Model small enough for a Chrome extension

Hi,
I am looking for a conversationnel model small enough like mobiletnet used in this project

As I understand, mobiletnet is only for image recognition, right?
I am trying to build a code syntax checker so I am looking for a small model I can fine tune depending on the language.

Thank you,
Jean