Save_model?

Dear Professor, I'm quite interested in your work and am currently replicating your code.
Theoretically, when we compress a large model using the KV-CACHE context cache algorithm, shouldn't we save the compressed model at the end? I don't see any code in your code for saving the compressed file.
So, I'd like to discuss this with you and ask for your advice.