





"""simple docstring"""
import gc
import unittest

from parameterized import parameterized

from diffusers import FlaxUNetaDConditionModel
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import load_hf_numpy, require_flax, slow


if is_flax_available():
   import jax
   import jax.numpy as jnp
@slow
@require_flax
class lowerCamelCase__	(     unittest.TestCase					):



   def  _UpperCAmelCase						(							self   , snake_case   , snake_case						)			->     Any:







      """simple docstring"""
      return f'''gaussian_noise_s={seed}_shape={'_'.join([str(lowercase_						) for s in shape]						)}.npy'''



   def  _UpperCAmelCase						(							self						)			->     Union[str, Any]:







      """simple docstring"""
      super().tearDown()
      gc.collect()



   def  _UpperCAmelCase						(							self   , snake_case=0   , snake_case=(4, 4, 6_4, 6_4)   , snake_case=False						)			->     Union[str, Any]:







      """simple docstring"""
      lowercase     :      Tuple	=							jnp.bfloataa if fpaa else jnp.floataa
      lowercase     :      Union[str, Any]	=							jnp.array(load_hf_numpy(self.get_file_format(lowercase_   , lowercase_						)						)   , dtype=lowercase_						)
      return image



   def  _UpperCAmelCase						(							self   , snake_case=False   , snake_case="CompVis/stable-diffusion-v1-4"						)			->     Optional[Any]:







      """simple docstring"""
      lowercase     :      Union[str, Any]	=							jnp.bfloataa if fpaa else jnp.floataa
      lowercase     :      Optional[int]	=							'bf16' if fpaa else None

      lowercase     :      Tuple	=							FlaxUNetaDConditionModel.from_pretrained(
          lowercase_   , subfolder="""unet"""   , dtype=lowercase_   , revision=lowercase_						)
      return model, params



   def  _UpperCAmelCase						(							self   , snake_case=0   , snake_case=(4, 7_7, 7_6_8)   , snake_case=False						)			->     List[Any]:







      """simple docstring"""
      lowercase     :      int	=							jnp.bfloataa if fpaa else jnp.floataa
      lowercase     :      Union[str, Any]	=							jnp.array(load_hf_numpy(self.get_file_format(lowercase_   , lowercase_						)						)   , dtype=lowercase_						)
      return hidden_states



   @parameterized.expand(
       [
           # fmt: off
           [8_3, 4, [-0.23_23, -0.13_04, 0.08_13, -0.30_93, -0.09_19, -0.15_71, -0.11_25, -0.58_06]],
           [1_7, 0.55, [-0.08_31, -0.24_43, 0.09_01, -0.09_19, 0.33_96, 0.01_03, -0.37_43, 0.07_01]],
           [8, 0.89, [-0.48_63, 0.08_59, 0.08_75, -0.16_58, 0.91_99, -0.01_14, 0.48_39, 0.46_39]],
           [3, 1_0_0_0, [-0.56_49, 0.24_02, -0.55_18, 0.12_48, 1.13_28, -0.24_43, -0.03_25, -1.00_78]],
           # fmt: on
       ]						)
   def  _UpperCAmelCase						(							self   , snake_case   , snake_case   , snake_case						)			->     List[Any]:







      """simple docstring"""
      lowercase     :      List[Any]	=							self.get_unet_model(model_id="""CompVis/stable-diffusion-v1-4"""   , fpaa=lowercase_						)
      lowercase     :      Optional[Any]	=							self.get_latents(lowercase_   , fpaa=lowercase_						)
      lowercase     :      Any	=							self.get_encoder_hidden_states(lowercase_   , fpaa=lowercase_						)

      lowercase     :      Optional[Any]	=							model.apply(
          {"""params""": params}   , lowercase_   , jnp.array(lowercase_   , dtype=jnp.intaa						)   , encoder_hidden_states=lowercase_   , ).sample

      assert sample.shape == latents.shape

      lowercase     :      Optional[Any]	=							jnp.asarray(jax.device_get((sample[-1, -2:, -2:, :2].flatten())						)   , dtype=jnp.floataa						)
      lowercase     :      Any	=							jnp.array(lowercase_   , dtype=jnp.floataa						)

      # Found torch (float16) and flax (bfloat16) outputs to be within this tolerance, in the same hardware
      assert jnp.allclose(lowercase_   , lowercase_   , atol=1E-2						)





   @parameterized.expand(
       [
           # fmt: off
           [8_3, 4, [0.15_14, 0.08_07, 0.16_24, 0.10_16, -0.18_96, 0.02_63, 0.06_77, 0.23_10]],
           [1_7, 0.55, [0.11_64, -0.02_16, 0.01_70, 0.15_89, -0.31_20, 0.10_05, -0.05_81, -0.14_58]],
           [8, 0.89, [-0.17_58, -0.01_69, 0.10_04, -0.14_11, 0.13_12, 0.11_03, -0.19_96, 0.21_39]],
           [3, 1_0_0_0, [0.12_14, 0.03_52, -0.07_31, -0.15_62, -0.09_94, -0.09_06, -0.23_40, -0.05_39]],
           # fmt: on
       ]						)
   def  _UpperCAmelCase						(							self   , snake_case   , snake_case   , snake_case						)			->     Dict:







