






"""simple docstring"""







import copy
from typing import Dict

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


lowerCAmelCase_		:			Optional[int]				   =					logging.get_logger(__name__)

lowerCAmelCase_		:			int				   =					{
    '''google/vit-hybrid-base-bit-384''': '''https://huggingface.co/vit-hybrid-base-bit-384/resolve/main/config.json''',
    # See all ViT hybrid models at https://huggingface.co/models?filter=vit
}





class      UpperCamelCase_       (				a_     ):
  _A				:    List[str] =		'vit-hybrid'



  def __init__(					self       ,						snake_case__=None       ,						snake_case__=7_68       ,						snake_case__=12       ,						snake_case__=12       ,						snake_case__=30_72       ,						snake_case__="gelu"       ,						snake_case__=0.0       ,						snake_case__=0.0       ,						snake_case__=0.02       ,						snake_case__=1e-12       ,						snake_case__=2_24       ,						snake_case__=1       ,						snake_case__=3       ,						snake_case__=[1, 10_24, 24, 24]       ,						snake_case__=True       ,						**snake_case__       ,						)	->	List[Any]:



         """simple docstring"""





         super().__init__(**__UpperCAmelCase )

         if backbone_config is None:
                logger.info("""`backbone_config` is `None`. Initializing the config with a `BiT` backbone.""" )
                UpperCAmelCase					=	{
                    """global_padding""": """same""",
                    """layer_type""": """bottleneck""",
                    """depths""": [3, 4, 9],
                    """out_features""": ["""stage3"""],
                    """embedding_dynamic_padding""": True,
                }

         if isinstance(__UpperCAmelCase       ,						__UpperCAmelCase ):
                if "model_type" in backbone_config:
                       UpperCAmelCase					=	CONFIG_MAPPING[backbone_config["""model_type"""]]
                else:
                       logger.info(
                           """`model_type` is not found in `backbone_config`. Use `Bit` as the backbone configuration class.""" )
                       UpperCAmelCase					=	BitConfig
                UpperCAmelCase					=	backbone_config_class(**__UpperCAmelCase )

         UpperCAmelCase					=	backbone_featmap_shape
         UpperCAmelCase					=	backbone_config
         UpperCAmelCase					=	hidden_size
         UpperCAmelCase					=	num_hidden_layers
         UpperCAmelCase					=	num_attention_heads
         UpperCAmelCase					=	intermediate_size
         UpperCAmelCase					=	hidden_act
         UpperCAmelCase					=	hidden_dropout_prob
         UpperCAmelCase					=	attention_probs_dropout_prob
         UpperCAmelCase					=	initializer_range
         UpperCAmelCase					=	layer_norm_eps
         UpperCAmelCase					=	image_size
         UpperCAmelCase					=	patch_size
         UpperCAmelCase					=	num_channels
         UpperCAmelCase					=	qkv_bias



  def 						UpperCamelCase_ (					self )	->	Dict[str, any]:



         """simple docstring"""





         UpperCAmelCase					=	copy.deepcopy(self.__dict__ )
         UpperCAmelCase					=	self.backbone_config.to_dict()
         UpperCAmelCase					=	self.__class__.model_type
         return output


"""simple docstring"""


import enum
import inspect
import warnings
from functools import wraps
from typing import Callable, Optional

from .logging import get_logger


__A       						=       set()
__A       						=       get_logger(__name__)



def     _lowerCamelCase(__UpperCamelCase = None       )				-> Optional[Any]:

	def decorator(__UpperCamelCase       ):
		global _emitted_deprecation_warnings

		if inspect.isclass(__UpperCamelCase       ):
			_lowerCAmelCase								=deprecated_class_or_function.__init__
			_lowerCAmelCase								=deprecated_class_or_function.__name__
		else:
			_lowerCAmelCase								=deprecated_class_or_function
			_lowerCAmelCase								=deprecated_function.__name__
			# Support deprecating __init__ class method: class name instead
			_lowerCAmelCase								=name if name != """__init__""" else deprecated_function.__qualname__.split("""."""       )[-2]

		_lowerCAmelCase								=(
		    F'''{name} is deprecated and will be removed in the next major version of datasets.''' + F''' {help_message}'''
		    if help_message
		    else """"""
		)

		@wraps(__UpperCamelCase       )
		def wrapper(*__UpperCamelCase    , **__UpperCamelCase       ):
			_lowerCAmelCase								=hash(__UpperCamelCase       )
			if func_hash not in _emitted_deprecation_warnings:
				warnings.warn(__UpperCamelCase    , category=__UpperCamelCase    , stacklevel=2       )
				_emitted_deprecation_warnings.add(__UpperCamelCase       )
			return deprecated_function(*__UpperCamelCase    , **__UpperCamelCase       )

		_lowerCAmelCase								="""deprecated"""

		if inspect.isclass(__UpperCamelCase       ):
			_lowerCAmelCase								=wrapper
			return deprecated_class_or_function
		else:
			return wrapper

	return decorator







class 		lowerCamelCase__					(					enum.EnumMeta				):





			'''simple docstring'''



			def __getattribute__(							cls     ,     __UpperCAmelCase  ) ->     Optional[int]:
				_lowerCAmelCase								=super().__getattribute__(__UpperCAmelCase  )
				if isinstance(__UpperCAmelCase     ,     enum.Enum  ) and obj._on_access:
					obj._on_access()
				return obj



			def __getitem__(							cls     ,     __UpperCAmelCase  ) ->     List[str]:
				_lowerCAmelCase								=super().__getitem__(__UpperCAmelCase  )
				if member._on_access:
					member._on_access()
				return member



			def __call__(							cls     ,     __UpperCAmelCase     ,     __UpperCAmelCase=None     ,     *, __UpperCAmelCase=None     ,     __UpperCAmelCase=None     ,     __UpperCAmelCase=None     ,     __UpperCAmelCase=1  ) ->     Optional[Any]:
				_lowerCAmelCase								=super().__call__(__UpperCAmelCase     ,     __UpperCAmelCase     ,     module=__UpperCAmelCase     ,     qualname=__UpperCAmelCase     ,     type=__UpperCAmelCase     ,     start=__UpperCAmelCase  )
				if isinstance(__UpperCAmelCase     ,     enum.Enum  ) and obj._on_access:
					obj._on_access()
				return obj







class 		lowerCamelCase__					(					enum.Enum ,	metaclass=__magic_name__				):





			'''simple docstring'''



			def __new__(							cls     ,     __UpperCAmelCase  ) ->     Optional[int]:
				_lowerCAmelCase								=object.__new__(cls  )
				_lowerCAmelCase								=value
				_lowerCAmelCase								=member.deprecate
				return member



			@property
			def 					_lowerCAmelCase		(							self  ) ->     List[Any]:
				return ""



			def 					_lowerCAmelCase		(							self  ) ->     Tuple:
				_lowerCAmelCase								=f''' {self.help_message}''' if self.help_message else """"""
				warnings.warn(
				    f'''\'{self.__objclass__.__name__}\' is deprecated and will be removed in the next major version of datasets.'''
				    + help_message     ,     __UpperCAmelCase     ,     stacklevel=3     ,     )



