
from __future__ import annotations

import math
import random
from typing import Any






class        SCREAMING_SNAKE_CASE__    :

							"""simple docstring"""






							def __init__(  self			)->   Optional[int]:





													'''simple docstring'''






													__UpperCamelCase       =			[]
													__UpperCamelCase       =			0
													__UpperCamelCase       =			0



							def     A__		(  self			)->   Any:





													'''simple docstring'''






													return self.head == self.tail



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   int:





													'''simple docstring'''






													self.data.append(SCREAMING_SNAKE_CASE_			)
													__UpperCamelCase       =			self.tail + 1



							def     A__		(  self			)->   int:





													'''simple docstring'''






													__UpperCamelCase       =			self.data[self.head]
													__UpperCamelCase       =			self.head + 1
													return ret



							def     A__		(  self			)->   Optional[Any]:





													'''simple docstring'''






													return self.tail - self.head



							def     A__		(  self			)->   List[Any]:





													'''simple docstring'''






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






class        SCREAMING_SNAKE_CASE__    :

							"""simple docstring"""






							def __init__(  self     ,	SCREAMING_SNAKE_CASE_			)->   int:





													'''simple docstring'''






													__UpperCamelCase       =			data
													__UpperCamelCase       =			None
													__UpperCamelCase       =			None
													__UpperCamelCase       =			1



							def     A__		(  self			)->   Any:





													'''simple docstring'''






													return self.data



							def     A__		(  self			)->   Optional[int]:





													'''simple docstring'''






													return self.left



							def     A__		(  self			)->   int:





													'''simple docstring'''






													return self.right



							def     A__		(  self			)->   Dict:





													'''simple docstring'''






													return self.height



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   Optional[int]:





													'''simple docstring'''






													__UpperCamelCase       =			data



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   str:





													'''simple docstring'''






													__UpperCamelCase       =			node



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





													'''simple docstring'''






													__UpperCamelCase       =			node



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   List[str]:





													'''simple docstring'''






													__UpperCamelCase       =			height





def 	A_ (							snake_case							:   int )      ->    str:



						'''simple docstring'''

						if node is None:
												return 0
						return node.get_height()




def 	A_ (							snake_case							:   Optional[int] ,      snake_case							:   int )      ->    Optional[int]:



						'''simple docstring'''

						if a > b:
												return a
						return b




def 	A_ (							snake_case							:   int )      ->    Optional[Any]:



						'''simple docstring'''

						print('''left rotation node:''' ,      node.get_data() )
						__UpperCamelCase       =			node.get_left()
						assert ret is not None
						node.set_left(ret.get_right() )
						ret.set_right(_snake_case )
						__UpperCamelCase       =			my_max(get_height(node.get_right() ) ,      get_height(node.get_left() ) ) + 1
						node.set_height(_snake_case )
						__UpperCamelCase       =			my_max(get_height(ret.get_right() ) ,      get_height(ret.get_left() ) ) + 1
						ret.set_height(_snake_case )
						return ret




def 	A_ (							snake_case							:   List[str] )      ->    Union[str, Any]:



						'''simple docstring'''

						print('''right rotation node:''' ,      node.get_data() )
						__UpperCamelCase       =			node.get_right()
						assert ret is not None
						node.set_right(ret.get_left() )
						ret.set_left(_snake_case )
						__UpperCamelCase       =			my_max(get_height(node.get_right() ) ,      get_height(node.get_left() ) ) + 1
						node.set_height(_snake_case )
						__UpperCamelCase       =			my_max(get_height(ret.get_right() ) ,      get_height(ret.get_left() ) ) + 1
						ret.set_height(_snake_case )
						return ret




def 	A_ (							snake_case							:   Optional[Any] )      ->    Any:



						'''simple docstring'''

						__UpperCamelCase       =			node.get_left()
						assert left_child is not None
						node.set_left(left_rotation(_snake_case ) )
						return right_rotation(_snake_case )




def 	A_ (							snake_case							:   Dict )      ->    Optional[int]:



						'''simple docstring'''

						__UpperCamelCase       =			node.get_right()
						assert right_child is not None
						node.set_right(right_rotation(_snake_case ) )
						return left_rotation(_snake_case )




def 	A_ (							snake_case							:   Tuple ,      snake_case							:   List[Any] )      ->    Any:



