import copy import pytest @pytest.mark.parametrize( "model", [ ("kmeans_pca_topic_model"), ("base_topic_model"), ("custom_topic_model"), ("merged_topic_model"), ("reduced_topic_model"), ], ) def test_documents(model, reduced_embeddings, documents, request): topic_model = copy.deepcopy(request.getfixturevalue(model)) topics = set(topic_model.topics_) if -1 in topics: topics.remove(-1) fig = topic_model.visualize_documents(documents, embeddings=reduced_embeddings, hide_document_hover=True) fig_topics = [int(data["name"].split("_")[0]) for data in fig.to_dict()["data"][1:]] assert set(fig_topics) == topics