We have almost the same architecture. The web reloads it's ml model if it detects the file is new and valid Additionally some 'static predictions' are written

We have almost the same architecture. The web reloads it's ml model if it detects the file is new and valid Additionally some 'static predictions' are written back to db by the training machine.