						'''simple docstring'''

						if node is None:
												return MyNode(_snake_case )
						if data < node.get_data():
												node.set_left(insert_node(node.get_left() ,      _snake_case ) )
												if (
												    get_height(node.get_left() ) - get_height(node.get_right() ) == 2
												):  # an unbalance detected
																		__UpperCamelCase       =			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
																								__UpperCamelCase       =			right_rotation(_snake_case )
																		else:
																								__UpperCamelCase       =			lr_rotation(_snake_case )
						else:
												node.set_right(insert_node(node.get_right() ,      _snake_case ) )
												if get_height(node.get_right() ) - get_height(node.get_left() ) == 2:
																		__UpperCamelCase       =			node.get_right()
																		assert right_child is not None
																		if data < right_child.get_data():
																								__UpperCamelCase       =			rl_rotation(_snake_case )
																		else:
																								__UpperCamelCase       =			left_rotation(_snake_case )
						__UpperCamelCase       =			my_max(get_height(node.get_right() ) ,      get_height(node.get_left() ) ) + 1
						node.set_height(_snake_case )
						return node




def 	A_ (							snake_case							:   int )      ->    List[str]:



						'''simple docstring'''

						while True:
												__UpperCamelCase       =			root.get_right()
												if right_child is None:
																		break
												__UpperCamelCase       =			right_child
						return root.get_data()




def 	A_ (							snake_case							:   List[str] )      ->    Optional[int]:



						'''simple docstring'''

						while True:
												__UpperCamelCase       =			root.get_left()
												if left_child is None:
																		break
												__UpperCamelCase       =			left_child
						return root.get_data()




def 	A_ (							snake_case							:   Union[str, Any] ,      snake_case							:   int )      ->    Tuple:



						'''simple docstring'''

						__UpperCamelCase       =			root.get_left()
						__UpperCamelCase       =			root.get_right()
						if root.get_data() == data:
												if left_child is not None and right_child is not None:
																		__UpperCamelCase       =			get_left_most(_snake_case )
																		root.set_data(_snake_case )
																		root.set_right(del_node(_snake_case ,      _snake_case ) )
												elif left_child is not None:
																		__UpperCamelCase       =			left_child
												elif right_child is not None:
																		__UpperCamelCase       =			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(_snake_case ,      _snake_case ) )
						else:  # root.get_data() < data
												if right_child is None:
																		return root
												else:
																		root.set_right(del_node(_snake_case ,      _snake_case ) )

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






class        SCREAMING_SNAKE_CASE__    :

							"""simple docstring"""






							def __init__(  self			)->   Tuple:





													'''simple docstring'''






													__UpperCamelCase       =			None



							def     A__		(  self			)->   int:





													'''simple docstring'''






													return get_height(self.root			)



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   Dict:





													'''simple docstring'''






													print('''insert:''' + str(SCREAMING_SNAKE_CASE_			)			)
													__UpperCamelCase       =			insert_node(self.root     ,	SCREAMING_SNAKE_CASE_			)



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





													'''simple docstring'''






													print('''delete:''' + str(SCREAMING_SNAKE_CASE_			)			)
													if self.root is None:
																			print('''Tree is empty!'''			)
																			return
													__UpperCamelCase       =			del_node(self.root     ,	SCREAMING_SNAKE_CASE_			)



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





													'''simple docstring'''






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





def 	A_ (							)      ->    int:



						'''simple docstring'''

						import doctest

						doctest.testmod()


if __name__ == "__main__":
				_test()
				lowercase__							:							str									=			AVLtree()
				lowercase__							:							Dict									=			list(range(1_0))
				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))





from collections import UserDict
from typing import List, Union

from ..utils import (
    add_end_docstrings,
    is_tf_available,
    is_torch_available,
    is_vision_available,
    logging,
    requires_backends,
)
from .base import PIPELINE_INIT_ARGS, Pipeline


if is_vision_available():
				from PIL import Image

				from ..image_utils import load_image

if is_torch_available():
				from ..models.auto.modeling_auto import MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPING

if is_tf_available():
				from ..models.auto.modeling_tf_auto import TF_MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPING
				from ..tf_utils import stable_softmax

lowercase__							:							int									=			logging.get_logger(__name__)






