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README.md

@@ -1,17 +1,18 @@
 ---
 license: apache-2.0
 ---
-# LoRA 融合器（FLUX.1-dev）
 
-本模型用于调和多 LoRA 模型同时加载时的互斥关系，防止出现画面崩坏。
+# LoRA Fuser (FLUX.1-dev)
 
-细节请参考我们的论文：[AutoLoRA: Automatic LoRA Retrieval and Fine-Grained Gated Fusion for Text-to-Image Generation](https://arxiv.org/abs/2508.02107)
+This model is designed to harmonize conflicting relationships when multiple LoRA models are loaded simultaneously, preventing image degradation.
 
-**我们仍在优化这一模型，此版本模型在部分 LoRA 上的效果仍不稳定，敬请期待我们后续的更新。**
+For details, please refer to our paper: [AutoLoRA: Automatic LoRA Retrieval and Fine-Grained Gated Fusion for Text-to-Image Generation](https://arxiv.org/abs/2508.02107)
 
-## 效果展示
+**We are still optimizing this model. The current version may produce unstable results with certain LoRAs. Please stay tuned for future updates.**
 
-提示词：`a cat`
+## Result Demonstration
+
+Prompt: `a cat`
 
 ||[LoRA 1](https://modelscope.cn/models/cancel13/cxsk)|[LoRA 2](https://modelscope.cn/models/wy413928499/xuancai2)|[LoRA 3](https://modelscope.cn/models/DiffSynth-Studio/ArtAug-lora-FLUX.1dev-v1)|[LoRA 4](https://modelscope.cn/models/hongyanbujian/JPL)|
 |-|-|-|-|-|
@@ -20,7 +21,7 @@ license: apache-2.0
 |[LoRA 3](https://modelscope.cn/models/DiffSynth-Studio/ArtAug-lora-FLUX.1dev-v1)|![](./assets/cat/image_0_2.jpg)|![](./assets/cat/image_1_2.jpg)|![](./assets/cat/image_2_2.jpg)|![](./assets/cat/image_2_3.jpg)|
 |[LoRA 4](https://modelscope.cn/models/hongyanbujian/JPL)|![](./assets/cat/image_0_3.jpg)|![](./assets/cat/image_1_3.jpg)|![](./assets/cat/image_2_3.jpg)|![](./assets/cat/image_3_3.jpg)|
 
-提示词：`a car`
+Prompt: `a car`
 
 ||[LoRA 1](https://modelscope.cn/models/cancel13/cxsk)|[LoRA 2](https://modelscope.cn/models/wy413928499/xuancai2)|[LoRA 3](https://modelscope.cn/models/DiffSynth-Studio/ArtAug-lora-FLUX.1dev-v1)|[LoRA 4](https://modelscope.cn/models/hongyanbujian/JPL)|
 |-|-|-|-|-|
@@ -29,7 +30,7 @@ license: apache-2.0
 |[LoRA 3](https://modelscope.cn/models/DiffSynth-Studio/ArtAug-lora-FLUX.1dev-v1)|![](./assets/car/image_0_2.jpg)|![](./assets/car/image_1_2.jpg)|![](./assets/car/image_2_2.jpg)|![](./assets/car/image_2_3.jpg)|
 |[LoRA 4](https://modelscope.cn/models/hongyanbujian/JPL)|![](./assets/car/image_0_3.jpg)|![](./assets/car/image_1_3.jpg)|![](./assets/car/image_2_3.jpg)|![](./assets/car/image_3_3.jpg)|
 
-## 推理代码
+## Inference Code
 
 ```shell
 git clone https://github.com/modelscope/DiffSynth-Studio.git  
@@ -54,7 +55,9 @@ pipe = FluxImagePipeline.from_pretrained(
     ],
 )
 pipe.enable_lora_magic()
+```
 
+```python
 pipe.load_lora(
     pipe.dit,
     ModelConfig(model_id="cancel13/cxsk", origin_file_pattern="30.safetensors"),