


"""simple docstring"""



import copy

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


__snake_case             =   logging.get_logger(__name__)







class _lowerCAmelCase    (				snake_case_						):
   __UpperCAmelCase			:	List[str]							  =  '''upernet'''







   def __init__(     self						,     UpperCamelCase__=None						,     UpperCamelCase__=512						,     UpperCamelCase__=0.02						,     UpperCamelCase__=[1, 2, 3, 6]						,     UpperCamelCase__=True						,     UpperCamelCase__=0.4						,     UpperCamelCase__=384						,     UpperCamelCase__=256						,     UpperCamelCase__=1						,     UpperCamelCase__=False						,     UpperCamelCase__=255						,     **UpperCamelCase__						,     )     ->		Union[str, Any]:

       '''simple docstring'''




       super().__init__(**UpperCamelCase__						)

       if backbone_config is None:
           logger.info("`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone."						)
           snake_case   :				Dict				 =   CONFIG_MAPPING["resnet"](out_features=["stage1", "stage2", "stage3", "stage4"]						)
       elif isinstance(UpperCamelCase__						,     UpperCamelCase__						):
           snake_case   :				Union[str, Any]				 =   backbone_config.get("model_type"						)
           snake_case   :				int				 =   CONFIG_MAPPING[backbone_model_type]
           snake_case   :				List[Any]				 =   config_class.from_dict(UpperCamelCase__						)

       snake_case   :				Any				 =   backbone_config
       snake_case   :				Any				 =   hidden_size
       snake_case   :				List[str]				 =   initializer_range
       snake_case   :				Union[str, Any]				 =   pool_scales
       snake_case   :				str				 =   use_auxiliary_head
       snake_case   :				Any				 =   auxiliary_loss_weight
       snake_case   :				Dict				 =   auxiliary_in_channels
       snake_case   :				List[str]				 =   auxiliary_channels
       snake_case   :				Optional[Any]				 =   auxiliary_num_convs
       snake_case   :				int				 =   auxiliary_concat_input
       snake_case   :				Tuple				 =   loss_ignore_index







   def 			lowerCamelCase		(     self						)     ->		Optional[int]:

       '''simple docstring'''




       snake_case   :				Optional[int]				 =   copy.deepcopy(self.__dict__						)
       snake_case   :				Tuple				 =   self.backbone_config.to_dict()
       snake_case   :				Dict				 =   self.__class__.model_type
       return output









"""simple docstring"""



import math
import sys







def   __lowerCAmelCase						(						lowercase  :  int			)     ->						int:


    """simple docstring"""





    if number != int(lowercase			):
        raise ValueError("the value of input must be a natural number"			)
    if number < 0:
        raise ValueError("the value of input must not be a negative number"			)
    if number == 0:
        return 1
    snake_case   :				Optional[Any]				 =   [-1] * (number + 1)
    snake_case   :				str				 =   0
    for i in range(1						,							number + 1			):
        snake_case   :				List[Any]				 =   sys.maxsize
        snake_case   :				Union[str, Any]				 =   int(math.sqrt(lowercase			)			)
        for j in range(1						,							root + 1			):
            snake_case   :				List[str]				 =   1 + answers[i - (j**2)]
            snake_case   :				Optional[Any]				 =   min(lowercase						,							lowercase			)
        snake_case   :				Any				 =   answer
    return answers[number]


if __name__ == "__main__":
  import doctest

  doctest.testmod()





