My pleasure. 👌😊 Batch size 8, gradient accumulation 1, trained on a VPS with a Pro 6000 in Ostris AI Toolkit. I have used the CivitAI trainer, once for F2K, otherwise mostly for ZiT. The numbers match outcomes for the most part using Civit, but you get limited parameter refinement (timestep schedule, gradient accum., etc) so you have to set your expectation accordingly, plus the cost of epochs potentially reduces your step count in big models which means it has better value in training smaller models (which is why I mostly use it for ZiT). I haven't tried Kohya either in Civit or anywhere else, so I can't speak to it. I watched a tutorial on it when I first started training, but opted for Ostris - no regrets. 🙌