code: 
  
  
  
  
  
  import argparse
  import collections
  import importlib.util
  import os
  import re
  
  
  # All paths are set with the intent you should run this script from the root of the repo with the command
  # python utils/check_table.py
  __lowerCAmelCase     =			"src/diffusers"
  __lowerCAmelCase     =			"docs/source/en"
  __lowerCAmelCase     =			"."
  
  def     a						(      _lowercase   :     List[Any] ,						_lowercase   :     List[Any] ,						_lowercase   :     Dict       )     ->int:
  		with open(_lowercase ,						"""r""" ,						encoding="""utf-8""" ,						newline="""\n"""       ) as f:
  				UpperCamelCase__         =	f.readlines()
  		# Find the start prompt.
  		UpperCamelCase__         =	0
  		while not lines[start_index].startswith(_lowercase       ):
  				start_index += 1
  		start_index += 1
  
  		UpperCamelCase__         =	start_index
  		while not lines[end_index].startswith(_lowercase       ):
  				end_index += 1
  		end_index -= 1
  
  		while len(lines[start_index]       ) <= 1:
  				start_index += 1
  		while len(lines[end_index]       ) <= 1:
  				end_index -= 1
  		end_index += 1
  		return "".join(lines[start_index:end_index]       ), start_index, end_index, lines
  
  
  # Add here suffixes that are used to identify models, separated by |
  __lowerCAmelCase     =			"Model|Encoder|Decoder|ForConditionalGeneration"
  # Regexes that match TF/Flax/PT model names.
  __lowerCAmelCase     =			re.compile(r"TF(.*)(?:Model|Encoder|Decoder|ForConditionalGeneration)")
  __lowerCAmelCase     =			re.compile(r"Flax(.*)(?:Model|Encoder|Decoder|ForConditionalGeneration)")
  # Will match any TF or Flax model too so need to be in an else branch afterthe two previous regexes.
  __lowerCAmelCase     =			re.compile(r"(.*)(?:Model|Encoder|Decoder|ForConditionalGeneration)")
  
  
  # This is to make sure the diffusers module imported is the one in the repo.
  __lowerCAmelCase     =			importlib.util.spec_from_file_location(
      "diffusers",
      os.path.join(TRANSFORMERS_PATH, "__init__.py"),
      submodule_search_locations=[TRANSFORMERS_PATH],
  )
  __lowerCAmelCase     =			spec.loader.load_module()
  
  def     a						(      _lowercase   :     Any       )     ->List[Any]:
  		UpperCamelCase__         =	re.finditer(""".+?(?:(?<=[a-z])(?=[A-Z])|(?<=[A-Z])(?=[A-Z][a-z])|$)""" ,						_lowercase       )
  		return [m.group(0       ) for m in matches]
  
  def     a						(      _lowercase   :     Optional[Any] ,						_lowercase   :     Tuple       )     ->Dict:
  		UpperCamelCase__         =	2 if text == """✅""" or text == """❌""" else len(_lowercase       )
  		UpperCamelCase__         =	(width - text_length) // 2
  		UpperCamelCase__         =	width - text_length - left_indent
  		return " " * left_indent + text + " " * right_indent
  
  def     a						(      )     ->Union[str, Any]:
  		UpperCamelCase__         =	diffusers_module.models.auto.configuration_auto.CONFIG_MAPPING_NAMES
  		UpperCamelCase__         =	{
  		    name: config_mapping_names[code]
  		    for code, name in diffusers_module.MODEL_NAMES_MAPPING.items()
  		    if code in config_mapping_names
  		}
  		UpperCamelCase__         =	{name: config.replace("""ConfigMixin""" ,						""""""       ) for name, config in model_name_to_config.items()}
  
  		# Dictionaries flagging if each model prefix has a slow/fast tokenizer, backend in PT/TF/Flax.
  		UpperCamelCase__         =	collections.defaultdict(_lowercase       )
  		UpperCamelCase__         =	collections.defaultdict(_lowercase       )
  		UpperCamelCase__         =	collections.defaultdict(_lowercase       )
  		UpperCamelCase__         =	collections.defaultdict(_lowercase       )
  		UpperCamelCase__         =	collections.defaultdict(_lowercase       )
  
