ShadowLM Trainer is an open-source fine-tuning SDK I created and maintain at Lyzr Research Labs. It packages 13 training methods behind one batteries-included install, and is designed to run on whatever hardware you have rather than assuming a specific GPU setup.
The goal is to make fine-tuning open models a dependency you add, not a project you staff: pick a method, point it at your data, and train.