I am very confused now, I tried switch to my local machine and change the clearml.conf.
It only partly worked :

Notice that the Dataset.get (...) is downloading an artifact that was uploaded before, basically it gets the full URL and downloads the data. it seems the original dataset uploaded to "localhost:8081", could that be the case?