




import os
import shutil
from pathlib import Path
from typing import Optional, Union

import numpy as np
from huggingface_hub import hf_hub_download

from ..utils import ONNX_EXTERNAL_WEIGHTS_NAME, ONNX_WEIGHTS_NAME, is_onnx_available, logging


if is_onnx_available():
   import onnxruntime as ort


lowerCamelCase__					:  Dict      							=				logging.get_logger(__name__)

lowerCamelCase__					:  int      							=				{
    'tensor(bool)': np.bool_,
    'tensor(int8)': np.inta,
    'tensor(uint8)': np.uinta,
    'tensor(int16)': np.intaa,
    'tensor(uint16)': np.uintaa,
    'tensor(int32)': np.intaa,
    'tensor(uint32)': np.uintaa,
    'tensor(int64)': np.intaa,
    'tensor(uint64)': np.uintaa,
    'tensor(float16)': np.floataa,
    'tensor(float)': np.floataa,
    'tensor(double)': np.floataa,
}





class 			lowerCamelCase_				:


 '''simple docstring'''







 def __init__(				self    :						Optional[Any]							,							_lowerCAmelCase    :						int=None							,							**_lowerCAmelCase    :						Optional[Any]		):
       logger.info('`diffusers.OnnxRuntimeModel` is experimental and might change in the future.'		)
       SCREAMING_SNAKE_CASE_      		=     model
       SCREAMING_SNAKE_CASE_      		=     kwargs.get('model_save_dir'							,							_lowerCAmelCase		)
       SCREAMING_SNAKE_CASE_      		=     kwargs.get('latest_model_name'							,							_lowerCAmelCase		)



 def __call__(				self    :						int							,							**_lowerCAmelCase    :						Any		):
       SCREAMING_SNAKE_CASE_      		=     {k: np.array(_lowerCAmelCase		) for k, v in kwargs.items()}
       return self.model.run(_lowerCAmelCase							,							_lowerCAmelCase		)



 @staticmethod
 def  lowerCAmelCase_    (				_lowerCAmelCase    :						Union[str, Path]							,							_lowerCAmelCase    :						Tuple=None							,							_lowerCAmelCase    :						Dict=None		):
       if provider is None:
             logger.info('No onnxruntime provider specified, using CPUExecutionProvider'		)
             SCREAMING_SNAKE_CASE_      		=     'CPUExecutionProvider'

       return ort.InferenceSession(_lowerCAmelCase							,							providers=[provider]							,							sess_options=_lowerCAmelCase		)



 def  lowerCAmelCase_    (				self    :						Tuple							,							_lowerCAmelCase    :						Union[str, Path]							,							_lowerCAmelCase    :						Optional[str] = None							,							**_lowerCAmelCase    :						str		):
       SCREAMING_SNAKE_CASE_      		=     file_name if file_name is not None else ONNX_WEIGHTS_NAME

       SCREAMING_SNAKE_CASE_      		=     self.model_save_dir.joinpath(self.latest_model_name		)
       SCREAMING_SNAKE_CASE_      		=     Path(_lowerCAmelCase		).joinpath(_lowerCAmelCase		)
       try:
             shutil.copyfile(_lowerCAmelCase							,							_lowerCAmelCase		)
       except shutil.SameFileError:
             pass

       # copy external weights (for models >2GB)
       SCREAMING_SNAKE_CASE_      		=     self.model_save_dir.joinpath(_lowerCAmelCase		)
       if src_path.exists():
             SCREAMING_SNAKE_CASE_      		=     Path(_lowerCAmelCase		).joinpath(_lowerCAmelCase		)
             try:
                   shutil.copyfile(_lowerCAmelCase							,							_lowerCAmelCase		)
             except shutil.SameFileError:
                   pass



 def  lowerCAmelCase_    (				self    :						List[Any]							,							_lowerCAmelCase    :						Union[str, os.PathLike]							,							**_lowerCAmelCase    :						int							,							):
       if os.path.isfile(_lowerCAmelCase		):
             logger.error(F"Provided path ({save_directory}) should be a directory, not a file"		)
             return

       os.makedirs(_lowerCAmelCase							,							exist_ok=_lowerCAmelCase		)

