Download workflows/SeeMoss-Genesis-Image-Edit-v1.0.json from SeeSee21/SeeMoss-Genesis: direct link, hf CLI and curl.
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https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/workflows/SeeMoss-Genesis-Image-Edit-v1.0.json
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hf download hf://SeeSee21/SeeMoss-Genesis/workflows/SeeMoss-Genesis-Image-Edit-v1.0.json
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curl -L -o SeeMoss-Genesis-Image-Edit-v1.0.json https://huggingface.co/SeeSee21/SeeMoss-Genesis/resolve/main/workflows/SeeMoss-Genesis-Image-Edit-v1.0.json
92.7 kB
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| "# 🖼️ SeeMoss-Genesis Image Edit · v1.0\n\nEdit an existing picture with a short instruction, using **SeeMoss-Genesis** + the **MOSS-Image Edit LoRA**. The source image goes in as a **reference** (vision + reference latent), the model redraws the same frame and only applies the change you describe: outfit, hair colour, season, art style, props.\n\n**Flow:** Core models → 🧬 LoRA Loader (edit LoRA) → 🖼️ 03 · Load source image + write the edit → 🎨 Base Sampler → 💾 Save (Civitai metadata via SeeSee Civitai Metadata) → optional 🔼 Hi-Res.\n\n## ▶️ Quick start\n1. Put the **edit LoRA** in `models/loras/` and keep it active in **🧬 LoRA Loader** (strength 1). [Download](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors)\n2. Load your picture in **🖼️ Source Image**. It is scaled to 1 MP (keeps aspect), the output has the same size.\n3. Write the change in **✅ Edit Instruction**.\n4. Queue.\n\n## ✍️ Prompt tips\n- Best phrasing: `Change only the X to Y. Keep the character, face, hair, pose, background and composition unchanged.`\n- One change per run works best. Chain runs for several changes.\n- Say what must stay. Vague prompts (\"make it better\") drift.\n- Colour, outfit, hair, material and style edits are very reliable. For a new scene or season be explicit: `outdoors in a snowy forest at night, snow falling`.\n- Style edits: `Change only the art style to a soft watercolor painting ...`.\n- Keep **edit_format = Moss-Image-Edit** on both encode nodes.\n- Up to 4 references: connect another scaled image to `images.image_1` on **both** encode nodes and say what each picture is for (\"Picture 2 is the outfit\").\n\n## 🔞 SFW / NSFW\n**🔞 NSFW MODE** switches the negative prompt (SFW adds `nsfw, nude, explicit`).\n\n## 🧝 Triggers\n`seesee_elf`, `seesee_kitsune` are not needed for edits; the character comes from the source image.\n\n📄 Workflow page: [SeeMoss-Genesis-Workflows](https://civitai.red/models/3031981)\n" | |
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| "text": "# 🖼️ SeeMoss-Genesis Image Edit · v1.0\n\nEdit an existing picture with a short instruction, using **SeeMoss-Genesis** + the **MOSS-Image Edit LoRA**. The source image goes in as a **reference** (vision + reference latent), the model redraws the same frame and only applies the change you describe: outfit, hair colour, season, art style, props.\n\n**Flow:** Core models → 🧬 LoRA Loader (edit LoRA) → 🖼️ 03 · Load source image + write the edit → 🎨 Base Sampler → 💾 Save (Civitai metadata via SeeSee Civitai Metadata) → optional 🔼 Hi-Res.\n\n## ▶️ Quick start\n1. Put the **edit LoRA** in `models/loras/` and keep it active in **🧬 LoRA Loader** (strength 1). [Download](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors)\n2. Load your picture in **🖼️ Source Image**. It is scaled to 1 MP (keeps aspect), the output has the same size.\n3. Write the change in **✅ Edit Instruction**.\n4. Queue.\n\n## ✍️ Prompt tips\n- Best phrasing: `Change only the X to Y. Keep the character, face, hair, pose, background and composition unchanged.`\n- One change per run works best. Chain runs for several changes.\n- Say what must stay. Vague prompts (\"make it better\") drift.\n- Colour, outfit, hair, material and style edits are very reliable. For a new scene or season be explicit: `outdoors in a snowy forest at night, snow falling`.\n- Style edits: `Change only the art style to a soft watercolor painting ...`.\n- Keep **edit_format = Moss-Image-Edit** on both encode nodes.\n- Up to 4 references: connect another scaled image to `images.image_1` on **both** encode nodes and say what each picture is for (\"Picture 2 is the outfit\").\n\n## 🔞 SFW / NSFW\n**🔞 NSFW MODE** switches the negative prompt (SFW adds `nsfw, nude, explicit`).\n\n## 🧝 Triggers\n`seesee_elf`, `seesee_kitsune` are not needed for edits; the character comes from the source image.\n\n📄 Workflow page: [SeeMoss-Genesis-Workflows](https://civitai.red/models/3031981)\n" | |
