
'''simple docstring'''





import inspect

from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
     import jax



@require_flax
class  lowerCAmelCase__   :



  '''simple docstring'''






  def 		_lowerCamelCase	(self  : List[Any]    )   ->       Tuple:
        snake_case_       ,	snake_case_						       =							self.prepare_init_args_and_inputs_for_common()

        snake_case_						       =							self.model_class(**lowerCAmelCase_    )
        snake_case_						       =							model.init(inputs_dict["prng_key"]	, inputs_dict["sample"]    )
        jax.lax.stop_gradient(lowerCAmelCase_    )

        snake_case_						       =							model.apply(lowerCAmelCase_	, inputs_dict["sample"]    )

        if isinstance(lowerCAmelCase_	, lowerCAmelCase_    ):
              snake_case_						       =							output.sample

        self.assertIsNotNone(lowerCAmelCase_    )
        snake_case_						       =							inputs_dict["sample"].shape
        self.assertEqual(output.shape	, lowerCAmelCase_	, "Input and output shapes do not match"    )

  def 		_lowerCamelCase	(self  : List[Any]    )   ->       Union[str, Any]:
        snake_case_       ,	snake_case_						       =							self.prepare_init_args_and_inputs_for_common()

        snake_case_						       =							16
        snake_case_						       =							(16, 32)

        snake_case_						       =							self.model_class(**lowerCAmelCase_    )
        snake_case_						       =							model.init(inputs_dict["prng_key"]	, inputs_dict["sample"]    )
        jax.lax.stop_gradient(lowerCAmelCase_    )

        snake_case_						       =							model.apply(lowerCAmelCase_	, inputs_dict["sample"]    )

        if isinstance(lowerCAmelCase_	, lowerCAmelCase_    ):
              snake_case_						       =							output.sample

        self.assertIsNotNone(lowerCAmelCase_    )
        snake_case_						       =							inputs_dict["sample"].shape
        self.assertEqual(output.shape	, lowerCAmelCase_	, "Input and output shapes do not match"    )


  def 		_lowerCamelCase	(self  : Optional[Any]    )   ->       Optional[Any]:
        snake_case_						       =							"kwargs" in inspect.signature(self.model_class.__init__    ).parameters
        snake_case_						       =							len(self.model_class._deprecated_kwargs    ) > 0

        if has_kwarg_in_model_class and not has_deprecated_kwarg:
              raise ValueError(
                  f'''{self.model_class} has `**kwargs` in its __init__ method but has not defined any deprecated kwargs'''
                  " under the `_deprecated_kwargs` class attribute. Make sure to either remove `**kwargs` if there are"
                  " no deprecated arguments or add the deprecated argument with `_deprecated_kwargs ="
                  " [<deprecated_argument>]`"    )

        if not has_kwarg_in_model_class and has_deprecated_kwarg:
              raise ValueError(
                  f'''{self.model_class} doesn\'t have `**kwargs` in its __init__ method but has defined deprecated kwargs'''
                  " under the `_deprecated_kwargs` class attribute. Make sure to either add the `**kwargs` argument to"
                  f''' {self.model_class}.__init__ if there are deprecated arguments or remove the deprecated argument'''
                  " from `_deprecated_kwargs = [<deprecated_argument>]`"    )



'''simple docstring'''





from __future__ import annotations

A           =   [2, 1, 4, 5, 6, 0, 8, 9, 1, 2, 0, 6, 4, 2, 0, 6, 5, 3, 2, 7]



class  lowerCAmelCase__   :



  '''simple docstring'''






  def __init__(self  : Optional[int]	, lowerCAmelCase_  : int    )   ->       None:
        snake_case_						       =							-1
        snake_case_						       =							-1
        snake_case_						       =							[-1] * length
        snake_case_						       =							None
        snake_case_						       =							None


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

def   snake_case_       (							_a     :							list[int]			):
      snake_case_						       =							Node(len(_a			)			)
      snake_case_       ,	snake_case_						       =							min(_a			), max(_a			)
      # Leaf node case where the node contains only one unique value
      if root.minn == root.maxx:
            return root
      snake_case_						       =							(root.minn + root.maxx) // 2

      snake_case_						       =							[]
      snake_case_						       =							[]

      for index, num in enumerate(_a			):
            if num <= pivot:
                  left_arr.append(_a			)
            else:
                  right_arr.append(_a			)
            snake_case_						       =							len(_a			)
      snake_case_						       =							build_tree(_a			)
      snake_case_						       =							build_tree(_a			)
      return root
def   snake_case_       (							_a     :							Node | None ,					_a     :							int ,					_a     :							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
      snake_case_						       =							(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 ,					_a ,					node.map_left[index] - 1			)
      else:
            # go to the right subtree and map index to the right subtree
            return rank_till_index(node.right ,					_a ,					index - node.map_left[index]			)
def   snake_case_       (							_a     :							Node | None ,					_a     :							int ,					_a     :							int ,					_a     :							int			):
      if start > end:
            return 0
      snake_case_						       =							rank_till_index(_a ,					_a ,					_a			)
      snake_case_						       =							rank_till_index(_a ,					_a ,					start - 1			)
      return rank_till_end - rank_before_start
def   snake_case_       (							_a     :							Node | None ,					_a     :							int ,					_a     :							int ,					_a     :							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]
      snake_case_						       =							node.map_left[end] - (
          node.map_left[start - 1] if start else 0
      )
      if num_elements_in_left_tree > index:
            return quantile(
                node.left ,					_a ,					(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   snake_case_       (							_a     :							Node | None ,					_a     :							int ,					_a     :							int ,					_a     :							int ,					_a     :							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
      snake_case_						       =							range_counting(
          node.left ,					(node.map_left[start - 1] if start else 0) ,					node.map_left[end] - 1 ,					_a ,					_a ,					)
      snake_case_						       =							range_counting(
          node.right ,					start - (node.map_left[start - 1] if start else 0) ,					end - node.map_left[end] ,					_a ,					_a ,					)
      return left + right


if __name__ == "__main__":
     import doctest

     doctest.testmod()