       # saving model weights/files
       self._save_pretrained(_lowerCAmelCase							,							**_lowerCAmelCase		)



 @classmethod
 def  lowerCAmelCase_    (				cls    :						Optional[Any]							,							_lowerCAmelCase    :						Union[str, Path]							,							_lowerCAmelCase    :						Optional[Union[bool, str, None]] = None							,							_lowerCAmelCase    :						Optional[Union[str, None]] = None							,							_lowerCAmelCase    :						bool = False							,							_lowerCAmelCase    :						Optional[str] = None							,							_lowerCAmelCase    :						Optional[str] = None							,							_lowerCAmelCase    :						Optional[str] = None							,							_lowerCAmelCase    :						Optional["ort.SessionOptions"] = None							,							**_lowerCAmelCase    :						str							,							):
       SCREAMING_SNAKE_CASE_      		=     file_name if file_name is not None else ONNX_WEIGHTS_NAME
       # load model from local directory
       if os.path.isdir(_lowerCAmelCase		):
             SCREAMING_SNAKE_CASE_      		=     OnnxRuntimeModel.load_model(
                 os.path.join(_lowerCAmelCase							,							_lowerCAmelCase		)							,							provider=_lowerCAmelCase							,							sess_options=_lowerCAmelCase		)
             SCREAMING_SNAKE_CASE_      		=     Path(_lowerCAmelCase		)
       # load model from hub
       else:
             # download model
             SCREAMING_SNAKE_CASE_      		=     hf_hub_download(
                 repo_id=_lowerCAmelCase							,							filename=_lowerCAmelCase							,							use_auth_token=_lowerCAmelCase							,							revision=_lowerCAmelCase							,							cache_dir=_lowerCAmelCase							,							force_download=_lowerCAmelCase							,							)
             SCREAMING_SNAKE_CASE_      		=     Path(_lowerCAmelCase		).parent
             SCREAMING_SNAKE_CASE_      		=     Path(_lowerCAmelCase		).name
             SCREAMING_SNAKE_CASE_      		=     OnnxRuntimeModel.load_model(_lowerCAmelCase							,							provider=_lowerCAmelCase							,							sess_options=_lowerCAmelCase		)
       return cls(model=_lowerCAmelCase							,							**_lowerCAmelCase		)




 @classmethod
 def  lowerCAmelCase_    (				cls    :						Union[str, Any]							,							_lowerCAmelCase    :						Union[str, Path]							,							_lowerCAmelCase    :						bool = True							,							_lowerCAmelCase    :						Optional[str] = None							,							_lowerCAmelCase    :						Optional[str] = None							,							**_lowerCAmelCase    :						List[str]							,							):
       SCREAMING_SNAKE_CASE_      		=     None
       if len(str(_lowerCAmelCase		).split('@'		)		) == 2:
             SCREAMING_SNAKE_CASE_		,					SCREAMING_SNAKE_CASE_      		=     model_id.split('@'		)

       return cls._from_pretrained(
           model_id=_lowerCAmelCase							,							revision=_lowerCAmelCase							,							cache_dir=_lowerCAmelCase							,							force_download=_lowerCAmelCase							,							use_auth_token=_lowerCAmelCase							,							**_lowerCAmelCase							,							)


'''simple docstring'''







from __future__ import annotations

import math
import random
from typing import Any


class        A__   :



    def __init__(       self							)    ->   None:





           '''simple docstring'''
           A_						       =   []
           A_						       =   0
           A_						       =   0



    def        snake_case_      (       self							)    ->   bool:





           '''simple docstring'''
           return self.head == self.tail



    def        snake_case_      (       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           self.data.append(UpperCamelCase__							)
           A_						       =   self.tail + 1



    def        snake_case_      (       self							)    ->   Any:





           '''simple docstring'''
           A_						       =   self.data[self.head]
           A_						       =   self.head + 1
           return ret



    def        snake_case_      (       self							)    ->   int:





           '''simple docstring'''
           return self.tail - self.head







    def        snake_case_      (       self							)    ->   None:





           '''simple docstring'''
           print(self.data							)
           print("""**************"""							)
           print(self.data[self.head : self.tail]							)


class        A__   :



    def __init__(       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           A_						       =   data
           A_						       =   None
           A_						       =   None
           A_						       =   1



    def        snake_case_      (       self							)    ->   Any:





