


from __future__ import annotations

import unittest
from collections.abc import Iterator







class       _lowercase			:


       """simple docstring"""




       def __init__(       self							:      int ,				__lowerCamelCase							:      Optional[Any] ,				__lowerCamelCase							:      Dict	):


             '''simple docstring'''



             lowerCamelCase__		:    Optional[int]   =  label
             lowerCamelCase__		:    str   =  parent
             lowerCamelCase__		:    Any   =  None
             lowerCamelCase__		:    Dict   =  None







class       _lowercase			:


       """simple docstring"""




       def __init__(       self							:      Dict	):


             '''simple docstring'''



             lowerCamelCase__		:    List[Any]   =  None





       def 						lowerCAmelCase					(       self							:      str	):


             '''simple docstring'''



             lowerCamelCase__		:    List[Any]   =  None





       def 						lowerCAmelCase					(       self							:      str	):


             '''simple docstring'''



             return self.root is None





       def 						lowerCAmelCase					(       self							:      List[Any] ,				__lowerCamelCase							:      str	):


             '''simple docstring'''



             lowerCamelCase__		:    Any   =  self._put(self.root ,				SCREAMING_SNAKE_CASE_	)





       def 						lowerCAmelCase					(       self							:      Tuple ,				__lowerCamelCase							:      List[Any] ,				__lowerCamelCase							:      str ,				__lowerCamelCase							:      Tuple = None	):


             '''simple docstring'''



             if node is None:
                   lowerCamelCase__		:    Optional[Any]   =  Node(SCREAMING_SNAKE_CASE_ ,				SCREAMING_SNAKE_CASE_	)
             else:
                   if label < node.label:
                         lowerCamelCase__		:    Union[str, Any]   =  self._put(node.left ,				SCREAMING_SNAKE_CASE_ ,				SCREAMING_SNAKE_CASE_	)
                   elif label > node.label:
                         lowerCamelCase__		:    int   =  self._put(node.right ,				SCREAMING_SNAKE_CASE_ ,				SCREAMING_SNAKE_CASE_	)
                   else:
                         lowerCamelCase__		:    Any   =  f"Node with label {label} already exists"
                         raise Exception(SCREAMING_SNAKE_CASE_	)

             return node





       def 						lowerCAmelCase					(       self							:      str ,				__lowerCamelCase							:      Optional[Any]	):


             '''simple docstring'''



             return self._search(self.root ,				SCREAMING_SNAKE_CASE_	)





       def 						lowerCAmelCase					(       self							:      Union[str, Any] ,				__lowerCamelCase							:      Dict ,				__lowerCamelCase							:      Tuple	):


             '''simple docstring'''



             if node is None:
                   lowerCamelCase__		:    Optional[int]   =  f"Node with label {label} does not exist"
                   raise Exception(SCREAMING_SNAKE_CASE_	)
             else:
                   if label < node.label:
                         lowerCamelCase__		:    List[Any]   =  self._search(node.left ,				SCREAMING_SNAKE_CASE_	)
                   elif label > node.label:
                         lowerCamelCase__		:    Tuple   =  self._search(node.right ,				SCREAMING_SNAKE_CASE_	)

             return node





       def 						lowerCAmelCase					(       self							:      Optional[int] ,				__lowerCamelCase							:      str	):


             '''simple docstring'''



             lowerCamelCase__		:    str   =  self.search(SCREAMING_SNAKE_CASE_	)
             if node.right and node.left:
                   lowerCamelCase__		:    int   =  self._get_lowest_node(node.right	)
                   lowerCamelCase__		:    Tuple   =  node.left
                   lowerCamelCase__		:    Tuple   =  node.right
                   lowerCamelCase__		:    Dict   =  lowest_node
                   if node.right:
                         lowerCamelCase__		:    Any   =  lowest_node
                   self._reassign_nodes(SCREAMING_SNAKE_CASE_ ,				SCREAMING_SNAKE_CASE_	)
             elif not node.right and node.left:
                   self._reassign_nodes(SCREAMING_SNAKE_CASE_ ,				node.left	)
             elif node.right and not node.left:
                   self._reassign_nodes(SCREAMING_SNAKE_CASE_ ,				node.right	)
             else:
                   self._reassign_nodes(SCREAMING_SNAKE_CASE_ ,				SCREAMING_SNAKE_CASE_	)





       def 						lowerCAmelCase					(       self							:      Optional[Any] ,				__lowerCamelCase							:      List[Any] ,				__lowerCamelCase							:      Dict	):


