    pred_stack = np.vstack((pred(model, base),
                            pred(model, r90),
                            pred(model, r180),
                            pred(model, r270),
                            pred(model, r90_VF),
                            pred(model, r270_VF),
                            pred(model, VF),
                            pred(model, HF)))