




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		int   )						->							str:
    if not isinstance(__UpperCamelCase ,  __UpperCamelCase   ):
        UpperCAmelCase_											=  (
            '''operation can not be conducted on a object of type '''
            f'{type(__UpperCamelCase   ).__name__}'
        )
        raise TypeError(__UpperCamelCase   )
    UpperCAmelCase_											=  ''''''
    for _ in range(0 ,  32   ):
        bit_string += str(number % 2   )
        UpperCAmelCase_											=  number >> 1
    return bit_string




def       SCREAMING_SNAKE_CASE			( __UpperCamelCase    :		int   )						->							str:
    if number < 0:
        raise ValueError('''the value of input must be positive'''   )
    elif isinstance(__UpperCamelCase ,  __UpperCamelCase   ):
        raise TypeError('''Input value must be a \'int\' type'''   )
    elif isinstance(__UpperCamelCase ,  __UpperCamelCase   ):
        raise TypeError('''\'<\' not supported between instances of \'str\' and \'int\''''   )
    UpperCAmelCase_											=  0
    # iterator over [1 to 32],since we are dealing with 32 bit integer
    for _ in range(1 ,  33   ):
        # left shift the bits by unity
        UpperCAmelCase_											=  result << 1
        # get the end bit
        UpperCAmelCase_											=  number % 2
        # right shift the bits by unity
        UpperCAmelCase_											=  number >> 1
        # add that bit to our ans
        UpperCAmelCase_											=  result | end_bit
    return get_reverse_bit_string(__UpperCamelCase   )


if __name__ == "__main__":
 import doctest

 doctest.testmod()











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    				=		logging.get_logger(__name__)

_lowerCamelCase    				=		{
    '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     a  (     _A    ):

     '''simple docstring'''





     lowerCAmelCase       : Any     	=						'vit-hybrid'
     def __init__(			self     :    str      ,					__snake_case     :    str=None      ,					__snake_case     :    List[Any]=7_68      ,					__snake_case     :    List[Any]=12      ,					__snake_case     :    Dict=12      ,					__snake_case     :    Optional[int]=30_72      ,					__snake_case     :    Optional[int]="gelu"      ,					__snake_case     :    Union[str, Any]=0.0      ,					__snake_case     :    Any=0.0      ,					__snake_case     :    List[Any]=0.02      ,					__snake_case     :    Union[str, Any]=1E-12      ,					__snake_case     :    Optional[int]=2_24      ,					__snake_case     :    Optional[int]=1      ,					__snake_case     :    Tuple=3      ,					__snake_case     :    Union[str, Any]=[1, 10_24, 24, 24]      ,					__snake_case     :    List[Any]=True      ,					**__snake_case     :    Tuple      ,					):
         super().__init__(**__snake_case       )

         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(__snake_case      ,					__snake_case       ):
             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(**__snake_case       )

         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 						lowerCamelCase_     (			self     :    Any       ):
         UpperCAmelCase_											=  copy.deepcopy(self.__dict__       )
         UpperCAmelCase_											=  self.backbone_config.to_dict()
         UpperCAmelCase_											=  self.__class__.model_type
         return output





