


'''simple docstring'''






class 		a__    :





							'''simple docstring'''






							def __init__(		self       )	->							Dict:
														lowerCAmelCase__	       =     0
														lowerCAmelCase__	       =     0
														lowerCAmelCase__	       =     {}







							def   __SCREAMING_SNAKE_CASE							(		self ,   lowerCamelCase_       )	->							Union[str, Any]:
														if vertex not in self.adjacency:
																					lowerCAmelCase__	       =     {}
																					self.num_vertices += 1







							def   __SCREAMING_SNAKE_CASE							(		self ,   lowerCamelCase_ ,   lowerCamelCase_ ,   lowerCamelCase_       )	->							List[Any]:
														self.add_vertex(lowerCamelCase_       )
														self.add_vertex(lowerCamelCase_       )

														if head == tail:
																					return

														lowerCAmelCase__	       =     weight
														lowerCAmelCase__	       =     weight







							def   __SCREAMING_SNAKE_CASE							(		self       )	->							str:
														lowerCAmelCase__	       =     self.get_edges()
														for edge in edges:
																					lowerCAmelCase__       , lowerCAmelCase__       , lowerCAmelCase__	       =     edge
																					edges.remove((tail, head, weight)       )
														for i in range(len(lowerCamelCase_       )       ):
																					lowerCAmelCase__	       =     list(edges[i]       )

														edges.sort(key=lambda lowerCamelCase_       : e[2]       )
														for i in range(len(lowerCamelCase_       ) - 1       ):
																					if edges[i][2] >= edges[i + 1][2]:
																												lowerCAmelCase__	       =     edges[i][2] + 1
														for edge in edges:
																					lowerCAmelCase__       , lowerCAmelCase__       , lowerCAmelCase__	       =     edge
																					lowerCAmelCase__	       =     weight
																					lowerCAmelCase__	       =     weight







							def __str__(		self       )	->							Dict:
														lowerCAmelCase__	       =     ''''''
														for tail in self.adjacency:
																					for head in self.adjacency[tail]:
																												lowerCAmelCase__	       =     self.adjacency[head][tail]
																												string += F"""{head} -> {tail} == {weight}\n"""
														return string.rstrip('''\n'''       )







							def   __SCREAMING_SNAKE_CASE							(		self       )	->							Optional[Any]:
														lowerCAmelCase__	       =     []
														for tail in self.adjacency:
																					for head in self.adjacency[tail]:
																												output.append((tail, head, self.adjacency[head][tail])       )
														return output







							def   __SCREAMING_SNAKE_CASE							(		self       )	->							Dict:
														return self.adjacency.keys()







							@staticmethod
							def   __SCREAMING_SNAKE_CASE							(		lowerCamelCase_=None ,   lowerCamelCase_=None       )	->							List[Any]:
														lowerCAmelCase__	       =     Graph()
														if vertices is None:
																					lowerCAmelCase__	       =     []
														if edges is None:
																					lowerCAmelCase__	       =     []
														for vertex in vertices:
																					g.add_vertex(lowerCamelCase_       )
														for edge in edges:
																					g.add_edge(*lowerCamelCase_       )
														return g




							class 		a__    :





														'''simple docstring'''






														def __init__(		self       )	->							Dict:
																					lowerCAmelCase__	       =     {}
																					lowerCAmelCase__	       =     {}







														def __len__(		self       )	->							Optional[int]:
																					return len(self.parent       )







														def   __SCREAMING_SNAKE_CASE							(		self ,   lowerCamelCase_       )	->							Optional[int]:
																					if item in self.parent:
																												return self.find(lowerCamelCase_       )

																					lowerCAmelCase__	       =     item
																					lowerCAmelCase__	       =     0
																					return item







														def   __SCREAMING_SNAKE_CASE							(		self ,   lowerCamelCase_       )	->							Dict:
																					if item not in self.parent:
																												return self.make_set(lowerCamelCase_       )
																					if item != self.parent[item]:
																												lowerCAmelCase__	       =     self.find(self.parent[item]       )
																					return self.parent[item]







														def   __SCREAMING_SNAKE_CASE							(		self ,   lowerCamelCase_ ,   lowerCamelCase_       )	->							Optional[int]:
																					lowerCAmelCase__	       =     self.find(lowerCamelCase_       )
																					lowerCAmelCase__	       =     self.find(lowerCamelCase_       )

																					if roota == roota:
																												return roota

																					if self.rank[roota] > self.rank[roota]:
																												lowerCAmelCase__	       =     roota
																												return roota

																					if self.rank[roota] < self.rank[roota]:
																												lowerCAmelCase__	       =     roota
																												return roota

																					if self.rank[roota] == self.rank[roota]:
																												self.rank[roota] += 1
																												lowerCAmelCase__	       =     roota
																												return roota
																					return None







