


'''simple docstring'''



from __future__ import annotations

A__		: List[str]												=  [2, 1, 4, 5, 6, 0, 8, 9, 1, 2, 0, 6, 4, 2, 0, 6, 5, 3, 2, 7]





class        UpperCAmelCase_  :





    """simple docstring"""






    def __init__(							self      ,					SCREAMING_SNAKE_CASE_     )    ->					None:
         __lowerCamelCase       :     int        =		-1
         __lowerCamelCase       :     int        =		-1
         __lowerCamelCase       :     list[int]        =		[-1] * length
         __lowerCamelCase       :     Node | None        =		None
         __lowerCamelCase       :     Node | None        =		None







    def __repr__(							self     )    ->					str:
         return f'Node(min_value={self.minn} max_value={self.maxx})'







def       UpperCAmelCase__ (     UpperCAmelCase_   :    list[int]							)					->		Node | None:
     __lowerCamelCase       :     Tuple        =		Node(len(UpperCAmelCase_							)							)
     __lowerCamelCase    ,	__lowerCamelCase       :     Tuple        =		min(UpperCAmelCase_							), max(UpperCAmelCase_							)
     # Leaf node case where the node contains only one unique value
     if root.minn == root.maxx:
          return root
     __lowerCamelCase       :     Union[str, Any]        =		(root.minn + root.maxx) // 2

     __lowerCamelCase       :     list[int]        =		[]
     __lowerCamelCase       :     list[int]        =		[]

     for index, num in enumerate(UpperCAmelCase_							):
          if num <= pivot:
               left_arr.append(UpperCAmelCase_							)
          else:
               right_arr.append(UpperCAmelCase_							)
          __lowerCamelCase       :     Dict        =		len(UpperCAmelCase_							)
     __lowerCamelCase       :     Any        =		build_tree(UpperCAmelCase_							)
     __lowerCamelCase       :     Any        =		build_tree(UpperCAmelCase_							)
     return root



def       UpperCAmelCase__ (     UpperCAmelCase_   :    Node | None				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int							)					->		int:
     if index < 0 or node is None:
          return 0
     # Leaf node cases
     if node.minn == node.maxx:
          return index + 1 if node.minn == num else 0
     __lowerCamelCase       :     Optional[int]        =		(node.minn + node.maxx) // 2
     if num <= pivot:
          # go the left subtree and map index to the left subtree
          return rank_till_index(node.left				,   UpperCAmelCase_				,   node.map_left[index] - 1							)
     else:
          # go to the right subtree and map index to the right subtree
          return rank_till_index(node.right				,   UpperCAmelCase_				,   index - node.map_left[index]							)



def       UpperCAmelCase__ (     UpperCAmelCase_   :    Node | None				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int							)					->		int:
     if start > end:
          return 0
     __lowerCamelCase       :     str        =		rank_till_index(UpperCAmelCase_				,   UpperCAmelCase_				,   UpperCAmelCase_							)
     __lowerCamelCase       :     str        =		rank_till_index(UpperCAmelCase_				,   UpperCAmelCase_				,   start - 1							)
     return rank_till_end - rank_before_start



def       UpperCAmelCase__ (     UpperCAmelCase_   :    Node | None				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int							)					->		int:
     if index > (end - start) or start > end or node is None:
          return -1
     # Leaf node case
     if node.minn == node.maxx:
          return node.minn
     # Number of elements in the left subtree in interval [start, end]
     __lowerCamelCase       :     Any        =		node.map_left[end] - (
         node.map_left[start - 1] if start else 0
     )
     if num_elements_in_left_tree > index:
          return quantile(
              node.left				,   UpperCAmelCase_				,   (node.map_left[start - 1] if start else 0)				,   node.map_left[end] - 1				,   )
     else:
          return quantile(
              node.right				,   index - num_elements_in_left_tree				,   start - (node.map_left[start - 1] if start else 0)				,   end - node.map_left[end]				,   )



def       UpperCAmelCase__ (     UpperCAmelCase_   :    Node | None				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int				,   UpperCAmelCase_   :    int							)					->		int:
     if (
         start > end
         or node is None
         or start_num > end_num
         or node.minn > end_num
         or node.maxx < start_num
     ):
          return 0
     if start_num <= node.minn and node.maxx <= end_num:
          return end - start + 1
     __lowerCamelCase       :     Optional[Any]        =		range_counting(
         node.left				,   (node.map_left[start - 1] if start else 0)				,   node.map_left[end] - 1				,   UpperCAmelCase_				,   UpperCAmelCase_				,   )
     __lowerCamelCase       :     Union[str, Any]        =		range_counting(
         node.right				,   start - (node.map_left[start - 1] if start else 0)				,   end - node.map_left[end]				,   UpperCAmelCase_				,   UpperCAmelCase_				,   )
     return left + right


if __name__ == "__main__":
      import doctest

      doctest.testmod()










'''simple docstring'''



import glob
import os

from get_test_info import get_tester_classes


if __name__ == "__main__":
      A__		: Optional[int]												=  []

      A__		: List[Any]												=  os.path.join("""tests""", """models""", """**""", """test_modeling_*.py""")
      A__		: Optional[int]												=  glob.glob(pattern)
      # TODO: deal with TF/Flax too
      A__		: List[str]												=  [
          x for x in test_files if not (x.startswith("""test_modeling_tf_""") or x.startswith("""test_modeling_flax_"""))
      ]

      for test_file in test_files:
            A__		: Tuple												=  get_tester_classes(test_file)
            for tester_class in tester_classes:
                  # A few tester classes don't have `parent` parameter in `__init__`.
                  # TODO: deal this better
                  try:
                        A__		: Tuple												=  tester_class(parent=None)
                  except Exception:
                        continue
                  if hasattr(tester, """get_config"""):
                        A__		: Any												=  tester.get_config()
                        for k, v in config.to_dict().items():
                              if isinstance(v, int):
                                    A__		: List[Any]												=  None
                                    if k in ["vocab_size"]:
                                          A__		: Any												=  100
                                    elif k in ["max_position_embeddings"]:
                                          A__		: List[Any]												=  128
                                    elif k in ["hidden_size", "d_model"]:
                                          A__		: List[str]												=  40
                                    elif k == ["num_layers", "num_hidden_layers", "num_encoder_layers", "num_decoder_layers"]:
                                          A__		: str												=  5
                                    if target is not None and v > target:
                                          failures.append(
                                              f'''{tester_class.__name__} will produce a `config` of type `{config.__class__.__name__}`'''
                                              f''' with config["{k}"] = {v} which is too large for testing! Set its value to be smaller'''
                                              f''' than {target}.'''
                                          )

      if len(failures) > 0:
            raise Exception(f'''There were {len(failures)} failures:\n''' + """\n""".join(failures))






