



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


UpperCamelCase_									=   logging.get_logger(__name__)

UpperCamelCase_									=   {
    '''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       _snake_case				(     __snake_case ):






   '''simple docstring'''






   A__      : List[Any]       =						"vit-hybrid"


   def __init__(    self:     Optional[int]  ,lowerCamelCase_:     str=None  ,lowerCamelCase_:     Union[str, Any]=768  ,lowerCamelCase_:     Dict=12  ,lowerCamelCase_:     List[Any]=12  ,lowerCamelCase_:     str=3072  ,lowerCamelCase_:     List[Any]="gelu"  ,lowerCamelCase_:     Any=0.0  ,lowerCamelCase_:     int=0.0  ,lowerCamelCase_:     int=0.0_2  ,lowerCamelCase_:     Tuple=1e-12  ,lowerCamelCase_:     Optional[int]=224  ,lowerCamelCase_:     Optional[int]=1  ,lowerCamelCase_:     List[Any]=3  ,lowerCamelCase_:     int=[1, 1024, 24, 24]  ,lowerCamelCase_:     Dict=True  ,**lowerCamelCase_:     Tuple  ,)	->      List[Any]:
       super().__init__(**lowerCamelCase_							)

       if backbone_config is None:
           logger.info("""`backbone_config` is `None`. Initializing the config with a `BiT` backbone."""							)
           UpperCAmelCase_     :       List[str]  		=					{
               """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:
               UpperCAmelCase_     :       Optional[Any]  		=					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_     :       List[Any]  		=					BitConfig
           UpperCAmelCase_     :       Any  		=					backbone_config_class(**lowerCamelCase_							)

       UpperCAmelCase_     :       Optional[Any]  		=					backbone_featmap_shape
       UpperCAmelCase_     :       Optional[Any]  		=					backbone_config
       UpperCAmelCase_     :       Dict  		=					hidden_size
       UpperCAmelCase_     :       Optional[Any]  		=					num_hidden_layers
       UpperCAmelCase_     :       List[str]  		=					num_attention_heads
       UpperCAmelCase_     :       List[str]  		=					intermediate_size
       UpperCAmelCase_     :       Dict  		=					hidden_act
       UpperCAmelCase_     :       Dict  		=					hidden_dropout_prob
       UpperCAmelCase_     :       Union[str, Any]  		=					attention_probs_dropout_prob
       UpperCAmelCase_     :       int  		=					initializer_range
       UpperCAmelCase_     :       Optional[int]  		=					layer_norm_eps
       UpperCAmelCase_     :       List[Any]  		=					image_size
       UpperCAmelCase_     :       Optional[int]  		=					patch_size
       UpperCAmelCase_     :       List[Any]  		=					num_channels
       UpperCAmelCase_     :       str  		=					qkv_bias






   def       A__    (    self:     Optional[Any]							)	->      Dict[str, any]:
       UpperCAmelCase_     :       Dict  		=					copy.deepcopy(self.__dict__							)
       UpperCAmelCase_     :       Optional[int]  		=					self.backbone_config.to_dict()
       UpperCAmelCase_     :       Any  		=					self.__class__.model_type
       return output





import math







def 							A     (						__UpperCAmelCase      )			->			str:



						'''simple docstring'''






						if number == 0:
												UpperCAmelCase_					=	'''Zero'''
												return words
						else:
												UpperCAmelCase_					=	math.logaa(__UpperCAmelCase      )
												UpperCAmelCase_					=	digits + 1
												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	'''One'''
												UpperCAmelCase_					=	'''Two'''
												UpperCAmelCase_					=	'''Three'''
												UpperCAmelCase_					=	'''Four'''
												UpperCAmelCase_					=	'''Five'''
												UpperCAmelCase_					=	'''Six'''
												UpperCAmelCase_					=	'''Seven'''
												UpperCAmelCase_					=	'''Eight'''
												UpperCAmelCase_					=	'''Nine'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	'''Twenty'''
												UpperCAmelCase_					=	'''Thirty'''
												UpperCAmelCase_					=	'''Forty'''
												UpperCAmelCase_					=	'''Fifty'''
												UpperCAmelCase_					=	'''Sixty'''
												UpperCAmelCase_					=	'''Seventy'''
												UpperCAmelCase_					=	'''Eighty'''
												UpperCAmelCase_					=	'''Ninety'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	'''Ten'''
												UpperCAmelCase_					=	'''Eleven'''
												UpperCAmelCase_					=	'''Twelve'''
												UpperCAmelCase_					=	'''Thirteen'''
												UpperCAmelCase_					=	'''Fourteen'''
												UpperCAmelCase_					=	'''Fifteen'''
												UpperCAmelCase_					=	'''Sixteen'''
												UpperCAmelCase_					=	'''Seventeen'''
												UpperCAmelCase_					=	'''Eighteen'''
												UpperCAmelCase_					=	'''Nineteen'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	'''Hundred,'''
												UpperCAmelCase_					=	'''Thousand,'''
												UpperCAmelCase_					=	'''Lakh,'''
												UpperCAmelCase_					=	'''Crore,'''

												UpperCAmelCase_					=	number
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	0
												UpperCAmelCase_					=	int(__UpperCAmelCase      )
												while counter < digits:
																		UpperCAmelCase_					=	temp_num % 10
																		if counter % 2 == 0:
																								UpperCAmelCase_					=	''''''
																								if counter in placevalue and current != 0:
																														UpperCAmelCase_					=	placevalue[counter]
																								if counter == 2:
																														UpperCAmelCase_					=	singles[current] + addition + words
																								elif counter == 0:
																														if ((temp_num % 100) // 10) == 1:
																																				UpperCAmelCase_					=	teens[current] + addition + words
																																				UpperCAmelCase_					=	temp_num // 10
																																				counter += 1
																														else:
																																				UpperCAmelCase_					=	singles[current] + addition + words

																								else:
																														UpperCAmelCase_					=	doubles[current] + addition + words

																		else:
																								if counter == 1:
																														if current == 1:
																																				UpperCAmelCase_					=	teens[number % 10] + words
																														else:
																																				UpperCAmelCase_					=	''''''
																																				if counter in placevalue:
																																										UpperCAmelCase_					=	placevalue[counter]
																																				UpperCAmelCase_					=	doubles[current] + addition + words
																								else:
																														UpperCAmelCase_					=	''''''
																														if counter in placevalue:
																																				if current == 0 and ((temp_num % 100) // 10) == 0:
																																										UpperCAmelCase_					=	''''''
																																				else:
																																										UpperCAmelCase_					=	placevalue[counter]
																														if ((temp_num % 100) // 10) == 1:
																																				UpperCAmelCase_					=	teens[current] + addition + words
																																				UpperCAmelCase_					=	temp_num // 10
																																				counter += 1
																														else:
																																				UpperCAmelCase_					=	singles[current] + addition + words
																		counter += 1
																		UpperCAmelCase_					=	temp_num // 10
						return words


if __name__ == "__main__":
							import doctest

							doctest.testmod()





