[cityhall]

If you have to rely on model serialization schemes you have a problem because they express the model in terms of low level operations.

You probably want to do experiments with multiple model variants, or teak your model and fine tune from deployed weights. To do that you need a way to recreate it from layer-level objects instead of the add/reshape operations Tensorflow and its kin store internally.