@add_end_docstrings(SCREAMING_SNAKE_CASE_    )
class        SCREAMING_SNAKE_CASE__    (							SCREAMING_SNAKE_CASE_    ):

							"""simple docstring"""






							def __init__(  self     ,	**SCREAMING_SNAKE_CASE_			)->   Tuple:





													'''simple docstring'''






													super().__init__(**SCREAMING_SNAKE_CASE_			)

													requires_backends(self     ,	'''vision'''			)
													self.check_model_type(
													    TF_MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPING
													    if self.framework == '''tf'''
													    else MODEL_FOR_ZERO_SHOT_IMAGE_CLASSIFICATION_MAPPING			)



							def __call__(  self     ,	SCREAMING_SNAKE_CASE_     ,	**SCREAMING_SNAKE_CASE_			)->   str:





													'''simple docstring'''






													return super().__call__(SCREAMING_SNAKE_CASE_     ,	**SCREAMING_SNAKE_CASE_			)



							def     A__		(  self     ,	**SCREAMING_SNAKE_CASE_			)->   Tuple:





													'''simple docstring'''






													__UpperCamelCase       =			{}
													if "candidate_labels" in kwargs:
																			__UpperCamelCase       =			kwargs['''candidate_labels''']
													if "hypothesis_template" in kwargs:
																			__UpperCamelCase       =			kwargs['''hypothesis_template''']

													return preprocess_params, {}, {}



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_     ,	SCREAMING_SNAKE_CASE_=None     ,	SCREAMING_SNAKE_CASE_="This is a photo of {}."			)->   Optional[int]:





													'''simple docstring'''






													__UpperCamelCase       =			load_image(SCREAMING_SNAKE_CASE_			)
													__UpperCamelCase       =			self.image_processor(images=[image]     ,	return_tensors=self.framework			)
													__UpperCamelCase       =			candidate_labels
													__UpperCamelCase       =			[hypothesis_template.format(SCREAMING_SNAKE_CASE_			) for x in candidate_labels]
													__UpperCamelCase       =			self.tokenizer(SCREAMING_SNAKE_CASE_     ,	return_tensors=self.framework     ,	padding=SCREAMING_SNAKE_CASE_			)
													__UpperCamelCase       =			[text_inputs]
													return inputs



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   Dict:





													'''simple docstring'''






													__UpperCamelCase       =			model_inputs.pop('''candidate_labels'''			)
													__UpperCamelCase       =			model_inputs.pop('''text_inputs'''			)
													if isinstance(text_inputs[0]     ,	SCREAMING_SNAKE_CASE_			):
																			__UpperCamelCase       =			text_inputs[0]
													else:
																			# Batching case.
																			__UpperCamelCase       =			text_inputs[0][0]

													__UpperCamelCase       =			self.model(**SCREAMING_SNAKE_CASE_     ,	**SCREAMING_SNAKE_CASE_			)

													__UpperCamelCase       =			{
													    '''candidate_labels''': candidate_labels,
													    '''logits''': outputs.logits_per_image,
													}
													return model_outputs



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   int:





													'''simple docstring'''






													__UpperCamelCase       =			model_outputs.pop('''candidate_labels'''			)
													__UpperCamelCase       =			model_outputs['''logits'''][0]
													if self.framework == "pt":
																			__UpperCamelCase       =			logits.softmax(dim=-1			).squeeze(-1			)
																			__UpperCamelCase       =			probs.tolist()
																			if not isinstance(SCREAMING_SNAKE_CASE_     ,	SCREAMING_SNAKE_CASE_			):
																									__UpperCamelCase       =			[scores]
													elif self.framework == "tf":
																			__UpperCamelCase       =			stable_softmax(SCREAMING_SNAKE_CASE_     ,	axis=-1			)
																			__UpperCamelCase       =			probs.numpy().tolist()
													else:
																			raise ValueError(F"Unsupported framework: {self.framework}"			)

													__UpperCamelCase       =			[
													    {'''score''': score, '''label''': candidate_label}
													    for score, candidate_label in sorted(zip(SCREAMING_SNAKE_CASE_     ,	SCREAMING_SNAKE_CASE_			)     ,	key=lambda SCREAMING_SNAKE_CASE_			: -x[0]			)
													]
													return result




