MOSS Better Nude LoRA v3.0

I realized one merged file isn't very user-friendly, so v3.0 is uploaded as three separate LoRAs that you stack yourself, plus an all-in-one file for convenience:

• moss_pussy_lora_v3.0.safetensors: The pussy / body LoRA. Every face was masked out during training (face loss = 0), so it learns anatomy only and leaves faces to the base model.

• moss_pussy_lora_v3.0_8steps_dmd2_only.safetensors: The 8-step speed-up only. Fine-tuned from lodestones' DMD2 specifically for v3.0, so it works best paired with v3.0.

• moss_pussy_lora_v3.0_face.safetensors: Optional face LoRA. Swap it for any face LoRA you like. (only Asian faces in this lora)

• moss_pussy_lora_v3.0_8steps.safetensors: All-in-one 8-step LoRA: 8steps_dmd2_only 1.0 + v3.0 1.0 + face 0.8 in a single file. Use it alone at strength 1.0.

Why a separate face LoRA? Because faces were masked out when training the pussy LoRA, faces now come straight from MOSS Base. That brings back face diversity: you no longer get the same face every time. But it also means there's no aesthetic push, so faces aren't always pretty. (Earlier I swapped faces with Z-Image, which pulls everything toward the same "beautiful" look.) The face LoRA nudges faces toward a more attractive look while keeping them varied. It's added after distillation, so it doesn't collapse into one identity. Use it, lower it, or replace it with your own.

Usage

• Model: MOSS-Image Base

• 8 steps, separate files: 8steps_dmd2_only 1.0 → v3.0 1.0 → face 0.8, workflow

• 8 steps, all-in-one: v3.0_8steps 1.0 only. Don't add the other three on top, workflow

• Both 8-step setups: 8 steps, CFG 1, euler + simple

• 50 steps: v3.0 (+ face if you want it) without the 8-step LoRA, CFG ~3, workflow

Credit: 8-step base distill by lodestones (DMD2).




v3.0 — 8 steps
What changed from v2.0 (8 steps) In v2.0 the face LoRA was part of the teacher during distillation. DMD distillation is mode-seeking, so it collapsed the face LoRA into one dominant face, and most generations ended up with the same face.

v3.0 fixes this:

• Retrained the pussy LoRA with every face masked out of the loss. It learns anatomy and body detail only, not faces.

• New 8-step distillation: fine-tuned from lodestones' DMD2 LoRA, using Base + the new pussy LoRA as the teacher (no face LoRA in the teacher).

• Face LoRA added after distillation, so it shapes the look of the face without being collapsed into a single identity.

• Everything is merged into one 8-step LoRA.

Result: faces are diverse again across seeds, while the genital detail at 8 steps is closer to the 50-step model than plain DMD2.

Usage

• Model: MOSS-Image Base

• LoRA strength 1.0. Don't add another 8-step / DMD LoRA, because it's already included.

• 8 steps, CFG 1, euler + simple

Credit: 8-step base distill by lodestones (DMD2)


How V2.0 8-steps version was made：

This is an 8-step version of my moss_pussy_lora_v2.0, re-distilled so the fast sampler matches the full 50-step look.

• Teacher: MOSS-Image-Base with my v2.0 face + pussy LoRAs merged at 1.0, sampled at 50 steps, CFG 3, with skip-layer guidance on block 22.

• Student: initialized from lodestones' 8-step DMD2 LoRA, then trained with DMD2 distribution matching for 300 student updates on ~640 images from my dataset. Built on NVIDIA's open-source modelopt.torch.fastgen DMD implementation.

• Use: MOSS-Image-Base, 8 steps, CFG 1, euler / simple scheduler (the schedule it was distilled on).

Credits: Huge thanks to lodestones for the original 8-step DMD/DMD2 LoRAs (MOSS-Image-Base-8-steps-dmd, Kromoss), which this is fine-tuned from, to NVIDIA for the open DMD2 code in Model-Optimizer.


V2.0 added more sex scenes
V2.0 face + pussy merged moss_face_regface_v2.safetensors to V2.0

workflow.json attached
Check this post (https://civarchive.com/posts/31908504) for sex scenes prompts.

This LoRA was trained on MOSS-Image-Base and can also be used with MOSS-Image-SFT, but I find that the base model produces better results.

Lora strength: 1.0

Steps: 25 or 50
CFG: 3 or 4
Sampler: euler or er_sde
Scheduler: Simple or Beta
Resolution: 1024x1536 or 1536x1024

Only Asian female in the dataset！

pussy lora for MOSS image