Instructions to use SeeSee21/AniSee with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use SeeSee21/AniSee with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("SeeSee21/AniSee", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps
- Draw Things
- DiffusionBee
| { | |
| "model_type": "anisee", | |
| "architecture": "Cosmos-Predict2-2B (Anima Derivative)", | |
| "parameters": "2B", | |
| "license": "circlestone-labs-non-commercial", | |
| "base_model": "circlestone-labs/Anima", | |
| "base_model_relation": "finetune", | |
| "author": "SeeSee21", | |
| "pipeline_tag": "text-to-image", | |
| "training": { | |
| "steps": "~20000", | |
| "dataset": "curated anime dataset", | |
| "adapter_co_training": "lightly co-trained (per Anima guidelines)" | |
| }, | |
| "prompting": { | |
| "style": "tags + natural-language (mixed prompts supported)", | |
| "negative_prompt_support": "full", | |
| "recommended_prefix": "masterpiece, best quality, score_7, highres, illustration,", | |
| "tag_rules": { | |
| "case": "lowercase", | |
| "separator": "spaces (not underscores)", | |
| "score_tags_exception": "score_7, score_8, etc. use underscores", | |
| "artist_tags": "must be prefixed with @ (e.g. @artistname)" | |
| } | |
| }, | |
| "variants": { | |
| "base": { | |
| "file": "anisee.safetensors", | |
| "size": "~4.18 GB", | |
| "comfyui_path": "ComfyUI/models/diffusion_models/", | |
| "recommended_settings": { | |
| "steps": 40, | |
| "cfg": 4.5, | |
| "sampler": "er_sde", | |
| "scheduler": "simple", | |
| "resolution": "832x1216 (portrait, ~1 MP)" | |
| }, | |
| "alternative_samplers": [ | |
| "euler_a", | |
| "dpmpp_2m_sde_gpu" | |
| ] | |
| } | |
| }, | |
| "planned_variants": { | |
| "aio": { | |
| "description": "All-in-one checkpoint (Model + Text Encoder + VAE in one file)", | |
| "status": "planned" | |
| }, | |
| "turbo_4step": { | |
| "description": "4-Step Turbo variant distilled with CDM (Continuous-Time Distribution Matching)", | |
| "paper": "https://byliutao.github.io/cdm_page/", | |
| "status": "planned (pending Base validation)" | |
| } | |
| }, | |
| "components": { | |
| "text_encoder": { | |
| "file": "text_encoders/qwen_3_06b_base.safetensors", | |
| "description": "Anima / Qwen3 0.6B text encoder", | |
| "comfyui_path": "ComfyUI/models/text_encoders/" | |
| }, | |
| "vae": { | |
| "file": "vae/qwen_image_vae.safetensors", | |
| "description": "Qwen-Image VAE (inherited from Anima)", | |
| "comfyui_path": "ComfyUI/models/vae/" | |
| } | |
| }, | |
| "comfyui_paths": { | |
| "diffusion_models": "ComfyUI/models/diffusion_models/", | |
| "text_encoders": "ComfyUI/models/text_encoders/", | |
| "vae": "ComfyUI/models/vae/", | |
| "upscale_models": "ComfyUI/models/upscale_models/" | |
| }, | |
| "requirements": { | |
| "custom_nodes": [ | |
| "ComfyUI-Easy-Use", | |
| "ComfyUI_UltimateSDUpscale", | |
| "ComfyUI-Lora-Manager", | |
| "ComfyUI-QwenVL", | |
| "rgthree-comfy" | |
| ], | |
| "optional_upscale_model": { | |
| "file": "4x-UltraSharp.pth", | |
| "sources": [ | |
| "https://openmodeldb.info/models/4x-UltraSharp", | |
| "https://huggingface.co/Kim2091/UltraSharp" | |
| ] | |
| } | |
| }, | |
| "supported_vram": "8GB+", | |
| "links": { | |
| "civitai": "https://civitai.red/models/2628747/anisee", | |
| "gallery": "https://anisee.anisee.workers.dev/", | |
| "base_model": "https://huggingface.co/circlestone-labs/Anima", | |
| "cdm_paper": "https://byliutao.github.io/cdm_page/", | |
| "author": "https://huggingface.co/SeeSee21" | |
| }, | |
| "notes": [ | |
| "Drop-in replacement for anima-preview3-base.safetensors.", | |
| "Uses the same Qwen text encoder and Qwen-Image VAE as Anima.", | |
| "Tag rules: lowercase, spaces (not underscores), except score_7 etc. Artist tags prefixed with @.", | |
| "Official ComfyUI workflow included in workflows/ with auto Quality Prefix and Qwen3-VL Prompt Enhancer.", | |
| "AIO and 4-Step Turbo (CDM) variants planned for future releases." | |
| ] | |
| } | |