Update ComfyUI workflow

README.md

@@ -1,110 +1,48 @@
 ---
+tags:
+- comfyui
+- image-editing
+- joyai
+- multi-image
 license: apache-2.0
+library_name: ComfyUI
 pipeline_tag: image-to-image
-tags:
-  - comfyui
-  - image-editing
-  - joyai
-  - multi-image
+base_model: jdopensource/JoyAI-Image-Edit-Plus-Diffusers
 ---
 
-# JoyAI-Image-Edit-Plus (ComfyUI weights)
-
-Single-file `.safetensors` checkpoints of [JoyAI-Image-Edit-Plus](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers), repackaged for **native ComfyUI** support (no custom node required).
-
-JoyAI-Image-Edit-Plus is the multi-image instruction-guided editing model of the [JoyAI-Image](https://github.com/jd-opensource/JoyAI-Image) family. It accepts **1–6 reference images** and a text instruction, and generates a new image that combines elements from the references according to the instruction.
-
-## Files
-
-| File | Size | Goes into | Component |
-|------|------|-----------|-----------|
-| `diffusion_models/joy_image_edit_plus_bf16.safetensors` | ~31 GB | `ComfyUI/models/diffusion_models/` | `JoyImageEditPlusTransformer3DModel` (bf16) |
-| `text_encoders/qwen3vl_joyimage_bf16.safetensors` | ~17 GB | `ComfyUI/models/text_encoders/` | Qwen3-VL-8B text encoder (bf16) |
-| `vae/joy_image_edit_vae.safetensors` | ~243 MB | `ComfyUI/models/vae/` | `AutoencoderKLWan` |
-
-The repo layout already matches `ComfyUI/models/`, so a single `hf download` into your models root drops every file where it needs to go.
+# JoyAI-Image-Edit-Plus-ComfyUI
 
-## Model architecture
+Repackaged model files for ComfyUI.
 
-- **Transformer**: 40-layer DiT, hidden size 4096, 32 heads, in/out channels 16, patch size `[1, 2, 2]`, 3D RoPE (`rope_dim_list = [16, 56, 56]`, theta 10000). Each reference image is patchified independently and concatenated on the sequence dimension with a per-image temporal offset in the 3D RoPE grid, so references may differ in resolution.
-- **Text encoder**: `Qwen3VLForConditionalGeneration` (text dim 4096). The instruction is wrapped with one `<|vision_start|><|image_pad|><|vision_end|>` block per reference image.
-- **VAE**: `AutoencoderKLWan` (z_dim 16, spatial downscale 8, temporal downscale 4) — the same VAE used by the single-image edit model.
-- **Scheduler**: FlowMatch (Euler), sampling shift 1.5.
+Original model repository: https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers
 
-Weight names are byte-identical to the diffusers checkpoint (894 transformer keys, zero renaming); ComfyUI auto-detects the model as `joyimage`.
+Place the files in the following folders:
 
-## Installation
-
-The model runs natively in ComfyUI. Native support is proposed upstream in [Comfy-Org/ComfyUI#14428](https://github.com/Comfy-Org/ComfyUI/pull/14428); until it is merged, install the fork branch:
-
-```bash
-git clone -b joyimage-edit-pr https://github.com/feice-huang/ComfyUI.git
-cd ComfyUI
-pip install -r requirements.txt
+```
+ComfyUI/
+`-- models/
+    |-- diffusion_models/
+    |   |-- joyai_image_edit_plus_bf16.safetensors
+    |   `-- joyai_image_edit_plus_int8_convrot.safetensors
+    |-- text_encoders/
+    |   |-- qwen3vl_8b_joyimage_edit_plus_bf16.safetensors
+    |   `-- qwen3vl_8b_joyimage_edit_plus_int8_convrot.safetensors
+    `-- vae/
+        `-- wan_2.1_vae.safetensors
 ```
 
-Once the PR is merged upstream, the stock ComfyUI release will run these weights with no fork needed.
-
-Then download the weights straight into `ComfyUI/models/`:
+Download directly into `ComfyUI/models/`:
 
 ```bash
 hf download jdopensource/JoyAI-Image-Edit-Plus-ComfyUI \
   --local-dir /path/to/ComfyUI/models
 ```
 
-Restart ComfyUI.
-
-## Usage
+Workflow: [workflow_joyimage_edit_plus.json](workflow_joyimage_edit_plus.json)
 
-Example workflow: [workflow_joyimage_edit.json](https://github.com/user-attachments/files/29588811/workflow_joyimage_edit_plus.json)
-
-Build the graph from these native nodes:
-
-1. **Load Diffusion Model** (`UNETLoader`) → `diffusion_models/joy_image_edit_plus_bf16.safetensors`
-2. **Load CLIP** (`CLIPLoader`) → `text_encoders/qwen3vl_joyimage_bf16.safetensors`, type `joyimage`
-3. **Load VAE** (`VAELoader`) → `vae/joy_image_edit_vae.safetensors`
-4. **Load Image** (`LoadImage`) for each reference (1–6)
-5. **TextEncodeJoyImageEditPlus** — feed `clip`, `vae`, the instruction, and the reference images into `image1`…`image6`. Wire one instance for the positive prompt and one (empty prompt, same images) for the negative. Each node bucket-resizes the references to the 1024-base buckets, VAE-encodes them, and appends the reference latents to the conditioning; its `image` output feeds `VAEDecode` / empty-latent sizing.
