code: 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
  
  
  lowercase__    :       Optional[Any]						=			logging.get_logger(__name__)
  
  lowercase__    :       str						=			{
      '''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      lowercase_						(						UpperCamelCase_		):
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  	UpperCAmelCase_						:      Dict     =       """vit-hybrid"""
  
  
  	def __init__(							self	,    __SCREAMING_SNAKE_CASE=None	,    __SCREAMING_SNAKE_CASE=768	,    __SCREAMING_SNAKE_CASE=12	,    __SCREAMING_SNAKE_CASE=12	,    __SCREAMING_SNAKE_CASE=3072	,    __SCREAMING_SNAKE_CASE="gelu"	,    __SCREAMING_SNAKE_CASE=0.0	,    __SCREAMING_SNAKE_CASE=0.0	,    __SCREAMING_SNAKE_CASE=0.0_2	,    __SCREAMING_SNAKE_CASE=1e-12	,    __SCREAMING_SNAKE_CASE=224	,    __SCREAMING_SNAKE_CASE=1	,    __SCREAMING_SNAKE_CASE=3	,    __SCREAMING_SNAKE_CASE=[1, 1024, 24, 24]	,    __SCREAMING_SNAKE_CASE=True	,    **__SCREAMING_SNAKE_CASE	,    )		->Tuple:
  								super().__init__(**__SCREAMING_SNAKE_CASE       )
  
  								if backbone_config is None:
  															logger.info('''`backbone_config` is `None`. Initializing the config with a `BiT` backbone.'''       )
  															lowerCAmelCase				=	{
  															    '''global_padding''': '''same''',
  															    '''layer_type''': '''bottleneck''',
  															    '''depths''': [3, 4, 9],
  															    '''out_features''': ['''stage3'''],
  															    '''embedding_dynamic_padding''': True,
  															}
  
  								if isinstance(__SCREAMING_SNAKE_CASE	,    __SCREAMING_SNAKE_CASE       ):
  															if "model_type" in backbone_config:
  																						lowerCAmelCase				=	CONFIG_MAPPING[backbone_config['''model_type''']]
  															else:
  																						logger.info(
  																						    '''`model_type` is not found in `backbone_config`. Use `Bit` as the backbone configuration class.'''       )
  																						lowerCAmelCase				=	BitConfig
  															lowerCAmelCase				=	backbone_config_class(**__SCREAMING_SNAKE_CASE       )
  
  								lowerCAmelCase				=	backbone_featmap_shape
  								lowerCAmelCase				=	backbone_config
  								lowerCAmelCase				=	hidden_size
  								lowerCAmelCase				=	num_hidden_layers
  								lowerCAmelCase				=	num_attention_heads
  								lowerCAmelCase				=	intermediate_size
  								lowerCAmelCase				=	hidden_act
  								lowerCAmelCase				=	hidden_dropout_prob
  								lowerCAmelCase				=	attention_probs_dropout_prob
  								lowerCAmelCase				=	initializer_range
  								lowerCAmelCase				=	layer_norm_eps
  								lowerCAmelCase				=	image_size
  								lowerCAmelCase				=	patch_size
  								lowerCAmelCase				=	num_channels
  								lowerCAmelCase				=	qkv_bias
  
  
  
  
  	def     SCREAMING_SNAKE_CASE_       (							self       )		->Dict[str, any]:
  								lowerCAmelCase				=	copy.deepcopy(self.__dict__       )
  								lowerCAmelCase				=	self.backbone_config.to_dict()
  								lowerCAmelCase				=	self.__class__.model_type
  								return output
  
  
  
  
style_context: from __future__ import annotations
  
  from enum import Enum
  
  
  
  
  class      lowercase_						(						UpperCamelCase_		):
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  	UpperCAmelCase_						:      str     =       24
  	UpperCAmelCase_						:      Dict     =       21
  	UpperCAmelCase_						:      List[str]     =       18
  	UpperCAmelCase_						:      Optional[int]     =       15
  	UpperCAmelCase_						:      str     =       12
  	UpperCAmelCase_						:      Union[str, Any]     =       9
  	UpperCAmelCase_						:      List[Any]     =       6
  	UpperCAmelCase_						:      Any     =       3
  	UpperCAmelCase_						:      List[str]     =       2
  	UpperCAmelCase_						:      Any     =       1
  	UpperCAmelCase_						:      Any     =       -1
  	UpperCAmelCase_						:      Any     =       -2
  	UpperCAmelCase_						:      Optional[int]     =       -3
  	UpperCAmelCase_						:      List[Any]     =       -6
  	UpperCAmelCase_						:      Optional[int]     =       -9
  	UpperCAmelCase_						:      str     =       -12
  	UpperCAmelCase_						:      Union[str, Any]     =       -15
  	UpperCAmelCase_						:      List[str]     =       -18
  	UpperCAmelCase_						:      str     =       -21
  	UpperCAmelCase_						:      Dict     =       -24
  
  
  
  
  class      lowercase_						(						UpperCamelCase_		):
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  	UpperCAmelCase_						:      List[str]     =       8
  	UpperCAmelCase_						:      Union[str, Any]     =       7
  	UpperCAmelCase_						:      int     =       6
  	UpperCAmelCase_						:      int     =       5
  	UpperCAmelCase_						:      Any     =       4
  	UpperCAmelCase_						:      Dict     =       3
  	UpperCAmelCase_						:      Tuple     =       2
  	UpperCAmelCase_						:      Any     =       1
  
  def      SCREAMING_SNAKE_CASE_  (		snake_case__     ,						snake_case__     ,						snake_case__     ,						)  ->			float:
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	SIUnit[known_prefix.lower()]
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	SIUnit[unknown_prefix.lower()]
  							lowerCAmelCase				=	known_amount * (
  							    1_0 ** (known_prefix.value - unknown_prefix.value)
  							)
  							return unknown_amount
  
  def      SCREAMING_SNAKE_CASE_  (		snake_case__     ,						snake_case__     ,						snake_case__     ,						)  ->			float:
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	BinaryUnit[known_prefix.lower()]
  							if isinstance(snake_case__     ,						snake_case__							):
  														lowerCAmelCase				=	BinaryUnit[unknown_prefix.lower()]
  							lowerCAmelCase				=	known_amount * (
  							    2 ** ((known_prefix.value - unknown_prefix.value) * 1_0)
  							)
  							return unknown_amount
  
  
  if __name__ == "__main__":
  	import doctest
  
  	doctest.testmod()
  
  
  
  