




import random




def  SCREAMING_SNAKE_CASE     (	__UpperCamelCase      :						List[Any]	,					__UpperCamelCase      :						int	,					__UpperCamelCase      :						Tuple				)  ->							Dict:
    UpperCAmelCase_										=					a[left_index]
    UpperCAmelCase_										=					left_index + 1
    for j in range(left_index + 1	,					__UpperCamelCase				):
        if a[j] < pivot:
            UpperCAmelCase_			,							UpperCAmelCase_										=					a[i], a[j]
            i += 1
    UpperCAmelCase_			,							UpperCAmelCase_										=					a[i - 1], a[left_index]
    return i - 1




def  SCREAMING_SNAKE_CASE     (	__UpperCamelCase      :						Tuple	,					__UpperCamelCase      :						Any	,					__UpperCamelCase      :						Any				)  ->							str:
    if left < right:
        UpperCAmelCase_										=					random.randint(__UpperCamelCase	,					right - 1				)
        UpperCAmelCase_			,							UpperCAmelCase_										=					(
            a[left],
            a[pivot],
        )  # switches the pivot with the left most bound
        UpperCAmelCase_										=					partition(__UpperCamelCase	,					__UpperCamelCase	,					__UpperCamelCase				)
        quick_sort_random(
            __UpperCamelCase	,					__UpperCamelCase	,					__UpperCamelCase				)  # recursive quicksort to the left of the pivot point
        quick_sort_random(
            __UpperCamelCase	,					pivot_index + 1	,					__UpperCamelCase				)  # recursive quicksort to the right of the pivot point




def  SCREAMING_SNAKE_CASE     (	)  ->							Dict:
    UpperCAmelCase_										=					input('''Enter numbers separated by a comma:\n'''				).strip()
    UpperCAmelCase_										=					[int(__UpperCamelCase				) for item in user_input.split(''','''				)]

    quick_sort_random(__UpperCamelCase	,					0	,					len(__UpperCamelCase				)				)

    print(__UpperCamelCase				)


if __name__ == "__main__":
 main()






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

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



@dataclass(frozen=_A      )
class       a					(       _A      ):

     '''simple docstring'''





     lowerCAmelCase    :	str       		=  field(default='audio-classification'     ,       metadata={'include_in_asdict_even_if_is_default': True}      )
     lowerCAmelCase    :	ClassVar[Features]       		=  Features({'audio': Audio()}      )
     lowerCAmelCase    :	ClassVar[Features]       		=  Features({'labels': ClassLabel}      )
     lowerCAmelCase    :	str       		=  "audio"
     lowerCAmelCase    :	str       		=  "labels"
     def   lowerCamelCase_       (     self       :      Optional[Any] ,   __snake_case       :      List[Any]    ):
         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] ,   __snake_case    ):
             raise ValueError(F'Column {self.label_column} is not a ClassLabel.'    )
         UpperCAmelCase_										=					copy.deepcopy(self    )
         UpperCAmelCase_										=					self.label_schema.copy()
         UpperCAmelCase_										=					features[self.label_column]
         UpperCAmelCase_										=					label_schema
         return task_template




     @property
     def   lowerCamelCase_       (     self       :      Tuple    ):
         return {
             self.audio_column: "audio",
             self.label_column: "labels",
         }





