



'''simple docstring'''





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

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






@dataclass(frozen=A		)
class __A    (						A		):



 '''simple docstring'''







 __lowerCamelCase					: str    = field(default='text-classification'     ,     metadata={'include_in_asdict_even_if_is_default': True}		)
 __lowerCamelCase					: ClassVar[Features]    = Features({'text': Value('string'		)}		)
 __lowerCamelCase					: ClassVar[Features]    = Features({'labels': ClassLabel}		)
 __lowerCamelCase					: str    = "text"
 __lowerCamelCase					: str    = "labels"



 def       a__						(self				,     A )					->  int:


      """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.''' )
      _a											=						copy.deepcopy(self )
      _a											=						self.label_schema.copy()
      _a											=						features[self.label_column]
      _a											=						label_schema
      return task_template



 @property
 def       a__						(self )					->  Dict[str, str]:


      """simple docstring"""



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








'''simple docstring'''





from __future__ import annotations

import typing
from collections.abc import Iterable

import numpy as np

lowercase_	 =						typing.Union[Iterable[float], Iterable[int], np.ndarray]  # noqa: UP007
lowercase_	 =						typing.Union[np.floataa, int, float]  # noqa: UP007




def lowerCAmelCase						(__A						,			__A):



     """simple docstring"""



     return np.sqrt(np.sum((np.asarray(__A) - np.asarray(__A)) ** 2))




def lowerCAmelCase						(__A						,			__A):



     """simple docstring"""



     return sum((va - va) ** 2 for va, va in zip(__A						,			__A)) ** (1 / 2)


if __name__ == "__main__":




  def lowerCAmelCase						():



       """simple docstring"""



       from timeit import timeit

       print('''Without Numpy''')
       print(
           timeit(
               '''euclidean_distance_no_np([1, 2, 3], [4, 5, 6])'''						,			number=10_000						,			globals=globals()						,			))
       print('''With Numpy''')
       print(
           timeit(
               '''euclidean_distance([1, 2, 3], [4, 5, 6])'''						,			number=10_000						,			globals=globals()						,			))
  benchmark()



