


import argparse
from collections import defaultdict

import yaml


_lowercase       :      int	=	"docs/source/en/_toctree.yml"





def   _lowerCAmelCase				(   UpperCamelCase__:     str						) ->   int:





	"""simple docstring"""







	A								=				defaultdict(UpperCamelCase__						)
	A								=				[]
	A								=				[]
	for doc in doc_list:
		if "local" in doc:
			counts[doc["local"]] += 1

		if doc["title"].lower() == "overview":
			overview_doc.append({"""local""": doc["""local"""], """title""": doc["""title"""]}						)
		else:
			new_doc_list.append(UpperCamelCase__						)

	A								=				new_doc_list
	A								=				[key for key, value in counts.items() if value > 1]

	A								=				[]
	for duplicate_key in duplicates:
		A								=				list({doc["""title"""] for doc in doc_list if doc["""local"""] == duplicate_key}						)
		if len(UpperCamelCase__						) > 1:
			raise ValueError(
			    f'{duplicate_key} is present several times in the documentation table of content at '
			    """`docs/source/en/_toctree.yml` with different *Title* values. Choose one of those and remove the """
			    """others."""						)
		# Only add this once
		new_doc.append({"""local""": duplicate_key, """title""": titles[0]}						)

	# Add none duplicate-keys
	new_doc.extend([doc for doc in doc_list if """local""" not in counts or counts[doc["""local"""]] == 1]						)
	A								=				sorted(UpperCamelCase__							,					key=lambda UpperCamelCase__						: s["title"].lower()						)

	# "overview" gets special treatment and is always first
	if len(UpperCamelCase__						) > 1:
		raise ValueError("""{doc_list} has two 'overview' docs which is not allowed."""						)

	overview_doc.extend(UpperCamelCase__						)

	# Sort
	return overview_doc





def   _lowerCAmelCase				(   UpperCamelCase__:     List[str]=False						) ->   List[Any]:





	"""simple docstring"""







	with open(UpperCamelCase__							,					encoding="""utf-8"""						) as f:
		A								=				yaml.safe_load(f.read()						)

	# Get to the API doc
	A								=				0
	while content[api_idx]["title"] != "API":
		api_idx += 1
	A								=				content[api_idx]["""sections"""]

	# Then to the model doc
	A								=				0
	while api_doc[scheduler_idx]["title"] != "Schedulers":
		scheduler_idx += 1

	A								=				api_doc[scheduler_idx]["""sections"""]
	A								=				clean_doc_toc(UpperCamelCase__						)

	A								=				False
	if new_scheduler_doc != scheduler_doc:
		A								=				True
		if overwrite:
			A								=				new_scheduler_doc

	if diff:
		if overwrite:
			A								=				api_doc
			with open(UpperCamelCase__							,					"""w"""							,					encoding="""utf-8"""						) as f:
				f.write(yaml.dump(UpperCamelCase__							,					allow_unicode=UpperCamelCase__						)						)
		else:
			raise ValueError(
			    """The model doc part of the table of content is not properly sorted, run `make style` to fix this."""						)





def   _lowerCAmelCase				(   UpperCamelCase__:     Union[str, Any]=False						) ->   Tuple:





	"""simple docstring"""







	with open(UpperCamelCase__							,					encoding="""utf-8"""						) as f:
		A								=				yaml.safe_load(f.read()						)

	# Get to the API doc
	A								=				0
	while content[api_idx]["title"] != "API":
		api_idx += 1
	A								=				content[api_idx]["""sections"""]

	# Then to the model doc
	A								=				0
	while api_doc[pipeline_idx]["title"] != "Pipelines":
		pipeline_idx += 1

	A								=				False
	A								=				api_doc[pipeline_idx]["""sections"""]
	A								=				[]

	# sort sub pipeline docs
	for pipeline_doc in pipeline_docs:
		if "section" in pipeline_doc:
			A								=				pipeline_doc["""section"""]
			A								=				clean_doc_toc(UpperCamelCase__						)
			if overwrite:
				A								=				new_sub_pipeline_doc
		new_pipeline_docs.append(UpperCamelCase__						)

	# sort overall pipeline doc
	A								=				clean_doc_toc(UpperCamelCase__						)

	if new_pipeline_docs != pipeline_docs:
		A								=				True
		if overwrite:
			A								=				new_pipeline_docs

	if diff:
		if overwrite:
			A								=				api_doc
			with open(UpperCamelCase__							,					"""w"""							,					encoding="""utf-8"""						) as f:
				f.write(yaml.dump(UpperCamelCase__							,					allow_unicode=UpperCamelCase__						)						)
		else:
			raise ValueError(
			    """The model doc part of the table of content is not properly sorted, run `make style` to fix this."""						)


if __name__ == "__main__":
	_lowercase       :      Any	=	argparse.ArgumentParser()
	parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
	_lowercase       :      Any	=	parser.parse_args()

	check_scheduler_doc(args.fix_and_overwrite)
	check_pipeline_doc(args.fix_and_overwrite)







import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import CONFIG_MAPPING


_lowercase       :      int	=	logging.get_logger(__name__)






class       _UpperCamelCase    (					__snake_case				):

				"""simple docstring"""







				lowerCAmelCase 		= 'upernet'

				def __init__(						self				,   a__=None				,   a__=512				,   a__=0.02				,   a__=[1, 2, 3, 6]				,   a__=True				,   a__=0.4				,   a__=384				,   a__=256				,   a__=1				,   a__=False				,   a__=255				,   **a__				,   )	->				Tuple:
					super().__init__(**a__   )

					if backbone_config is None:
						logger.info("""`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone."""   )
						A								=				CONFIG_MAPPING["""resnet"""](out_features=["""stage1""", """stage2""", """stage3""", """stage4"""]   )
					elif isinstance(a__				,   a__   ):
						A								=				backbone_config.get("""model_type"""   )
						A								=				CONFIG_MAPPING[backbone_model_type]
						A								=				config_class.from_dict(a__   )

					A								=				backbone_config
					A								=				hidden_size
					A								=				initializer_range
					A								=				pool_scales
					A								=				use_auxiliary_head
					A								=				auxiliary_loss_weight
					A								=				auxiliary_in_channels
					A								=				auxiliary_channels
					A								=				auxiliary_num_convs
					A								=				auxiliary_concat_input
					A								=				loss_ignore_index

				def      _UpperCAmelCase					(						self   )	->				Dict:
					A								=				copy.deepcopy(self.__dict__   )
					A								=				self.backbone_config.to_dict()
					A								=				self.__class__.model_type
					return output



