MOSS-Image-Anime-LoRA-ComfyUI.safetensors

---

base_model: OpenMOSS-Team/MOSS-Image-Base license: apache-2.0 library_name: diffusers pipeline_tag: text-to-image instance_prompt: "moss_seinen_style" tags:

• text-to-image
• diffusers
• lora
• moss-image
• anime
• seinen
• template:sd-lora widget:
• text: "an adult woman anime character in a charcoal flight suit sliding beneath a closing blast door as blue warning lights streak across a damaged orbital hangar" output: url: images/p1_step2000_no-trigger_s1.png
• text: "an adult man anime character with copper hair and a weathered green coat standing knee-deep in a river while holding a cracked ceremonial mask beneath cold morning fog" output: url: images/p2_step2000_no-trigger_s1.png
• text: "two adult anime characters riding the same motorcycle through a narrow tunnel, the driver leaning into a turn while the passenger fires a flare toward pursuing drones" output: url: images/p3_step2000_no-trigger_s1.png
• text: "an adult woman anime character with braided white hair repairing a mechanical arm at a cluttered night workshop lit by welding sparks and hanging red lamps" output: url: images/p4_step2000_no-trigger_s1.png

---

MOSS Image Anime LoRA

A high-energy seinen-inspired anime style LoRA for MOSS-Image. It emphasizes dramatic action, cinematic lighting, expressive adult characters, strong silhouettes, dense environments, and energetic compositions.

The adapter was trained against MOSS-Image-Base. Local evaluation favored MOSS-Image-SFT for inference.

A GGUF conversion is also available here: https://huggingface.co/axiomofmind/Moss-image-anime-lora-GGUF which can be used with MOSS-Image-SFT-GGUF https://huggingface.co/axiomofmind/Moss-Image-SFT-GGUF

Included checkpoints

This repository deliberately includes the two strongest checkpoint candidates:

Checkpoint	Weight file	Recommended scale	Prompt recommendation
2,000 steps (canonical/default)	pytorch_lora_weights.safetensors	1.0	Omit the trigger; use natural anime character wording
1,500 steps (alternate)	checkpoints/step-1500/pytorch_lora_weights.safetensors	0.7 or 1.0	Omit the trigger; use natural anime character wording

Checkpoint 2000 at scale 0.7 with moss_seinen_style was also a decent secondary evaluation result. The three preferred configurations were checkpoint 2000 at scale 1.0 without the trigger and checkpoint 1500 at scales 0.7 and 1.0 without the trigger.

The registered training trigger is moss_seinen_style, but it is optional for inference. In the final local comparison, natural prompts containing anime character or anime characters generally performed better without the trigger. If the trigger is used, place it at the beginning of the prompt.

ComfyUI compatibility

The root pytorch_lora_weights.safetensors uses Diffusers / PEFT keys such as transformer.layers.0.proj.q.lora_A.weight. ComfyUI's native MOSS-Image loader addresses the same modules under diffusion_model.layers..., so loading the root file directly can report lora key not loaded.

Use the native ComfyUI variant for the canonical step-2000 checkpoint:

File	Size	Tensors	SHA-256
MOSS-Image-Anime-LoRA-ComfyUI.safetensors	70.93 MiB	504	6661F88183757C7BE9044578D3907335D6ABE83A736995BD502B78DB2C5B83CF

1. Update ComfyUI to a version with native MOSS-Image support; commit b1a247c or newer contains the required loader code.
2. Put MOSS-Image-Anime-LoRA-ComfyUI.safetensors in ComfyUI/models/loras/.
3. Use ComfyUI's standard LoRA loader with model strength 1.0 and clip strength 0.0.
4. Prefer natural prompts containing anime character or anime characters without the trigger. The secondary tested configuration uses model strength 0.7 with moss_seinen_style at the beginning of the prompt.

Download only this variant with:

hf download axiomofmind/Moss-image-anime-lora \
  MOSS-Image-Anime-LoRA-ComfyUI.safetensors \
  --local-dir ./ComfyUI/models/loras

The conversion is namespace-only: transformer. becomes diffusion_model.. Tensor values, shapes, dtypes, rank, and alpha behavior are unchanged. All 504 converted tensors were checked against the 252 corresponding MOSS-Image-SFT modules. The reproducible converter is scripts/convert_moss_lora_for_comfyui.py.

This ComfyUI file corresponds to the canonical step-2000 root weight. The alternate step-1500 checkpoint remains available in its original Diffusers / PEFT layout under checkpoints/step-1500/.

Recommended settings

See the full description on the original page