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5 × Eureka!That's already very helpful, thanks a lot!
So if I understand it correctly, I can change the artifacts storage costs, without changing my logging behavior, but the metrics costs can only be changed by logging e.g. less scalar values, correct?
What we are doing is putting a requirements.txt with the content  -e .  in the top level of our repos and set the clearml config parameter  agent/package_manager/force_repo_requirements_txt  to  true .
Thanks  SmugDolphin23  for the suggestion.
Sadly this does not solve the problem of having  Namespace s inside the config, which cannot be parsed by  jsonargparse  when running remotely. The Error message is the same as shown  https://github.com/allegroai/clearml/issues/403#issuecomment-1316689416 .
Awesome, thanks! Make sure to check out the linked issue, as I have added more findings there
I commented this and a bit more on an existing issue: https://github.com/allegroai/clearml/issues/403#issuecomment-1316689416
I found a hack! 🎉 See the issue for details: https://github.com/allegroai/clearml/issues/403#issuecomment-1317362482