

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  __lowerCamelCase				(	__snake_case	):
      lowerCamelCase_	:      List[str]          =					'vit-hybrid'







      def __init__(     self							,  lowerCamelCase=None							,  lowerCamelCase=768							,  lowerCamelCase=12							,  lowerCamelCase=12							,  lowerCamelCase=3072							,  lowerCamelCase="gelu"							,  lowerCamelCase=0.0							,  lowerCamelCase=0.0							,  lowerCamelCase=0.02							,  lowerCamelCase=1e-12							,  lowerCamelCase=224							,  lowerCamelCase=1							,  lowerCamelCase=3							,  lowerCamelCase=[1, 1024, 24, 24]							,  lowerCamelCase=True							,  **lowerCamelCase							,  )						->       List[str]:
        super().__init__(**lowerCamelCase   )

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

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

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







      def 	lowerCAmelCase_    (     self   )						->       Dict[str, any]:
        snake_case_       						=      copy.deepcopy(self.__dict__   )
        snake_case_       						=      self.backbone_config.to_dict()
        snake_case_       						=      self.__class__.model_type
        return output


def    UpperCamelCase(					lowercase_							)	->				int:





  '''simple docstring'''





  return int(lowercase_							) if x - int(lowercase_							) <= 0 else int(lowercase_							) + 1


if __name__ == "__main__":
    import doctest

    doctest.testmod()