           '''simple docstring'''
           return self.data



    def        snake_case_      (       self							)    ->   MyNode | None:





           '''simple docstring'''
           return self.left



    def        snake_case_      (       self							)    ->   MyNode | None:





           '''simple docstring'''
           return self.right



    def        snake_case_      (       self							)    ->   int:





           '''simple docstring'''
           return self.height



    def        snake_case_      (       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           A_						       =   data



    def        snake_case_      (       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           A_						       =   node



    def        snake_case_      (       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           A_						       =   node







    def        snake_case_      (       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           A_						       =   height

def    UpperCAmelCase__     (   UpperCAmelCase__					)      ->      int:
       if node is None:
              return 0
       return node.get_height()
def    UpperCAmelCase__     (   UpperCAmelCase__,							UpperCAmelCase__					)      ->      int:
       if a > b:
              return a
       return b
def    UpperCAmelCase__     (   UpperCAmelCase__					)      ->      MyNode:
       print("""left rotation node:""",							node.get_data()					)
       A_						       =   node.get_left()
       assert ret is not None
       node.set_left(ret.get_right()					)
       ret.set_right(UpperCAmelCase__					)
       A_						       =   my_max(get_height(node.get_right()					),							get_height(node.get_left()					)					) + 1
       node.set_height(UpperCAmelCase__					)
       A_						       =   my_max(get_height(ret.get_right()					),							get_height(ret.get_left()					)					) + 1
       ret.set_height(UpperCAmelCase__					)
       return ret
def    UpperCAmelCase__     (   UpperCAmelCase__					)      ->      MyNode:
       print("""right rotation node:""",							node.get_data()					)
       A_						       =   node.get_right()
       assert ret is not None
       node.set_right(ret.get_left()					)
       ret.set_left(UpperCAmelCase__					)
       A_						       =   my_max(get_height(node.get_right()					),							get_height(node.get_left()					)					) + 1
       node.set_height(UpperCAmelCase__					)
       A_						       =   my_max(get_height(ret.get_right()					),							get_height(ret.get_left()					)					) + 1
       ret.set_height(UpperCAmelCase__					)
       return ret
def    UpperCAmelCase__     (   UpperCAmelCase__					)      ->      MyNode:
       A_						       =   node.get_left()
       assert left_child is not None
       node.set_left(left_rotation(UpperCAmelCase__					)					)
       return right_rotation(UpperCAmelCase__					)
def    UpperCAmelCase__     (   UpperCAmelCase__					)      ->      MyNode:
       A_						       =   node.get_right()
       assert right_child is not None
       node.set_right(right_rotation(UpperCAmelCase__					)					)
       return left_rotation(UpperCAmelCase__					)
def    UpperCAmelCase__     (   UpperCAmelCase__,							UpperCAmelCase__					)      ->      MyNode | None:
       if node is None:
              return MyNode(UpperCAmelCase__					)
       if data < node.get_data():
              node.set_left(insert_node(node.get_left(),							UpperCAmelCase__					)					)
              if (
                  get_height(node.get_left()					) - get_height(node.get_right()					) == 2
              ):  # an unbalance detected
                     A_						       =   node.get_left()
                     assert left_child is not None
                     if (
                         data < left_child.get_data()
                     ):  # new node is the left child of the left child
                            A_						       =   right_rotation(UpperCAmelCase__					)
                     else:
                            A_						       =   lr_rotation(UpperCAmelCase__					)
       else:
              node.set_right(insert_node(node.get_right(),							UpperCAmelCase__					)					)
              if get_height(node.get_right()					) - get_height(node.get_left()					) == 2:
                     A_						       =   node.get_right()
                     assert right_child is not None
                     if data < right_child.get_data():
                            A_						       =   rl_rotation(UpperCAmelCase__					)
                     else:
                            A_						       =   left_rotation(UpperCAmelCase__					)
       A_						       =   my_max(get_height(node.get_right()					),							get_height(node.get_left()					)					) + 1
       node.set_height(UpperCAmelCase__					)
       return node
def    UpperCAmelCase__     (   UpperCAmelCase__					)      ->      Any:
       while True:
              A_						       =   root.get_right()
              if right_child is None:
                     break
              A_						       =   right_child
       return root.get_data()
def    UpperCAmelCase__     (   UpperCAmelCase__					)      ->      Any:
       while True:
              A_						       =   root.get_left()
              if left_child is None:
                     break
              A_						       =   left_child
       return root.get_data()
def    UpperCAmelCase__     (   UpperCAmelCase__,							UpperCAmelCase__					)      ->      MyNode | None:
       A_						       =   root.get_left()
       A_						       =   root.get_right()
       if root.get_data() == data:
              if left_child is not None and right_child is not None:
                     A_						       =   get_left_most(UpperCAmelCase__					)
                     root.set_data(UpperCAmelCase__					)
                     root.set_right(del_node(UpperCAmelCase__,							UpperCAmelCase__					)					)
              elif left_child is not None:
                     A_						       =   left_child
              elif right_child is not None:
                     A_						       =   right_child
              else:
                     return None
       elif root.get_data() > data:
              if left_child is None:
                     print("""No such data"""					)
                     return root
              else:
                     root.set_left(del_node(UpperCAmelCase__,							UpperCAmelCase__					)					)
       else:  # root.get_data() < data
              if right_child is None:
                     return root
              else:
                     root.set_right(del_node(UpperCAmelCase__,							UpperCAmelCase__					)					)

