




"""simple docstring"""

import gc
import unittest

from diffusers import FlaxStableDiffusionInpaintPipeline
from diffusers.utils import is_flax_available, load_image, slow
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
       import jax
       import jax.numpy as jnp
       from flax.jax_utils import replicate
       from flax.training.common_utils import shard





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



 '''simple docstring'''

 def      lowerCAmelCase_				(					self			:			Tuple						):
       # clean up the VRAM after each test
       super().tearDown()
       gc.collect()



 def      lowerCAmelCase_				(					self			:			Tuple						):
       _A     =  load_image(
           'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
           '/sd2-inpaint/init_image.png'						)
       _A     =  load_image(
           'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/sd2-inpaint/mask.png'						)

       _A     =  'xvjiarui/stable-diffusion-2-inpainting'
       _A  ,       _A     =  FlaxStableDiffusionInpaintPipeline.from_pretrained(_UpperCAmelCase       ,				safety_checker=_UpperCAmelCase						)

       _A     =  'Face of a yellow cat, high resolution, sitting on a park bench'

       _A     =  jax.random.PRNGKey(0						)
       _A     =  50

       _A     =  jax.device_count()
       _A     =  num_samples * [prompt]
       _A     =  num_samples * [init_image]
       _A     =  num_samples * [mask_image]
       _A  ,       _A  ,       _A     =  pipeline.prepare_inputs(_UpperCAmelCase       ,				_UpperCAmelCase       ,				_UpperCAmelCase						)

       # shard inputs and rng
       _A     =  replicate(_UpperCAmelCase						)
       _A     =  jax.random.split(_UpperCAmelCase       ,				jax.device_count()						)
       _A     =  shard(_UpperCAmelCase						)
       _A     =  shard(_UpperCAmelCase						)
       _A     =  shard(_UpperCAmelCase						)

       _A     =  pipeline(
           _UpperCAmelCase       ,				_UpperCAmelCase       ,				_UpperCAmelCase       ,				_UpperCAmelCase       ,				_UpperCAmelCase       ,				_UpperCAmelCase       ,				jit=_UpperCAmelCase						)

       _A     =  output.images.reshape(_UpperCAmelCase       ,				512       ,				512       ,				3						)

       _A     =  images[0, 253:256, 253:256, -1]

       _A     =  jnp.asarray(jax.device_get(image_slice.flatten()						)						)
       _A     =  jnp.array(
           [0.361_1307, 0.3764_9736, 0.375_7408, 0.3821_3953, 0.3929_5167, 0.384_1631, 0.4155_4978, 0.413_7475, 0.421_7084]						)
       print(F'''output_slice: {output_slice}'''						)
       assert jnp.abs(output_slice - expected_slice						).max() < 1E-2







"""simple docstring"""

import argparse


a							      =     '''docs/source/_static/js/custom.js'''






def 		_snake_case	(   _snake_case				:   Dict				)       ->   Any:






      '''simple docstring'''


      with open(_snake_case							,    encoding='utf-8'							,    newline='\n'				) as f:
            _A     =  f.readlines()
      _A     =  0

      # First let's put the right version
      while not lines[index].startswith('const stableVersion ='				):
            index += 1
      _A     =  F'''const stableVersion = "v{version}"\n'''

      # Then update the dictionary
      while not lines[index].startswith('const versionMapping = {'				):
            index += 1

      # We go until the end
      while not lines[index].startswith('}'				):
            index += 1
      # We add the new version at the end
      lines[index - 1] += F'''    "v{version}": "v{version}",\n'''

      with open(_snake_case							,    'w'							,    encoding='utf-8'							,    newline='\n'				) as f:
            f.writelines(_snake_case				)


if __name__ == "__main__":
       a							      =     argparse.ArgumentParser()
       parser.add_argument('''--version''', help='''Release version.''')
       a							      =     parser.parse_args()
       update_custom_js(args.version)