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| "# ⚙️ Settings · Image Edit\n\n| | 🟢 Preview (default) | ⚡ Preview-Turbo |\n|---|---|---|\n| Steps | **25** (25–30) | **8** |\n| CFG | **4** | **1.5** |\n| Shift | 5 | 5 |\n| Sampler / Scheduler | euler / simple | euler / simple |\n| SLG | optional (layer 22) | off |\n| Edit LoRA | 1.0 | 1.0 |\n\n- **CFG 4 on Preview matters**: the negative branch keeps the edit clean. Lower CFG can add stray accessories.\n- **Turbo:** swap the model in 🧠 Base Model to `moss_anime_turbo_sft_int8_convrot`, 8 steps, CFG 1.5. About 3× faster, quality very close.\n- **Resolution:** set by the source image (📏 Scale to 1 MP). Higher MP = slower and the reference costs more VRAM; ~1 MP is the trained size.\n- **Speed:** an edit is slower than text-to-image because the reference is processed every step (RTX 4060 Ti class: ~6 min Preview / ~2 min Turbo at 1 MP).\n- **Hi-Res:** 06/07 work on the edited result like in Ultimate; match steps/CFG to the base.\n" | |
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| "text": "# ⚙️ Settings · Image Edit\n\n| | 🟢 Preview (default) | ⚡ Preview-Turbo |\n|---|---|---|\n| Steps | **25** (25–30) | **8** |\n| CFG | **4** | **1.5** |\n| Shift | 5 | 5 |\n| Sampler / Scheduler | euler / simple | euler / simple |\n| SLG | optional (layer 22) | off |\n| Edit LoRA | 1.0 | 1.0 |\n\n- **CFG 4 on Preview matters**: the negative branch keeps the edit clean. Lower CFG can add stray accessories.\n- **Turbo:** swap the model in 🧠 Base Model to `moss_anime_turbo_sft_int8_convrot`, 8 steps, CFG 1.5. About 3× faster, quality very close.\n- **Resolution:** set by the source image (📏 Scale to 1 MP). Higher MP = slower and the reference costs more VRAM; ~1 MP is the trained size.\n- **Speed:** an edit is slower than text-to-image because the reference is processed every step (RTX 4060 Ti class: ~6 min Preview / ~2 min Turbo at 1 MP).\n- **Hi-Res:** 06/07 work on the edited result like in Ultimate; match steps/CFG to the base.\n" | |
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| "# 📥 Model Downloads\n\n## SeeMoss-Genesis (this model)\n👉 [SeeMoss-Genesis · Preview](https://civitai.red/models/3031179) · [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861)\n\n| Part | File | Folder |\n|---|---|---|\n| **Preview** | `moss_anime_sft_int8_convrot` (~5.4 GB, **default**; also BF16, fp8_scaled, mxfp8, nvfp4, int4_convrot) | `models/diffusion_models/moss_anime/` |\n| **Preview-Turbo** | `moss_anime_turbo_sft_int8_convrot` (same 6 formats) | `models/diffusion_models/moss_anime_turbo/` |\n| **Edit LoRA** | [`moss_image_edit_lora_rank_64_bf16.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors) (297 MB, required) | `models/loras/` |\n| **Text Encoder** | [`qwen3.5_9b_w4a8_gptq.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/text_encoders/qwen3.5_9b_w4a8_gptq.safetensors) | `models/text_encoders/` |\n| **VAE** | [`flux2-vae_small.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/vae/flux2-vae_small.safetensors) | `models/vae/` |\n\nText Encoder and VAE are also separate versions on the model page (version dropdown).\n\n## Upstream\n- Edit LoRA by chinoll: [chinoll/Moss-Image-Edit](https://huggingface.co/chinoll/Moss-Image-Edit) (same weights as the Comfy-Org file)\n- [OpenMOSS/MOSS-Image on GitHub](https://github.com/OpenMOSS/MOSS-Image) · [MOSS-Image-SFT](https://huggingface.co/OpenMOSS-Team/MOSS-Image-SFT)\n- [Comfy-Org/MOSS-Image repack](https://huggingface.co/Comfy-Org/MOSS-Image) · [ComfyUI MOSS-Image guide](https://docs.comfy.org/tutorials/image/moss-image/moss-image)\n\n## 🔼 Upscale model (optional)\n[`2x-AnimeSharpV4_RCAN.safetensors`](https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors) by Kim2091 → `models/upscale_models/`.\n\n⚠️ Needs **ComfyUI 0.43.0+** (Text Encode MOSS-Image Edit node).