-6. **KSampler** → **VAEDecode** → **SaveImage**
-
-## Recommended parameters
-
-| Parameter | Value |
-|-----------|-------|
-| Steps | 30 |
-| CFG | 4.0 |
-| Sampler | `euler` |
-| Scheduler | `simple` |
-| dtype | bf16 |
-| Resolution | auto (1024-base buckets, per reference) |
-
-## Example
-
-**Prompt:** "The woman is lovingly holding the cute puppy in her arms"
-
-| Input 0 | Input 1 | Output |
-|---------|---------|--------|
-| ![input_0](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers/resolve/main/examples/input_0.png) | ![input_1](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers/resolve/main/examples/input_1.png) | ![output](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers/resolve/main/examples/output.png) |
-
-## Model details
-
-- **Developed by**: JD.com
-- **License**: Apache-2.0
-- **Framework**: PyTorch / ComfyUI
 
 ## Links
 
 - Source code and documentation: [github.com/jd-opensource/JoyAI-Image](https://github.com/jd-opensource/JoyAI-Image)
 - Original Diffusers-format weights: [jdopensource/JoyAI-Image-Edit-Plus-Diffusers](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers)
-- Single-image edit model (ComfyUI): [jdopensource/JoyAI-Image-Edit-ComfyUI](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI)
-
-## Citation
-
-```bibtex
-@misc{joyai-image-2025,
-  title={JoyAI-Image: A Unified Multimodal Foundation Model for Image Understanding, Generation, and Editing},
-  author={Joy Future Academy, JD},
-  year={2025},
-  url={https://github.com/jd-opensource/JoyAI-Image}
-}
-```
+- Single-image edit model for ComfyUI: [jdopensource/JoyAI-Image-Edit-ComfyUI](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI)

diffusion_models/joyai_image_edit_plus_int8_convrot.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c65b4a650054c4ab65caf35c0443077b9604f8fd3895181e221c5a6a601eb274
+size 16433221224

text_encoders/qwen3vl_8b_joyimage_edit_plus_int8_convrot.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e9cd1e1b43e49a8d9a3a650435822d6b77b85e15b018707d2cffdcc2896cd43
+size 10064089108

workflow_joyimage_edit_plus.json

@@ -0,0 +1,1563 @@
+{
+  "id": "b2c3d4e5-f6a7-4890-91bc-def012345678",
+  "revision": 0,
+  "last_node_id": 170,
+  "last_link_id": 500,
+  "nodes": [
+    {
+      "id": 82,
+      "type": "MarkdownNote",
+      "pos": [
+        -1270,
+        -370
+      ],
+      "size": [
+        570,
+        860
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Note: Model Links",
+      "properties": {},
+      "widgets_values": [
+        "## JoyImage Edit Plus\n\nInstruction-guided image editing workflow with up to six reference images.\n\n## Model Links\n\nRepository: [jdopensource/JoyAI-Image-Edit-Plus-ComfyUI](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI)\n\n**diffusion_models**\n\n- [joyai_image_edit_plus_bf16.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI/resolve/main/diffusion_models/joyai_image_edit_plus_bf16.safetensors)\n- [joyai_image_edit_plus_int8_convrot.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI/resolve/main/diffusion_models/joyai_image_edit_plus_int8_convrot.safetensors)\n\n**text_encoders**\n\n- [qwen3vl_8b_joyimage_edit_plus_bf16.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI/resolve/main/text_encoders/qwen3vl_8b_joyimage_edit_plus_bf16.safetensors)\n- [qwen3vl_8b_joyimage_edit_plus_int8_convrot.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI/resolve/main/text_encoders/qwen3vl_8b_joyimage_edit_plus_int8_convrot.safetensors)\n\n**vae**\n\n- [wan_2.1_vae.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI/resolve/main/vae/wan_2.1_vae.safetensors)\n\n## Test Images\n\n- [input_0.png](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers/resolve/main/examples/input_0.png)\n- [input_1.png](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-Diffusers/resolve/main/examples/input_1.png)\n\n## Model Storage Location\n\n```\nComfyUI/\n`-- models/\n    |-- diffusion_models/\n    |   |-- joyai_image_edit_plus_bf16.safetensors\n    |   `-- joyai_image_edit_plus_int8_convrot.safetensors\n    |-- text_encoders/\n    |   |-- qwen3vl_8b_joyimage_edit_plus_bf16.safetensors\n    |   `-- qwen3vl_8b_joyimage_edit_plus_int8_convrot.safetensors\n    `-- vae/\n        `-- wan_2.1_vae.safetensors\n```\n\n## Defaults\n\n- Output size: `1024 x 1024`\n- Sampler: `euler / simple`\n- CFG: `4.0`\n"
+      ]
+    },
+    {
+      "id": 41,
+      "type": "LoadImage",
+      "pos": [
+        -640,
+        -370
+      ],
+      "size": [
+        280,
+        370
+      ],
+      "flags": {},
+      "order": 41,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            376
+          ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage",
+        "cnr_id": "comfy-core",
+        "ver": "0.5.1"
+      },
+      "widgets_values": [
+        "input_0.png",
+        "image"
+      ],
+      "title": "Reference image 1"
+    },
+    {
+      "id": 83,
+      "type": "LoadImage",
+      "pos": [
+        -640,
+        50
+      ],
+      "size": [
+        280,
+        370
+      ],
+      "flags": {},
+      "order": 83,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            377
+          ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage",
+        "cnr_id": "comfy-core",
+        "ver": "0.5.1"
+      },
+      "widgets_values": [
+        "input_1.png",
+        "image"
+      ],
+      "title": "Reference image 2"
+    },
+    {
+      "id": 170,
+      "type": "bb58ce2c-6d67-4a94-9e83-6ab0b5f66b70",
+      "pos": [
+        -300,
+        -370
