






'''simple docstring'''







from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


_A	:			Tuple         =logging.get_logger(__name__)

_A	:			str         ={
    '''google/mobilenet_v2_1.4_224''': '''https://huggingface.co/google/mobilenet_v2_1.4_224/resolve/main/config.json''',
    '''google/mobilenet_v2_1.0_224''': '''https://huggingface.co/google/mobilenet_v2_1.0_224/resolve/main/config.json''',
    '''google/mobilenet_v2_0.75_160''': '''https://huggingface.co/google/mobilenet_v2_0.75_160/resolve/main/config.json''',
    '''google/mobilenet_v2_0.35_96''': '''https://huggingface.co/google/mobilenet_v2_0.35_96/resolve/main/config.json''',
    # See all MobileNetV2 models at https://huggingface.co/models?filter=mobilenet_v2
}

class _lowercase	(				_lowercase		):
							a				      =       """mobilenet_v2"""




							def __init__(							self:				List[Any]			,							UpperCamelCase__:				List[Any]=3			,							UpperCamelCase__:				Dict=224			,							UpperCamelCase__:				Optional[Any]=1.0			,							UpperCamelCase__:				Tuple=8			,							UpperCamelCase__:				Dict=8			,							UpperCamelCase__:				List[str]=6			,							UpperCamelCase__:				Tuple=32			,							UpperCamelCase__:				List[Any]=True			,							UpperCamelCase__:				str=True			,							UpperCamelCase__:				Dict="relu6"			,							UpperCamelCase__:				Dict=True			,							UpperCamelCase__:				Union[str, Any]=0.8			,							UpperCamelCase__:				List[Any]=0.02			,							UpperCamelCase__:				str=0.001			,							UpperCamelCase__:				Union[str, Any]=255			,							**UpperCamelCase__:				Dict			,							):
														super().__init__(**UpperCamelCase__     )

														if depth_multiplier <= 0:
																					raise ValueError("""depth_multiplier must be greater than zero."""     )

														lowerCamelCase__					:	str         =       num_channels
														lowerCamelCase__					:	Tuple         =       image_size
														lowerCamelCase__					:	str         =       depth_multiplier
														lowerCamelCase__					:	Optional[Any]         =       depth_divisible_by
														lowerCamelCase__					:	List[str]         =       min_depth
														lowerCamelCase__					:	Tuple         =       expand_ratio
														lowerCamelCase__					:	Union[str, Any]         =       output_stride
														lowerCamelCase__					:	str         =       first_layer_is_expansion
														lowerCamelCase__					:	List[Any]         =       finegrained_output
														lowerCamelCase__					:	Tuple         =       hidden_act
														lowerCamelCase__					:	int         =       tf_padding
														lowerCamelCase__					:	List[str]         =       classifier_dropout_prob
														lowerCamelCase__					:	Optional[Any]         =       initializer_range
														lowerCamelCase__					:	Union[str, Any]         =       layer_norm_eps
														lowerCamelCase__					:	List[str]         =       semantic_loss_ignore_index



class _lowercase	(				_lowercase		):
							a				      =       version.parse("""1.11"""		)




							@property
							def 		lowerCamelCase_				(							self:				Tuple     ):
														return OrderedDict([("""pixel_values""", {0: """batch"""})]     )




							@property
							def 		lowerCamelCase_				(							self:				Optional[Any]     ):
														if self.task == "image-classification":
																					return OrderedDict([("""logits""", {0: """batch"""})]     )
														else:
																					return OrderedDict([("""last_hidden_state""", {0: """batch"""}), ("""pooler_output""", {0: """batch"""})]     )




							@property
							def 		lowerCamelCase_				(							self:				str     ):
														return 1e-4







import argparse
from collections import defaultdict

import yaml


_A     =			'''docs/source/en/_toctree.yml'''





def __UpperCamelCase			(       _A  ):
						lowerCAmelCase_      			=  defaultdict(_A  )
						for doc in model_doc:
												counts[doc["local"]] += 1
						lowerCAmelCase_      			=  [key for key, value in counts.items() if value > 1]

						lowerCAmelCase_      			=  []
						for duplicate_key in duplicates:
												lowerCAmelCase_      			=  list({doc['''title'''] for doc in model_doc if doc['''local'''] == duplicate_key}  )
												if len(_A  ) > 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 model_doc if counts[doc['''local''']] == 1]  )

						# Sort
						return sorted(_A ,  key=lambda _A  : s["title"].lower()  )





def __UpperCamelCase			(       _A=False  ):
						with open(_A ,  encoding='''utf-8'''  ) as f:
												lowerCAmelCase_      			=  yaml.safe_load(f.read()  )

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

						# Then to the model doc
						lowerCAmelCase_      			=  0
						while api_doc[model_idx]["title"] != "Models":
												model_idx += 1

						lowerCAmelCase_      			=  api_doc[model_idx]['''sections''']

						lowerCAmelCase_      			=  [(idx, section) for idx, section in enumerate(_A  ) if '''sections''' in section]
						lowerCAmelCase_      			=  False
						for idx, modality_doc in modalities_docs:
												lowerCAmelCase_      			=  modality_doc['''sections''']
												lowerCAmelCase_      			=  clean_model_doc_toc(_A  )

												if old_modality_doc != new_modality_doc:
																		lowerCAmelCase_      			=  True
																		if overwrite:
																								lowerCAmelCase_      			=  new_modality_doc

						if diff:
												if overwrite:
																		lowerCAmelCase_      			=  model_doc
																		lowerCAmelCase_      			=  api_doc
																		with open(_A ,  '''w''' ,  encoding='''utf-8'''  ) as f:
																								f.write(yaml.dump(_A ,  allow_unicode=_A  )  )
												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__":
						_A     =			argparse.ArgumentParser()
						parser.add_argument('''--fix_and_overwrite''', action='''store_true''', help='''Whether to fix inconsistencies.''')
						_A     =			parser.parse_args()

						check_model_doc(args.fix_and_overwrite)




