





"""simple docstring"""
import random



def 					__lowerCamelCase       (							a_					:		Union[str, Any]			,       a_					:		str			,       a_					:		Optional[int]							)      ->				List[Any]:
      __SCREAMING_SNAKE_CASE       :Any		    =  a[left_index]
      __SCREAMING_SNAKE_CASE       :Tuple		    =  left_index + 1
      for j in range(left_index + 1			,       a_							):
            if a[j] < pivot:
                  __SCREAMING_SNAKE_CASE       :List[Any]		    =  a[i], a[j]
                  i += 1
      __SCREAMING_SNAKE_CASE       :Union[str, Any]		    =  a[i - 1], a[left_index]
      return i - 1



def 					__lowerCamelCase       (							a_					:		str			,       a_					:		int			,       a_					:		Any							)      ->				List[str]:
      if left < right:
            __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  random.randint(a_			,       right - 1							)
            __SCREAMING_SNAKE_CASE       :Optional[int]		    =  (
                a[left],
                a[pivot],
            )  # switches the pivot with the left most bound
            __SCREAMING_SNAKE_CASE       :Union[str, Any]		    =  partition(a_			,       a_			,       a_							)
            quick_sort_random(
                a_			,       a_			,       a_							)  # recursive quicksort to the left of the pivot point
            quick_sort_random(
                a_			,       pivot_index + 1			,       a_							)  # recursive quicksort to the right of the pivot point



def 					__lowerCamelCase       (							)      ->				Any:
      __SCREAMING_SNAKE_CASE       :Dict		    =  input('''Enter numbers separated by a comma:\n'''							).strip()
      __SCREAMING_SNAKE_CASE       :Optional[int]		    =  [int(a_							) for item in user_input.split(''','''							)]

      quick_sort_random(a_			,       0			,       len(a_							)							)

      print(a_							)


if __name__ == "__main__":
 main()






"""simple docstring"""
from torch import nn






class  _SCREAMING_SNAKE_CASE(       nn.Module  ):




       def __init__(						self		,SCREAMING_SNAKE_CASE__		,SCREAMING_SNAKE_CASE__							)      ->				List[str]:





             """simple docstring"""






             super().__init__()
             __SCREAMING_SNAKE_CASE       :Tuple		    =  class_size
             __SCREAMING_SNAKE_CASE       :str		    =  embed_size
             # self.mlp1 = nn.Linear(embed_size, embed_size)
             # self.mlp2 = (nn.Linear(embed_size, class_size))
             __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  nn.Linear(SCREAMING_SNAKE_CASE__		,SCREAMING_SNAKE_CASE__							)




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__							)      ->				Optional[int]:





             """simple docstring"""






             __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  self.mlp(SCREAMING_SNAKE_CASE__							)
             return logits