

'''simple docstring'''



import argparse
import os
import re


UpperCAmelCase :       List[Any]			   =     'src/transformers/models/auto'


# re pattern that matches mapping introductions:
#    SUPER_MODEL_MAPPING_NAMES = OrderedDict or SUPER_MODEL_MAPPING = OrderedDict
UpperCAmelCase :       Any			   =     re.compile(R'[A-Z_]+_MAPPING(\s+|_[A-Z_]+\s+)=\s+OrderedDict')
# re pattern that matches identifiers in mappings
UpperCAmelCase :       List[str]			   =     re.compile(R'\s*\(\s*"(\S[^"]+)"')







def    a__       (  a__      ,    a__ = False						):




     """simple docstring"""


     with open(a__      ,    """r"""      ,    encoding="""utf-8"""						) as f:
          __SCREAMING_SNAKE_CASE     =      f.read()

     __SCREAMING_SNAKE_CASE     =      content.split("""\n"""						)
     __SCREAMING_SNAKE_CASE     =      []
     __SCREAMING_SNAKE_CASE     =      0
     while line_idx < len(a__						):
          if _re_intro_mapping.search(lines[line_idx]						) is not None:
               __SCREAMING_SNAKE_CASE     =      len(re.search(R"""^(\s*)\S"""      ,    lines[line_idx]						).groups()[0]						) + 8
               # Start of a new mapping!
               while not lines[line_idx].startswith(""" """ * indent + """("""						):
                    new_lines.append(lines[line_idx]						)
                    line_idx += 1

               __SCREAMING_SNAKE_CASE     =      []
               while lines[line_idx].strip() != "]":
                    # Blocks either fit in one line or not
                    if lines[line_idx].strip() == "(":
                         __SCREAMING_SNAKE_CASE     =      line_idx
                         while not lines[line_idx].startswith(""" """ * indent + """)"""						):
                              line_idx += 1
                         blocks.append("""\n""".join(lines[start_idx : line_idx + 1]						)						)
                    else:
                         blocks.append(lines[line_idx]						)
                    line_idx += 1

               # Sort blocks by their identifiers
               __SCREAMING_SNAKE_CASE     =      sorted(a__      ,    key=lambda a__						: _re_identifier.search(a__						).groups()[0]						)
               new_lines += blocks
          else:
               new_lines.append(lines[line_idx]						)
               line_idx += 1

     if overwrite:
          with open(a__      ,    """w"""      ,    encoding="""utf-8"""						) as f:
               f.write("""\n""".join(a__						)						)
     elif "\n".join(a__						) != content:
          return True







def    a__       (  a__ = False						):




     """simple docstring"""


     __SCREAMING_SNAKE_CASE     =      [os.path.join(a__      ,    a__						) for f in os.listdir(a__						) if f.endswith(""".py"""						)]
     __SCREAMING_SNAKE_CASE     =      [sort_auto_mapping(a__      ,    overwrite=a__						) for fname in fnames]

     if not overwrite and any(a__						):
          __SCREAMING_SNAKE_CASE     =      [f for f, d in zip(a__      ,    a__						) if d]
          raise ValueError(
              F'The following files have auto mappings that need sorting: {", ".join(a__						)}. Run `make style` to fix'
              """ this."""						)


if __name__ == "__main__":
  UpperCAmelCase :       str			   =     argparse.ArgumentParser()
  parser.add_argument('--check_only', action='store_true', help='Whether to only check or fix style.')
  UpperCAmelCase :       Optional[int]			   =     parser.parse_args()

  sort_all_auto_mappings(not args.check_only)









'''simple docstring'''



import unittest

from diffusers import FlaxAutoencoderKL
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax

from .test_modeling_common_flax import FlaxModelTesterMixin


if is_flax_available():
  import jax







@require_flax
class 						lowerCAmelCase__   (      a ,					unittest.TestCase					):



 """simple docstring"""



 lowerCAmelCase__  					=      FlaxAutoencoderKL
 @property
 def       UpperCAmelCase__		(		self					:       Tuple			)  -> List[str]:


      """simple docstring"""




      __SCREAMING_SNAKE_CASE     =      4
      __SCREAMING_SNAKE_CASE     =      3
      __SCREAMING_SNAKE_CASE     =      (32, 32)

      __SCREAMING_SNAKE_CASE     =      jax.random.PRNGKey(0			)
      __SCREAMING_SNAKE_CASE     =      jax.random.uniform(__SCREAMING_SNAKE_CASE					,							((batch_size, num_channels) + sizes)			)

      return {"sample": image, "prng_key": prng_key}


 def       UpperCAmelCase__		(		self					:       Union[str, Any]			)  -> Any:


      """simple docstring"""




      __SCREAMING_SNAKE_CASE     =      {
          """block_out_channels""": [32, 64],
          """in_channels""": 3,
          """out_channels""": 3,
          """down_block_types""": ["""DownEncoderBlock2D""", """DownEncoderBlock2D"""],
          """up_block_types""": ["""UpDecoderBlock2D""", """UpDecoderBlock2D"""],
          """latent_channels""": 4,
      }
      __SCREAMING_SNAKE_CASE     =      self.dummy_input
      return init_dict, inputs_dict