+      ],
+      "size": [
+        460,
+        720
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "image1",
+          "name": "image1",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 376
+        },
+        {
+          "label": "image2",
+          "name": "image2",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 377
+        },
+        {
+          "label": "image3",
+          "name": "image3",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "label": "image4",
+          "name": "image4",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "label": "image5",
+          "name": "image5",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "label": "image6",
+          "name": "image6",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "label": "positive_prompt",
+          "name": "prompt",
+          "type": "STRING",
+          "widget": {
+            "name": "prompt"
+          },
+          "link": null
+        },
+        {
+          "label": "negative_prompt",
+          "name": "negative_prompt",
+          "type": "STRING",
+          "widget": {
+            "name": "negative_prompt"
+          },
+          "link": null
+        },
+        {
+          "label": "unet_name",
+          "name": "unet_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "unet_name"
+          },
+          "link": null
+        },
+        {
+          "label": "clip_name",
+          "name": "clip_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "clip_name"
+          },
+          "link": null
+        },
+        {
+          "label": "vae_name",
+          "name": "vae_name",
+          "type": "COMBO",
+          "widget": {
+            "name": "vae_name"
+          },
+          "link": null
+        },
+        {
+          "name": "seed",
+          "type": "INT",
+          "widget": {
+            "name": "seed"
+          },
+          "link": null
+        },
+        {
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": null
+        },
+        {
+          "name": "cfg",
+          "type": "FLOAT",
+          "widget": {
+            "name": "cfg"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            500
+          ]
+        }
+      ],
+      "properties": {
+        "proxyWidgets": [
+          [
+            "6",
+            "prompt"
+          ],
+          [
+            "7",
+            "prompt"
+          ],
+          [
+            "3",
+            "unet_name"
+          ],
+          [
+            "4",
+            "clip_name"
+          ],
+          [
+            "5",
+            "vae_name"
+          ],
+          [
+            "10",
+            "seed"
+          ],
+          [
+            "10",
+            "control_after_generate"
+          ],
+          [
+            "8",
+            "width"
+          ],
+          [
+            "8",
+            "height"
+          ],
+          [
+            "10",
+            "steps"
+          ],
+          [
+            "10",
+            "cfg"
+          ]
+        ],
+        "cnr_id": "comfy-core",
+        "ver": "0.16.4"
+      },
+      "widgets_values": [],
+      "title": "JoyImage Edit Plus"
+    },
+    {
+      "id": 9,
+      "type": "SaveImage",
+      "pos": [
+        250,
+        -370
+      ],
+      "size": [
+        580,
+        410
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 500
+        },
+        {
+          "name": "filename_prefix",
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "SaveImage",
+        "cnr_id": "comfy-core",
+        "ver": "0.5.1"
+      },
+      "widgets_values": [
+        "JoyAI_ImageEditPlus"
+      ]
+    }
+  ],
+  "links": [
+    [
+      376,
+      41,
+      0,
+      170,
+      0,
+      "IMAGE"
+    ],
+    [
+      377,
+      83,
+      0,
+      170,
+      1,
+      "IMAGE"
+    ],
+    [
+      500,
+      170,
+      0,
+      9,
+      0,
+      "IMAGE"
+    ]
+  ],
+  "groups": [],
+  "definitions": {
+    "subgraphs": [
+      {
+        "id": "bb58ce2c-6d67-4a94-9e83-6ab0b5f66b70",
+        "version": 1,
+        "state": {
+          "lastGroupId": 3,
+          "lastNodeId": 11,
+          "lastLinkId": 233,
+          "lastRerouteId": 0
+        },
+        "revision": 0,
+        "config": {},
+        "name": "JoyImage Edit Plus",
+        "inputNode": {
+          "id": -10,
+          "bounding": [
+            -1620,
+            2950,
+            159.744140625,
+            320
+          ]
+        },
+        "outputNode": {
+          "id": -20,
+          "bounding": [
+            720,
+            2690,
+            128,
+            68
+          ]
+        },
+        "inputs": [
+          {
+            "id": "image1",
+            "name": "image1",
+            "type": "IMAGE",
+            "linkIds": [
+              222,
+              223
+            ],
+            "pos": [
+              -1484.255859375,
+              2974
+            ],
+            "label": "image1",
+            "shape": 7
+          },
+          {
+            "id": "image2",
+            "name": "image2",
+            "type": "IMAGE",
+            "linkIds": [
+              224,
+              225
+            ],
+            "pos": [
+              -1484.255859375,
+              2994
+            ],
+            "label": "image2",
+            "shape": 7
+          },
+          {
+            "id": "image3",
+            "name": "image3",
+            "type": "IMAGE",
+            "linkIds": [
+              226,
+              227
+            ],
