






"""simple docstring"""






from typing import Optional, Union

import torch
from torch import nn

from ...configuration_utils import ConfigMixin, register_to_config
from ...models.modeling_utils import ModelMixin
class     __lowerCAmelCase (      A_							, A_							):







  '''simple docstring'''


  @register_to_config
  def __init__(   self:		Optional[int]					,      UpperCamelCase_:		Any = 768					,      ):
     super().__init__()

     UpperCamelCase_			     =nn.Parameter(torch.zeros(1					,      UpperCamelCase_       )       )
     UpperCamelCase_			     =nn.Parameter(torch.ones(1					,      UpperCamelCase_       )       )
  def        UpperCamelCase__ (   self:		Tuple					,      UpperCamelCase_:		Optional[int] = None					,      UpperCamelCase_:		Optional[Any] = None					,      ):
     UpperCamelCase_			     =nn.Parameter(self.mean.to(UpperCamelCase_       ).to(UpperCamelCase_       )       )
     UpperCamelCase_			     =nn.Parameter(self.std.to(UpperCamelCase_       ).to(UpperCamelCase_       )       )
     return self
  def        UpperCamelCase__ (   self:		int					,      UpperCamelCase_:		List[str]       ):
     UpperCamelCase_			     =(embeds - self.mean) * 1.0 / self.std
     return embeds





  def        UpperCamelCase__ (   self:		List[Any]					,      UpperCamelCase_:		Optional[Any]       ):
     UpperCamelCase_			     =(embeds * self.std) + self.mean
     return embeds




"""simple docstring"""
import random

def 				_snake_case      (   __snake_case							:      List[Any]						, __snake_case							:      List[Any]						, __snake_case							:      int   ):




   """simple docstring"""







   _lowerCamelCase	:					List[str]   =		a[left_index]
   _lowerCamelCase	:					Dict   =		left_index + 1
   for j in range(left_index + 1						, __snake_case   ):
      if a[j] < pivot:
         _lowerCamelCase   ,    _lowerCamelCase	:					List[str]   =		a[i], a[j]
         i += 1
   _lowerCamelCase   ,    _lowerCamelCase	:					Optional[int]   =		a[i - 1], a[left_index]
   return i - 1

def 				_snake_case      (   __snake_case							:      Tuple						, __snake_case							:      List[str]						, __snake_case							:      List[str]   ):




   """simple docstring"""







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

def 				_snake_case      (   ):




   """simple docstring"""







   _lowerCamelCase	:					Union[str, Any]   =		input("""Enter numbers separated by a comma:\n"""   ).strip()
   _lowerCamelCase	:					int   =		[int(__snake_case   ) for item in user_input.split(""","""   )]

   quick_sort_random(__snake_case						, 0						, len(__snake_case   )   )

   print(__snake_case   )


if __name__ == "__main__":
 main()

