Can't load your pre-trained model.

[sklipnoty]

File "/usr/local/lib/python3.6/site-packages/keras/engine/topology.py", line 3115, in load_weights_from_hdf5_group
str(len(filtered_layers)) + ' layers.')
ValueError: You are trying to load a weight file containing 145 layers into a model with 123 layers.

Also you should make a difference between weights (.hdf5) and the model+weights (.h5)

I don't see the point why you would include weights and then don't include an easy way to test the inference of the model. (which seems very convoluted.)