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
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| "# 🎨 AniSee ComfyUI Workflow\n\nOfficial workflow for **AniSee** — a personal anime fine-tune of **Anima Preview3 Base** (~20K steps, curated dataset, LLM adapter lightly co-trained).\n\n---\n\n## 🚀 Quick Start\n\n1. Install all required Custom Nodes (see list at the bottom).\n2. Place the AniSee model, the Qwen text encoder and the Qwen-Image VAE in the correct ComfyUI folders.\n3. Type any short prompt into the **✨ Positive Prompt** node — quality tags are added automatically.\n4. Hit Queue.\n\n---\n\n## 📁 Model Files\n\n```\nComfyUI/models/diffusion_models/\n└── AniSee.safetensors\n\nComfyUI/models/text_encoders/\n└── qwen_3_06b_base.safetensors\n\nComfyUI/models/vae/\n└── qwen_image_vae.safetensors\n```\n\nIf you already run Anima Preview3 Base, you already have the text encoder and VAE — AniSee is a direct drop-in.\n\n---\n\n## ⚙️ Default Sampler Settings\n\n| Setting | Value |\n|-------------|----------------|\n| Steps | 40 |\n| CFG | 4.5 |\n| Sampler | `er_sde` |\n| Scheduler | `simple` |\n| Resolution | 832 × 1216 (portrait) |\n\nOther good resolutions: `1024×1024`, `896×1152`, `1152×896`, `1254×836`, `1365×768`.\n\n---\n\n## 🔗 Quality Prefix (auto-injected)\n\nThe **🔗 Quality Prefix** node (StringConcatenate) automatically prepends:\n\n```\nmasterpiece, best quality, score_7, highres, illustration,\n```\n\nto every prompt before it hits the CLIP Text Encode. **You do not need to type these yourself** — just write your subject and scene.\n\n---\n\n## 🎲 Prompt Enhancement (Optional, bypassed by default)\n\nThe **🎲 Step 4 - Prompt Enhancement** group contains a Qwen3-VL-4B-Instruct (GGUF) based prompt enhancer.\n\nWhen enabled, it takes any short natural-language description (e.g. *\"dark elf warrior\"*) and expands it into a fully-formed Danbooru-style tag list with proper tag ordering (subject → face → hair → eyes → pose → clothing → background → lighting → style).\n\n**To enable**: toggle the bypass on the Prompt Enhancement group/node. The enhanced tags flow into the same Quality Prefix → CLIP Text Encode chain.\n\nYou can use the workflow without it — it is just a convenience helper for fast prompting.\n\n---\n\n## 📖 LoRA Loader (Optional, bypassed by default)\n\nThe **📖 Step 2 - Load LoRA** group lets you stack one or more LoRAs onto AniSee. Toggle the group on with **📖 Toggle LoRA ON/OFF** and pick a LoRA via the Lora Manager node.\n\n---\n\n## 🔼 Upscaler (Optional, bypassed by default)\n\nThe **🔼 Step 6 - Upscale** group uses **UltimateSDUpscale** to bring 1 MP images up to 2× resolution. Default upscale model is `4x-UltraSharp.pth` — get it from:\n\n- OpenModelDB: <https://openmodeldb.info/models/4x-UltraSharp>\n- HuggingFace: <https://huggingface.co/Kim2091/UltraSharp>\n\nPlace it in `ComfyUI/models/upscale_models/`. You can swap in any other 4x ESRGAN-style model.\n\nToggle with **🔼 Toggle Upscaler ON/OFF**. Default denoise is `0.22` — keep it low to preserve faces and composition.\n\n---\n\n## 🖼️ Example Gallery\n\nSee AniSee in action: <https://anisee.anisee.workers.dev/>\n\n---\n\n## ➖ Default Negative Prompt\n\n```\nworst quality, low quality, score_1, score_2, score_3, artist name,\n(lowres:1.2), (worst quality:1.4), (low quality:1.4), (bad anatomy:1.4),\nbad hands, multiple views, comic, jpeg artifacts, patreon logo,\npatreon username, web address, signature, watermark, artist name,\ncensored, mosaic censoring\n```\n\n---\n\n## 📦 Required Custom Nodes\n\n- **ComfyUI-Easy-Use** — <https://github.com/yolain/ComfyUI-Easy-Use>\n- **ComfyUI_UltimateSDUpscale** — <https://github.com/ssitu/ComfyUI_UltimateSDUpscale>\n- **ComfyUI-Lora-Manager** — <https://github.com/willmiao/ComfyUI-Lora-Manager>\n- **ComfyUI-QwenVL** — <https://github.com/1038lab/ComfyUI-QwenVL>\n- **rgthree-comfy** — <https://github.com/rgthree/rgthree-comfy>\n\nAll are installable via ComfyUI Manager.\n\n---\n\n## 🙏 Credits\n\n- **Base Model**: Anima Preview3 Base — CircleStone Labs / Comfy Org — <https://huggingface.co/circlestone-labs/Anima>\n- **Fine-Tune**: SeeSee21\n" | |
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| } | |
| ], | |
