





"""simple docstring"""





from ...configuration_utils import PretrainedConfig




class 							snake_case							(			UpperCAmelCase_ ):

      '''simple docstring'''



      _A     :       Union[str, Any]         =       'bert-generation'

      def __init__(							self       :      str						,				__lowercase       :      List[str]=50_358						,				__lowercase       :      str=1_024						,				__lowercase       :      str=24						,				__lowercase       :      Any=16						,				__lowercase       :      Optional[int]=4_096						,				__lowercase       :      Optional[int]="gelu"						,				__lowercase       :      Optional[Any]=0.1						,				__lowercase       :      Optional[Any]=0.1						,				__lowercase       :      Optional[Any]=512						,				__lowercase       :      List[Any]=0.0_2						,				__lowercase       :      List[str]=1e-12						,				__lowercase       :      List[Any]=0						,				__lowercase       :      int=2						,				__lowercase       :      int=1						,				__lowercase       :      List[Any]="absolute"						,				__lowercase       :      Tuple=True						,				**__lowercase       :      Optional[Any]						,				):


        '''simple docstring'''




        super().__init__(pad_token_id=_lowercase						,				bos_token_id=_lowercase						,				eos_token_id=_lowercase						,				**_lowercase )

        __UpperCAmelCase    :						Any       =						vocab_size
        __UpperCAmelCase    :						List[Any]       =						hidden_size
        __UpperCAmelCase    :						Any       =						num_hidden_layers
        __UpperCAmelCase    :						List[Any]       =						num_attention_heads
        __UpperCAmelCase    :						Dict       =						hidden_act
        __UpperCAmelCase    :						Union[str, Any]       =						intermediate_size
        __UpperCAmelCase    :						str       =						hidden_dropout_prob
        __UpperCAmelCase    :						Any       =						attention_probs_dropout_prob
        __UpperCAmelCase    :						Union[str, Any]       =						max_position_embeddings
        __UpperCAmelCase    :						str       =						initializer_range
        __UpperCAmelCase    :						Tuple       =						layer_norm_eps
        __UpperCAmelCase    :						Dict       =						position_embedding_type
        __UpperCAmelCase    :						int       =						use_cache






"""simple docstring"""





def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  )						->Tuple:





  """simple docstring"""


  return (pointa[0] - pointa[0]) ** 2 + (pointa[1] - pointa[1]) ** 2


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_=0  )						->Dict:





  """simple docstring"""


  return sorted(UpperCAmelCase_  ,			key=lambda UpperCAmelCase_  : x[column]  )


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  ,			UpperCAmelCase_=float('''inf'''  )  )						->str:





  """simple docstring"""


  for i in range(points_counts - 1  ):
    for j in range(i + 1  ,			UpperCAmelCase_  ):
      __UpperCAmelCase    :						List[Any]       =						euclidean_distance_sqr(points[i]  ,			points[j]  )
      if current_dis < min_dis:
        __UpperCAmelCase    :						Tuple       =						current_dis
  return min_dis


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  ,			UpperCAmelCase_=float('''inf'''  )  )						->str:





  """simple docstring"""


  for i in range(min(6  ,			points_counts - 1  )  ,			UpperCAmelCase_  ):
    for j in range(max(0  ,			i - 6  )  ,			UpperCAmelCase_  ):
      __UpperCAmelCase    :						Dict       =						euclidean_distance_sqr(points[i]  ,			points[j]  )
      if current_dis < min_dis:
        __UpperCAmelCase    :						Tuple       =						current_dis
  return min_dis


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  ,			UpperCAmelCase_  )						->Any:





  """simple docstring"""


  if points_counts <= 3:
    return dis_between_closest_pair(UpperCAmelCase_  ,			UpperCAmelCase_  )

  # recursion
  __UpperCAmelCase    :						Any       =						points_counts // 2
  __UpperCAmelCase    :						Any       =						closest_pair_of_points_sqr(
      UpperCAmelCase_  ,			points_sorted_on_y[:mid]  ,			UpperCAmelCase_  )
  __UpperCAmelCase    :						Tuple       =						closest_pair_of_points_sqr(
      UpperCAmelCase_  ,			points_sorted_on_y[mid:]  ,			points_counts - mid  )
  __UpperCAmelCase    :						List[Any]       =						min(UpperCAmelCase_  ,			UpperCAmelCase_  )
  __UpperCAmelCase    :						int       =						[]
  for point in points_sorted_on_x:
    if abs(point[0] - points_sorted_on_x[mid][0]  ) < closest_pair_dis:
      cross_strip.append(UpperCAmelCase_  )

  __UpperCAmelCase    :						Union[str, Any]       =						dis_between_closest_in_strip(
      UpperCAmelCase_  ,			len(UpperCAmelCase_  )  ,			UpperCAmelCase_  )
  return min(UpperCAmelCase_  ,			UpperCAmelCase_  )


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  )						->List[Any]:





  """simple docstring"""


  __UpperCAmelCase    :						str       =						column_based_sort(UpperCAmelCase_  ,			column=0  )
  __UpperCAmelCase    :						Any       =						column_based_sort(UpperCAmelCase_  ,			column=1  )
  return (
      closest_pair_of_points_sqr(
          UpperCAmelCase_  ,			UpperCAmelCase_  ,			UpperCAmelCase_  )
  ) ** 0.5


if __name__ == "__main__":
  lowercase__				:Optional[Any]				   =       [(2, 3), (1_2, 3_0), (4_0, 5_0), (5, 1), (1_2, 1_0), (3, 4)]
  print('Distance:', closest_pair_of_points(points, len(points)))