import matplotlib.pyplot as plt import numpy as np import pytest import shap @pytest.mark.mpl_image_compare def test_group_difference(explainer): """Check that the group_difference plot is unchanged.""" np.random.seed(0) shap_values = explainer(explainer.data).values group_mask = np.random.randint(2, size=shap_values.shape[0]) feature_names = explainer.data_feature_names fig, ax = plt.subplots() shap.plots.group_difference(shap_values, group_mask, feature_names, show=False, ax=ax) plt.tight_layout() return fig