
"""simple docstring"""







from collections.abc import Iterable
from typing import Any







class 							__magic_name__     :





					def __init__(				self   :							Optional[Any]							,						snake_case_   :							int | None = None    ):
												__snake_case     			=       value
												__snake_case     			=       None  # Added in order to delete a node easier
												__snake_case     			=       None
												__snake_case     			=       None





					def __repr__(				self   :							List[str]    ):
												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 							__magic_name__     :





					def __init__(				self   :							Tuple							,						snake_case_   :							Node | None = None    ):
												__snake_case     			=       root





					def __str__(				self   :							Optional[int]    ):
												return str(self.root    )





					def 							lowerCAmelCase      (				self   :							Dict							,						snake_case_   :							Node							,						snake_case_   :							Node | None    ):
												if new_children is not None:  # reset its kids
																			__snake_case     			=       node.parent
												if node.parent is not None:  # reset its parent
																			if self.is_right(__A    ):  # If it is the right children
																										__snake_case     			=       new_children
																			else:
																										__snake_case     			=       new_children
												else:
																			__snake_case     			=       new_children





					def 							lowerCAmelCase      (				self   :							Tuple							,						snake_case_   :							Node    ):
												if node.parent and node.parent.right:
																			return node == node.parent.right
												return False





					def 							lowerCAmelCase      (				self   :							List[Any]    ):
												return self.root is None





					def 							lowerCAmelCase      (				self   :							Dict							,						snake_case_   :							Optional[int]    ):
												__snake_case     			=       Node(__A    )  # create a new Node
												if self.empty():  # if Tree is empty
																			__snake_case     			=       new_node  # set its root
												else:  # Tree is not empty
																			__snake_case     			=       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:
																																								__snake_case     			=       new_node  # We insert the new node in a leaf
																																								break
																																	else:
																																								__snake_case     			=       parent_node.left
																										else:
																																	if parent_node.right is None:
																																								__snake_case     			=       new_node
																																								break
																																	else:
																																								__snake_case     			=       parent_node.right
																			__snake_case     			=       parent_node





					def 							lowerCAmelCase      (				self   :							Optional[Any]							,						*snake_case_   :							Tuple    ):
												for value in values:
																			self.__insert(__A    )





					def 							lowerCAmelCase      (				self   :							List[str]							,						snake_case_   :							List[Any]    ):
												if self.empty():
																			raise IndexError("Warning: Tree is empty! please use another."    )
												else:
																			__snake_case     			=       self.root
																			# use lazy evaluation here to avoid NoneType Attribute error
																			while node is not None and node.value is not value:
																										__snake_case     			=       node.left if value < node.value else node.right
																			return node





					def 							lowerCAmelCase      (				self   :							Dict							,						snake_case_   :							Node | None = None    ):
												if node is None:
																			if self.root is None:
																										return None
																			__snake_case     			=       self.root

												if not self.empty():
																			while node.right is not None:
																										__snake_case     			=       node.right
												return node





					def 							lowerCAmelCase      (				self   :							Union[str, Any]							,						snake_case_   :							Node | None = None    ):
												if node is None:
																			__snake_case     			=       self.root
												if self.root is None:
																			return None
												if not self.empty():
																			__snake_case     			=       self.root
																			while node.left is not None:
																										__snake_case     			=       node.left
												return node





					def 							lowerCAmelCase      (				self   :							Tuple							,						snake_case_   :							int    ):
												__snake_case     			=       self.search(__A    )  # 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(__A							,						__A    )
																			elif node.left is None:  # Has only right children
																										self.__reassign_nodes(__A							,						node.right    )
																			elif node.right is None:  # Has only left children
																										self.__reassign_nodes(__A							,						node.left    )
																			else:
																										__snake_case     			=       self.get_max(
																										    node.left    )  # Gets the max value of the left branch
																										self.remove(tmp_node.value    )  # type: ignore
																										__snake_case     			=       (
																										    tmp_node.value  # type: ignore
																										)  # Assigns the value to the node to delete and keep tree structure





