
"""simple docstring"""





from __future__ import annotations

import math
import random
from typing import Any






class     _UpperCAmelCase:



		def __init__(					self)       ->       None:






							'''simple docstring'''
							_UpperCamelCase							 =  []
							_UpperCamelCase							 =  0
							_UpperCamelCase							 =  0



		def 						UpperCAmelCase							(					self)       ->       bool:






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



		def 						UpperCAmelCase							(					self				,		__a)       ->       None:






							'''simple docstring'''
							self.data.append(__a)
							_UpperCamelCase							 =  self.tail + 1



		def 						UpperCAmelCase							(					self)       ->       Any:






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



		def 						UpperCAmelCase							(					self)       ->       int:






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




		def 						UpperCAmelCase							(					self)       ->       None:






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






class     _UpperCAmelCase:



		def __init__(					self				,		__a)       ->       None:






							'''simple docstring'''
							_UpperCamelCase							 =  data
							_UpperCamelCase							 =  None
							_UpperCamelCase							 =  None
							_UpperCamelCase							 =  1



		def 						UpperCAmelCase							(					self)       ->       Any:






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



		def 						UpperCAmelCase							(					self)       ->       MyNode | None:






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



		def 						UpperCAmelCase							(					self)       ->       MyNode | None:






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



		def 						UpperCAmelCase							(					self)       ->       int:






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



		def 						UpperCAmelCase							(					self				,		__a)       ->       None:






							'''simple docstring'''
							_UpperCamelCase							 =  data



		def 						UpperCAmelCase							(					self				,		__a)       ->       None:






							'''simple docstring'''
							_UpperCamelCase							 =  node



		def 						UpperCAmelCase							(					self				,		__a)       ->       None:






							'''simple docstring'''
							_UpperCamelCase							 =  node




		def 						UpperCAmelCase							(					self				,		__a)       ->       None:






							'''simple docstring'''
							_UpperCamelCase							 =  height





def       lowerCamelCase__		(			__snake_case	)							->		int:


					"""simple docstring"""





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



def       lowerCamelCase__		(			__snake_case,     __snake_case	)							->		int:


					"""simple docstring"""





					if a > b:
										return a
					return b



def       lowerCamelCase__		(			__snake_case	)							->		MyNode:


					"""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       lowerCamelCase__		(			__snake_case	)							->		MyNode:


					"""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       lowerCamelCase__		(			__snake_case	)							->		MyNode:


					"""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       lowerCamelCase__		(			__snake_case	)							->		MyNode:


					"""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       lowerCamelCase__		(			__snake_case,     __snake_case	)							->		MyNode | None:


					"""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       lowerCamelCase__		(			__snake_case	)							->		Any:


					"""simple docstring"""





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



def       lowerCamelCase__		(			__snake_case	)							->		Any:


					"""simple docstring"""





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



def       lowerCamelCase__		(			__snake_case,     __snake_case	)							->		MyNode | None:


					"""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     _UpperCAmelCase:



		def __init__(					self)       ->       None:






							'''simple docstring'''
							_UpperCamelCase							 =  None



		def 						UpperCAmelCase							(					self)       ->       int:






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



		def 						UpperCAmelCase							(					self				,		__a)       ->       None:






							'''simple docstring'''
							print('''insert:''' + str(__a))
							_UpperCamelCase							 =  insert_node(self.root				,		__a)



		def 						UpperCAmelCase							(					self				,		__a)       ->       None:






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




		def __str__(					self				,		)       ->       str:  # 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(__a)
																	q.push(__a)
												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(1_00):
																	if cnt == math.pow(2				,		__a) - 1:
																						_UpperCamelCase							 =  layer - 1
																						if layer == 0:
																											output += "\n*************************************"
																											return output
																						output += "\n"
																						break
							output += "\n*************************************"
							return output





def       lowerCamelCase__		(			)							->		None:


					"""simple docstring"""





					import doctest

					doctest.testmod()


if __name__ == "__main__":
				_test()
				_a														=		AVLtree()
				_a														=		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))








"""simple docstring"""





import torch

from transformers import CamembertForMaskedLM, CamembertTokenizer



def       lowerCamelCase__		(			__snake_case,     __snake_case,     __snake_case,     __snake_case=5	)							->		Union[str, Any]:


					"""simple docstring"""





					assert masked_input.count('''<mask>'''	) == 1
					_UpperCamelCase							 =  torch.tensor(tokenizer.encode(__snake_case,     add_special_tokens=__snake_case	)	).unsqueeze(0	)  # Batch size 1
					_UpperCamelCase							 =  model(__snake_case	)[0]  # The last hidden-state is the first element of the output tuple
					_UpperCamelCase							 =  (input_ids.squeeze() == tokenizer.mask_token_id).nonzero().item()
					_UpperCamelCase							 =  logits[0, masked_index, :]
					_UpperCamelCase							 =  logits.softmax(dim=0	)
					_UpperCamelCase ,  _UpperCamelCase							 =  prob.topk(k=__snake_case,     dim=0	)
					_UpperCamelCase							 =  ''' '''.join(
					    [tokenizer.convert_ids_to_tokens(indices[i].item()	) for i in range(len(__snake_case	)	)]	)
					_UpperCamelCase							 =  tokenizer.mask_token
					_UpperCamelCase							 =  []
					for index, predicted_token_bpe in enumerate(topk_predicted_token_bpe.split(''' '''	)	):
										_UpperCamelCase							 =  predicted_token_bpe.replace('''\u2581''',     ''' '''	)
										if " {0}".format(__snake_case	) in masked_input:
															topk_filled_outputs.append(
															    (
															        masked_input.replace(''' {0}'''.format(__snake_case	),     __snake_case	),
															        values[index].item(),
															        predicted_token,
															    )	)
										else:
															topk_filled_outputs.append(
															    (
															        masked_input.replace(__snake_case,     __snake_case	),
															        values[index].item(),
															        predicted_token,
															    )	)
					return topk_filled_outputs


_a														=		CamembertTokenizer.from_pretrained("""camembert-base""")
_a														=		CamembertForMaskedLM.from_pretrained("""camembert-base""")
model.eval()

_a														=		"""Le camembert est <mask> :)"""
print(fill_mask(masked_input, model, tokenizer, topk=3))