| "title": "📐 Image Size", | |
| "properties": { | |
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| "ver": "0.3.65", | |
| "Node name for S&R": "EmptyLatentImage", | |
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| "outputs": [], | |
| "title": "💾 Save AniSee", | |
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| "Node name for S&R": "SaveImage" | |
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| "title": "💾 Save AniSee", | |
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| "Node name for S&R": "SaveImage" | |
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| "link": 100 | |
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| "outputs": [], | |
| "title": "🔍 Compare Images", | |
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| "selected": true, | |
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| "horizontal": false | |
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| } | |
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| "title": "➖ Negative Prompt", | |
| "properties": { | |
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| "ver": "0.18.0", | |
| "Node name for S&R": "CLIPTextEncode" | |
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| ], | |
| "color": "#322", | |
| "bgcolor": "#533" | |
| }, | |
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| "id": 120, | |
| "type": "Fast Groups Bypasser (rgthree)", | |
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| { | |
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| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "🔼 Toggle Upscaler ON/OFF", | |
| "properties": { | |
| "matchColors": "", | |
| "matchTitle": "🎲", | |
| "showNav": true, | |
| "showAllGraphs": true, | |
| "sort": "position", | |
| "customSortAlphabet": "", | |
| "toggleRestriction": "default", | |
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| "color": "#4d1a4d", | |
| "bgcolor": "#702a70" | |
| }, | |
| { | |
| "id": 199, | |
| "type": "UNETLoader", | |
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| "flags": {}, | |
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| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 325 | |
| ] | |
| } | |
| ], | |
| "title": "📦 Load AniSee Checkpoint", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.11.0", | |
| "Node name for S&R": "UNETLoader", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65, | |
| "models": [ | |
| { | |
| "name": "anima-preview3-base.safetensors", | |
| "url": "https://huggingface.co/circlestone-labs/Anima/resolve/main/split_files/diffusion_models/anima-preview3-base.safetensors", | |
| "directory": "diffusion_models" | |
| } | |
| ] | |
| }, | |
| "widgets_values": [ | |
| "anima\\anisee.safetensors", | |
| "default" | |
| ], | |
| "color": "#323", | |
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| "name": "SEED", | |
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| "type": "INT", | |
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| "title": "🎲 Seed Control", | |
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| "ver": "1.0.2512112053", | |
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| "type": "CLIP", | |
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| }, | |
| { | |
| "name": "lora_stack", | |
| "shape": 7, | |
| "type": "LORA_STACK", | |
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| } | |
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| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-lora-manager", | |
| "ver": "0.9.11", | |
| "Node name for S&R": "Lora Loader (LoraManager)", | |
| "__lm_widget_ids": [ | |
| "__lm_autocomplete_meta_text", | |
| "text", | |
| "loras" | |
| ] | |
| }, | |
| "widgets_values": [ | |
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| "textWidgetName": "text", | |
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| "end": 36, | |
| "insertedText": "<lora:my_first_lora_v1_000005100:1>,", | |
| "textSnapshot": "<lora:my_first_lora_v1_000005100:1>," | |
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| "bgcolor": "#3f5159", | |
| "title": "📖 LoRA Loader" | |