  		# Let's lookup through all diffusers object (once).
  		for attr_name in dir(_lowercase       ):
  				UpperCamelCase__         =	None
  				if attr_name.endswith("""Tokenizer"""       ):
  						UpperCamelCase__         =	slow_tokenizers
  						UpperCamelCase__         =	attr_name[:-9]
  				elif attr_name.endswith("""TokenizerFast"""       ):
  						UpperCamelCase__         =	fast_tokenizers
  						UpperCamelCase__         =	attr_name[:-1_3]
  				elif _re_tf_models.match(_lowercase       ) is not None:
  						UpperCamelCase__         =	tf_models
  						UpperCamelCase__         =	_re_tf_models.match(_lowercase       ).groups()[0]
  				elif _re_flax_models.match(_lowercase       ) is not None:
  						UpperCamelCase__         =	flax_models
  						UpperCamelCase__         =	_re_flax_models.match(_lowercase       ).groups()[0]
  				elif _re_pt_models.match(_lowercase       ) is not None:
  						UpperCamelCase__         =	pt_models
  						UpperCamelCase__         =	_re_pt_models.match(_lowercase       ).groups()[0]
  
  				if lookup_dict is not None:
  						while len(_lowercase       ) > 0:
  								if attr_name in model_name_to_prefix.values():
  										UpperCamelCase__         =	True
  										break
  								# Try again after removing the last word in the name
  								UpperCamelCase__         =	"""""".join(camel_case_split(_lowercase       )[:-1]       )
  
      # Let's build that table!
  		UpperCamelCase__         =	list(model_name_to_config.keys()       )
  		model_names.sort(key=str.lower       )
  		UpperCamelCase__         =	["""Model""", """Tokenizer slow""", """Tokenizer fast""", """PyTorch support""", """TensorFlow support""", """Flax Support"""]
  		# We'll need widths to properly display everything in the center (+2 is to leave one extra space on each side).
  		UpperCamelCase__         =	[len(_lowercase       ) + 2 for c in columns]
  		UpperCamelCase__         =	max([len(_lowercase       ) for name in model_names]       ) + 2
  
  		# Build the table per se
  		UpperCamelCase__         =	"""|""" + """|""".join([_center_text(_lowercase ,						_lowercase       ) for c, w in zip(_lowercase ,						_lowercase       )]       ) + """|\n"""
  		# Use ":-----:" format to center-aligned table cell texts
  		table += "|" + "|".join([""":""" + """-""" * (w - 2) + """:""" for w in widths]       ) + "|\n"
  
  		UpperCamelCase__         =	{True: """✅""", False: """❌"""}
  		for name in model_names:
  				UpperCamelCase__         =	model_name_to_prefix[name]
  				UpperCamelCase__         =	[
  				    name,
  				    check[slow_tokenizers[prefix]],
  				    check[fast_tokenizers[prefix]],
  				    check[pt_models[prefix]],
  				    check[tf_models[prefix]],
  				    check[flax_models[prefix]],
  				]
  				table += "|" + "|".join([_center_text(_lowercase ,						_lowercase       ) for l, w in zip(_lowercase ,						_lowercase       )]       ) + "|\n"
  		return table
  
  def     a						(      _lowercase   :     Union[str, Any]=False       )     ->Tuple:
  		UpperCamelCase__  ,			UpperCamelCase__  ,			UpperCamelCase__  ,			UpperCamelCase__         =	_find_text_in_file(
  		    filename=os.path.join(_lowercase ,						"""index.mdx"""       ) ,						start_prompt="""<!--This table is updated automatically from the auto modules""" ,						end_prompt="""<!-- End table-->""" ,						)
  		UpperCamelCase__         =	get_model_table_from_auto_modules()
  
  		if current_table != new_table:
  				if overwrite:
  						with open(os.path.join(_lowercase ,						"""index.mdx"""       ) ,						"""w""" ,						encoding="""utf-8""" ,						newline="""\n"""       ) as f:
  								f.writelines(lines[:start_index] + [new_table] + lines[end_index:]       )
  				else:
  						raise ValueError(
  						    """The model table in the `index.mdx` has not been updated. Run `make fix-copies` to fix this."""       )
  
  
  if __name__ == "__main__":
  				__lowerCAmelCase     =			argparse.ArgumentParser()
  				parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
  				__lowerCAmelCase     =			parser.parse_args()
  
  				check_model_table(args.fix_and_overwrite)
  
  
  
  
  
  
style_context: 
  
  
  
  
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 9 / 5) + 3_2 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round(float(_lowercase       ) + 273.15 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 9 / 5) + 491.67 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) - 3_2) * 5 / 9 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round(((float(_lowercase       ) - 3_2) * 5 / 9) + 273.15 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round(float(_lowercase       ) + 459.67 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round(float(_lowercase       ) - 273.15 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round(((float(_lowercase       ) - 273.15) * 9 / 5) + 3_2 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 9 / 5) ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) - 491.67) * 5 / 9 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round(float(_lowercase       ) - 459.67 ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 5 / 9) ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 1.25 + 273.15) ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 2.25 + 3_2) ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 1.25) ,						_lowercase       )
  
  def     a						(      _lowercase   :     float ,						_lowercase   :     int = 2       )     ->float:
  		return round((float(_lowercase       ) * 2.25 + 3_2 + 459.67) ,						_lowercase       )
  
  
  if __name__ == "__main__":
  				import doctest
  
  				doctest.testmod()
  
  
  
  
  
  