             '''simple docstring'''



             if new_children:
                   lowerCamelCase__		:    Optional[Any]   =  node.parent

             if node.parent:
                   if node.parent.right == node:
                         lowerCamelCase__		:    Dict   =  new_children
                   else:
                         lowerCamelCase__		:    Dict   =  new_children
             else:
                   lowerCamelCase__		:    int   =  new_children





       def 						lowerCAmelCase					(       self							:      Any ,				__lowerCamelCase							:      List[Any]	):


             '''simple docstring'''



             if node.left:
                   lowerCamelCase__		:    Tuple   =  self._get_lowest_node(node.left	)
             else:
                   lowerCamelCase__		:    Union[str, Any]   =  node
                   self._reassign_nodes(SCREAMING_SNAKE_CASE_ ,				node.right	)

             return lowest_node





       def 						lowerCAmelCase					(       self							:      int ,				__lowerCamelCase							:      List[Any]	):


             '''simple docstring'''



             try:
                   self.search(SCREAMING_SNAKE_CASE_	)
                   return True
             except Exception:
                   return False





       def 						lowerCAmelCase					(       self							:      int	):


             '''simple docstring'''



             if self.root is None:
                   raise Exception("Binary search tree is empty"	)

             lowerCamelCase__		:    List[Any]   =  self.root
             while node.right is not None:
                   lowerCamelCase__		:    Union[str, Any]   =  node.right

             return node.label





       def 						lowerCAmelCase					(       self							:      Optional[int]	):


             '''simple docstring'''



             if self.root is None:
                   raise Exception("Binary search tree is empty"	)

             lowerCamelCase__		:    str   =  self.root
             while node.left is not None:
                   lowerCamelCase__		:    List[Any]   =  node.left

             return node.label





       def 						lowerCAmelCase					(       self							:      Any	):


             '''simple docstring'''



             return self._inorder_traversal(self.root	)





       def 						lowerCAmelCase					(       self							:      List[Any] ,				__lowerCamelCase							:      Dict	):


             '''simple docstring'''



             if node is not None:
                   yield from self._inorder_traversal(node.left	)
                   yield node
                   yield from self._inorder_traversal(node.right	)





       def 						lowerCAmelCase					(       self							:      str	):


             '''simple docstring'''



             return self._preorder_traversal(self.root	)





       def 						lowerCAmelCase					(       self							:      Optional[Any] ,				__lowerCamelCase							:      Optional[int]	):


             '''simple docstring'''



             if node is not None:
                   yield node
                   yield from self._preorder_traversal(node.left	)
                   yield from self._preorder_traversal(node.right	)







class       _lowercase			(							unittest.TestCase):


       """simple docstring"""




       @staticmethod
       def 						lowerCAmelCase					(       ):


             '''simple docstring'''



             lowerCamelCase__		:    Tuple   =  BinarySearchTree()
             t.put(8	)
             t.put(3	)
             t.put(6	)
             t.put(1	)
             t.put(10	)
             t.put(14	)
             t.put(13	)
             t.put(4	)
             t.put(7	)
             t.put(5	)

             return t





       def 						lowerCAmelCase					(       self							:      Tuple	):


             '''simple docstring'''



             lowerCamelCase__		:    List[str]   =  BinarySearchTree()
             assert t.is_empty()

             t.put(8	)
             assert t.root is not None
             assert t.root.parent is None
             assert t.root.label == 8

             t.put(10	)
             assert t.root.right is not None
             assert t.root.right.parent == t.root
             assert t.root.right.label == 10

             t.put(3	)
             assert t.root.left is not None
             assert t.root.left.parent == t.root
             assert t.root.left.label == 3

             t.put(6	)
             assert t.root.left.right is not None
             assert t.root.left.right.parent == t.root.left
             assert t.root.left.right.label == 6

             t.put(1	)
             assert t.root.left.left is not None
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.left.label == 1

             with self.assertRaises(SCREAMING_SNAKE_CASE_	):  # noqa: B017
                   t.put(1	)





       def 						lowerCAmelCase					(       self							:      Any	):


