docs: def fit(self, weighted, show_progress=True):
          """ Computes and stores the similarity matrix """
          self.similarity = all_pairs_knn(weighted, self.K,
                                          show_progress=show_progress,
                                          num_threads=self.num_threads).tocsr()
          self.scorer = NearestNeighboursScorer(self.similarity)