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工作流 / 图像 / Mage-Flow-Edit Turbo: 图像编辑
Mage-Flow-Edit Turbo: 图像编辑

Mage-Flow-Edit Turbo: 图像编辑

Mage-Flow-Edit Turbo: Image Edit

使用参考照片和文本指令，通过Mage-Flow-Edit Turbo模型编辑图像，这是一个精简的4B参数模型，仅需4步即可生成结果。它接受1-3张参考图像和文本提示词作为输入，然后输出符合您指令的编辑后图像。非常适合快速风格迁移、背景替换和交互式照片编辑会话。

图像 5 个节点 1 个输入 21 次使用 ComfyUI ≥ 0.29.0 ComfyUI 44 KB

下载工作流 JSON 查看官方来源

下载后把文件拖进 ComfyUI 窗口即可打开。

需要的权重

这个工作流引用了 3 个权重文件，其中 3 个能在本站模型库里找到。

mage_flow_edit_turbo_int8_convrot.safetensors 在模型库查看
mage_flow_vae_bf16.safetensors 在模型库查看
qwen3vl_4b_bf16.safetensors 在模型库查看

节点构成

MarkdownNote × 2
LoadImage × 1
SaveImageAdvanced × 1
d069257b-0abc-4d5a-9a19-579e0fe5bd8d × 1

官方标注的模型

Mage-Flow

工作流 JSON

和上面「下载工作流 JSON」是同一份文件。

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245 "# Mage-Flow-Edit\n\n**Mage-Flow-Edit** is Microsoft's 4B instruction-based image editing model (Mage-VAE + Native-Resolution DiT + Qwen3-VL). It supports background replacement, style/lighting changes, localized content edits, restoration, and multi-reference editing (1–3 refs recommended).\n\n## Links\n\n- **Mage project:** https://github.com/microsoft/Mage\n- **ComfyUI integration PR:** https://github.com/Comfy-Org/ComfyUI/pull/15026\n\n## Resolution limits\n\n| Item | Value |\n|------|-------|\n| Output range | **512 – 2048** px per side (native-resolution training range) |\n| Alignment | Width & height must be a **multiple of 16** (VAE downsamples 16×) |\n| Aspect ratio | Any; extreme **4:1** supported (e.g. `2048×512`) |\n| Reference input | No hard pixel cap; resized to the target output size |\n| VL conditioning | Reference long edge capped at **384px** internally |\n\n**Recommendations:** use **1024** longest side for everyday tests; **1536–2048** for higher quality. Avoid exceeding **2048** — quality and stability drop outside the training distribution.\n\n## Workflow parameters\n\n| Parameter | Default | Description |\n|-----------|---------|-------------|\n| `prompt` | — | Edit instruction (English recommended). State what to keep, then what to change. |\n| `seed` | randomize | Fixed seed for reproducibility |\n| `resize_input_image` | true | Pre-scale the reference image before editing |\n| `target_megapixels` | 1.0 | Target area in megapixels when resizing (~1.0 ≈ 1024×1024) |\n| `match_input_size` | true | Output size follows the (resized) reference; if false, use `width` / `height` |\n| `width` / `height` | 1024 | Manual output size (only when `match_input_size` = false); step 16 |\n\n### Size logic\n\n1. `resize_input_image = true` → scale input to `target_megapixels` first\n2. `match_input_size = true` → output matches processed reference dimensions\n3. `match_input_size = false` → output uses manual `width` × `height`\n\n## Models (BF16)\n\n- `mage_flow_edit_bf16.safetensors` — edit DiT\n- `qwen3vl_4b_bf16.safetensors` — Qwen3-VL encoder (type: mage)\n- `mage_flow_vae_bf16.safetensors` — Mage-VAE"
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269 "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model Links\n\n- [Hugging Face:Comfy-Org/Mage-Flow](https://huggingface.co/Comfy-Org/Mage-Flow)\n\n**ModelScope mirrors** (alternative repo location)\n\n- [ModelScope:Comfy-Org/Mage-Flow](https://modelscope.cn/models/Comfy-Org/Mage-Flow)\n\n**diffusion_models**\n\n- [mage_flow_edit_turbo_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/Mage-Flow/resolve/main/diffusion_models/mage_flow_edit_turbo_int8_convrot.safetensors) (3.87 GB)\n- [mage_flow_edit_turbo_bf16.safetensors](https://huggingface.co/Comfy-Org/Mage-Flow/resolve/main/diffusion_models/mage_flow_edit_turbo_bf16.safetensors) (7.67 GB)\n\n**text_encoders**\n\n- [qwen3vl_4b_bf16.safetensors](https://huggingface.co/Comfy-Org/Mage-Flow/resolve/main/text_encoders/qwen3vl_4b_bf16.safetensors) (8.27 GB)\n\n**vae**\n\n- [mage_flow_vae_bf16.safetensors](https://huggingface.co/Comfy-Org/Mage-Flow/resolve/main/vae/mage_flow_vae_bf16.safetensors) (329.1 MB)\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 diffusion_models/\n│ │ └── mage_flow_edit_turbo_int8_convrot.safetensors\n│ ├── 📂 text_encoders/\n│ │ └── qwen3vl_4b_bf16.safetensors\n│ └── 📂 vae/\n│ └── mage_flow_vae_bf16.safetensors\n```\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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