aigc-apps · bubbliiiing · Jan 20, 2026 · Jan 19, 2026 · Jan 20, 2026 · Jan 20, 2026
diff --git a/comfyui/cogvideox_fun/nodes.py b/comfyui/cogvideox_fun/nodes.py
@@ -92,7 +92,7 @@ def loadmodel(self, GPU_memory_mode, model, model_type, precision):
         weight_dtype = {"bf16": torch.bfloat16, "fp16": torch.float16, "fp32": torch.float32}[precision]
 
         mm.unload_all_models()
-        mm.cleanup_models()
+        mm.cleanup_models_gc()
         mm.soft_empty_cache()
 
         # Init processbar

diff --git a/comfyui/comfyui_nodes.py b/comfyui/comfyui_nodes.py
@@ -16,7 +16,8 @@
                                   LoadCogVideoXFunModel)
 from .comfyui_utils import script_directory
 from .qwenimage.nodes import (CombineQwenImagePipeline, LoadQwenImageLora,
-                              LoadQwenImageModel, LoadQwenImageProcessor,
+                              LoadQwenImageModel, LoadQwenImageProcessor, LoadQwenImageControlNetInPipeline, 
+                              LoadQwenImageControlNetInModel, QwenImageControlSampler, QwenImageEditPlusSampler,
                               LoadQwenImageTextEncoderModel,
                               LoadQwenImageTransformerModel,
                               LoadQwenImageVAEModel, QwenImageEditSampler,
@@ -461,10 +462,14 @@ def run(self,camera_pose,fx,fy,cx,cy):
     "LoadQwenImageVAEModel": LoadQwenImageVAEModel, 
     "LoadQwenImageProcessor": LoadQwenImageProcessor,
     "CombineQwenImagePipeline": CombineQwenImagePipeline, 
+    "LoadQwenImageControlNetInPipeline": LoadQwenImageControlNetInPipeline, 
+    "LoadQwenImageControlNetInModel": LoadQwenImageControlNetInModel, 
 
     "LoadQwenImageModel": LoadQwenImageModel,
     "QwenImageT2VSampler": QwenImageT2VSampler,
     "QwenImageEditSampler": QwenImageEditSampler,
+    "QwenImageEditPlusSampler": QwenImageEditPlusSampler,
+    "QwenImageControlSampler": QwenImageControlSampler,
 
     "LoadZImageLora": LoadZImageLora,
     "LoadZImageTextEncoderModel": LoadZImageTextEncoderModel,
@@ -549,10 +554,14 @@ def run(self,camera_pose,fx,fy,cx,cy):
     "LoadQwenImageVAEModel": "Load QwenImage VAE Model", 
     "LoadQwenImageProcessor": "Load QwenImage Processor",
     "CombineQwenImagePipeline": "Combine QwenImage Pipeline", 
+    "LoadQwenImageControlNetInPipeline": "Load QwenImage ControlNet In Pipeline", 
+    "LoadQwenImageControlNetInModel": "Load QwenImage ControlNet In Model", 
 
     "LoadQwenImageModel": "Load QwenImage Model",
     "QwenImageT2VSampler": "QwenImage T2V Sampler",
     "QwenImageEditSampler": "QwenImage Edit Sampler",
+    "QwenImageEditPlusSampler": "QwenImage Edit Plus Sampler",
+    "QwenImageControlSampler": "QwenImage Control Sampler",
 
     "LoadZImageLora": "Load ZImage Lora",
     "LoadZImageTextEncoderModel": "Load ZImage TextEncoder Model",

diff --git a/comfyui/qwenimage/README.md b/comfyui/qwenimage/README.md
@@ -2,13 +2,85 @@
 