      """simple docstring"""
      lowercase     :      Union[str, Any]	=							self.get_unet_model(model_id="""stabilityai/stable-diffusion-2"""   , fpaa=lowercase_						)
      lowercase     :      Any	=							self.get_latents(lowercase_   , shape=(4, 4, 9_6, 9_6)   , fpaa=lowercase_						)
      lowercase     :      Optional[Any]	=							self.get_encoder_hidden_states(lowercase_   , shape=(4, 7_7, 1_0_2_4)   , fpaa=lowercase_						)

      lowercase     :      str	=							model.apply(
          {"""params""": params}   , lowercase_   , jnp.array(lowercase_   , dtype=jnp.intaa						)   , encoder_hidden_states=lowercase_   , ).sample

      assert sample.shape == latents.shape

      lowercase     :      Dict	=							jnp.asarray(jax.device_get((sample[-1, -2:, -2:, :2].flatten())						)   , dtype=jnp.floataa						)
      lowercase     :      str	=							jnp.array(lowercase_   , dtype=jnp.floataa						)

      # Found torch (float16) and flax (bfloat16) outputs to be within this tolerance, on the same hardware
      assert jnp.allclose(lowercase_   , lowercase_   , atol=1E-2						)






from collections.abc import Iterable
from typing import Any




class A    :






      def __init__(   self		:	Dict     ,  lowercase_		:	int | None = None					)   ->		int:
             """simple docstring"""




             _lowerCamelCase			:						List[Any]            =value
             _lowerCamelCase			:						Node | None            =None  # Added in order to delete a node easier
             _lowerCamelCase			:						Node | None            =None
             _lowerCamelCase			:						Node | None            =None






      def __repr__(   self		:	Dict					)   ->		str:
             """simple docstring"""




             from pprint import pformat

             if self.left is None and self.right is None:
                    return str(self.value					)
             return pformat({F'''{self.value}''': (self.left, self.right)}     ,  indent=1					)




class A    :






      def __init__(   self		:	Union[str, Any]     ,  lowercase_		:	Node | None = None					)   ->		int:
             """simple docstring"""




             _lowerCamelCase			:						Optional[int]            =root






      def __str__(   self		:	Tuple					)   ->		str:
             """simple docstring"""




             return str(self.root					)






      def 			lowerCamelCase			(   self		:	Optional[Any]     ,  lowercase_		:	Node     ,  lowercase_		:	Node | None					)   ->		None:
             """simple docstring"""




             if new_children is not None:  # reset its kids
                    _lowerCamelCase			:						Optional[int]            =node.parent
             if node.parent is not None:  # reset its parent
                    if self.is_right(lowercase_					):  # If it is the right children
                           _lowerCamelCase			:						int            =new_children
                    else:
                           _lowerCamelCase			:						Dict            =new_children
             else:
                    _lowerCamelCase			:						Tuple            =new_children






      def 			lowerCamelCase			(   self		:	Optional[Any]     ,  lowercase_		:	Node					)   ->		bool:
             """simple docstring"""




             if node.parent and node.parent.right:
                    return node == node.parent.right
             return False






      def 			lowerCamelCase			(   self		:	int					)   ->		bool:
             """simple docstring"""




             return self.root is None






      def 			lowerCamelCase			(   self		:	List[Any]     ,  lowercase_		:	Union[str, Any]					)   ->		None:
             """simple docstring"""




             _lowerCamelCase			:						Optional[Any]            =Node(lowercase_					)  # create a new Node
             if self.empty():  # if Tree is empty
                    _lowerCamelCase			:						Union[str, Any]            =new_node  # set its root
             else:  # Tree is not empty
                    _lowerCamelCase			:						Optional[int]            =self.root  # from root
                    if parent_node is None:
                           return
                    while True:  # While we don't get to a leaf
                           if value < parent_node.value:  # We go left
                                  if parent_node.left is None:
                                         _lowerCamelCase			:						Optional[int]            =new_node  # We insert the new node in a leaf
                                         break
                                  else:
                                         _lowerCamelCase			:						Optional[Any]            =parent_node.left
                           else:
                                  if parent_node.right is None:
                                         _lowerCamelCase			:						Optional[Any]            =new_node
                                         break
                                  else:
                                         _lowerCamelCase			:						Optional[int]            =parent_node.right
                    _lowerCamelCase			:						Optional[Any]            =parent_node






      def 			lowerCamelCase			(   self		:	Any     ,  *lowercase_		:	Union[str, Any]					)   ->		None:
             """simple docstring"""




             for value in values:
                    self.__insert(lowercase_					)






      def 			lowerCamelCase			(   self		:	Optional[int]     ,  lowercase_		:	List[Any]					)   ->		Node | None:
             """simple docstring"""




