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.mv

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+Revision:master,CreatedAt:1754391615

README.md

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+# 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。
+
+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)
+
+**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。**
+
+## 效果展示
+
+提示词：`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)|
+|-|-|-|-|-|
+|[LoRA 1](https://modelscope.cn/models/cancel13/cxsk)|![](./assets/cat/image_0_0.jpg)|![](./assets/cat/image_0_1.jpg)|![](./assets/cat/image_0_2.jpg)|![](./assets/cat/image_0_3.jpg)|
+|[LoRA 2](https://modelscope.cn/models/wy413928499/xuancai2)|![](./assets/cat/image_0_1.jpg)|![](./assets/cat/image_1_1.jpg)|![](./assets/cat/image_1_2.jpg)|![](./assets/cat/image_1_3.jpg)|
+|[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`
+
+||[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)|
+|-|-|-|-|-|
+|[LoRA 1](https://modelscope.cn/models/cancel13/cxsk)|![](./assets/car/image_0_0.jpg)|![](./assets/car/image_0_1.jpg)|![](./assets/car/image_0_2.jpg)|![](./assets/car/image_0_3.jpg)|
+|[LoRA 2](https://modelscope.cn/models/wy413928499/xuancai2)|![](./assets/car/image_0_1.jpg)|![](./assets/car/image_1_1.jpg)|![](./assets/car/image_1_2.jpg)|![](./assets/car/image_1_3.jpg)|
+|[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
+
+```shell
+git clone https://github.com/modelscope/DiffSynth-Studio.git  
+cd DiffSynth-Studio
+pip install -e .
+```
+
+```python
+import torch
+from diffsynth.pipelines.flux_image_new import FluxImagePipeline, ModelConfig
+
+        
+pipe = FluxImagePipeline.from_pretrained(
+    torch_dtype=torch.bfloat16,
+    device="cuda",
+    model_configs=[
+        ModelConfig(model_id="black-forest-labs/FLUX.1-dev", origin_file_pattern="flux1-dev.safetensors"),
+        ModelConfig(model_id="black-forest-labs/FLUX.1-dev", origin_file_pattern="text_encoder/model.safetensors"),
+        ModelConfig(model_id="black-forest-labs/FLUX.1-dev", origin_file_pattern="text_encoder_2/"),
+        ModelConfig(model_id="black-forest-labs/FLUX.1-dev", origin_file_pattern="ae.safetensors"),
+        ModelConfig(model_id="DiffSynth-Studio/LoRAFusion-preview-FLUX.1-dev", origin_file_pattern="model.safetensors"),
+    ],
+)
+pipe.enable_lora_magic()
+
+pipe.load_lora(
+    pipe.dit,
+    ModelConfig(model_id="cancel13/cxsk", origin_file_pattern="30.safetensors"),
+    hotload=True,
+)
+pipe.load_lora(
+    pipe.dit,
+    ModelConfig(model_id="DiffSynth-Studio/ArtAug-lora-FLUX.1dev-v1", origin_file_pattern="merged_lora.safetensors"),
+    hotload=True,
+)
+image = pipe(prompt="a cat", seed=0)
+image.save("image_fused.jpg")
+```

configuration.json

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+{"framework":"Pytorch","task":"text-to-image-synthesis"}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9266a522aa452bdde120dc76173f6cc474080a6c7c4d6354efc18131c0d16170
+size 109596256