



'''simple docstring'''



import importlib.metadata
import operator
import re
import sys
from typing import Optional

from packaging import version


lowerCamelCase	 =       {
    """<""": operator.lt,
    """<=""": operator.le,
    """==""": operator.eq,
    """!=""": operator.ne,
    """>=""": operator.ge,
    """>""": operator.gt,
}



def   _A       (   _lowerCAmelCase  ,   _lowerCAmelCase  ,   _lowerCAmelCase  ,   _lowerCAmelCase  ,   _lowerCAmelCase  ,   _lowerCAmelCase					):



							"""simple docstring"""



							if got_ver is None or want_ver is None:
														raise ValueError(
														    f"""Unable to compare versions for {requirement}: need={want_ver} found={got_ver}. This is unusual. Consider"""
														    f""" reinstalling {pkg}."""					)
							if not ops[op](version.parse(snake_case__					)  ,   version.parse(snake_case__					)					):
														raise ImportError(
														    f"""{requirement} is required for a normal functioning of this module, but found {pkg}=={got_ver}.{hint}"""					)



def   _A       (   _lowerCAmelCase  ,   _lowerCAmelCase = None					):



							"""simple docstring"""



							__lowercase       	=f"""\n{hint}""" if hint is not None else """"""

							# non-versioned check
							if re.match(r'^[\w_\-\d]+$'  ,   snake_case__					):
														__lowercase       	=requirement, None, None
							else:
														__lowercase       	=re.findall(r'^([^!=<>\s]+)([\s!=<>]{1,2}.+)'  ,   snake_case__					)
														if not match:
																					raise ValueError(
																					    'requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23, but'
																					    f""" got {requirement}"""					)
														__lowercase       	=match[0]
														__lowercase       	=want_full.split(','					)  # there could be multiple requirements
														__lowercase       	={}
														for w in want_range:
																					__lowercase       	=re.findall(r'^([\s!=<>]{1,2})(.+)'  ,   snake_case__					)
																					if not match:
																												raise ValueError(
																												    'requirement needs to be in the pip package format, .e.g., package_a==1.23, or package_b>=1.23,'
																												    f""" but got {requirement}"""					)
																					__lowercase       	=match[0]
																					__lowercase       	=want_ver
																					if op not in ops:
																												raise ValueError(f"""{requirement}: need one of {list(ops.keys()					)}, but got {op}"""					)

														# special case
							if pkg == "python":
														__lowercase       	=""".""".join([str(snake_case__					) for x in sys.version_info[:3]]					)
														for op, want_ver in wanted.items():
																					_compare_versions(snake_case__  ,   snake_case__  ,   snake_case__  ,   snake_case__  ,   snake_case__  ,   snake_case__					)
														return

							# check if any version is installed
							try:
														__lowercase       	=importlib.metadata.version(snake_case__					)
							except importlib.metadata.PackageNotFoundError:
														raise importlib.metadata.PackageNotFoundError(
														    f"""The '{requirement}' distribution was not found and is required by this application. {hint}"""					)

							# check that the right version is installed if version number or a range was provided
							if want_ver is not None:
														for op, want_ver in wanted.items():
																					_compare_versions(snake_case__  ,   snake_case__  ,   snake_case__  ,   snake_case__  ,   snake_case__  ,   snake_case__					)



def   _A       (   _lowerCAmelCase					):



							"""simple docstring"""



							__lowercase       	="""Try: pip install transformers -U or pip install -e '.[dev]' if you're working with git main"""
							return require_version(snake_case__  ,   snake_case__					)








'''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 _UpperCamelCase		(     unittest.TestCase		):





				'''simple docstring'''





				def 				__lowerCamelCase     (							self  :  List[Any]):







											'''simple docstring'''

											super().tearDown()
											gc.collect()

				def 				__lowerCamelCase     (							self  :  List[str]):







											'''simple docstring'''

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

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

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

											__lowercase       	=jax.random.PRNGKey(0)
											__lowercase       	=5_0

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

											# shard inputs and rng
											__lowercase       	=replicate(_lowerCAmelCase)
											__lowercase       	=jax.random.split(_lowerCAmelCase  ,       jax.device_count())
											__lowercase       	=shard(_lowerCAmelCase)
											__lowercase       	=shard(_lowerCAmelCase)
											__lowercase       	=shard(_lowerCAmelCase)

											__lowercase       	=pipeline(
											    _lowerCAmelCase  ,       _lowerCAmelCase  ,       _lowerCAmelCase  ,       _lowerCAmelCase  ,       _lowerCAmelCase  ,       _lowerCAmelCase  ,       jit=_lowerCAmelCase)

											__lowercase       	=output.images.reshape(_lowerCAmelCase  ,       5_1_2  ,       5_1_2  ,       3)

											__lowercase       	=images[0, 2_5_3:2_5_6, 2_5_3:2_5_6, -1]

											__lowercase       	=jnp.asarray(jax.device_get(image_slice.flatten()))
											__lowercase       	=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



