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README.md

@@ -1,17 +1,14 @@
 ---
 language:
-  - en
+- en
 license: other
 license_name: quantfunc-model-license
 tags:
-  - image-generation
-  - text-to-image
-  - diffusion
-  - quantized
-  - quantfunc
-  - qwen
-library_name: diffusers
-pipeline_tag: text-to-image
+- image-generation
+- text-to-image
+- diffusion
+- quantized
+- quantfunc
 ---
 
 # QuantFunc
@@ -28,7 +25,7 @@ Pre-quantized **Qwen-Image-2512** text-to-image model series by [QuantFunc](http
 
 Qwen-Image-2512 is a text-to-image diffusion model distilled from Alibaba Qwen team's image generation model.
 
-With the latest QuantFunc ComfyUI plugin, inference achieves **2x–6x speedup** over mainstream frameworks.
+With the latest QuantFunc ComfyUI plugin, inference achieves **2x–11x speedup** over mainstream frameworks.
 
 ## Hardware Requirements
 
@@ -87,11 +84,11 @@ Qwen-Image-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-Series')
 ```
 
@@ -165,8 +162,8 @@ Sample per-layer precision configurations for the Lighting backend:
 
 ## Related Repositories
 
-- [QuantFunc/Z-Image-Series](https://huggingface.co/QuantFunc/Z-Image-Series) — Z-Image-Turbo text-to-image (lightweight, fast)
-- [QuantFunc/Qwen-Image-Edit-Series](https://huggingface.co/QuantFunc/Qwen-Image-Edit-Series) — Qwen-Image-Edit image editing
+- [QuantFunc/Z-Image-Series](https://modelscope.cn/models/QuantFunc/Z-Image-Series) — Z-Image-Turbo text-to-image (lightweight, fast)
+- [QuantFunc/Qwen-Image-Edit-Series](https://modelscope.cn/models/QuantFunc/Qwen-Image-Edit-Series) — Qwen-Image-Edit image editing
 
 ## License