Anima is a 2 billion parameter text-to-image model created via a collaboration between CircleStone Labs and Comfy Org. It is focused on anime concepts, characters, and styles, and on non-photorealistic illustration in general; it is not intended for realism. The Aesthetic version is fine-tuned for better consistency and a higher quality default art style.
Original model:
circlestone-labs/Anima
(
split_files/diffusion_models/anima-aesthetic-v1.0.safetensors
)
Text Encoder:
Qwen3-0.6B (replacing Cosmos T5-11B)
LLM Adapter:
Custom cross-attention adapter bridging Qwen3 to the transformer
VAE:
AutoencoderKLWan
Recommended Settings
30-50 steps, CFG 4-5
Resolutions between 512x512 and 1536x1536
Prompting
Trained on Danbooru-style tags, natural language captions, and combinations of both. Tags are lowercase with spaces instead of underscores; score tags are the only tags that use underscores.
The Aesthetic fine-tune strips quality tags from its training captions, so quality tags are unnecessary in the positive prompt; "masterpiece, best quality, " is safe to leave in.
Artist tags require an @ prefix (e.g. "@artist name"); without it the effect is very weak.
Outputs with too much noise, artifacts, or detail can be tamed by lowering the CFG, removing score_* tags, or adding "anime coloring" to the prompt.
License
CircleStone Labs Non-Commercial License v1.2 (see LICENSE.md). As a derivative of Cosmos-Predict2-2B-Text2Image, the model is also subject to the NVIDIA Open Model License. The non-commercial restriction applies to the model weights, not to generated images.
Runs of CalamitousFelicitousness Anima-1.0-Aesthetic-Diffusers on huggingface.co
346
Total runs
-40
24-hour runs
-37
3-day runs
-38
7-day runs
-327
30-day runs
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