
										return task_template





						@property
						def     _UpperCAmelCase			(    self		):







										'''simple docstring'''


										return {
										    self.text_column: "text",
										    self.label_column: "labels",
										}







from __future__ import annotations

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

from sympy import diff

def 							__SCREAMING_SNAKE_CASE							(			lowerCAmelCase:					str					, lowerCAmelCase:					float | Decimal					, lowerCAmelCase:					float = 10**-10	)				->    float:
				_UpperCAmelCase    :						Optional[int]							=      a
				while True:
								_UpperCAmelCase    :						Tuple							=      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)}''')