+            "pos": [
+              -1484.255859375,
+              3014
+            ],
+            "label": "image3",
+            "shape": 7
+          },
+          {
+            "id": "image4",
+            "name": "image4",
+            "type": "IMAGE",
+            "linkIds": [
+              228,
+              229
+            ],
+            "pos": [
+              -1484.255859375,
+              3034
+            ],
+            "label": "image4",
+            "shape": 7
+          },
+          {
+            "id": "image5",
+            "name": "image5",
+            "type": "IMAGE",
+            "linkIds": [
+              230,
+              231
+            ],
+            "pos": [
+              -1484.255859375,
+              3054
+            ],
+            "label": "image5",
+            "shape": 7
+          },
+          {
+            "id": "image6",
+            "name": "image6",
+            "type": "IMAGE",
+            "linkIds": [
+              232,
+              233
+            ],
+            "pos": [
+              -1484.255859375,
+              3074
+            ],
+            "label": "image6",
+            "shape": 7
+          },
+          {
+            "id": "prompt",
+            "name": "prompt",
+            "type": "STRING",
+            "linkIds": [
+              212
+            ],
+            "pos": [
+              -1484.255859375,
+              3094
+            ],
+            "label": "positive_prompt"
+          },
+          {
+            "id": "negative",
+            "name": "negative_prompt",
+            "type": "STRING",
+            "linkIds": [
+              213
+            ],
+            "pos": [
+              -1484.255859375,
+              3114
+            ],
+            "label": "negative_prompt"
+          },
+          {
+            "id": "unet",
+            "name": "unet_name",
+            "type": "COMBO",
+            "linkIds": [
+              214
+            ],
+            "pos": [
+              -1484.255859375,
+              3134
+            ]
+          },
+          {
+            "id": "clip",
+            "name": "clip_name",
+            "type": "COMBO",
+            "linkIds": [
+              215
+            ],
+            "pos": [
+              -1484.255859375,
+              3154
+            ]
+          },
+          {
+            "id": "vae",
+            "name": "vae_name",
+            "type": "COMBO",
+            "linkIds": [
+              216
+            ],
+            "pos": [
+              -1484.255859375,
+              3174
+            ]
+          },
+          {
+            "id": "seed",
+            "name": "seed",
+            "type": "INT",
+            "linkIds": [
+              217
+            ],
+            "pos": [
+              -1484.255859375,
+              3194
+            ]
+          },
+          {
+            "id": "width",
+            "name": "width",
+            "type": "INT",
+            "linkIds": [
+              218
+            ],
+            "pos": [
+              -1484.255859375,
+              3214
+            ]
+          },
+          {
+            "id": "height",
+            "name": "height",
+            "type": "INT",
+            "linkIds": [
+              219
+            ],
+            "pos": [
+              -1484.255859375,
+              3234
+            ]
+          },
+          {
+            "id": "steps",
+            "name": "steps",
+            "type": "INT",
+            "linkIds": [
+              220
+            ],
+            "pos": [
+              -1484.255859375,
+              3254
+            ]
+          },
+          {
+            "id": "cfg",
+            "name": "cfg",
+            "type": "FLOAT",
+            "linkIds": [
+              221
+            ],
+            "pos": [
+              -1484.255859375,
+              3274
+            ]
+          }
+        ],
+        "outputs": [
+          {
+            "id": "out",
+            "name": "IMAGE",
+            "type": "IMAGE",
+            "linkIds": [
+              211
+            ],
+            "localized_name": "IMAGE",
+            "pos": [
+              720,
+              2714
+            ]
+          }
+        ],
+        "widgets": [],
+        "nodes": [
+          {
+            "id": 3,
+            "type": "UNETLoader",
+            "pos": [
+              -1080,
+              2700
+            ],
+            "size": [
+              400,
+              136
+            ],
+            "flags": {},
+            "order": 1,
+            "mode": 0,
+            "inputs": [
+              {
+                "name": "unet_name",
+                "type": "COMBO",
+                "widget": {
+                  "name": "unet_name"
+                },
+                "link": 214
+              },
+              {
+                "name": "weight_dtype",
+                "type": "COMBO",
+                "widget": {
+                  "name": "weight_dtype"
+                },
+                "link": null
+              }
+            ],
+            "outputs": [
+              {
+                "name": "MODEL",
+                "type": "MODEL",
+                "links": [
+                  201
+                ]
+              }
+            ],
+            "properties": {
+              "Node name for S&R": "UNETLoader",
+              "cnr_id": "comfy-core",
+              "ver": "0.5.1"
+            },
+            "widgets_values": [
+              "joyai_image_edit_plus_bf16.safetensors",
