
from __future__ import annotations

import math
import random
from typing import Any







class  UpperCamelCase__		:







	'''simple docstring'''





	def __init__(			self		):
					A__  :	list[Any]         =							[]
					A__  :	int         =							0
					A__  :	int         =							0





	def   __snake_case				(			self		):
					return self.head == self.tail





	def   __snake_case				(			self				,       UpperCamelCase__		):
					self.data.append(UpperCamelCase__		)
					A__  :	List[Any]         =							self.tail + 1





	def   __snake_case				(			self		):
					A__  :	Tuple         =							self.data[self.head]
					A__  :	List[str]         =							self.head + 1
					return ret





	def   __snake_case				(			self		):
					return self.tail - self.head





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







class  UpperCamelCase__		:







	'''simple docstring'''





	def __init__(			self				,       UpperCamelCase__		):
					A__  :	Union[str, Any]         =							data
					A__  :	MyNode | None         =							None
					A__  :	MyNode | None         =							None
					A__  :	int         =							1





	def   __snake_case				(			self		):
					return self.data





	def   __snake_case				(			self		):
					return self.left





	def   __snake_case				(			self		):
					return self.right





	def   __snake_case				(			self		):
					return self.height





	def   __snake_case				(			self				,       UpperCamelCase__		):
					A__  :	int         =							data





	def   __snake_case				(			self				,       UpperCamelCase__		):
					A__  :	Any         =							node





	def   __snake_case				(			self				,       UpperCamelCase__		):
					A__  :	Union[str, Any]         =							node





	def   __snake_case				(			self				,       UpperCamelCase__		):
					A__  :	Tuple         =							height




def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode | None       ) ->       int:

				"""simple docstring"""







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

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						int							,						__UpperCamelCase :						int       ) ->       int:

				"""simple docstring"""







				if a > b:
								return a
				return b

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode       ) ->       MyNode:

				"""simple docstring"""







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

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode       ) ->       MyNode:

				"""simple docstring"""







				print('''right rotation node:'''							,						node.get_data()       )
				A__  :	Union[str, Any]         =							node.get_right()
				assert ret is not None
				node.set_right(ret.get_left()       )
				ret.set_left(__UpperCamelCase       )
				A__  :	Optional[int]         =							my_max(get_height(node.get_right()       )							,						get_height(node.get_left()       )       ) + 1
				node.set_height(__UpperCamelCase       )
				A__  :	List[str]         =							my_max(get_height(ret.get_right()       )							,						get_height(ret.get_left()       )       ) + 1
				ret.set_height(__UpperCamelCase       )
				return ret

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode       ) ->       MyNode:

				"""simple docstring"""







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

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode       ) ->       MyNode:

				"""simple docstring"""







				A__  :	List[str]         =							node.get_right()
				assert right_child is not None
				node.set_right(right_rotation(__UpperCamelCase       )       )
				return left_rotation(__UpperCamelCase       )

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode | None							,						__UpperCamelCase :						Any       ) ->       MyNode | None:

				"""simple docstring"""







				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__  :	List[Any]         =							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__  :	int         =							right_rotation(__UpperCamelCase       )
												else:
																A__  :	Dict         =							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__  :	List[Any]         =							node.get_right()
												assert right_child is not None
												if data < right_child.get_data():
																A__  :	List[Any]         =							rl_rotation(__UpperCamelCase       )
												else:
																A__  :	Optional[Any]         =							left_rotation(__UpperCamelCase       )
				A__  :	Optional[Any]         =							my_max(get_height(node.get_right()       )							,						get_height(node.get_left()       )       ) + 1
				node.set_height(__UpperCamelCase       )
				return node

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode       ) ->       Any:

				"""simple docstring"""







				while True:
								A__  :	Optional[Any]         =							root.get_right()
								if right_child is None:
												break
								A__  :	Union[str, Any]         =							right_child
				return root.get_data()

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode       ) ->       Any:

				"""simple docstring"""







				while True:
								A__  :	str         =							root.get_left()
								if left_child is None:
												break
								A__  :	List[str]         =							left_child
				return root.get_data()

def 				SCREAMING_SNAKE_CASE     (      __UpperCamelCase :						MyNode							,						__UpperCamelCase :						Any       ) ->       MyNode | None:

				"""simple docstring"""







