sselpah/MossRAEL

Moss:RAEL - Moss: Reconstructing Anime's Expressive Linework

An anime-focused fine-tune of Moss.

heavily inspired by - https://huggingface.co/RicemanT/MossAD-Demo

Usage

learn to use this first: https://huggingface.co/Comfy-Org/MOSS-Image

Workflow

in this link right here:

https://huggingface.co/sselpah/MossRAEL/resolve/main/mossrael_workflow.json?download=true

it's very much like the default except ModelSamplingAuraFlow shift node set to 8.0, don't go lower than 6

Works nicely on 1mp-1.5mp

• Full artist & anime in files under dataset_image_counts.json (obviously artists with 1-10 images were probably not trained that well)
• To prompt artist use Art by @<artist name>
• To prompt anime screencap use Art by @anime screencap
• To prompt specific copyright use [Copyright: <copyright>];
• No underscores needed
• You are invited to try other prompting methods

Example:

A vertical three-quarter portrait of cinderella (nikke) standing beneath the awning of a closed flower shop at night. She has very long silver hair, blue eyes, and small blue star-shaped hair ornaments. She wears a glossy black motorcycle jacket zipped over a white high-collared shirt, tailored black trousers, and black boots. Her right hand holds the handle of a clear umbrella, and her left gently cups a small glass apple at waist level. She looks towards the viewer with a quiet, contemplative expression. Raindrops bead on the jacket and umbrella, while a soft blue shop sign and a warm streetlamp create contrasting reflections. Buckets of pale flowers are visible through the window behind her.

Art by @jindogod.

[Copyright: goddess of victory: nikke];

Examples

Training

• Dataset: Custom closed dataset of 68,000~ danbooru illustrations/anime screenshots (85%/15%)
• Preparation: All images captioned using Qwen 3.8 27B because I'm poor with no connections to NSFW Astra
• Training configuration: AdamW8Bit, 80 batch x 2 grad acc, 1e-5 cosine, 20 epochs (1.337M~ images seen), 1024 varlen (less than 1% was under 1024), trained off Moss Image Base.
• Compute: 8xH100 - total cost 1k$

Credits

• https://huggingface.co/OpenMOSS-Team/MOSS-Image-Base - without them i'd have 1k$ extra
• https://huggingface.co/CabalResearch - actually smart people, if they had budget you'd have a perfect anime model already
• https://huggingface.co/RicemanT/MossAD-Demo - inspiration