+              "default"
+            ]
+          },
+          {
+            "id": 4,
+            "type": "CLIPLoader",
+            "pos": [
+              -1080,
+              2900
+            ],
+            "size": [
+              400,
+              168
+            ],
+            "flags": {},
+            "order": 2,
+            "mode": 0,
+            "inputs": [
+              {
+                "name": "clip_name",
+                "type": "COMBO",
+                "widget": {
+                  "name": "clip_name"
+                },
+                "link": 215
+              },
+              {
+                "name": "type",
+                "type": "COMBO",
+                "widget": {
+                  "name": "type"
+                },
+                "link": null
+              },
+              {
+                "name": "device",
+                "shape": 7,
+                "type": "COMBO",
+                "widget": {
+                  "name": "device"
+                },
+                "link": null
+              }
+            ],
+            "outputs": [
+              {
+                "name": "CLIP",
+                "type": "CLIP",
+                "links": [
+                  202,
+                  203
+                ]
+              }
+            ],
+            "properties": {
+              "Node name for S&R": "CLIPLoader",
+              "cnr_id": "comfy-core",
+              "ver": "0.5.1"
+            },
+            "widgets_values": [
+              "qwen3vl_8b_joyimage_edit_plus_bf16.safetensors",
+              "joyimage",
+              "default"
+            ]
+          },
+          {
+            "id": 5,
+            "type": "VAELoader",
+            "pos": [
+              -1080,
+              3160
+            ],
+            "size": [
+              400,
+              110
+            ],
+            "flags": {},
+            "order": 3,
+            "mode": 0,
+            "inputs": [
+              {
+                "name": "vae_name",
+                "type": "COMBO",
+                "widget": {
+                  "name": "vae_name"
+                },
+                "link": 216
+              }
+            ],
+            "outputs": [
+              {
+                "name": "VAE",
+                "type": "VAE",
+                "links": [
+                  204,
+                  205,
+                  206
+                ]
+              }
+            ],
+            "properties": {
+              "Node name for S&R": "VAELoader",
+              "cnr_id": "comfy-core",
+              "ver": "0.5.1"
+            },
+            "widgets_values": [
+              "wan_2.1_vae.safetensors"
+            ]
+          },
+          {
+            "id": 6,
+            "type": "TextEncodeJoyImageEdit",
+            "pos": [
+              -580,
+              2700
+            ],
+            "size": [
+              440,
+              360
+            ],
+            "flags": {},
+            "order": 6,
+            "mode": 0,
+            "inputs": [
+              {
+                "name": "clip",
+                "type": "CLIP",
+                "link": 202
+              },
+              {
+                "name": "vae",
+                "shape": 7,
+                "type": "VAE",
+                "link": 204
+              },
+              {
+                "label": "image1",
+                "localized_name": "images.image0",
+                "name": "images.image0",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 222
+              },
+              {
+                "label": "image2",
+                "localized_name": "images.image1",
+                "name": "images.image1",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 224
+              },
+              {
+                "label": "image3",
+                "localized_name": "images.image2",
+                "name": "images.image2",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 226
+              },
+              {
+                "label": "image4",
+                "localized_name": "images.image3",
+                "name": "images.image3",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 228
+              },
+              {
+                "label": "image5",
+                "localized_name": "images.image4",
+                "name": "images.image4",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 230
+              },
+              {
+                "label": "image6",
+                "localized_name": "images.image5",
+                "name": "images.image5",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 232
+              },
+              {
+                "localized_name": "prompt",
+                "name": "prompt",
+                "type": "STRING",
+                "widget": {
+                  "name": "prompt"
+                },
+                "link": 212
+              }
+            ],
+            "outputs": [
+              {
+                "localized_name": "CONDITIONING",
+                "name": "CONDITIONING",
+                "type": "CONDITIONING",
+                "links": [
+                  207
+                ]
+              }
+            ],
+            "title": "Positive",
+            "properties": {
+              "Node name for S&R": "TextEncodeJoyImageEdit",
+              "cnr_id": "comfy-core",
+              "ver": "0.3.50"
+            },
+            "widgets_values": [
+              "The woman is lovingly holding the cute puppy in her arms"