				A__  :	str         =							root.get_left()
				A__  :	Optional[Any]         =							root.get_right()
				if root.get_data() == data:
								if left_child is not None and right_child is not None:
												A__  :	str         =							get_left_most(__UpperCamelCase       )
												root.set_data(__UpperCamelCase       )
												root.set_right(del_node(__UpperCamelCase							,						__UpperCamelCase       )       )
								elif left_child is not None:
												A__  :	str         =							left_child
								elif right_child is not None:
												A__  :	Any         =							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__  :	int         =							left_rotation(__UpperCamelCase       )
								else:
												A__  :	Any         =							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__  :	Dict         =							right_rotation(__UpperCamelCase       )
								else:
												A__  :	Optional[Any]         =							lr_rotation(__UpperCamelCase       )
				A__  :	int         =							my_max(get_height(root.get_right()       )							,						get_height(root.get_left()       )       ) + 1
				root.set_height(__UpperCamelCase       )
				return root







class  UpperCamelCase__		:







	'''simple docstring'''





	def __init__(			self		):
					A__  :	MyNode | None         =							None





	def   __snake_case				(			self		):
					return get_height(self.root		)





	def   __snake_case				(			self				,       UpperCamelCase__		):
					print('''insert:''' + str(UpperCamelCase__		)		)
					A__  :	Tuple         =							insert_node(self.root				,       UpperCamelCase__		)





	def   __snake_case				(			self				,       UpperCamelCase__		):
					print('''delete:''' + str(UpperCamelCase__		)		)
					if self.root is None:
									print('''Tree is empty!'''		)
									return
					A__  :	Union[str, Any]         =							del_node(self.root				,       UpperCamelCase__		)





	def __str__(			self				,       ):  # a level traversale, gives a more intuitive look on the tree
					A__  :	Union[str, Any]         =							''''''
					A__  :	Union[str, Any]         =							MyQueue()
					q.push(self.root		)
					A__  :	int         =							self.get_height()
					if layer == 0:
									return output
					A__  :	List[Any]         =							0
					while not q.is_empty():
									A__  :	Optional[int]         =							q.pop()
									A__  :	int         =							''' ''' * 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__  :	Dict         =							cnt + 1
									for i in range(100		):
													if cnt == math.pow(2				,       UpperCamelCase__		) - 1:
																	A__  :	Tuple         =							layer - 1
																	if layer == 0:
																					output += "\n*************************************"
																					return output
																	output += "\n"
																	break
					output += "\n*************************************"
					return output




def 				SCREAMING_SNAKE_CASE     (      ) ->       None:

				"""simple docstring"""







				import doctest

				doctest.testmod()


if __name__ == "__main__":
					_test()
					_SCREAMING_SNAKE_CASE    :      List[str]          =			AVLtree()
					_SCREAMING_SNAKE_CASE    :      Optional[Any]          =			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))

# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import torch

from ..models.speechta import SpeechTaForTextToSpeech, SpeechTaHifiGan, SpeechTaProcessor
from ..utils import is_datasets_available
from .base import PipelineTool


if is_datasets_available():
					from datasets import load_dataset







class  UpperCamelCase__		(    SCREAMING_SNAKE_CASE_   ):







	'''simple docstring'''
	_lowerCAmelCase							       =				"microsoft/speecht5_tts"
	_lowerCAmelCase							       =				(
	    "This is a tool that reads an English text out loud. It takes an input named `text` which should contain the "
	    "text to read (in English) and returns a waveform object containing the sound."
	)
	_lowerCAmelCase							       =				"text_reader"
	_lowerCAmelCase							       =				SpeechTaProcessor
	_lowerCAmelCase							       =				SpeechTaForTextToSpeech
	_lowerCAmelCase							       =				SpeechTaHifiGan

	_lowerCAmelCase							       =				["text"]
	_lowerCAmelCase							       =				["audio"]





	def   __snake_case				(			self		):
					if self.post_processor is None:
									A__  :	int         =							'''microsoft/speecht5_hifigan'''
					super().setup()





	def   __snake_case				(			self				,       UpperCamelCase__				,       UpperCamelCase__=None		):
					A__  :	List[Any]         =							self.pre_processor(text=UpperCamelCase__				,       return_tensors='''pt'''				,       truncation=UpperCamelCase__		)

					if speaker_embeddings is None:
									if not is_datasets_available():
													raise ImportError('''Datasets needs to be installed if not passing speaker embeddings.'''		)

									A__  :	List[Any]         =							load_dataset('''Matthijs/cmu-arctic-xvectors'''				,       split='''validation'''		)
									A__  :	Dict         =							torch.tensor(embeddings_dataset[7305]['''xvector''']		).unsqueeze(0		)

					return {"input_ids": inputs["input_ids"], "speaker_embeddings": speaker_embeddings}





	def   __snake_case				(			self				,       UpperCamelCase__		):
					with torch.no_grad():
									return self.model.generate_speech(**UpperCamelCase__		)





	def   __snake_case				(			self				,       UpperCamelCase__		):
					with torch.no_grad():
									return self.post_processor(UpperCamelCase__		).cpu().detach()