             '''simple docstring'''



             lowerCamelCase__		:    Tuple   =  self._get_binary_search_tree()

             lowerCamelCase__		:    Optional[int]   =  t.search(6	)
             assert node.label == 6

             lowerCamelCase__		:    Optional[int]   =  t.search(13	)
             assert node.label == 13

             with self.assertRaises(SCREAMING_SNAKE_CASE_	):  # noqa: B017
                   t.search(2	)





       def 						lowerCAmelCase					(       self							:      Optional[Any]	):


             '''simple docstring'''



             lowerCamelCase__		:    Any   =  self._get_binary_search_tree()

             t.remove(13	)
             assert t.root is not None
             assert t.root.right is not None
             assert t.root.right.right is not None
             assert t.root.right.right.right is None
             assert t.root.right.right.left is None

             t.remove(7	)
             assert t.root.left is not None
             assert t.root.left.right is not None
             assert t.root.left.right.left is not None
             assert t.root.left.right.right is None
             assert t.root.left.right.left.label == 4

             t.remove(6	)
             assert t.root.left.left is not None
             assert t.root.left.right.right is not None
             assert t.root.left.left.label == 1
             assert t.root.left.right.label == 4
             assert t.root.left.right.right.label == 5
             assert t.root.left.right.left is None
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.right.parent == t.root.left

             t.remove(3	)
             assert t.root is not None
             assert t.root.left.label == 4
             assert t.root.left.right.label == 5
             assert t.root.left.left.label == 1
             assert t.root.left.parent == t.root
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.right.parent == t.root.left

             t.remove(4	)
             assert t.root.left is not None
             assert t.root.left.left is not None
             assert t.root.left.label == 5
             assert t.root.left.right is None
             assert t.root.left.left.label == 1
             assert t.root.left.parent == t.root
             assert t.root.left.left.parent == t.root.left





       def 						lowerCAmelCase					(       self							:      List[Any]	):


             '''simple docstring'''



             lowerCamelCase__		:    Union[str, Any]   =  self._get_binary_search_tree()

             t.remove(3	)
             assert t.root is not None
             assert t.root.left is not None
             assert t.root.left.left is not None
             assert t.root.left.right is not None
             assert t.root.left.right.left is not None
             assert t.root.left.right.right is not None
             assert t.root.left.label == 4
             assert t.root.left.right.label == 6
             assert t.root.left.left.label == 1
             assert t.root.left.right.right.label == 7
             assert t.root.left.right.left.label == 5
             assert t.root.left.parent == t.root
             assert t.root.left.right.parent == t.root.left
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.right.left.parent == t.root.left.right





       def 						lowerCAmelCase					(       self							:      Any	):


             '''simple docstring'''



             lowerCamelCase__		:    int   =  self._get_binary_search_tree()
             t.empty()
             assert t.root is None





       def 						lowerCAmelCase					(       self							:      Optional[Any]	):


             '''simple docstring'''



             lowerCamelCase__		:    Optional[int]   =  self._get_binary_search_tree()
             assert not t.is_empty()

             t.empty()
             assert t.is_empty()





       def 						lowerCAmelCase					(       self							:      Optional[int]	):


             '''simple docstring'''



             lowerCamelCase__		:    List[Any]   =  self._get_binary_search_tree()

             assert t.exists(6	)
             assert not t.exists(-1	)





       def 						lowerCAmelCase					(       self							:      Optional[Any]	):


             '''simple docstring'''



             lowerCamelCase__		:    Optional[Any]   =  self._get_binary_search_tree()

             assert t.get_max_label() == 14

             t.empty()
             with self.assertRaises(SCREAMING_SNAKE_CASE_	):  # noqa: B017
                   t.get_max_label()





       def 						lowerCAmelCase					(       self							:      Union[str, Any]	):