             if self.empty():
                    raise IndexError('Warning: Tree is empty! please use another.'					)
             else:
                    _lowerCamelCase			:						int            =self.root
                    # use lazy evaluation here to avoid NoneType Attribute error
                    while node is not None and node.value is not value:
                           _lowerCamelCase			:						Dict            =node.left if value < node.value else node.right
                    return node






      def 			lowerCamelCase			(   self		:	Tuple     ,  lowercase_		:	Node | None = None					)   ->		Node | None:
             """simple docstring"""




             if node is None:
                    if self.root is None:
                           return None
                    _lowerCamelCase			:						Union[str, Any]            =self.root

             if not self.empty():
                    while node.right is not None:
                           _lowerCamelCase			:						Optional[int]            =node.right
             return node






      def 			lowerCamelCase			(   self		:	Optional[Any]     ,  lowercase_		:	Node | None = None					)   ->		Node | None:
             """simple docstring"""




             if node is None:
                    _lowerCamelCase			:						Union[str, Any]            =self.root
             if self.root is None:
                    return None
             if not self.empty():
                    _lowerCamelCase			:						Optional[int]            =self.root
                    while node.left is not None:
                           _lowerCamelCase			:						List[Any]            =node.left
             return node






      def 			lowerCamelCase			(   self		:	Tuple     ,  lowercase_		:	int					)   ->		None:
             """simple docstring"""




             _lowerCamelCase			:						List[str]            =self.search(lowercase_					)  # Look for the node with that label
             if node is not None:
                    if node.left is None and node.right is None:  # If it has no children
                           self.__reassign_nodes(lowercase_     ,  lowercase_					)
                    elif node.left is None:  # Has only right children
                           self.__reassign_nodes(lowercase_     ,  node.right					)
                    elif node.right is None:  # Has only left children
                           self.__reassign_nodes(lowercase_     ,  node.left					)
                    else:
                           _lowerCamelCase			:						List[str]            =self.get_max(
                               node.left					)  # Gets the max value of the left branch
                           self.remove(tmp_node.value					)  # type: ignore
                           _lowerCamelCase			:						Union[str, Any]            =(
                               tmp_node.value  # type: ignore
                           )  # Assigns the value to the node to delete and keep tree structure






      def 			lowerCamelCase			(   self		:	str     ,  lowercase_		:	Node | None					)   ->		Iterable:
             """simple docstring"""




             if node is not None:
                    yield node  # Preorder Traversal
                    yield from self.preorder_traverse(node.left					)
                    yield from self.preorder_traverse(node.right					)






      def 			lowerCamelCase			(   self		:	str     ,  lowercase_		:	Dict=None					)   ->		Any:
             """simple docstring"""




             if traversal_function is None:
                    return self.preorder_traverse(self.root					)
             else:
                    return traversal_function(self.root					)






      def 			lowerCamelCase			(   self		:	Union[str, Any]     ,  lowercase_		:	list     ,  lowercase_		:	Node | None					)   ->		None:
             """simple docstring"""




             if node:
                    self.inorder(lowercase_     ,  node.left					)
                    arr.append(node.value					)
                    self.inorder(lowercase_     ,  node.right					)






      def 			lowerCamelCase			(   self		:	Union[str, Any]     ,  lowercase_		:	int     ,  lowercase_		:	Node					)   ->		int:
             """simple docstring"""




             _lowerCamelCase			:						list[int]            =[]
             self.inorder(lowercase_     ,  lowercase_					)  # append all values to list using inorder traversal
             return arr[k - 1]




def       a_ (       SCREAMING_SNAKE_CASE__   : Node | None	):
       '''simple docstring'''





       _lowerCamelCase			:						int            =[]
       if curr_node is not None:
              _lowerCamelCase			:						List[Any]            =postorder(curr_node.left	) + postorder(curr_node.right	) + [curr_node]
       return node_list




def       a_ (       ):
       '''simple docstring'''





       _lowerCamelCase			:						Optional[int]            =(8, 3, 6, 1, 10, 14, 13, 4, 7)
       _lowerCamelCase			:						int            =BinarySearchTree()
       for i in testlist:
              t.insert(SCREAMING_SNAKE_CASE__	)

       # Prints all the elements of the list in order traversal
       print(SCREAMING_SNAKE_CASE__	)

       if t.search(6	) is not None:
              print('The value 6 exists'	)
       else:
              print('The value 6 doesn\'t exist'	)

       if t.search(-1	) is not None:
              print('The value -1 exists'	)
       else:
              print('The value -1 doesn\'t exist'	)

       if not t.empty():
              print('Max Value: '						,     t.get_max().value	)  # type: ignore
              print('Min Value: '						,     t.get_min().value	)  # type: ignore

       for i in testlist:
              t.remove(SCREAMING_SNAKE_CASE__	)
              print(SCREAMING_SNAKE_CASE__	)


if __name__ == "__main__":
 import doctest

 doctest.testmod(verbose=True)


