






import unittest

import numpy as np
import torch

from diffusers import VersatileDiffusionImageVariationPipeline
from diffusers.utils.testing_utils import load_image, require_torch_gpu, slow, torch_device


UpperCAmelCase__							  =						False






class 						lowercase_   (      unittest.TestCase  ):






      '''simple docstring'''




      pass






@slow
@require_torch_gpu
class 						lowercase_   (      unittest.TestCase  ):






      '''simple docstring'''




      def  __lowerCAmelCase   ( self :		Dict    )       ->str:




       """simple docstring"""


       a						    = VersatileDiffusionImageVariationPipeline.from_pretrained('''shi-labs/versatile-diffusion'''    )
       pipe.to(__UpperCAmelCase    )
       pipe.set_progress_bar_config(disable=__UpperCAmelCase    )

       a						    = load_image(
           '''https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/versatile_diffusion/benz.jpg'''    )
       a						    = torch.manual_seed(0    )
       a						    = pipe(
           image=__UpperCAmelCase					,   generator=__UpperCAmelCase					,   guidance_scale=7.5					,   num_inference_steps=50					,   output_type='''numpy'''					,   ).images

       a						    = image[0, 253:256, 253:256, -1]

       assert image.shape == (1, 512, 512, 3)
       a						    = np.array([0.0441, 0.0469, 0.0507, 0.0575, 0.0632, 0.0650, 0.0865, 0.0909, 0.0945]    )

       assert np.abs(image_slice.flatten() - expected_slice    ).max() < 1e-2










def 		_a       ( a					:list					)				->     list:

 if len(a					) < 2:
  return collection

 def circle_sort_util(a					:list      ,				a					:int      ,				a					:int					) -> bool:
  a						    = False

  if low == high:
   return swapped

  a						    = low
  a						    = high

  while left < right:
   if collection[left] > collection[right]:
    a    ,	a						    = (
        collection[right],
        collection[left],
    )
    a						    = True

   left += 1
   right -= 1

  if left == right and collection[left] > collection[right + 1]:
   a    ,	a						    = (
       collection[right + 1],
       collection[left],
   )

   a						    = True

  a						    = low + int((high - low) / 2					)
  a						    = circle_sort_util(a      ,				a      ,				a					)
  a						    = circle_sort_util(a      ,				mid + 1      ,				a					)

  return swapped or left_swap or right_swap

 a						    = True

 while is_not_sorted is True:
  a						    = circle_sort_util(a      ,				0      ,				len(a					) - 1					)

 return collection


if __name__ == "__main__":
     UpperCAmelCase__							  =						input("Enter numbers separated by a comma:\n").strip()
     UpperCAmelCase__							  =						[int(item) for item in user_input.split(",")]
     print(circle_sort(unsorted))