 ## a. Model Links and Storage Locations
 
+**Chunked loading is recommended** as it better aligns with ComfyUI's standard workflow.
+
+### 1. Chunked Loading Weights (Recommended)
+
+For chunked loading, it is recommended to directly download the Z-Image weights provided by ComfyUI official. Please organize the files according to the following directory structure:
+
+**Core Model Files:**
+
+| Component | File Name | 
+|-----------|-----------| 
+| Text Encoder | [`qwen_2.5_vl_7b_fp8_scaled.safetensors`](https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors) |
+| Diffusion Model | [`qwen_image_fp8_e4m3fn.safetensors`](https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_fp8_e4m3fn.safetensors) | 
+| VAE | [`qwen_image_vae.safetensors`](https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/resolve/main/split_files/vae/qwen_image_vae.safetensors) | 
+| tokenizer | [`tokenizer`](https://huggingface.co/Qwen/Qwen-Image-Edit/tree/main/tokenizer) | 
+| processor | [`processor`](https://huggingface.co/Qwen/Qwen-Image-Edit/tree/main/processor) | 
+
+**ControlNet Model Files:**
+
+| Name | Storage | Hugging Face | Model Scope | Description |
+|--|--|--|--|--|
+| Qwen-Image-2512-Fun-Controlnet-Union | - | [🤗Link](https://huggingface.co/alibaba-pai/Qwen-Image-2512-Fun-Controlnet-Union) | [😄Link](https://modelscope.cn/models/PAI/Qwen-Image-2512-Fun-Controlnet-Union) | ControlNet weights for Qwen-Image-2512, supporting multiple control conditions such as Canny, Depth, Pose, MLSD, Scribble, etc. |
+
+**Storage Location:**
+
+```
+📂 ComfyUI/
+├── 📂 models/
+│ ├── 📂 text_encoders/
+│ │ └── qwen_2.5_vl_7b_fp8_scaled.safetensors
+│ ├── 📂 diffusion_models/
+│ │ └── qwen_image_fp8_e4m3fn.safetensors`
+│ ├── 📂 vae/
+│ │ └── qwen_image_vae.safetensors
+│ ├── 📂 Fun_Models/
+│ │ ├── qwen2_tokenizer/
+│ │ └── qwen2_processor/
+│ └── 📂 model_patches/
+│   └── Qwen-Image-2512-Fun-Controlnet-Union.safetensors
+```
+
+### 2. Preprocessing Weights (Optional)
+
+If you want to use the control preprocessing nodes, you can download the preprocessing weights to `ComfyUI/custom_nodes/Fun_Models/Third_Party/`.
+
+**Required Files:**
+
+| File Name | Download Link | Purpose |
+|-----------|---------------|---------|
+| `yolox_l.onnx` | [Download](https://huggingface.co/yzd-v/DWPose/resolve/main/yolox_l.onnx) | YOLO Detection Model |
+| `dw-ll_ucoco_384.onnx` | [Download](https://huggingface.co/yzd-v/DWPose/resolve/main/dw-ll_ucoco_384.onnx) | DWPose Pose Estimation Model |
+| `ZoeD_M12_N.pt` | [Download](https://huggingface.co/lllyasviel/Annotators/resolve/main/ZoeD_M12_N.pt) | ZoeDepth Depth Estimation Model |
+
+**Storage Location:**
+
+```
+📂 ComfyUI/
+├── 📂 models/
+│ └── 📂 Fun_Models/
+│   └── 📂 Third_Party
+│       ├── yolox_l.onnx
+│       ├── dw-ll_ucoco_384.onnx
+│       └── ZoeD_M12_N.pt
+```
+
+### 3. Full Model Loading (Optional)
+
+If you prefer full model loading, you can directly download the diffusers weights.
+
 **Required Files:**
 
 | Name | Storage | Hugging Face | Model Scope | Description |
 |--|--|--|--|--|
 | Qwen-Image | [🤗Link](https://huggingface.co/Qwen/Qwen-Image) | [😄Link](https://modelscope.cn/models/Qwen/Qwen-Image) | Official Qwen-Image weights |
+| Qwen-Image-2512 | [🤗Link](https://huggingface.co/Qwen/Qwen-Image-2512) | [😄Link](https://modelscope.cn/models/Qwen/Qwen-Image-2512) | Official Qwen-Image weights |
 | Qwen-Image-Edit | [🤗Link](https://huggingface.co/Qwen/Qwen-Image-Edit) | [😄Link](https://modelscope.cn/models/Qwen/Qwen-Image-Edit) | Official Qwen-Image-Edit weights |
 | Qwen-Image-Edit-2509 | [🤗Link](https://huggingface.co/Qwen/Qwen-Image-Edit-2509) | [😄Link](https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2509) | Official Qwen-Image-Edit-2509 weights |
+| Qwen-Image-Edit-2511 | [🤗Link](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) | [😄Link](https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2511) | Official Qwen-Image-Edit-2511 weights |
+
+For full model loading, use the diffusers version of Qwen-Image Turbo and place the model in `ComfyUI/models/Fun_Models/`.
 
 **Storage Location:**
 
@@ -26,10 +98,26 @@
 
 [Qwen-Image Text to Image](v1/qwenimage_chunked_loading_workflow_t2i.json)
 
+[Qwen-Image Text to Image Control](v1/qwenimage_chunked_loading_workflow_t2i_control.json)
+
+[Qwen-Image Text to Image Inpaint](v1/qwenimage_chunked_loading_workflow_t2i_inpaint.json)
+
 [Qwen-Image Edit](v1/qwenimage_chunked_loading_workflow_edit.json)
 
+[Qwen-Image Edit 2509](v1/qwenimage_chunked_loading_workflow_edit_2509.json)
+
+[Qwen-Image Edit 2511](v1/qwenimage_chunked_loading_workflow_edit_2511.json)
+
 ### 2. Full Model Loading (Optional)
 
 [Qwen-Image Text to Image](v1/qwenimage_workflow_t2i.json)
 
-[Qwen-Image Edit](v1/qwenimage_workflow_edit.json)
+[Qwen-Image Text to Image Control](v1/qwenimage_workflow_t2i_control.json)
+
+[Qwen-Image Text to Image Inpaint](v1/qwenimage_workflow_t2i_inpaint.json)
+
+[Qwen-Image Edit](v1/qwenimage_workflow_edit.json)
+
+[Qwen-Image Edit 2509](v1/qwenimage_workflow_edit_2509.json)
+
+[Qwen-Image Edit 2511](v1/qwenimage_workflow_edit_2511.json)