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