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README.md

@@ -1,19 +1,14 @@
 ---
-language:
-  - en
 license: other
 license_name: quantfunc-model-license
-base_model: Qwen/Qwen-Image-Edit-2511
-base_model_relation: quantized
 tags:
   - image-editing
   - image-to-image
   - diffusion
   - quantized
   - quantfunc
-  - qwen
-library_name: diffusers
-pipeline_tag: image-to-image
+language:
+  - en
 ---
 
 # QuantFunc
@@ -30,7 +25,7 @@ Pre-quantized **Qwen-Image-Edit-2511** image editing model series by [QuantFunc]
 
 Qwen-Image-Edit-2511 is an image editing diffusion model distilled from Alibaba Qwen team's image editing model. It can edit input images according to text instructions and supports multi-reference image inputs.
 
-With the latest QuantFunc ComfyUI plugin, inference achieves **2x–6x speedup** over mainstream frameworks — e.g. Qwen-Image-Edit 1K image inference in ComfyUI reduced from 9.6s to 1.6s (tested on RTX 4090).
+With the latest QuantFunc ComfyUI plugin, inference achieves **2x–11x speedup** over mainstream frameworks — e.g. Qwen-Image-Edit 1K image inference in ComfyUI reduced from 9.6s to 1.6s (tested on RTX 4090).
 
 ## Hardware Requirements
 
@@ -98,11 +93,11 @@ Qwen-Image-Edit-Series/
 ### Download
 
 ```bash
-pip install huggingface_hub
+pip install modelscope
 ```
 
 ```python
-from huggingface_hub import snapshot_download
+from modelscope import snapshot_download
 model_dir = snapshot_download('QuantFunc/Qwen-Image-Edit-Series')
 ```
 
@@ -196,8 +191,8 @@ These configs control the quantization precision of each transformer sub-layer.
 
 ## Related Repositories
 
-- [QuantFunc/Qwen-Image-Series](https://huggingface.co/QuantFunc/Qwen-Image-Series) — Qwen-Image text-to-image (60 layers)
-- [QuantFunc/Z-Image-Series](https://huggingface.co/QuantFunc/Z-Image-Series) — Z-Image-Turbo text-to-image (lightweight, fast)
+- [QuantFunc/Qwen-Image-Series](https://modelscope.cn/models/QuantFunc/Qwen-Image-Series) — Qwen-Image text-to-image (60 layers)
+- [QuantFunc/Z-Image-Series](https://modelscope.cn/models/QuantFunc/Z-Image-Series) — Z-Image-Turbo text-to-image (lightweight, fast)
 
 ## License