What methods did you use to save the model weights and use them again?
If you need to reuse only the weights, that’s how you can save and reload them:
model.save_weights(‘name_or_path.h5’)
new_model.load_weights(‘name_or_path.h5’)
Architecture of “new_model” should be identical to “model”.