
import torch

from diffusers import DiffusionPipeline






class     UpperCAmelCase						(		A_					):



   def __init__(self						:   Union[str, Any]       ,		snake_case__						:   Optional[Any]       ,		snake_case__						:   Optional[Any]					)						->      Tuple:


          '''simple docstring'''


          super().__init__()

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



   def __call__(self						:   str					)						->      Any:


          '''simple docstring'''


          snake_case			:  Any     							= torch.randn(
              (1, self.unet.config.in_channels, self.unet.config.sample_size, self.unet.config.sample_size)       ,		)
          snake_case			:  Dict     							= 1

          snake_case			:  List[Any]     							= self.unet(snake_case__       ,		snake_case__					).sample
          snake_case			:  Tuple     							= self.scheduler.step(snake_case__       ,		snake_case__       ,		snake_case__					).prev_sample

          snake_case			:  Optional[int]     							= scheduler_output - scheduler_output + torch.ones_like(snake_case__					)

          return result







__lowerCamelCase				=			{
    0: """0""",
    1: """1""",
    2: """2""",
    3: """3""",
    4: """4""",
    5: """5""",
    6: """6""",
    7: """7""",
    8: """8""",
    9: """9""",
    10: """a""",
    11: """b""",
    12: """c""",
    13: """d""",
    14: """e""",
    15: """f""",
}


def      UpperCamelCase   (       __lowerCamelCase	:					float       ):
       assert type(__lowerCamelCase       ) in (int, float) and decimal == int(__lowerCamelCase       )
       snake_case			:  str     							= int(__lowerCamelCase       )
       snake_case			:  str     							= ""
       snake_case			:  str     							= False
       if decimal < 0:
              snake_case			:  Optional[Any]     							= True
              decimal *= -1
       while decimal > 0:
              snake_case							,   snake_case			:  Union[str, Any]     							= divmod(__lowerCamelCase							,   16       )
              snake_case			:  Tuple     							= values[remainder] + hexadecimal
       snake_case			:  Tuple     							= "0x" + hexadecimal
       if negative:
              snake_case			:  Any     							= "-" + hexadecimal
       return hexadecimal


if __name__ == "__main__":
   import doctest

   doctest.testmod()