+            ]
+          },
+          {
+            "id": 7,
+            "type": "TextEncodeJoyImageEdit",
+            "pos": [
+              -580,
+              3060
+            ],
+            "size": [
+              440,
+              360
+            ],
+            "flags": {},
+            "order": 7,
+            "mode": 0,
+            "inputs": [
+              {
+                "name": "clip",
+                "type": "CLIP",
+                "link": 203
+              },
+              {
+                "name": "vae",
+                "shape": 7,
+                "type": "VAE",
+                "link": 205
+              },
+              {
+                "label": "image1",
+                "localized_name": "images.image0",
+                "name": "images.image0",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 223
+              },
+              {
+                "label": "image2",
+                "localized_name": "images.image1",
+                "name": "images.image1",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 225
+              },
+              {
+                "label": "image3",
+                "localized_name": "images.image2",
+                "name": "images.image2",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 227
+              },
+              {
+                "label": "image4",
+                "localized_name": "images.image3",
+                "name": "images.image3",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 229
+              },
+              {
+                "label": "image5",
+                "localized_name": "images.image4",
+                "name": "images.image4",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 231
+              },
+              {
+                "label": "image6",
+                "localized_name": "images.image5",
+                "name": "images.image5",
+                "shape": 7,
+                "type": "IMAGE",
+                "link": 233
+              },
+              {
+                "localized_name": "prompt",
+                "name": "prompt",
+                "type": "STRING",
+                "widget": {
+                  "name": "prompt"
+                },
+                "link": 213
+              }
+            ],
+            "outputs": [
+              {
+                "localized_name": "CONDITIONING",
+                "name": "CONDITIONING",
+                "type": "CONDITIONING",
+                "links": [
+                  208
+                ]
+              }
+            ],
+            "title": "Negative",
+            "properties": {
+              "Node name for S&R": "TextEncodeJoyImageEdit",
+              "cnr_id": "comfy-core",
+              "ver": "0.3.50"
+            },
+            "widgets_values": [
+              ""
+            ]
+          },
+          {
+            "id": 8,
+            "type": "EmptySD3LatentImage",
+            "pos": [
+              -580,
+              3460
+            ],
+            "size": [
+              320,
+              130
+            ],
+            "flags": {},
+            "order": 8,
+            "mode": 0,
+            "inputs": [
+              {
+                "name": "width",
+                "type": "INT",
+                "widget": {
+                  "name": "width"
+                },
+                "link": 218
+              },
+              {
+                "name": "height",
+                "type": "INT",
+                "widget": {
+                  "name": "height"
+                },
+                "link": 219
+              },
+              {
+                "name": "batch_size",
+                "type": "INT",
+                "widget": {
+                  "name": "batch_size"
+                },
+                "link": null
+              }
+            ],
+            "outputs": [
+              {
+                "name": "LATENT",
+                "type": "LATENT",
+                "links": [
+                  209
+                ]
+              }
+            ],
+            "properties": {
+              "Node name for S&R": "EmptySD3LatentImage",
+              "cnr_id": "comfy-core",
+              "ver": "0.3.50"
+            },
+            "widgets_values": [
+              1024,
+              1024,
+              1
+            ],
+            "title": "Output latent"
+          },
+          {
+            "id": 10,
+            "type": "KSampler",
+            "pos": [
+              80,
+              2700
+            ],
+            "size": [
+              300,
+              474
+            ],
+            "flags": {},
+            "order": 9,
+            "mode": 0,
+            "inputs": [
+              {
+                "localized_name": "model",
+                "name": "model",
+                "type": "MODEL",
+                "link": 201
+              },
+              {
+                "localized_name": "positive",
+                "name": "positive",
+                "type": "CONDITIONING",
+                "link": 207
+              },
+              {
+                "localized_name": "negative",
+                "name": "negative",
+                "type": "CONDITIONING",
+                "link": 208
+              },
+              {
+                "localized_name": "latent_image",
+                "name": "latent_image",
+                "type": "LATENT",
+                "link": 209
+              },
+              {
+                "localized_name": "seed",
