



"""simple docstring"""
import torch

from diffusers import DiffusionPipeline
class 					a	(  SCREAMING_SNAKE_CASE__       ):



  def __init__(						self :					Optional[int]       ,		lowerCAmelCase :					Union[str, Any]       ,		lowerCAmelCase :					str		)     ->					str:


     '''simple docstring'''




     super().__init__()

     self.register_modules(unet=snake_case__       ,		scheduler=snake_case__		)





  def __call__(						self :					Any		)     ->					str:


     '''simple docstring'''




     SCREAMING_SNAKE_CASE_: Optional[Any]     			=torch.randn(
         (1, self.unet.config.in_channels, self.unet.config.sample_size, self.unet.config.sample_size)       ,		)
     SCREAMING_SNAKE_CASE_: List[str]     			=1

     SCREAMING_SNAKE_CASE_: int     			=self.unet(snake_case__       ,		snake_case__		).sample
     SCREAMING_SNAKE_CASE_: Optional[Any]     			=self.scheduler.step(snake_case__       ,		snake_case__       ,		snake_case__		).prev_sample

     SCREAMING_SNAKE_CASE_: List[Any]     			=scheduler_output - scheduler_output + torch.ones_like(snake_case__		)

     return result








"""simple docstring"""
import string





def      __magic_name__				(							lowercase ):
   SCREAMING_SNAKE_CASE_: List[Any]     			=""""""
   for i in sequence:
      SCREAMING_SNAKE_CASE_: List[Any]     			=ord(lowercase )
      if 65 <= extract <= 90:
         output += chr(155 - extract )
      elif 97 <= extract <= 122:
         output += chr(219 - extract )
      else:
         output += i
   return output





def      __magic_name__				(							lowercase ):
   SCREAMING_SNAKE_CASE_: Any     			=string.ascii_letters
   SCREAMING_SNAKE_CASE_: Tuple     			=string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
   return "".join(
       letters_reversed[letters.index(lowercase )] if c in letters else c for c in sequence )





def      __magic_name__				(							):
   from timeit import timeit

   print("""Running performance benchmarks...""" )
   SCREAMING_SNAKE_CASE_: int     			="""from string import printable ; from __main__ import atbash, atbash_slow"""
   print(f'''> atbash_slow(): {timeit("atbash_slow(printable)"							,			setup=lowercase )} seconds''' )
   print(f'''>      atbash(): {timeit("atbash(printable)"							,			setup=lowercase )} seconds''' )


if __name__ == "__main__":
   for example in ("ABCDEFGH", "123GGjj", "testStringtest", "with space"):
      print(f"""{example} encrypted in atbash: {atbash(example)}""")
   benchmark()



