hyperfusion SDXL DoRA 600k images

From OP on Civ: This DoRA was trained on 600k images of hyper sized anime characters. It focus mainly on breasts/ass/belly/thighs/fat. This dataset is a subset of the larger hyperfusion dataset, but filtered down to body shape/size related images only. The full dataset would have taken more than a year to train on SDXL, lol.Recomendations:Dora/LoRA strength: 1.0 (DoRA's work in most WebUI's by now)Resolution: ~1024pxsamplers: any sampler PonyXL supportsin v10 you can push the lora weight more than in v9, so do that if your concepts are not working as well as you like.Uploaded 1.4 million custom tags used in hyperfusion here for integrating into your own datasetsv10 Noob_vpred Release 2025/07/29:Did you guys think I disappeared? Nope, just hopelessly training a model with a frozen text encoder for 7 months.This new DoRA has the same concepts you are used to by now, but with a few new concepts as usual. Also 200k more images than v9.This version is trained on NoobAI_Vpred, so there is no guarantee it will work with anything else.Wanted to try training with the Text Encoder frozen one last time. Also decided to stick to it no matter how long it took. And now I can definitively say I will be including TE in future models just for the sake of time. It works, but its way too slow for my setup.Use the tag list in v9 for now, until I get around to building the new one with the small number of new concepts.This one should handle concepts a little better than v9_sdxl, and is less prone to exploding gradients as well.v9 Pony Release:This model has been training for over 2 months now, but since Flux dropped, I decided to release what I have so far to free up a GPU. Technically it should have trained for longer, but I'm impatient, and some of you are probably tired of waiting anyway.The tags are mostly the same as the last v8 release for SD1, with a few new additions like blob content for example. See the tag.csv for more in "Training Data".Pony is a little tricky to train on, so I was experimenting a lot with this model. Because of this you should try to keep the DoRA strength near 1.0. Anything above 1.1 tends to explode. (weight regularization like scale_weight_norms is critical for training on pony, fyi)To keep training time reasonable I trained at 768x768 resolution initially, and had planned on finishing up training with 1024px resolution, but then Flux happened. The results still seem reasonable.I put plans and progress here every now and then.Changelog Article Link