
import argparse
import os
import re

import packaging.version


lowercase  :					Optional[Any]						    =							"""examples/"""
lowercase  :					int						    =							{
    """examples""": (re.compile(R"""^check_min_version\(\"[^\"]+\"\)\s*$""", re.MULTILINE), """check_min_version(\"VERSION\")\n"""),
    """init""": (re.compile(R"""^__version__\s+=\s+\"([^\"]+)\"\s*$""", re.MULTILINE), """__version__ = \"VERSION\"\n"""),
    """setup""": (re.compile(R"""^(\s*)version\s*=\s*\"[^\"]+\",""", re.MULTILINE), R"""\1version=\"VERSION\","""),
    """doc""": (re.compile(R"""^(\s*)release\s*=\s*\"[^\"]+\"$""", re.MULTILINE), """release = \"VERSION\"\n"""),
}
lowercase  :					Any						    =							{
    """init""": """src/transformers/__init__.py""",
    """setup""": """setup.py""",
}
lowercase  :					Any						    =							"""README.md"""







def 						_snake_case(  SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) ->    Any:
       with open(SCREAMING_SNAKE_CASE__					,	"""r"""					,	encoding="""utf-8"""					,	newline="""\n"""				) as f:
              lowercase							:     str       	=      f.read()
       lowercase	,			lowercase							:     Any       	=      REPLACE_PATTERNS[pattern]
       lowercase							:     List[Any]       	=      replace.replace("""VERSION"""					,	SCREAMING_SNAKE_CASE__				)
       lowercase							:     int       	=      re_pattern.sub(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
       with open(SCREAMING_SNAKE_CASE__					,	"""w"""					,	encoding="""utf-8"""					,	newline="""\n"""				) as f:
              f.write(SCREAMING_SNAKE_CASE__				)







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Any:
       for folder, directories, fnames in os.walk(SCREAMING_SNAKE_CASE__				):
              # Removing some of the folders with non-actively maintained examples from the walk
              if "research_projects" in directories:
                     directories.remove("""research_projects"""				)
              if "legacy" in directories:
                     directories.remove("""legacy"""				)
              for fname in fnames:
                     if fname.endswith(""".py"""				):
                            update_version_in_file(os.path.join(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)					,	SCREAMING_SNAKE_CASE__					,	pattern="""examples"""				)







def 						_snake_case(  SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__=False				) ->    str:
       for pattern, fname in REPLACE_FILES.items():
              update_version_in_file(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
       if not patch:
              update_version_in_examples(SCREAMING_SNAKE_CASE__				)







def 						_snake_case(  ) ->    Tuple:
       lowercase							:     str       	=      """🤗 Transformers currently provides the following architectures"""
       lowercase							:     Union[str, Any]       	=      """1. Want to contribute a new model?"""
       with open(SCREAMING_SNAKE_CASE__					,	"""r"""					,	encoding="""utf-8"""					,	newline="""\n"""				) as f:
              lowercase							:     Union[str, Any]       	=      f.readlines()

       # Find the start of the list.
       lowercase							:     Optional[int]       	=      0
       while not lines[start_index].startswith(_start_prompt				):
              start_index += 1
       start_index += 1

       lowercase							:     Optional[int]       	=      start_index
       # Update the lines in the model list.
       while not lines[index].startswith(_end_prompt				):
              if lines[index].startswith("""1."""				):
                     lowercase							:     List[Any]       	=      lines[index].replace(
                         """https://huggingface.co/docs/transformers/main/model_doc"""					,	"""https://huggingface.co/docs/transformers/model_doc"""					,	)
              index += 1

