BTW, just talked to the devs, what happens is that your metrics \ logs are saved locally, then once a task is closed, it's zipped. If you are affraid the instance might be taken from you, first we are planning to release a solution for these situations 🙂 and second your code needs to be aware of the risk and to be able to "resume" training from a specific model snapshot \ iteration.