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
File size: 3,533 Bytes
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"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."
]
}
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