


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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


__lowerCAmelCase	: Optional[Any]  				=logging.get_logger(__name__)

__lowerCAmelCase	: Optional[int]  				={
    'microsoft/resnet-50': 'https://huggingface.co/microsoft/resnet-50/blob/main/config.json',
}
class        _lowercase      (			A__						,			A__       ):






				'''simple docstring'''



				SCREAMING_SNAKE_CASE__				:			Optional[int]						=		'''resnet'''
				SCREAMING_SNAKE_CASE__				:			Optional[Any]						=		['''basic''', '''bottleneck''']


				def __init__(       self			:List[Any]			,			lowerCAmelCase__			:Dict=3			,			lowerCAmelCase__			:int=64			,			lowerCAmelCase__			:List[str]=[256, 512, 1_024, 2_048]			,			lowerCAmelCase__			:Any=[3, 4, 6, 3]			,			lowerCAmelCase__			:str="bottleneck"			,			lowerCAmelCase__			:List[Any]="relu"			,			lowerCAmelCase__			:List[Any]=False			,			lowerCAmelCase__			:int=None			,			lowerCAmelCase__			:Dict=None			,			**lowerCAmelCase__			:Tuple			,			)		->			Optional[int]:
										super().__init__(**lowerCAmelCase__	)
										if layer_type not in self.layer_types:
																raise ValueError(f'''layer_type={layer_type} is not one of {','.join(self.layer_types	)}'''	)
										__SCREAMING_SNAKE_CASE						:     List[Any]					=		num_channels
										__SCREAMING_SNAKE_CASE						:     Optional[Any]					=		embedding_size
										__SCREAMING_SNAKE_CASE						:     Tuple					=		hidden_sizes
										__SCREAMING_SNAKE_CASE						:     List[str]					=		depths
										__SCREAMING_SNAKE_CASE						:     Tuple					=		layer_type
										__SCREAMING_SNAKE_CASE						:     Tuple					=		hidden_act
										__SCREAMING_SNAKE_CASE						:     int					=		downsample_in_first_stage
										__SCREAMING_SNAKE_CASE						:     List[Any]					=		['''stem'''] + [f'''stage{idx}''' for idx in range(1			,			len(lowerCAmelCase__	) + 1	)]
										__SCREAMING_SNAKE_CASE			,			__SCREAMING_SNAKE_CASE						:     Optional[Any]					=		get_aligned_output_features_output_indices(
										    out_features=lowerCAmelCase__			,			out_indices=lowerCAmelCase__			,			stage_names=self.stage_names	)




class        _lowercase      (			A__       ):






				'''simple docstring'''



				SCREAMING_SNAKE_CASE__				:			int						=		version.parse('''1.11'''       )


				@property
				def 		__magic_name__(       self			:List[str]	)		->			Mapping[str, Mapping[int, str]]:
										return OrderedDict(
										    [
										        ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
										    ]	)



				@property
				def 		__magic_name__(       self			:Optional[Any]	)		->			float:
										return 1E-3




import inspect
import warnings
from typing import Any, Dict, Optional, Union

from packaging import version


def        _UpperCamelCase							(      *lowercase__    ,       lowercase__ = None    ,       lowercase__=True    ,       lowercase__=2      ):
						from .. import __version__

						__SCREAMING_SNAKE_CASE						:     Optional[Any]					=		take_from
						__SCREAMING_SNAKE_CASE						:     List[str]					=		()
						if not isinstance(args[0]    ,       lowercase__      ):
												__SCREAMING_SNAKE_CASE						:     List[Any]					=		(args,)

						for attribute, version_name, message in args:
												if version.parse(version.parse(lowercase__      ).base_version      ) >= version.parse(lowercase__      ):
																		raise ValueError(
																		    F'''The deprecation tuple {(attribute, version_name, message)} should be removed since diffusers\''''
																		    F''' version {__version__} is >= {version_name}'''      )

												__SCREAMING_SNAKE_CASE						:     Optional[Any]					=		None
												if isinstance(lowercase__    ,       lowercase__      ) and attribute in deprecated_kwargs:
																		values += (deprecated_kwargs.pop(lowercase__      ),)
																		__SCREAMING_SNAKE_CASE						:     List[Any]					=		F'''The `{attribute}` argument is deprecated and will be removed in version {version_name}.'''
												elif hasattr(lowercase__    ,       lowercase__      ):
																		values += (getattr(lowercase__    ,       lowercase__      ),)
																		__SCREAMING_SNAKE_CASE						:     List[str]					=		F'''The `{attribute}` attribute is deprecated and will be removed in version {version_name}.'''
												elif deprecated_kwargs is None:
																		__SCREAMING_SNAKE_CASE						:     str					=		F'''`{attribute}` is deprecated and will be removed in version {version_name}.'''

												if warning is not None:
																		__SCREAMING_SNAKE_CASE						:     Any					=		warning + ''' ''' if standard_warn else ''''''
																		warnings.warn(warning + message    ,       lowercase__    ,       stacklevel=lowercase__      )

						if isinstance(lowercase__    ,       lowercase__      ) and len(lowercase__      ) > 0:
												__SCREAMING_SNAKE_CASE						:     Union[str, Any]					=		inspect.getouterframes(inspect.currentframe()      )[1]
												__SCREAMING_SNAKE_CASE						:     Dict					=		call_frame.filename
												__SCREAMING_SNAKE_CASE						:     Optional[Any]					=		call_frame.lineno
												__SCREAMING_SNAKE_CASE						:     int					=		call_frame.function
												__SCREAMING_SNAKE_CASE			,			__SCREAMING_SNAKE_CASE						:     int					=		next(iter(deprecated_kwargs.items()      )      )
												raise TypeError(F'''{function} in {filename} line {line_number-1} got an unexpected keyword argument `{key}`'''      )

						if len(lowercase__      ) == 0:
												return
						elif len(lowercase__      ) == 1:
												return values[0]
						return values
