



'''simple docstring'''




from __future__ import annotations

import math
import random
from typing import Any







class 	_lowerCAmelCase							:


	def __init__(self							):
				A_	:						Optional[Any]	=     []
				A_	:						int	=     0
				A_	:						str	=     0


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


	def     _a	(self       ,      lowercase							):
				self.data.append(__a							)
				A_	:						Union[str, Any]	=     self.tail + 1


	def     _a	(self							):
				A_	:						Optional[Any]	=     self.data[self.head]
				A_	:						int	=     self.head + 1
				return ret


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


	def     _a	(self							):
				print(self.data							)
				print("""**************"""							)
				print(self.data[self.head : self.tail]							)







class 	_lowerCAmelCase							:


	def __init__(self       ,      lowercase							):
				A_	:						Optional[int]	=     data
				A_	:						int	=     None
				A_	:						Union[str, Any]	=     None
				A_	:						Union[str, Any]	=     1


	def     _a	(self							):
				return self.data


	def     _a	(self							):
				return self.left


	def     _a	(self							):
				return self.right


	def     _a	(self							):
				return self.height


	def     _a	(self       ,      lowercase							):
				A_	:						Any	=     data


	def     _a	(self       ,      lowercase							):
				A_	:						Optional[Any]	=     node


	def     _a	(self       ,      lowercase							):
				A_	:						Tuple	=     node


	def     _a	(self       ,      lowercase							):
				A_	:						List[str]	=     height






def 	a			( lowerCamelCase__    ):
			'''simple docstring'''





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



def 	a			( lowerCamelCase__						,      lowerCamelCase__    ):
			'''simple docstring'''





			if a > b:
						return a
			return b



def 	a			( lowerCamelCase__    ):
			'''simple docstring'''





			print("""left rotation node:"""						,      node.get_data()    )
			A_	:						List[Any]	=     node.get_left()
			assert ret is not None
			node.set_left(ret.get_right()    )
			ret.set_right(__snake_case    )
			A_	:						List[Any]	=     my_max(get_height(node.get_right()    )						,      get_height(node.get_left()    )    ) + 1
			node.set_height(__snake_case    )
			A_	:						List[str]	=     my_max(get_height(ret.get_right()    )						,      get_height(ret.get_left()    )    ) + 1
			ret.set_height(__snake_case    )
			return ret



def 	a			( lowerCamelCase__    ):
			'''simple docstring'''





			print("""right rotation node:"""						,      node.get_data()    )
			A_	:						List[Any]	=     node.get_right()
			assert ret is not None
			node.set_right(ret.get_left()    )
			ret.set_left(__snake_case    )
			A_	:						List[str]	=     my_max(get_height(node.get_right()    )						,      get_height(node.get_left()    )    ) + 1
			node.set_height(__snake_case    )
			A_	:						Any	=     my_max(get_height(ret.get_right()    )						,      get_height(ret.get_left()    )    ) + 1
			ret.set_height(__snake_case    )
			return ret



def 	a			( lowerCamelCase__    ):
			'''simple docstring'''





			A_	:						Optional[int]	=     node.get_left()
			assert left_child is not None
			node.set_left(left_rotation(__snake_case    )    )
			return right_rotation(__snake_case    )



def 	a			( lowerCamelCase__    ):
			'''simple docstring'''





			A_	:						Tuple	=     node.get_right()
			assert right_child is not None
			node.set_right(right_rotation(__snake_case    )    )
			return left_rotation(__snake_case    )



def 	a			( lowerCamelCase__						,      lowerCamelCase__    ):
			'''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
									A_	:						Optional[int]	=     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_	:						Tuple	=     right_rotation(__snake_case    )
									else:
												A_	:						Optional[Any]	=     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:
									A_	:						List[str]	=     node.get_right()
									assert right_child is not None
									if data < right_child.get_data():
												A_	:						Union[str, Any]	=     rl_rotation(__snake_case    )
									else:
												A_	:						Dict	=     left_rotation(__snake_case    )
			A_	:						Union[str, Any]	=     my_max(get_height(node.get_right()    )						,      get_height(node.get_left()    )    ) + 1
			node.set_height(__snake_case    )
			return node



def 	a			( lowerCamelCase__    ):
			'''simple docstring'''





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



def 	a			( lowerCamelCase__    ):
			'''simple docstring'''





			while True:
						A_	:						Tuple	=     root.get_left()
						if left_child is None:
									break
						A_	:						Union[str, Any]	=     left_child
			return root.get_data()



def 	a			( lowerCamelCase__						,      lowerCamelCase__    ):
			'''simple docstring'''





			A_	:						Any	=     root.get_left()
			A_	:						Tuple	=     root.get_right()
			if root.get_data() == data:
						if left_child is not None and right_child is not None:
									A_	:						Dict	=     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:
									A_	:						Any	=     left_child
						elif right_child is not None:
									A_	:						int	=     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()    ):
									A_	:						List[Any]	=     left_rotation(__snake_case    )
						else:
									A_	:						List[Any]	=     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()    ):
									A_	:						List[str]	=     right_rotation(__snake_case    )
						else:
									A_	:						List[Any]	=     lr_rotation(__snake_case    )
			A_	:						Any	=     my_max(get_height(root.get_right()    )						,      get_height(root.get_left()    )    ) + 1
			root.set_height(__snake_case    )
			return root







class 	_lowerCAmelCase							:


	def __init__(self							):
				A_	:						Union[str, Any]	=     None


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


	def     _a	(self       ,      lowercase							):
				print("""insert:""" + str(__a							)							)
				A_	:						List[str]	=     insert_node(self.root       ,      __a							)


	def     _a	(self       ,      lowercase							):
				print("""delete:""" + str(__a							)							)
				if self.root is None:
							print("""Tree is empty!"""							)
							return
				A_	:						Optional[int]	=     del_node(self.root       ,      __a							)


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






def 	a			( ):
			'''simple docstring'''





			import doctest

			doctest.testmod()


if __name__ == "__main__":
						_test()
						lowerCamelCase							:str				    =					AVLtree()
						lowerCamelCase							:Tuple				    =					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))

"""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))