+                "name": "seed",
+                "type": "INT",
+                "widget": {
+                  "name": "seed"
+                },
+                "link": 217
+              },
+              {
+                "localized_name": "steps",
+                "name": "steps",
+                "type": "INT",
+                "widget": {
+                  "name": "steps"
+                },
+                "link": 220
+              },
+              {
+                "localized_name": "cfg",
+                "name": "cfg",
+                "type": "FLOAT",
+                "widget": {
+                  "name": "cfg"
+                },
+                "link": 221
+              },
+              {
+                "localized_name": "sampler_name",
+                "name": "sampler_name",
+                "type": "COMBO",
+                "widget": {
+                  "name": "sampler_name"
+                },
+                "link": null
+              },
+              {
+                "localized_name": "scheduler",
+                "name": "scheduler",
+                "type": "COMBO",
+                "widget": {
+                  "name": "scheduler"
+                },
+                "link": null
+              },
+              {
+                "localized_name": "denoise",
+                "name": "denoise",
+                "type": "FLOAT",
+                "widget": {
+                  "name": "denoise"
+                },
+                "link": null
+              }
+            ],
+            "outputs": [
+              {
+                "localized_name": "LATENT",
+                "name": "LATENT",
+                "type": "LATENT",
+                "links": [
+                  210
+                ]
+              }
+            ],
+            "properties": {
+              "Node name for S&R": "KSampler",
+              "cnr_id": "comfy-core",
+              "ver": "0.5.1"
+            },
+            "widgets_values": [
+              42,
+              "fixed",
+              30,
+              4.0,
+              "euler",
+              "simple",
+              1
+            ]
+          },
+          {
+            "id": 11,
+            "type": "VAEDecode",
+            "pos": [
+              440,
+              2700
+            ],
+            "size": [
+              230,
+              100
+            ],
+            "flags": {},
+            "order": 10,
+            "mode": 0,
+            "inputs": [
+              {
+                "localized_name": "samples",
+                "name": "samples",
+                "type": "LATENT",
+                "link": 210
+              },
+              {
+                "localized_name": "vae",
+                "name": "vae",
+                "type": "VAE",
+                "link": 206
+              }
+            ],
+            "outputs": [
+              {
+                "name": "IMAGE",
+                "type": "IMAGE",
+                "links": [
+                  211
+                ]
+              }
+            ],
+            "properties": {
+              "Node name for S&R": "VAEDecode",
+              "cnr_id": "comfy-core",
+              "ver": "0.5.1"
+            },
+            "widgets_values": []
+          }
+        ],
+        "groups": [
+          {
+            "id": 1,
+            "title": "Models",
+            "bounding": [
+              -1110,
+              2580,
+              460,
+              720
+            ],
+            "color": "#3f789e",
+            "flags": {}
+          },
+          {
+            "id": 2,
+            "title": "Prompt",
+            "bounding": [
+              -620,
+              2580,
+              520,
+              900
+            ],
+            "color": "#3f789e",
+            "flags": {}
+          },
+          {
+            "id": 3,
+            "title": "Sample",
+            "bounding": [
+              40,
+              2580,
+              660,
+              720
+            ],
+            "color": "#3f789e",
+            "flags": {}
+          }
+        ],
+        "links": [
+          {
+            "id": 201,
+            "origin_id": 3,
+            "origin_slot": 0,
+            "target_id": 10,
+            "target_slot": 0,
+            "type": "MODEL"
+          },
+          {
+            "id": 202,
+            "origin_id": 4,
+            "origin_slot": 0,
+            "target_id": 6,
+            "target_slot": 0,
+            "type": "CLIP"
+          },
+          {
+            "id": 203,
+            "origin_id": 4,
+            "origin_slot": 0,
+            "target_id": 7,
+            "target_slot": 0,
+            "type": "CLIP"
+          },
+          {
+            "id": 204,
+            "origin_id": 5,
+            "origin_slot": 0,
+            "target_id": 6,
+            "target_slot": 1,
+            "type": "VAE"
+          },
+          {
+            "id": 205,
+            "origin_id": 5,
+            "origin_slot": 0,
+            "target_id": 7,
+            "target_slot": 1,
+            "type": "VAE"
+          },
+          {
+            "id": 206,
+            "origin_id": 5,
+            "origin_slot": 0,
+            "target_id": 11,
+            "target_slot": 1,
+            "type": "VAE"
+          },
+          {
+            "id": 207,
+            "origin_id": 6,
+            "origin_slot": 0,
+            "target_id": 10,
+            "target_slot": 1,
+            "type": "CONDITIONING"
+          },
+          {
