

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


__A			:					Tuple						=			logging.get_logger(__name__)

__A			:					int						=			{
    'google/bit-50': 'https://huggingface.co/google/bit-50/resolve/main/config.json',
}





class 			_SCREAMING_SNAKE_CASE (   __snake_case					,       __snake_case		):







   '''simple docstring'''




   lowerCamelCase__				=      "bit"
   lowerCamelCase__				=      ["preactivation", "bottleneck"]
   lowerCamelCase__				=      ["SAME", "VALID"]





   def __init__(       self					:			List[str]     , __lowerCamelCase					:			Any=3     , __lowerCamelCase					:			Optional[Any]=64     , __lowerCamelCase					:			str=[256, 512, 1024, 2048]     , __lowerCamelCase					:			str=[3, 4, 6, 3]     , __lowerCamelCase					:			int="preactivation"     , __lowerCamelCase					:			Optional[int]="relu"     , __lowerCamelCase					:			int=None     , __lowerCamelCase					:			List[Any]=32     , __lowerCamelCase					:			Dict=0.0     , __lowerCamelCase					:			Optional[int]=False     , __lowerCamelCase					:			Optional[int]=32     , __lowerCamelCase					:			Optional[Any]=1     , __lowerCamelCase					:			Union[str, Any]=None     , __lowerCamelCase					:			Optional[Any]=None     , **__lowerCamelCase					:			Optional[int]     , ):
       super().__init__(**__lowerCamelCase			)
       if layer_type not in self.layer_types:
           raise ValueError(f"layer_type={layer_type} is not one of {','.join(self.layer_types			)}"			)
       if global_padding is not None:
           if global_padding.upper() in self.supported_padding:
               SCREAMING_SNAKE_CASE										=   global_padding.upper()
           else:
               raise ValueError(f"Padding strategy {global_padding} not supported"			)
       SCREAMING_SNAKE_CASE										=   num_channels
       SCREAMING_SNAKE_CASE										=   embedding_size
       SCREAMING_SNAKE_CASE										=   hidden_sizes
       SCREAMING_SNAKE_CASE										=   depths
       SCREAMING_SNAKE_CASE										=   layer_type
       SCREAMING_SNAKE_CASE										=   hidden_act
       SCREAMING_SNAKE_CASE										=   global_padding
       SCREAMING_SNAKE_CASE										=   num_groups
       SCREAMING_SNAKE_CASE										=   drop_path_rate
       SCREAMING_SNAKE_CASE										=   embedding_dynamic_padding
       SCREAMING_SNAKE_CASE										=   output_stride
       SCREAMING_SNAKE_CASE										=   width_factor

       SCREAMING_SNAKE_CASE										=   ["stem"] + [f"stage{idx}" for idx in range(1     , len(__lowerCamelCase			) + 1			)]
       SCREAMING_SNAKE_CASE							,	SCREAMING_SNAKE_CASE										=   get_aligned_output_features_output_indices(
           out_features=__lowerCamelCase     , out_indices=__lowerCamelCase     , stage_names=self.stage_names			)




"""simple docstring"""






# Function to print upper half of diamond (pyramid)


def      _lowercase							(    __snake_case      )		->  Dict:
			for i in range(0   ,__snake_case      ):
						for _ in range(0   ,n - i - 1      ):  # printing spaces
									print(" "   ,end=""      )
						for _ in range(0   ,i + 1      ):  # printing stars
									print("* "   ,end=""      )
						print()


def      _lowercase							(    __snake_case      )		->  Tuple:
			for i in range(__snake_case   ,0   ,-1      ):
						for _ in range(__snake_case   ,0   ,-1      ):  # printing stars
									print("* "   ,end=""      )
						print()
						for _ in range(n - i + 1   ,0   ,-1      ):  # printing spaces
									print(" "   ,end=""      )


def      _lowercase							(    __snake_case      )		->  Any:
			if n <= 0:
						print("       ...       ....        nothing printing :("      )
						return
			floyd(__snake_case      )  # upper half
			reverse_floyd(__snake_case      )  # lower half


if __name__ == "__main__":
	print(R'| /\ | |- |  |-  |--| |\  /| |-')
	print(R'|/  \| |- |_ |_  |__| | \/ | |_')
	__snake_case				:  Tuple =       1
	while K:
		__snake_case				:  List[str] =       int(input('enter the number and , and see the magic : '))
		print()
		pretty_print(user_number)
		__snake_case				:  Optional[Any] =       int(input('press 0 to exit... and 1 to continue...'))

	print('Good Bye...')