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







def 						_snake_case(  ) ->    Union[str, Any]:
       with open(REPLACE_FILES["""init"""]					,	"""r"""				) as f:
              lowercase							:     Optional[Any]       	=      f.read()
       lowercase							:     Dict       	=      REPLACE_PATTERNS["""init"""][0].search(SCREAMING_SNAKE_CASE__				).groups()[0]
       return packaging.version.parse(SCREAMING_SNAKE_CASE__				)







def 						_snake_case(  SCREAMING_SNAKE_CASE__=False				) ->    List[str]:
       lowercase							:     Tuple       	=      get_version()
       if patch and default_version.is_devrelease:
              raise ValueError("""Can't create a patch version from the dev branch, checkout a released version!"""				)
       if default_version.is_devrelease:
              lowercase							:     Any       	=      default_version.base_version
       elif patch:
              lowercase							:     Union[str, Any]       	=      f"{default_version.major}.{default_version.minor}.{default_version.micro + 1}"
       else:
              lowercase							:     Optional[int]       	=      f"{default_version.major}.{default_version.minor + 1}.0"

       # Now let's ask nicely if that's the right one.
       lowercase							:     Optional[int]       	=      input(f"Which version are you releasing? [{default_version}]"				)
       if len(SCREAMING_SNAKE_CASE__				) == 0:
              lowercase							:     Union[str, Any]       	=      default_version

       print(f"Updating version to {version}."				)
       global_version_update(SCREAMING_SNAKE_CASE__					,	patch=SCREAMING_SNAKE_CASE__				)
       if not patch:
              print("""Cleaning main README, don't forget to run `make fix-copies`."""				)
              clean_main_ref_in_model_list()







def 						_snake_case(  ) ->    Any:
       lowercase							:     Dict       	=      get_version()
       lowercase							:     List[str]       	=      f"{current_version.major}.{current_version.minor + 1}.0.dev0"
       lowercase							:     Tuple       	=      current_version.base_version

       # Check with the user we got that right.
       lowercase							:     Optional[Any]       	=      input(f"Which version are we developing now? [{dev_version}]"				)
       if len(SCREAMING_SNAKE_CASE__				) == 0:
              lowercase							:     Union[str, Any]       	=      dev_version

       print(f"Updating version to {version}."				)
       global_version_update(SCREAMING_SNAKE_CASE__				)
       print("""Cleaning main README, don't forget to run `make fix-copies`."""				)
       clean_main_ref_in_model_list()


if __name__ == "__main__":
  lowercase  :					str						    =							argparse.ArgumentParser()
  parser.add_argument("""--post_release""", action="""store_true""", help="""Whether this is pre or post release.""")
  parser.add_argument("""--patch""", action="""store_true""", help="""Whether or not this is a patch release.""")
  lowercase  :					Union[str, Any]						    =							parser.parse_args()
  if not args.post_release:
    pre_release_work(patch=args.patch)
  elif args.patch:
    print("""Nothing to do after a patch :-)""")
  else:
    post_release_work()




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       lowerCamelCase__   (       unittest.TestCase):





     def      __A					(self       )     ->   List[Any]:
      # clean up the VRAM after each test
      super().tearDown()
      gc.collect()





     def      __A					(self       )     ->   Optional[Any]:
      _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(UpperCAmelCase		,     safety_checker=UpperCAmelCase       )

      _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(UpperCAmelCase		,     UpperCAmelCase		,     UpperCAmelCase       )

      # shard inputs and rng
      _lowercase							      =replicate(UpperCAmelCase       )
      _lowercase							      =jax.random.split(UpperCAmelCase		,     jax.device_count()       )
      _lowercase							      =shard(UpperCAmelCase       )
      _lowercase							      =shard(UpperCAmelCase       )
      _lowercase							      =shard(UpperCAmelCase       )

      _lowercase							      =pipeline(
          UpperCAmelCase		,     UpperCAmelCase		,     UpperCAmelCase		,     UpperCAmelCase		,     UpperCAmelCase		,     UpperCAmelCase		,     jit=UpperCAmelCase       )

      _lowercase							      =output.images.reshape(UpperCAmelCase		,     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

