
'''simple docstring'''
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


__lowerCAmelCase					=			False


class      _lowerCAmelCase       (       unittest.TestCase ):







							'''simple docstring'''

							pass


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







							'''simple docstring'''

							def 			lowercase				(self    )	->  int:
														_snake_case  =    VersatileDiffusionImageVariationPipeline.from_pretrained("""shi-labs/versatile-diffusion"""    )
														pipe.to(__UpperCAmelCase    )
														pipe.set_progress_bar_config(disable=__UpperCAmelCase    )

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

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

														assert image.shape == (1, 512, 512, 3)
														_snake_case  =    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






"""simple docstring"""





from __future__ import annotations

import math
def 					__A  (_SCREAMING_SNAKE_CASE     )   ->bool:





  """simple docstring"""


  if 1 < number < 4:
    # 2 and 3 are primes
    return True
  elif number < 2 or number % 2 == 0 or number % 3 == 0:
    # Negatives, 0, 1, all even numbers, all multiples of 3 are not primes
    return False

  # All primes number are in format of 6k +/- 1
  for i in range(5	,  int(math.sqrt(_SCREAMING_SNAKE_CASE     ) + 1     )	,  6     ):
    if number % i == 0 or number % (i + 2) == 0:
      return False
  return True


__A											=						[num for num in range(3, 10_0001, 2) if not is_prime(num)]
def 					__A  (_SCREAMING_SNAKE_CASE     )   ->list[int]:





  """simple docstring"""


  if not isinstance(_SCREAMING_SNAKE_CASE	,  _SCREAMING_SNAKE_CASE     ):
    raise ValueError('n must be an integer'     )
  if n <= 0:
    raise ValueError('n must be >= 0'     )

  lowerCAmelCase__     :Tuple											=				[]
  for num in range(len(_SCREAMING_SNAKE_CASE     )     ):
    lowerCAmelCase__     :int											=				0
    while 2 * i * i <= odd_composites[num]:
      lowerCAmelCase__     :int											=				odd_composites[num] - 2 * i * i
      if is_prime(_SCREAMING_SNAKE_CASE     ):
        break
      i += 1
    else:
      list_nums.append(odd_composites[num]     )
      if len(_SCREAMING_SNAKE_CASE     ) == n:
        return list_nums

  return []
def 					__A  ()   ->int:





  """simple docstring"""


  return compute_nums(1     )[0]


if __name__ == "__main__":
  print(F'''{solution() = }''')
