





from __future__ import annotations






def 							_lowerCAmelCase (  _a   :					int = 4			)	->			list[list[int]]:
     lowerCAmelCase_					:       Tuple    =		abs(_a			) or 4
     return [[1 + x + y * row_size for x in range(_a			)] for y in range(_a			)]






def 							_lowerCAmelCase (  _a   :					list[list[int]]			)	->			list[list[int]]:
     return reverse_row(transpose(_a			)			)
     # OR.. transpose(reverse_column(matrix))






def 							_lowerCAmelCase (  _a   :					list[list[int]]			)	->			list[list[int]]:
     return reverse_row(reverse_column(_a			)			)
     # OR.. reverse_column(reverse_row(matrix))






def 							_lowerCAmelCase (  _a   :					list[list[int]]			)	->			list[list[int]]:
     return reverse_column(transpose(_a			)			)
     # OR.. transpose(reverse_row(matrix))






def 							_lowerCAmelCase (  _a   :					list[list[int]]			)	->			list[list[int]]:
     lowerCAmelCase_					:       Union[str, Any]    =		[list(_a			) for x in zip(*_a			)]
     return matrix






def 							_lowerCAmelCase (  _a   :					list[list[int]]			)	->			list[list[int]]:
     lowerCAmelCase_					:       Tuple    =		matrix[::-1]
     return matrix






def 							_lowerCAmelCase (  _a   :					list[list[int]]			)	->			list[list[int]]:
     lowerCAmelCase_					:       List[str]    =		[x[::-1] for x in matrix]
     return matrix






def 							_lowerCAmelCase (  _a   :					list[list[int]]			)	->			None:
     for i in matrix:
          print(*_a			)


if __name__ == "__main__":
      UpperCAmelCase_					:   Optional[int] 							=						make_matrix()
      print("""\norigin:\n""")
      print_matrix(matrix)
      print("""\nrotate 90 counterclockwise:\n""")
      print_matrix(rotate_aa(matrix))

      UpperCAmelCase_					:   List[Any] 							=						make_matrix()
      print("""\norigin:\n""")
      print_matrix(matrix)
      print("""\nrotate 180:\n""")
      print_matrix(rotate_aaa(matrix))

      UpperCAmelCase_					:   List[Any] 							=						make_matrix()
      print("""\norigin:\n""")
      print_matrix(matrix)
      print("""\nrotate 270 counterclockwise:\n""")
      print_matrix(rotate_aaa(matrix))







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


UpperCAmelCase_					:   List[str] 							=						logging.get_logger(__name__)

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





class      lowercase__    (							__A     ,					__A  ):
  __UpperCamelCase	     =  """bit"""
  __UpperCamelCase	     =  ["""preactivation""", """bottleneck"""]
  __UpperCamelCase	     =  ["""SAME""", """VALID"""]







  def __init__(	self    ,						_lowercase=3    ,						_lowercase=64    ,						_lowercase=[256, 512, 1_024, 2_048]    ,						_lowercase=[3, 4, 6, 3]    ,						_lowercase="preactivation"    ,						_lowercase="relu"    ,						_lowercase=None    ,						_lowercase=32    ,						_lowercase=0.0    ,						_lowercase=False    ,						_lowercase=32    ,						_lowercase=1    ,						_lowercase=None    ,						_lowercase=None    ,						**_lowercase    ,						):
       super().__init__(**_lowercase						)
       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:
                 lowerCAmelCase_					:       int    =		global_padding.upper()
            else:
                 raise ValueError(F'Padding strategy {global_padding} not supported'						)
       lowerCAmelCase_					:       Optional[Any]    =		num_channels
       lowerCAmelCase_					:       List[str]    =		embedding_size
       lowerCAmelCase_					:       Dict    =		hidden_sizes
       lowerCAmelCase_					:       Optional[int]    =		depths
       lowerCAmelCase_					:       List[Any]    =		layer_type
       lowerCAmelCase_					:       Union[str, Any]    =		hidden_act
       lowerCAmelCase_					:       Optional[int]    =		global_padding
       lowerCAmelCase_					:       Optional[Any]    =		num_groups
       lowerCAmelCase_					:       Optional[Any]    =		drop_path_rate
       lowerCAmelCase_					:       Tuple    =		embedding_dynamic_padding
       lowerCAmelCase_					:       Any    =		output_stride
       lowerCAmelCase_					:       List[Any]    =		width_factor

       lowerCAmelCase_					:       Union[str, Any]    =		["""stem"""] + [F'stage{idx}' for idx in range(1    ,						len(_lowercase						) + 1						)]
       lowerCAmelCase_   ,  lowerCAmelCase_					:       Tuple    =		get_aligned_output_features_output_indices(
           out_features=_lowercase    ,						out_indices=_lowercase    ,						stage_names=self.stage_names						)