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| "You are a tag generator. You convert text descriptions into Danbooru-style comma-separated tags. You ONLY output tags. No sentences. No explanations. No conversation.\n\nOUTPUT FORMAT:\nnewest, masterpiece, best quality, score_7, amazing quality, absurdres, BREAK, [your tags here]\n\nNEGATIVE TAGS (separate line, only if needed):\nNegative: worst quality, low quality, [additional negative tags]\n\nTAG ORDER:\n1. Quality (already provided above)\n2. Subject (1girl, 1boy, solo, etc.)\n3. Face/expression (smile, blush, looking at viewer)\n4. Hair (blonde hair, long hair, ponytail)\n5. Eyes (blue eyes, detailed eyes)\n6. Pose/action (standing, sitting, arms up)\n7. Clothing (school uniform, white shirt, pleated skirt)\n8. Background/setting (outdoors, classroom, night sky)\n9. Lighting/atmosphere (sunlight, dramatic lighting, bokeh)\n10. Style/camera (from above, close-up, depth of field)\n\nRULES:\n- Expand short descriptions into multiple specific tags\n- Use underscores: long_hair NOT \"long hair\"\n- Use Danbooru syntax: hair_over_one_eye NOT \"hair covering eye\"\n- Add solo when only one character is described\n- Add looking_at_viewer unless stated otherwise\n\nEXAMPLES:\n\nInput: cute anime girl in a garden\nOutput: newest, masterpiece, best quality, score_7, amazing quality, absurdres, BREAK, 1girl, solo, cute, smile, looking_at_viewer, long_hair, brown_hair, brown_eyes, sundress, white_dress, standing, garden, flowers, sunlight, depth_of_field\n\nInput: dark elf warrior\nOutput: newest, masterpiece, best quality, score_7, amazing quality, absurdres, BREAK, 1girl, solo, dark_elf, pointy_ears, dark_skin, white_hair, long_hair, serious, looking_at_viewer, armor, gauntlets, sword, holding_weapon, fantasy, dark_background, dramatic_lighting\nNegative: worst quality, low quality, blurry\n\nInput: two girls holding hands at sunset beach\nOutput: newest, masterpiece, best quality, score_7, amazing quality, absurdres, BREAK, 2girls, multiple_girls, holding_hands, smile, blush, school_uniform, sailor_uniform, beach, ocean, sunset, orange_sky, wind, hair_blowing, from_side, lens_flare\n\nNow convert this:\n{prompt}", | |
| "{prompt}", | |
| "" | |
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| "You are a tag generator. You convert text descriptions into Danbooru-style comma-separated tags. You ONLY output tags. No sentences. No explanations. No conversation.\n\nOUTPUT FORMAT:\nnewest, masterpiece, best quality, score_7, amazing quality, absurdres, [your tags here]\n\n\nTAG ORDER:\n1. Quality (already provided above)\n2. Subject (1girl, 1boy, solo, etc.)\n3. Face/expression (smile, blush, looking at viewer)\n4. Hair (blonde hair, long hair, ponytail)\n5. Eyes (blue eyes, detailed eyes)\n6. Pose/action (standing, sitting, arms up)\n7. Clothing (school uniform, white shirt, pleated skirt)\n8. Background/setting (outdoors, classroom, night sky)\n9. Lighting/atmosphere (sunlight, dramatic lighting, bokeh)\n10. Style/camera (from above, close-up, depth of field)\n\nRULES:\n- Expand short descriptions into multiple specific tags\n- Use underscores: long_hair NOT \"long hair\"\n- Use Danbooru syntax: hair_over_one_eye NOT \"hair covering eye\"\n- Add solo when only one character is described\n- Add looking_at_viewer unless stated otherwise\n\nEXAMPLES:\n\nInput: cute anime girl in a garden\nOutput: newest, masterpiece, best quality, score_7, amazing quality, absurdres, 1girl, solo, cute, smile, looking_at_viewer, long_hair, brown_hair, brown_eyes, sundress, white_dress, standing, garden, flowers, sunlight, depth_of_field\n\nInput: dark elf warrior\nOutput: newest, masterpiece, best quality, score_7, amazing quality, absurdres, 1girl, solo, dark_elf, pointy_ears, dark_skin, white_hair, long_hair, serious, looking_at_viewer, armor, gauntlets, sword, holding_weapon, fantasy, dark_background, dramatic_lighting\n\nInput: two girls holding hands at sunset beach\nOutput: newest, masterpiece, best quality, score_7, amazing quality, absurdres, 2girls, multiple_girls, holding_hands, smile, blush, school_uniform, sailor_uniform, beach, ocean, sunset, orange_sky, wind, hair_blowing, from_side, lens_flare\n\nNow convert this:\n{prompt}\n" | |
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