import copy import pytest @pytest.mark.parametrize( "model", [ ("kmeans_pca_topic_model"), ("base_topic_model"), ("custom_topic_model"), ("merged_topic_model"), ("reduced_topic_model"), ("online_topic_model"), ], ) def test_dynamic(model, documents, request): topic_model = copy.deepcopy(request.getfixturevalue(model)) timestamps = [i % 10 for i in range(len(documents))] topics_over_time = topic_model.topics_over_time(documents, timestamps) fig = topic_model.visualize_topics_over_time(topics_over_time) assert len(fig.to_dict()["data"]) == len(set(topic_model.topics_)) - topic_model._outliers