Train with grouped meshes and apply separately

Hi,
I noticed that your code allows to autoencode for multiple components, which I interpreted it as it allows to make some kind of "sharing subspace" between components, by using the same model parameters.
Is it possible to apply the trained model, which is trained with multiple components, on separate components? 