Update ComfyUI workflow

README.md

@@ -1,82 +1,47 @@
 ---
+tags:
+- comfyui
+- image-editing
+- joyai
 license: apache-2.0
 library_name: ComfyUI
 pipeline_tag: image-to-image
-tags:
-  - comfyui
-  - image-editing
-  - joyai
 base_model: jdopensource/JoyAI-Image-Edit-Diffusers
 ---
 
-# JoyAI-Image-Edit (ComfyUI weights)
-
-Single-file `.safetensors` checkpoints of [JoyAI-Image-Edit](https://github.com/jd-opensource/JoyAI-Image), repackaged for **native ComfyUI** support (no custom node required).
-
-JoyAI-Image-Edit is the single-image instruction-guided editing model of the [JoyAI-Image](https://github.com/jd-opensource/JoyAI-Image) family. It takes one reference image plus a text instruction and generates the edited result.
-
-## Files
+# JoyAI-Image-Edit-ComfyUI
 
-| File | Size | Goes into | Component |
-|------|------|-----------|-----------|
-| `diffusion_models/joy_image_edit_bf16.safetensors` | ~31 GB | `ComfyUI/models/diffusion_models/` | `JoyImageEditTransformer3DModel` (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` |
+Repackaged model files for ComfyUI.
 
-The repo's directory layout already matches `ComfyUI/models/`, so a single `hf download` into your models root drops every file where it needs to go.
+Original model repository: https://huggingface.co/jdopensource/JoyAI-Image-Edit-Diffusers
 
-## Installation
+Place the files in the following folders:
 
-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_bf16.safetensors
+    |   `-- joyai_image_edit_int8_convrot.safetensors
+    |-- text_encoders/
+    |   |-- qwen3vl_8b_joyimage_edit_bf16.safetensors
+    |   `-- qwen3vl_8b_joyimage_edit_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-ComfyUI \
   --local-dir /path/to/ComfyUI/models
 ```
 
-Restart ComfyUI.
+Workflow: [workflow_joyimage_edit.json](workflow_joyimage_edit.json)
 
-## Usage
-
-Build the graph from these native nodes:
-
-1. **Load Diffusion Model** (`UNETLoader`) → `diffusion_models/joy_image_edit_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 the reference
-5. **TextEncodeJoyImageEdit** — feed `clip`, `vae`, the instruction, and the reference `image`. Wire one instance for the positive prompt and one (empty prompt, same image) for the negative. The node bucket-resizes the reference to the 1024-base buckets, VAE-encodes it, and appends the reference latent to the conditioning; its `image` output feeds `VAEDecode` / empty-latent sizing.
-6. **KSampler** → **VAEDecode** → **SaveImage**
-
-Example workflow: [workflow_joyimage_edit.json](https://github.com/user-attachments/files/28871922/workflow_joyimage_edit.json)
-
-## Recommended parameters
-
-| Parameter | Value |
-|-----------|-------|
-| Steps | 40 |
-| CFG | 4.0 |
-| Sampler | `euler` |
-| Scheduler | `simple` |
-| dtype | bf16 |
-| Resolution | auto (1024-base buckets) |
-
-## GGUF quantizations
-
-Lower-bit GGUF quants of the transformer and text encoder are available at [huangfeice/JoyAI-Image-Edit-Diffusers-GGUF](https://huggingface.co/huangfeice/JoyAI-Image-Edit-Diffusers-GGUF) (community contribution). The VAE here is the only VAE you need — GGUF doesn't quantize the VAE.
 
 ## 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-Diffusers](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Diffusers)
-- Multi-image edit model (ComfyUI): [jdopensource/JoyAI-Image-Edit-Plus-ComfyUI](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI)
-
+- Multi-image edit model for ComfyUI: [jdopensource/JoyAI-Image-Edit-Plus-ComfyUI](https://huggingface.co/jdopensource/JoyAI-Image-Edit-Plus-ComfyUI)

diffusion_models/joyai_image_edit_int8_convrot.safetensors

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text_encoders/qwen3vl_8b_joyimage_edit_int8_convrot.safetensors

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workflow_joyimage_edit.json

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+  "revision": 0,
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+      "title": "Note: Model Links",
+      "properties": {},
+      "widgets_values": [
+        "## JoyImage Edit\n\nInstruction-guided image editing workflow with one reference image.\n\n## Model Links\n\nRepository: [jdopensource/JoyAI-Image-Edit-ComfyUI](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI)\n\n**diffusion_models**\n\n- [joyai_image_edit_bf16.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI/resolve/main/diffusion_models/joyai_image_edit_bf16.safetensors)\n- [joyai_image_edit_int8_convrot.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI/resolve/main/diffusion_models/joyai_image_edit_int8_convrot.safetensors)\n\n**text_encoders**\n\n- [qwen3vl_8b_joyimage_edit_bf16.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI/resolve/main/text_encoders/qwen3vl_8b_joyimage_edit_bf16.safetensors)\n- [qwen3vl_8b_joyimage_edit_int8_convrot.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI/resolve/main/text_encoders/qwen3vl_8b_joyimage_edit_int8_convrot.safetensors)\n\n**vae**\n\n- [wan_2.1_vae.safetensors](https://huggingface.co/jdopensource/JoyAI-Image-Edit-ComfyUI/resolve/main/vae/wan_2.1_vae.safetensors)\n\n## Test Image\n\n- [astronaut.jpg](https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/astronaut.jpg)\n\n## Model Storage Location\n\n```\nComfyUI/\n`-- models/\n    |-- diffusion_models/\n    |   |-- joyai_image_edit_bf16.safetensors\n    |   `-- joyai_image_edit_int8_convrot.safetensors\n    |-- text_encoders/\n    |   |-- qwen3vl_8b_joyimage_edit_bf16.safetensors\n    |   `-- qwen3vl_8b_joyimage_edit_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"
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