							@staticmethod
							def   __SCREAMING_SNAKE_CASE							(		lowerCamelCase_       )	->							List[str]:
														lowerCAmelCase__	       =     graph.num_vertices

														lowerCAmelCase__	       =     Graph.UnionFind()
														lowerCAmelCase__	       =     []
														while num_components > 1:
																					lowerCAmelCase__	       =     {}
																					for vertex in graph.get_vertices():
																												lowerCAmelCase__	       =     -1

																					lowerCAmelCase__	       =     graph.get_edges()
																					for edge in edges:
																												lowerCAmelCase__       , lowerCAmelCase__       , lowerCAmelCase__	       =     edge
																												edges.remove((tail, head, weight)       )
																					for edge in edges:
																												lowerCAmelCase__       , lowerCAmelCase__       , lowerCAmelCase__	       =     edge
																												lowerCAmelCase__	       =     union_find.find(lowerCamelCase_       )
																												lowerCAmelCase__	       =     union_find.find(lowerCamelCase_       )
																												if seta != seta:
																																			if cheap_edge[seta] == -1 or cheap_edge[seta][2] > weight:
																																										lowerCAmelCase__	       =     [head, tail, weight]

																																			if cheap_edge[seta] == -1 or cheap_edge[seta][2] > weight:
																																										lowerCAmelCase__	       =     [head, tail, weight]
																					for vertex in cheap_edge:
																												if cheap_edge[vertex] != -1:
																																			lowerCAmelCase__       , lowerCAmelCase__       , lowerCAmelCase__	       =     cheap_edge[vertex]
																																			if union_find.find(lowerCamelCase_       ) != union_find.find(lowerCamelCase_       ):
																																										union_find.union(lowerCamelCase_ ,   lowerCamelCase_       )
																																										mst_edges.append(cheap_edge[vertex]       )
																																										lowerCAmelCase__	       =     num_components - 1
														lowerCAmelCase__	       =     Graph.build(edges=lowerCamelCase_       )
														return mst



'''simple docstring'''






import torch

from transformers import CamembertForMaskedLM, CamembertTokenizer


def  _snake_case       (					A			,   A			,   A			,   A=5	)						->   List[str]:
							# Adapted from https://github.com/pytorch/fairseq/blob/master/fairseq/models/roberta/hub_interface.py
							assert masked_input.count('''<mask>'''	) == 1
							lowerCAmelCase__	       =     torch.tensor(tokenizer.encode(A			,   add_special_tokens=A	)	).unsqueeze(0	)  # Batch size 1
							lowerCAmelCase__	       =     model(A	)[0]  # The last hidden-state is the first element of the output tuple
							lowerCAmelCase__	       =     (input_ids.squeeze() == tokenizer.mask_token_id).nonzero().item()
							lowerCAmelCase__	       =     logits[0, masked_index, :]
							lowerCAmelCase__	       =     logits.softmax(dim=0	)
							lowerCAmelCase__       , lowerCAmelCase__	       =     prob.topk(k=A			,   dim=0	)
							lowerCAmelCase__	       =     ''' '''.join(
							    [tokenizer.convert_ids_to_tokens(indices[i].item()	) for i in range(len(A	)	)]	)
							lowerCAmelCase__	       =     tokenizer.mask_token
							lowerCAmelCase__	       =     []
							for index, predicted_token_bpe in enumerate(topk_predicted_token_bpe.split(''' '''	)	):
														lowerCAmelCase__	       =     predicted_token_bpe.replace('''\u2581'''			,   ''' '''	)
														if " {0}".format(A	) in masked_input:
																					topk_filled_outputs.append(
																					    (
																					        masked_input.replace(''' {0}'''.format(A	)			,   A	),
																					        values[index].item(),
																					        predicted_token,
																					    )	)
														else:
																					topk_filled_outputs.append(
																					    (
																					        masked_input.replace(A			,   A	),
																					        values[index].item(),
																					        predicted_token,
																					    )	)
							return topk_filled_outputs


__UpperCAmelCase       =							CamembertTokenizer.from_pretrained('''camembert-base''')
__UpperCAmelCase       =							CamembertForMaskedLM.from_pretrained('''camembert-base''')
model.eval()

__UpperCAmelCase       =							'''Le camembert est <mask> :)'''






print(fill_mask(masked_input, model, tokenizer, topk=3))