Thanks @ptrblck. To be honest, I feel this method is a little cumbersome, as you need to carefully specify the correct model corresponding to the portion of your input, and what I desire is some concatenation of output tensors from different models, and use the whole big tensor as input to following ensemble classifier (for training). Anyway, thank you a lot for your kind help.