



"""simple docstring"""






from __future__ import annotations

lowerCAmelCase__      =    [-10, -5, 0, 5, 5.1, 11, 13, 21, 3, 4, -21, -10, -5, -1, 0]
lowerCAmelCase__      =    [-5, 0, 5, 5.1, 11, 13, 21, -1, 4, -1, -10, -5, -1, 0, -1]






def 	snake_case_  (				A_ :		list[float]						):


       '''simple docstring'''





       _lowerCamelCase						:    List[str]         =			[]
       _lowerCamelCase						:    List[Any]         =			len(A_						)

       for i in range(A_						):
              _lowerCamelCase						:    float         =			-1
              for j in range(i + 1,    A_						):
                     if arr[i] < arr[j]:
                            _lowerCamelCase						:    Optional[Any]         =			arr[j]
                            break
              result.append(A_						)
       return result






def 	snake_case_  (				A_ :		list[float]						):


       '''simple docstring'''





       _lowerCamelCase						:    Any         =			[]
       for i, outer in enumerate(A_						):
              _lowerCamelCase						:    float         =			-1
              for inner in arr[i + 1 :]:
                     if outer < inner:
                            _lowerCamelCase						:    Union[str, Any]         =			inner
                            break
              result.append(A_						)
       return result






def 	snake_case_  (				A_ :		list[float]						):


       '''simple docstring'''





       _lowerCamelCase						:    Union[str, Any]         =			len(A_						)
       _lowerCamelCase						:    list[float]         =			[]
       _lowerCamelCase						:    list[float]         =			[-1] * arr_size

       for index in reversed(range(A_						)						):
              if stack:
                     while stack[-1] <= arr[index]:
                            stack.pop()
                            if not stack:
                                   break
              if stack:
                     _lowerCamelCase						:    Optional[Any]         =			stack[-1]
              stack.append(arr[index]						)
       return result


if __name__ == "__main__":
   from doctest import testmod
   from timeit import timeit

   testmod()
   print(next_greatest_element_slow(arr))
   print(next_greatest_element_fast(arr))
   print(next_greatest_element(arr))

   lowerCAmelCase__      =    (
       '''from __main__ import arr, next_greatest_element_slow, '''
       '''next_greatest_element_fast, next_greatest_element'''
   )
   print(
       '''next_greatest_element_slow():''',
       timeit('''next_greatest_element_slow(arr)''', setup=setup),
   )
   print(
       '''next_greatest_element_fast():''',
       timeit('''next_greatest_element_fast(arr)''', setup=setup),
   )
   print(
       '''     next_greatest_element():''',
       timeit('''next_greatest_element(arr)''', setup=setup),
   )







"""simple docstring"""






from torch import nn






class 	__snake_case	(     nn.Module):




  def __init__(			self					:						Optional[Any]						, __lowerCAmelCase					:						Dict						, __lowerCAmelCase					:						str		):






         """simple docstring"""






         super().__init__()
         _lowerCamelCase						:    List[str]         =			class_size
         _lowerCamelCase						:    List[str]         =			embed_size
         # self.mlp1 = nn.Linear(embed_size, embed_size)
         # self.mlp2 = (nn.Linear(embed_size, class_size))
         _lowerCamelCase						:    Optional[int]         =			nn.Linear(__lowerCAmelCase						, __lowerCAmelCase		)




  def 						SCREAMING_SNAKE_CASE    (			self					:						List[Any]						, __lowerCAmelCase					:						Tuple		):






         """simple docstring"""






         _lowerCamelCase						:    Optional[Any]         =			self.mlp(__lowerCAmelCase		)
         return logits


