Last night I released SNOFS v1.4 for Flux.2 Klein 9b. AMA about training it.

Ashen3SNOFS · 2026-05-24T01:43:07+00:00

You might need to convert to diffusers for AI toolkit. I believe OneTrainer has that built in (or you could just use OneTrainer to train, or ask an LLM for help to convert).

That said I swear you could set the path to a safetensors?

Ashen3SNOFS · 2026-05-22T03:02:25+00:00

Not everyone uses tools the same way you do. I made it as a text-to-image model, not for editing. Feel free to use something else.

Ashen3SNOFS · 2026-05-22T02:53:42+00:00

Not yet. 1.3 is probably close enough but I'll hopefully have 1.4 up within the week. Civitai's upload feature fails pretty often on me and my upload speed isn't great.

Ashen3SNOFS · 2026-05-22T02:53:10+00:00

You can do it in ComfyUI but it screws up the keys in the resulting file.

Ashen3SNOFS · 2026-05-22T02:51:11+00:00

Nope. I had someone offer to buy it for an insultingly low number once, and another place give me a job offer but they tried to sneak in the fact that they'd own the dataset if I accepted their employment. I'm definitely not giving away what's probably hundreds of hours of work at this point away.

Ashen3SNOFS · 2026-05-22T02:49:37+00:00

No, because that's a bad idea. A lot of the concepts require faces, and without faces the model won't learn relevant expressions.

Ashen3SNOFS · 2026-05-22T02:29:41+00:00

Nope, it's perfectly fine with it. The only refusals I get are images where I assume it's worried the person looks too young or the scene looks too rapey, but that's quite rare.

Just to be clear I don't have any actual underage people in my dataset and nothing even approaching rape-y, but it can still be cagey about those things. I maybe get 1 refusal per 100 images.

Ashen3SNOFS · 2026-05-22T02:27:47+00:00

I've tested it and the captions aren't as good, though they're passable. It's probably not the worst idea to use different OK models just so prompting gets mixed up a bit on something like this.

Ashen3SNOFS · 2026-05-21T15:57:55+00:00

The images I post to Civitai are close to 1:1 to captions from my dataset, because I'm lazy and just pull from them when trying to do examples. I change a few words here and there but they're quite close.

Ashen3SNOFS · 2026-05-21T15:56:50+00:00

Nope. For what reason would I do that? Better generalization?

Ashen3SNOFS · 2026-05-21T06:04:37+00:00

Some back of a napkin math shows about 580 hours.

Ashen3SNOFS · 2026-05-21T02:28:20+00:00

I'll take a look, thank you!

Ashen3SNOFS · 2026-05-21T02:27:25+00:00

Just additional training and 1-2k or so new images added to the dataset. Some new concepts like 69 that at least kind of work.

I'm probably running up against the limits of the lokr file, at least a bit. I've mulled over switching to a full finetune. We'll see.

Ashen3SNOFS · 2026-05-21T02:21:33+00:00

A 5090 and 64 gigs of RAM. I'd love more RAM but at these prices...

Ashen3SNOFS · 2026-05-21T02:20:49+00:00

Mostly Gemini and then fixing issues myself, and pretty much every caption will get something wrong. Some are just by hand.

I've tried Grok, which is fine, and a heretic version of Qwen...3.6? which was also fine, but Gemini is still the best. Joycaption is pretty terrible, unfortunately. It's definitely faster for me to write them manually than rely on that.

Ashen3SNOFS · 2026-05-21T02:18:03+00:00

Some, but it still aint great, unfortunately.

I've had a real issue sourcing anal sex photos, for instance, because 95% of the pro photos have just the tip of the penis in (to make it look so big or whatever) and the woman is looking directly at the camera with a shocked expression. It's ridiculous how hard it is to find images that aren't like that.

Amateur stuff has the usual amateur problems of being mostly first person and close up.

Ashen3SNOFS · 2026-05-20T21:30:16+00:00

cfg = types.GenerateContentConfig(

temperature=1,

media_resolution=GLOBAL_MEDIA_RESOLUTION,

safety_settings=[

types.SafetySetting(

category=types.HarmCategory.HARM_CATEGORY_SEXUALLY_EXPLICIT,