             '''simple docstring'''



             lowerCamelCase__		:    Tuple   =  self._get_binary_search_tree()

             assert t.get_min_label() == 1

             t.empty()
             with self.assertRaises(SCREAMING_SNAKE_CASE_	):  # noqa: B017
                   t.get_min_label()





       def 						lowerCAmelCase					(       self							:      List[Any]	):


             '''simple docstring'''



             lowerCamelCase__		:    Optional[Any]   =  self._get_binary_search_tree()

             lowerCamelCase__		:    List[Any]   =  [i.label for i in t.inorder_traversal()]
             assert inorder_traversal_nodes == [1, 3, 4, 5, 6, 7, 8, 10, 13, 14]





       def 						lowerCAmelCase					(       self							:      Optional[int]	):


             '''simple docstring'''



             lowerCamelCase__		:    str   =  self._get_binary_search_tree()

             lowerCamelCase__		:    int   =  [i.label for i in t.preorder_traversal()]
             assert preorder_traversal_nodes == [8, 3, 1, 6, 4, 5, 7, 10, 14, 13]



def 				lowercase_		(		):

      """simple docstring"""




      lowerCamelCase__		:    Dict   =  BinarySearchTree()
      t.put(8						)
      t.put(3						)
      t.put(6						)
      t.put(1						)
      t.put(10						)
      t.put(14						)
      t.put(13						)
      t.put(4						)
      t.put(7						)
      t.put(5						)

      print(
          "\n            8\n           / \\\n          3   10\n         / \\    \\\n        1   6    14\n           / \\   /\n          4   7 13\n           \\\n            5\n        "						)

      print("Label 6 exists:"   , t.exists(6						)						)
      print("Label 13 exists:"   , t.exists(13						)						)
      print("Label -1 exists:"   , t.exists(-1						)						)
      print("Label 12 exists:"   , t.exists(12						)						)

      # Prints all the elements of the list in inorder traversal
      lowerCamelCase__		:    Tuple   =  [i.label for i in t.inorder_traversal()]
      print("Inorder traversal:"   , _A						)

      # Prints all the elements of the list in preorder traversal
      lowerCamelCase__		:    Dict   =  [i.label for i in t.preorder_traversal()]
      print("Preorder traversal:"   , _A						)

      print("Max. label:"   , t.get_max_label()						)
      print("Min. label:"   , t.get_min_label()						)

      # Delete elements
      print("\nDeleting elements 13, 10, 8, 3, 6, 14"						)
      print(
          "\n          4\n         / \\\n        1   7\n             \\\n              5\n        "						)
      t.remove(13						)
      t.remove(10						)
      t.remove(8						)
      t.remove(3						)
      t.remove(6						)
      t.remove(14						)

      # Prints all the elements of the list in inorder traversal after delete
      lowerCamelCase__		:    Optional[int]   =  [i.label for i in t.inorder_traversal()]
      print("Inorder traversal after delete:"   , _A						)

      # Prints all the elements of the list in preorder traversal after delete
      lowerCamelCase__		:    Optional[int]   =  [i.label for i in t.preorder_traversal()]
      print("Preorder traversal after delete:"   , _A						)

      print("Max. label:"   , t.get_max_label()						)
      print("Min. label:"   , t.get_min_label()						)


if __name__ == "__main__":
    binary_search_tree_example()






from typing import Any, Callable, Dict, List, Optional, Union

import PIL.Image
import torch
from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer

from diffusers import (
    AutoencoderKL,
    DDIMScheduler,
    DiffusionPipeline,
    LMSDiscreteScheduler,
    PNDMScheduler,
    StableDiffusionImgaImgPipeline,
    StableDiffusionInpaintPipelineLegacy,
    StableDiffusionPipeline,
    UNetaDConditionModel,
)
from diffusers.configuration_utils import FrozenDict
from diffusers.pipelines.stable_diffusion.safety_checker import StableDiffusionSafetyChecker
from diffusers.utils import deprecate, logging


A				:   str		= logging.get_logger(__name__)  # pylint: disable=invalid-name







class       _lowercase			(							lowercase__):


