





from __future__ import annotations

import bisect






def 							_lowerCAmelCase (  _a   :					list[int]					,   _a   :					int					,   _a   :					int = 0					,   _a   :					int = -1			)	->			int:
     if hi < 0:
          lowerCAmelCase_					:       str    =		len(_a			)

     while lo < hi:
          lowerCAmelCase_					:       int    =		lo + (hi - lo) // 2
          if sorted_collection[mid] < item:
               lowerCAmelCase_					:       int    =		mid + 1
          else:
               lowerCAmelCase_					:       Tuple    =		mid

     return lo






def 							_lowerCAmelCase (  _a   :					list[int]					,   _a   :					int					,   _a   :					int = 0					,   _a   :					int = -1			)	->			int:
     if hi < 0:
          lowerCAmelCase_					:       Tuple    =		len(_a			)

     while lo < hi:
          lowerCAmelCase_					:       Optional[Any]    =		lo + (hi - lo) // 2
          if sorted_collection[mid] <= item:
               lowerCAmelCase_					:       Any    =		mid + 1
          else:
               lowerCAmelCase_					:       Optional[Any]    =		mid

     return lo






def 							_lowerCAmelCase (  _a   :					list[int]					,   _a   :					int					,   _a   :					int = 0					,   _a   :					int = -1			)	->			None:
     sorted_collection.insert(bisect_left(_a					,   _a					,   _a					,   _a			)					,   _a			)






def 							_lowerCAmelCase (  _a   :					list[int]					,   _a   :					int					,   _a   :					int = 0					,   _a   :					int = -1			)	->			None:
     sorted_collection.insert(bisect_right(_a					,   _a					,   _a					,   _a			)					,   _a			)






def 							_lowerCAmelCase (  _a   :					list[int]					,   _a   :					int			)	->			int | None:
     lowerCAmelCase_					:       Any    =		0
     lowerCAmelCase_					:       int    =		len(_a			) - 1

     while left <= right:
          lowerCAmelCase_					:       Any    =		left + (right - left) // 2
          lowerCAmelCase_					:       Tuple    =		sorted_collection[midpoint]
          if current_item == item:
               return midpoint
          elif item < current_item:
               lowerCAmelCase_					:       str    =		midpoint - 1
          else:
               lowerCAmelCase_					:       str    =		midpoint + 1
     return None






def 							_lowerCAmelCase (  _a   :					list[int]					,   _a   :					int			)	->			int | None:
     lowerCAmelCase_					:       Optional[int]    =		bisect.bisect_left(_a					,   _a			)
     if index != len(_a			) and sorted_collection[index] == item:
          return index
     return None






def 							_lowerCAmelCase (  _a   :					list[int]					,   _a   :					int					,   _a   :					int					,   _a   :					int			)	->			int | None:
     if right < left:
          return None

     lowerCAmelCase_					:       List[Any]    =		left + (right - left) // 2

     if sorted_collection[midpoint] == item:
          return midpoint
     elif sorted_collection[midpoint] > item:
          return binary_search_by_recursion(_a					,   _a					,   _a					,   midpoint - 1			)
     else:
          return binary_search_by_recursion(_a					,   _a					,   midpoint + 1					,   _a			)


if __name__ == "__main__":
      UpperCAmelCase_					:   Any 							=						input("""Enter numbers separated by comma:\n""").strip()
      UpperCAmelCase_					:   Union[str, Any] 							=						sorted(int(item) for item in user_input.split(""","""))
      UpperCAmelCase_					:   Tuple 							=						int(input("""Enter a single number to be found in the list:\n"""))
      UpperCAmelCase_					:   Optional[Any] 							=						binary_search(collection, target)
      if result is None:
            print(F"""{target} was not found in {collection}.""")
      else:
            print(F"""{target} was found at position {result} in {collection}.""")







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						)