					def 							lowerCAmelCase      (				self   :							Dict							,						snake_case_   :							Node | None    ):
												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   :							Optional[int]							,						snake_case_   :							Optional[int]=None    ):
												if traversal_function is None:
																			return self.preorder_traverse(self.root    )
												else:
																			return traversal_function(self.root    )





					def 							lowerCAmelCase      (				self   :							Optional[int]							,						snake_case_   :							list							,						snake_case_   :							Node | None    ):
												if node:
																			self.inorder(__A							,						node.left    )
																			arr.append(node.value    )
																			self.inorder(__A							,						node.right    )





					def 							lowerCAmelCase      (				self   :							str							,						snake_case_   :							int							,						snake_case_   :							Node    ):
												__snake_case     			=       []
												self.inorder(__A							,						__A    )  # append all values to list using inorder traversal
												return arr[k - 1]




def   __UpperCamelCase   (					SCREAMING_SNAKE_CASE )  ->     Union[str, Any]:







							"""simple docstring"""


							__snake_case     			=       []
							if curr_node is not None:
														__snake_case     			=       postorder(curr_node.left ) + postorder(curr_node.right ) + [curr_node]
							return node_list
def   __UpperCamelCase   (					)  ->     Union[str, Any]:







							"""simple docstring"""


							__snake_case     			=       (8, 3, 6, 1, 10, 14, 13, 4, 7)
							__snake_case     			=       BinarySearchTree()
							for i in testlist:
														t.insert(snake_case_ )

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


if __name__ == "__main__":
						import doctest

						doctest.testmod(verbose=True)


"""simple docstring"""







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

_SCREAMING_SNAKE_CASE	       =      logging.get_logger(__name__)







@add_end_docstrings(lowercase__   )
class 							__magic_name__     (		lowercase__   ):





					def __init__(				self   :							Tuple							,						**snake_case_   :							str    ):
												super().__init__(**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   :							Optional[Any]							,						snake_case_   :							Union[str, List[str], "Image", List["Image"]]							,						**snake_case_   :							Optional[int]    ):
												return super().__call__(snake_case_							,						**snake_case_    )





					def 							lowerCAmelCase      (				self   :							Tuple							,						**snake_case_   :							Any    ):
												__snake_case     			=       {}
												if "candidate_labels" in kwargs:
																			__snake_case     			=       kwargs["candidate_labels"]
												if "hypothesis_template" in kwargs:
																			__snake_case     			=       kwargs["hypothesis_template"]

												return preprocess_params, {}, {}





					def 							lowerCAmelCase      (				self   :							int							,						snake_case_   :							List[str]							,						snake_case_   :							List[str]=None							,						snake_case_   :							int="This is a photo of {}."    ):
												__snake_case     			=       load_image(snake_case_    )
												__snake_case     			=       self.image_processor(images=[image]							,						return_tensors=self.framework    )
												__snake_case     			=       candidate_labels
												__snake_case     			=       [hypothesis_template.format(snake_case_    ) for x in candidate_labels]
												__snake_case     			=       self.tokenizer(snake_case_							,						return_tensors=self.framework							,						padding=snake_case_    )
												__snake_case     			=       [text_inputs]
												return inputs





					def 							lowerCAmelCase      (				self   :							Any							,						snake_case_   :							Dict    ):
												__snake_case     			=       model_inputs.pop("candidate_labels"    )
												__snake_case     			=       model_inputs.pop("text_inputs"    )
												if isinstance(text_inputs[0]							,						snake_case_    ):
																			__snake_case     			=       text_inputs[0]
												else:
																			# Batching case.
																			__snake_case     			=       text_inputs[0][0]

												__snake_case     			=       self.model(**snake_case_							,						**snake_case_    )

												__snake_case     			=       {
												    "candidate_labels": candidate_labels,
												    "logits": outputs.logits_per_image,
												}
												return model_outputs





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

												__snake_case     			=       [
												    {"score": score, "label": candidate_label}
												    for score, candidate_label in sorted(zip(snake_case_							,						snake_case_    )							,						key=lambda snake_case_    : -x[0]    )
												]
												return result
