pred=[1e-10, 0, 0] sol=[1, 0, 0] metrics.roc_auc_score(sol, pred) # 0.5, wrong, 1 is correct pred=[1, 0, 0] sol=[1, 0, 0] metrics.roc_auc_score(sol, pred) # 1 correct