       """simple docstring"""




       A__ 						=      ["safety_checker", "feature_extractor"]





       def __init__(       self							:      Optional[Any] ,				__lowerCamelCase							:      AutoencoderKL ,				__lowerCamelCase							:      CLIPTextModel ,				__lowerCamelCase							:      CLIPTokenizer ,				__lowerCamelCase							:      UNetaDConditionModel ,				__lowerCamelCase							:      Union[DDIMScheduler, PNDMScheduler, LMSDiscreteScheduler] ,				__lowerCamelCase							:      StableDiffusionSafetyChecker ,				__lowerCamelCase							:      CLIPImageProcessor ,				__lowerCamelCase							:      bool = True ,				):


             '''simple docstring'''



             super().__init__()
             if hasattr(scheduler.config ,				"steps_offset"	) and scheduler.config.steps_offset != 1:
                   lowerCamelCase__		:    List[str]   =  (
                       f"The configuration file of this scheduler: {scheduler} is outdated. `steps_offset`"
                       f" should be set to 1 instead of {scheduler.config.steps_offset}. Please make sure "
                       "to update the config accordingly as leaving `steps_offset` might led to incorrect results"
                       " in future versions. If you have downloaded this checkpoint from the Hugging Face Hub,"
                       " it would be very nice if you could open a Pull request for the `scheduler/scheduler_config.json`"
                       " file"
                   )
                   deprecate("steps_offset!=1" ,				"1.0.0" ,				__lowerCamelCase ,				standard_warn=__lowerCamelCase	)
                   lowerCamelCase__		:    List[str]   =  dict(scheduler.config	)
                   lowerCamelCase__		:    Optional[Any]   =  1
                   lowerCamelCase__		:    Union[str, Any]   =  FrozenDict(__lowerCamelCase	)

             self.register_modules(
                 vae=__lowerCamelCase ,				text_encoder=__lowerCamelCase ,				tokenizer=__lowerCamelCase ,				unet=__lowerCamelCase ,				scheduler=__lowerCamelCase ,				safety_checker=__lowerCamelCase ,				feature_extractor=__lowerCamelCase ,				)
             self.register_to_config(requires_safety_checker=__lowerCamelCase	)





       @property
       def 						lowerCAmelCase					(       self							:      List[Any]	):


             '''simple docstring'''



             return {k: getattr(self ,				__lowerCamelCase	) for k in self.config.keys() if not k.startswith("_"	)}





       def 						lowerCAmelCase					(       self							:      List[Any] ,				__lowerCamelCase							:      Optional[Union[str, int]] = "auto"	):


             '''simple docstring'''



             if slice_size == "auto":
                   # half the attention head size is usually a good trade-off between
                   # speed and memory
                   lowerCamelCase__		:    Tuple   =  self.unet.config.attention_head_dim // 2
             self.unet.set_attention_slice(__lowerCamelCase	)





       def 						lowerCAmelCase					(       self							:      Optional[Any]	):


             '''simple docstring'''



             self.enable_attention_slicing(__lowerCamelCase	)





       @torch.no_grad()
       def 						lowerCAmelCase					(       self							:      Any ,				__lowerCamelCase							:      Union[str, List[str]] ,				__lowerCamelCase							:      Union[torch.FloatTensor, PIL.Image.Image] ,				__lowerCamelCase							:      Union[torch.FloatTensor, PIL.Image.Image] ,				__lowerCamelCase							:      float = 0.8 ,				__lowerCamelCase							:      Optional[int] = 50 ,				__lowerCamelCase							:      Optional[float] = 7.5 ,				__lowerCamelCase							:      Optional[Union[str, List[str]]] = None ,				__lowerCamelCase							:      Optional[int] = 1 ,				__lowerCamelCase							:      Optional[float] = 0.0 ,				__lowerCamelCase							:      Optional[torch.Generator] = None ,				__lowerCamelCase							:      Optional[str] = "pil" ,				__lowerCamelCase							:      bool = True ,				__lowerCamelCase							:      Optional[Callable[[int, int, torch.FloatTensor], None]] = None ,				__lowerCamelCase							:      int = 1 ,				):