+            "id": 208,
+            "origin_id": 7,
+            "origin_slot": 0,
+            "target_id": 10,
+            "target_slot": 2,
+            "type": "CONDITIONING"
+          },
+          {
+            "id": 209,
+            "origin_id": 8,
+            "origin_slot": 0,
+            "target_id": 10,
+            "target_slot": 3,
+            "type": "LATENT"
+          },
+          {
+            "id": 210,
+            "origin_id": 10,
+            "origin_slot": 0,
+            "target_id": 11,
+            "target_slot": 0,
+            "type": "LATENT"
+          },
+          {
+            "id": 211,
+            "origin_id": 11,
+            "origin_slot": 0,
+            "target_id": -20,
+            "target_slot": 0,
+            "type": "IMAGE"
+          },
+          {
+            "id": 212,
+            "origin_id": -10,
+            "origin_slot": 6,
+            "target_id": 6,
+            "target_slot": 8,
+            "type": "STRING"
+          },
+          {
+            "id": 213,
+            "origin_id": -10,
+            "origin_slot": 7,
+            "target_id": 7,
+            "target_slot": 8,
+            "type": "STRING"
+          },
+          {
+            "id": 214,
+            "origin_id": -10,
+            "origin_slot": 8,
+            "target_id": 3,
+            "target_slot": 0,
+            "type": "COMBO"
+          },
+          {
+            "id": 215,
+            "origin_id": -10,
+            "origin_slot": 9,
+            "target_id": 4,
+            "target_slot": 0,
+            "type": "COMBO"
+          },
+          {
+            "id": 216,
+            "origin_id": -10,
+            "origin_slot": 10,
+            "target_id": 5,
+            "target_slot": 0,
+            "type": "COMBO"
+          },
+          {
+            "id": 217,
+            "origin_id": -10,
+            "origin_slot": 11,
+            "target_id": 10,
+            "target_slot": 4,
+            "type": "INT"
+          },
+          {
+            "id": 218,
+            "origin_id": -10,
+            "origin_slot": 12,
+            "target_id": 8,
+            "target_slot": 0,
+            "type": "INT"
+          },
+          {
+            "id": 219,
+            "origin_id": -10,
+            "origin_slot": 13,
+            "target_id": 8,
+            "target_slot": 1,
+            "type": "INT"
+          },
+          {
+            "id": 220,
+            "origin_id": -10,
+            "origin_slot": 14,
+            "target_id": 10,
+            "target_slot": 5,
+            "type": "INT"
+          },
+          {
+            "id": 221,
+            "origin_id": -10,
+            "origin_slot": 15,
+            "target_id": 10,
+            "target_slot": 6,
+            "type": "FLOAT"
+          },
+          {
+            "id": 222,
+            "origin_id": -10,
+            "origin_slot": 0,
+            "target_id": 6,
+            "target_slot": 2,
+            "type": "IMAGE"
+          },
+          {
+            "id": 223,
+            "origin_id": -10,
+            "origin_slot": 0,
+            "target_id": 7,
+            "target_slot": 2,
+            "type": "IMAGE"
+          },
+          {
+            "id": 224,
+            "origin_id": -10,
+            "origin_slot": 1,
+            "target_id": 6,
+            "target_slot": 3,
+            "type": "IMAGE"
+          },
+          {
+            "id": 225,
+            "origin_id": -10,
+            "origin_slot": 1,
+            "target_id": 7,
+            "target_slot": 3,
+            "type": "IMAGE"
+          },
+          {
+            "id": 226,
+            "origin_id": -10,
+            "origin_slot": 2,
+            "target_id": 6,
+            "target_slot": 4,
+            "type": "IMAGE"
+          },
+          {
+            "id": 227,
+            "origin_id": -10,
+            "origin_slot": 2,
+            "target_id": 7,
+            "target_slot": 4,
+            "type": "IMAGE"
+          },
+          {
+            "id": 228,
+            "origin_id": -10,
+            "origin_slot": 3,
+            "target_id": 6,
+            "target_slot": 5,
+            "type": "IMAGE"
+          },
+          {
+            "id": 229,
+            "origin_id": -10,
+            "origin_slot": 3,
+            "target_id": 7,
+            "target_slot": 5,
+            "type": "IMAGE"
+          },
+          {
+            "id": 230,
+            "origin_id": -10,
+            "origin_slot": 4,
+            "target_id": 6,
+            "target_slot": 6,
+            "type": "IMAGE"
+          },
+          {
+            "id": 231,
+            "origin_id": -10,
+            "origin_slot": 4,
+            "target_id": 7,
+            "target_slot": 6,
+            "type": "IMAGE"
+          },
+          {
+            "id": 232,
+            "origin_id": -10,
+            "origin_slot": 5,
+            "target_id": 6,
+            "target_slot": 7,
+            "type": "IMAGE"
+          },
+          {
+            "id": 233,
+            "origin_id": -10,
+            "origin_slot": 5,
+            "target_id": 7,
+            "target_slot": 7,
+            "type": "IMAGE"
+          }
+        ],
+        "extra": {
+          "workflowRendererVersion": "LG"
+        }
+      }
+    ]
+  },
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.75,
+      "offset": [
+        500,
+        250
+      ]
+    },
+    "frontendVersion": "1.41.16",
+    "workflowRendererVersion": "LG"
+  },
+  "version": 0.4
+}