
from __future__ import annotations

import bisect
def  lowerCAmelCase__			(  SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_ = 0       ,							SCREAMING_SNAKE_CASE_ = -1     )				->		int:
			if hi < 0:
						lowerCAmelCase__      :      Dict         =		len(__lowerCAmelCase     )

			while lo < hi:
						lowerCAmelCase__      :      Dict         =		lo + (hi - lo) // 2
						if sorted_collection[mid] < item:
									lowerCAmelCase__      :      Dict         =		mid + 1
						else:
									lowerCAmelCase__      :      str         =		mid

			return lo
def  lowerCAmelCase__			(  SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_ = 0       ,							SCREAMING_SNAKE_CASE_ = -1     )				->		int:
			if hi < 0:
						lowerCAmelCase__      :      Optional[Any]         =		len(__lowerCAmelCase     )

			while lo < hi:
						lowerCAmelCase__      :      Optional[Any]         =		lo + (hi - lo) // 2
						if sorted_collection[mid] <= item:
									lowerCAmelCase__      :      List[str]         =		mid + 1
						else:
									lowerCAmelCase__      :      Any         =		mid

			return lo
def  lowerCAmelCase__			(  SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_ = 0       ,							SCREAMING_SNAKE_CASE_ = -1     )				->		None:
			sorted_collection.insert(bisect_left(__lowerCAmelCase       ,							__lowerCAmelCase       ,							__lowerCAmelCase       ,							__lowerCAmelCase     )       ,							__lowerCAmelCase     )
def  lowerCAmelCase__			(  SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_ = 0       ,							SCREAMING_SNAKE_CASE_ = -1     )				->		None:
			sorted_collection.insert(bisect_right(__lowerCAmelCase       ,							__lowerCAmelCase       ,							__lowerCAmelCase       ,							__lowerCAmelCase     )       ,							__lowerCAmelCase     )
def  lowerCAmelCase__			(  SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_     )				->		int | None:
			lowerCAmelCase__      :      str         =		0
			lowerCAmelCase__      :      Any         =		len(__lowerCAmelCase     ) - 1

			while left <= right:
						lowerCAmelCase__      :      Optional[int]         =		left + (right - left) // 2
						lowerCAmelCase__      :      Optional[Any]         =		sorted_collection[midpoint]
						if current_item == item:
									return midpoint
						elif item < current_item:
									lowerCAmelCase__      :      Dict         =		midpoint - 1
						else:
									lowerCAmelCase__      :      Union[str, Any]         =		midpoint + 1
			return None
def  lowerCAmelCase__			(  SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_     )				->		int | None:
			lowerCAmelCase__      :      List[str]         =		bisect.bisect_left(__lowerCAmelCase       ,							__lowerCAmelCase     )
			if index != len(__lowerCAmelCase     ) and sorted_collection[index] == item:
						return index
			return None
def  lowerCAmelCase__			(  SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_       ,							SCREAMING_SNAKE_CASE_     )				->		int | None:
			if right < left:
						return None

			lowerCAmelCase__      :      Dict         =		left + (right - left) // 2

			if sorted_collection[midpoint] == item:
						return midpoint
			elif sorted_collection[midpoint] > item:
						return binary_search_by_recursion(__lowerCAmelCase       ,							__lowerCAmelCase       ,							__lowerCAmelCase       ,							midpoint - 1     )
			else:
						return binary_search_by_recursion(__lowerCAmelCase       ,							__lowerCAmelCase       ,							midpoint + 1       ,							__lowerCAmelCase     )


if __name__ == "__main__":
					lowerCamelCase__          =		input("""Enter numbers separated by comma:\n""").strip()
					lowerCamelCase__          =		sorted(int(item) for item in user_input.split(""","""))
					lowerCamelCase__          =		int(input("""Enter a single number to be found in the list:\n"""))
					lowerCamelCase__          =		binary_search(collection, target)
					if result is None:
										print(F"""{target} was not found in {collection}.""")
					else:
										print(F"""{target} was found at position {result} in {collection}.""")







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	:							Tuple				=False





class 			__a  (    unittest.TestCase       ):
 pass







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







 def 					__lowercase					(		self					:   int						):


      '''simple docstring'''






      UpperCamelCase__			:   Optional[Any]       				=  VersatileDiffusionImageVariationPipeline.from_pretrained("shi-labs/versatile-diffusion"						)
      pipe.to(SCREAMING_SNAKE_CASE						)
      pipe.set_progress_bar_config(disable=SCREAMING_SNAKE_CASE						)

      UpperCamelCase__			:   Union[str, Any]       				=  load_image(
          "https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/versatile_diffusion/benz.jpg"						)
      UpperCamelCase__			:   List[Any]       				=  torch.manual_seed(0						)
      UpperCamelCase__			:   List[Any]       				=  pipe(
          image=SCREAMING_SNAKE_CASE							,   generator=SCREAMING_SNAKE_CASE							,   guidance_scale=7.5							,   num_inference_steps=50							,   output_type="numpy"							,   ).images

      UpperCamelCase__			:   Union[str, Any]       				=  image[0, 2_53:2_56, 2_53:2_56, -1]

      assert image.shape == (1, 5_12, 5_12, 3)
      UpperCamelCase__			:   Optional[Any]       				=  np.array([0.0_4_4_1, 0.0_4_6_9, 0.0_5_0_7, 0.0_5_7_5, 0.0_6_3_2, 0.0_6_5_0, 0.0_8_6_5, 0.0_9_0_9, 0.0_9_4_5]						)

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