Hi FierceHamster54
I would take a look at the decorator example here
https://github.com/allegroai/clearml/blob/master/examples/pipeline/pipeline_from_decorator.py
Think of every function as a stand-alone task running on a different machine. The controller itself is the logic that creates the jobs and passes data, and the clearml agent / autoscaler does the actual orchestration