hist_current = model.fit_generator(train_generator(batch_size),
                        steps_per_epoch=10,
                        epochs = 1000,
                        verbose = 0,
                        validation_data = test_generator(),
                        validation_steps=1,
                        max_q_size = 5,
                        pickle_safe = True)