\n\n# 🧩 Required Custom Nodes\n\nInstall with [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) (search the name) or `git clone` into `custom_nodes/`, then restart ComfyUI.\n\n| Pack | Used for |\n|---|---|\n| [SeeSee Civitai Metadata](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) | 💾 save nodes: Civitai-readable metadata in every PNG |\n| [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manager) | 🧬 LoRA Loader (edit LoRA) + TriggerWord Toggle |\n| [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) | 🔼 Hi-Res ON / OFF switch, 🔍 image comparers |\n| [ComfyUI_UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) | 🔼 06 · Tiled Upscale |\n| [comfy-image-saver](https://github.com/giriss/comfy-image-saver) | 🎲 Seed Generator |\n\nEverything else is ComfyUI core (MOSS-Image edit, subgraphs). Needs **ComfyUI 0.43.0+**.\n\n📄 Workflow page: [SeeMoss-Genesis-Workflows](https://civitai.red/models/3031981)\n" | |
| ], | |
| "widgets_values_named": { | |
| "text": "# 📥 Model Downloads\n\n## SeeMoss-Genesis (this model)\n👉 [SeeMoss-Genesis · Preview](https://civitai.red/models/3031179) · [Preview-Turbo](https://civitai.red/models/3031179?modelVersionId=3444861)\n\n| Part | File | Folder |\n|---|---|---|\n| **Preview** | `moss_anime_sft_int8_convrot` (~5.4 GB, **default**; also BF16, fp8_scaled, mxfp8, nvfp4, int4_convrot) | `models/diffusion_models/moss_anime/` |\n| **Preview-Turbo** | `moss_anime_turbo_sft_int8_convrot` (same 6 formats) | `models/diffusion_models/moss_anime_turbo/` |\n| **Edit LoRA** | [`moss_image_edit_lora_rank_64_bf16.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors) (297 MB, required) | `models/loras/` |\n| **Text Encoder** | [`qwen3.5_9b_w4a8_gptq.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/text_encoders/qwen3.5_9b_w4a8_gptq.safetensors) | `models/text_encoders/` |\n| **VAE** | [`flux2-vae_small.safetensors`](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/vae/flux2-vae_small.safetensors) | `models/vae/` |\n\nText Encoder and VAE are also separate versions on the model page (version dropdown).\n\n## Upstream\n- Edit LoRA by chinoll: [chinoll/Moss-Image-Edit](https://huggingface.co/chinoll/Moss-Image-Edit) (same weights as the Comfy-Org file)\n- [OpenMOSS/MOSS-Image on GitHub](https://github.com/OpenMOSS/MOSS-Image) · [MOSS-Image-SFT](https://huggingface.co/OpenMOSS-Team/MOSS-Image-SFT)\n- [Comfy-Org/MOSS-Image repack](https://huggingface.co/Comfy-Org/MOSS-Image) · [ComfyUI MOSS-Image guide](https://docs.comfy.org/tutorials/image/moss-image/moss-image)\n\n## 🔼 Upscale model (optional)\n[`2x-AnimeSharpV4_RCAN.safetensors`](https://github.com/Kim2091/Kim2091-Models/releases/download/2x-AnimeSharpV4/2x-AnimeSharpV4_RCAN.safetensors) by Kim2091 → `models/upscale_models/`.\n\n⚠️ Needs **ComfyUI 0.43.0+** (Text Encode MOSS-Image Edit node).\n\n# 🧩 Required Custom Nodes\n\nInstall with [ComfyUI-Manager](https://github.com/Comfy-Org/ComfyUI-Manager) (search the name) or `git clone` into `custom_nodes/`, then restart ComfyUI.\n\n| Pack | Used for |\n|---|---|\n| [SeeSee Civitai Metadata](https://github.com/seesee75-commits/ComfyUI-SeeSee-Civitai-Metadata) | 💾 save nodes: Civitai-readable metadata in every PNG |\n| [ComfyUI-Lora-Manager](https://github.com/willmiao/ComfyUI-Lora-Manager) | 🧬 LoRA Loader (edit LoRA) + TriggerWord Toggle |\n| [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) | 🔼 Hi-Res ON / OFF switch, 🔍 image comparers |\n| [ComfyUI_UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) | 🔼 06 · Tiled Upscale |\n| [comfy-image-saver](https://github.com/giriss/comfy-image-saver) | 🎲 Seed Generator |\n\nEverything else is ComfyUI core (MOSS-Image edit, subgraphs). Needs **ComfyUI 0.43.0+**.\n\n📄 Workflow page: [SeeMoss-Genesis-Workflows](https://civitai.red/models/3031981)\n" | |
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| "mode": 0, | |
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| "title": "🔼 Hi-Res · How to use", | |