             '''simple docstring'''



             return StableDiffusionInpaintPipelineLegacy(**self.components	)(
                 prompt=__lowerCamelCase ,				image=__lowerCamelCase ,				mask_image=__lowerCamelCase ,				strength=__lowerCamelCase ,				num_inference_steps=__lowerCamelCase ,				guidance_scale=__lowerCamelCase ,				negative_prompt=__lowerCamelCase ,				num_images_per_prompt=__lowerCamelCase ,				eta=__lowerCamelCase ,				generator=__lowerCamelCase ,				output_type=__lowerCamelCase ,				return_dict=__lowerCamelCase ,				callback=__lowerCamelCase ,				)





       @torch.no_grad()
       def 						lowerCAmelCase					(       self							:      Optional[int] ,				__lowerCamelCase							:      Union[str, List[str]] ,				__lowerCamelCase							:      Union[torch.FloatTensor, PIL.Image.Image] ,				__lowerCamelCase							:      float = 0.8 ,				__lowerCamelCase							:      Optional[int] = 50 ,				__lowerCamelCase							:      Optional[float] = 7.5 ,				__lowerCamelCase							:      Optional[Union[str, List[str]]] = None ,				__lowerCamelCase							:      Optional[int] = 1 ,				__lowerCamelCase							:      Optional[float] = 0.0 ,				__lowerCamelCase							:      Optional[torch.Generator] = None ,				__lowerCamelCase							:      Optional[str] = "pil" ,				__lowerCamelCase							:      bool = True ,				__lowerCamelCase							:      Optional[Callable[[int, int, torch.FloatTensor], None]] = None ,				__lowerCamelCase							:      int = 1 ,				**__lowerCamelCase							:      List[str] ,				):


             '''simple docstring'''



             return StableDiffusionImgaImgPipeline(**self.components	)(
                 prompt=__lowerCamelCase ,				image=__lowerCamelCase ,				strength=__lowerCamelCase ,				num_inference_steps=__lowerCamelCase ,				guidance_scale=__lowerCamelCase ,				negative_prompt=__lowerCamelCase ,				num_images_per_prompt=__lowerCamelCase ,				eta=__lowerCamelCase ,				generator=__lowerCamelCase ,				output_type=__lowerCamelCase ,				return_dict=__lowerCamelCase ,				callback=__lowerCamelCase ,				callback_steps=__lowerCamelCase ,				)





       @torch.no_grad()
       def 						lowerCAmelCase					(       self							:      List[Any] ,				__lowerCamelCase							:      Union[str, List[str]] ,				__lowerCamelCase							:      int = 512 ,				__lowerCamelCase							:      int = 512 ,				__lowerCamelCase							:      int = 50 ,				__lowerCamelCase							:      float = 7.5 ,				__lowerCamelCase							:      Optional[Union[str, List[str]]] = None ,				__lowerCamelCase							:      Optional[int] = 1 ,				__lowerCamelCase							:      float = 0.0 ,				__lowerCamelCase							:      Optional[torch.Generator] = None ,				__lowerCamelCase							:      Optional[torch.FloatTensor] = None ,				__lowerCamelCase							:      Optional[str] = "pil" ,				__lowerCamelCase							:      bool = True ,				__lowerCamelCase							:      Optional[Callable[[int, int, torch.FloatTensor], None]] = None ,				__lowerCamelCase							:      int = 1 ,				):


             '''simple docstring'''



             return StableDiffusionPipeline(**self.components	)(
                 prompt=__lowerCamelCase ,				height=__lowerCamelCase ,				width=__lowerCamelCase ,				num_inference_steps=__lowerCamelCase ,				guidance_scale=__lowerCamelCase ,				negative_prompt=__lowerCamelCase ,				num_images_per_prompt=__lowerCamelCase ,				eta=__lowerCamelCase ,				generator=__lowerCamelCase ,				latents=__lowerCamelCase ,				output_type=__lowerCamelCase ,				return_dict=__lowerCamelCase ,				callback=__lowerCamelCase ,				callback_steps=__lowerCamelCase ,				)