       if get_height(UpperCAmelCase__					) - get_height(UpperCAmelCase__					) == 2:
              assert right_child is not None
              if get_height(right_child.get_right()					) > get_height(right_child.get_left()					):
                     A_						       =   left_rotation(UpperCAmelCase__					)
              else:
                     A_						       =   rl_rotation(UpperCAmelCase__					)
       elif get_height(UpperCAmelCase__					) - get_height(UpperCAmelCase__					) == -2:
              assert left_child is not None
              if get_height(left_child.get_left()					) > get_height(left_child.get_right()					):
                     A_						       =   right_rotation(UpperCAmelCase__					)
              else:
                     A_						       =   lr_rotation(UpperCAmelCase__					)
       A_						       =   my_max(get_height(root.get_right()					),							get_height(root.get_left()					)					) + 1
       root.set_height(UpperCAmelCase__					)
       return root


class        A__   :



    def __init__(       self							)    ->   None:





           '''simple docstring'''
           A_						       =   None



    def        snake_case_      (       self							)    ->   int:





           '''simple docstring'''
           return get_height(self.root							)



    def        snake_case_      (       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           print("""insert:""" + str(UpperCamelCase__							)							)
           A_						       =   insert_node(self.root		,					UpperCamelCase__							)



    def        snake_case_      (       self		,					UpperCamelCase__							)    ->   None:





           '''simple docstring'''
           print("""delete:""" + str(UpperCamelCase__							)							)
           if self.root is None:
                  print("""Tree is empty!"""							)
                  return
           A_						       =   del_node(self.root		,					UpperCamelCase__							)







    def __str__(       self		,					)    ->   str:  # a level traversale, gives a more intuitive look on the tree





           '''simple docstring'''
           A_						       =   """"""
           A_						       =   MyQueue()
           q.push(self.root							)
           A_						       =   self.get_height()
           if layer == 0:
                  return output
           A_						       =   0
           while not q.is_empty():
                  A_						       =   q.pop()
                  A_						       =   """ """ * int(math.pow(2		,					layer - 1							)							)
                  output += space
                  if node is None:
                         output += "*"
                         q.push(UpperCamelCase__							)
                         q.push(UpperCamelCase__							)
                  else:
                         output += str(node.get_data()							)
                         q.push(node.get_left()							)
                         q.push(node.get_right()							)
                  output += space
                  A_						       =   cnt + 1
                  for i in range(100							):
                         if cnt == math.pow(2		,					UpperCamelCase__							) - 1:
                                A_						       =   layer - 1
                                if layer == 0:
                                       output += "\n*************************************"
                                       return output
                                output += "\n"
                                break
           output += "\n*************************************"
           return output

def    UpperCAmelCase__     (   )      ->      None:
       import doctest

       doctest.testmod()


if __name__ == "__main__":
      _test()
      __lowerCamelCase									=     AVLtree()
      __lowerCamelCase									=     list(range(10))
      random.shuffle(lst)
      for i in lst:
            t.insert(i)
            print(str(t))
      random.shuffle(lst)
      for i in lst:
            t.del_node(i)
            print(str(t))