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| "# 🔼 Hi-Res Options\n\nTurn both on/off with **🔼 Hi-Res Pipeline ON / OFF**. Uses the upscale model from **🧩 Hi-Res Model**.\n\n## 06 · Tiled Upscale\nUltimate SD Upscale on the decoded base image: model upscale ×1.5, then tile-by-tile resampling (denoise 0.3). Best for big sizes with low VRAM.\n\n## 07 · Detail Refiner\nWorks in **latent space**: the base latent goes through **🔼 Upscale Latent By** (inside **🔬 Detail Refiner Setup**), then gets resampled by **🔬 Refiner Sampler**.\n- **Latent Upscale ×:** 1.5 (1.25–2)\n- **Hi-Res Denoise:** 0.45–0.6 (latent upscale needs more denoise than pixel upscale; too low = blurry)\n- **Hi-Res Steps / CFG:** match the base (Edit: Preview 25 / 4, Turbo 8 / 1.5)\n\nCompare nodes show base vs result side by side." | |
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| "widgets_values_named": { | |
| "text": "# 🔼 Hi-Res Options\n\nTurn both on/off with **🔼 Hi-Res Pipeline ON / OFF**. Uses the upscale model from **🧩 Hi-Res Model**.\n\n## 06 · Tiled Upscale\nUltimate SD Upscale on the decoded base image: model upscale ×1.5, then tile-by-tile resampling (denoise 0.3). Best for big sizes with low VRAM.\n\n## 07 · Detail Refiner\nWorks in **latent space**: the base latent goes through **🔼 Upscale Latent By** (inside **🔬 Detail Refiner Setup**), then gets resampled by **🔬 Refiner Sampler**.\n- **Latent Upscale ×:** 1.5 (1.25–2)\n- **Hi-Res Denoise:** 0.45–0.6 (latent upscale needs more denoise than pixel upscale; too low = blurry)\n- **Hi-Res Steps / CFG:** match the base (Edit: Preview 25 / 4, Turbo 8 / 1.5)\n\nCompare nodes show base vs result side by side." | |
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| "outputs": [], | |
| "title": "🧠 Core Models · Info", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "# 🧠 01 · Core Models\n- **Base Model:** SeeMoss-Genesis Preview int8 (default) or Preview-Turbo (8 steps / CFG 1.5).\n- **Text Encoder:** Qwen3.5 9B, CLIP type **moss_image**.\n- **VAE:** FLUX.2 small (also encodes the reference image).\n- **📐 Shift 5** → **SLG** → **SLG ON / OFF** (true = on).\n- **🧬 02 · LoRA Loader:** must contain the **edit LoRA** (strength 1). Extra style LoRAs are possible but can weaken the edit." | |
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| "text": "# 🧠 01 · Core Models\n- **Base Model:** SeeMoss-Genesis Preview int8 (default) or Preview-Turbo (8 steps / CFG 1.5).\n- **Text Encoder:** Qwen3.5 9B, CLIP type **moss_image**.\n- **VAE:** FLUX.2 small (also encodes the reference image).\n- **📐 Shift 5** → **SLG** → **SLG ON / OFF** (true = on).\n- **🧬 02 · LoRA Loader:** must contain the **edit LoRA** (strength 1). Extra style LoRAs are possible but can weaken the edit." | |
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| "# 🖼️ 03 · Image Edit\n\n1. **🖼️ Source Image:** the picture to edit (any size; scaled to 1 MP, 16 px steps).\n2. **✅ Edit Instruction:** describe only the change.\n3. **⛔ Edit Negative:** gets the SFW/NSFW negative automatically; it sees the same reference.\n4. **🟪 Edit Latent** takes the source size, so the output matches the input.\n\n**Prompt pattern:** `Change only the X to Y. Keep the character, face, hair, pose, background and composition unchanged.`\n\nExamples:\n- `Change only the black outfit to a white and gold priestess outfit. ...`\n- `Change only the hair colour to deep crimson red. ...`\n- `Change only the art style to a soft watercolor painting. ...`\n\nNeeds the [edit LoRA](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors) active in 🧬 LoRA Loader.\n" | |
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| "text": "# 🖼️ 03 · Image Edit\n\n1. **🖼️ Source Image:** the picture to edit (any size; scaled to 1 MP, 16 px steps).\n2. **✅ Edit Instruction:** describe only the change.\n3. **⛔ Edit Negative:** gets the SFW/NSFW negative automatically; it sees the same reference.\n4. **🟪 Edit Latent** takes the source size, so the output matches the input.\n\n**Prompt pattern:** `Change only the X to Y. Keep the character, face, hair, pose, background and composition unchanged.`\n\nExamples:\n- `Change only the black outfit to a white and gold priestess outfit. ...`\n- `Change only the hair colour to deep crimson red. ...`\n- `Change only the art style to a soft watercolor painting. ...`\n\nNeeds the [edit LoRA](https://huggingface.co/Comfy-Org/MOSS-Image/resolve/main/loras/moss_image_edit_lora_rank_64_bf16.safetensors) active in 🧬 LoRA Loader.\n" | |
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