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 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+_cover_images_/11_enhance_2.jpg filter=lfs diff=lfs merge=lfs -text
+_cover_images_/12_enhance_2.jpg filter=lfs diff=lfs merge=lfs -text
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README.md

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+---
+license: apache-2.0
+---
+# Aesthetic Enhancement - Kontext Image Editing LoRA
+
+## Model Introduction
+
+This LoRA model is trained based on the [Kontext](https://www.modelscope.cn/models/black-forest-labs/FLUX.1-Kontext-dev) model and [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio). After using this model, you can input the instruction `Enhance the aesthetic quality of this image.` to enhance the aesthetic quality of an image. **The model automatically analyzes aspects such as lighting and composition based on the image content and adjusts them to make the image more visually appealing.** This model can be applied repeatedly, meaning you can perform aesthetic enhancement multiple times on an already enhanced image.
+
+## Model Results
+
+||Example 1|Example 2|Example 3|
+|-|-|-|-|
+|Original|![](./assets/9.jpg)|![](./assets/6.jpg)|![](./assets/12.jpg)|
+|1st Enhancement|![](./assets/9_enhance_0.jpg)|![](./assets/6_enhance_0.jpg)|![](./assets/12_enhance_0.jpg)|
+|2nd Enhancement|![](./assets/9_enhance_1.jpg)|![](./assets/6_enhance_1.jpg)|![](./assets/12_enhance_1.jpg)|
+|3rd Enhancement|![](./assets/9_enhance_2.jpg)|![](./assets/6_enhance_2.jpg)|![](./assets/12_enhance_2.jpg)|
+
+||Example 4|Example 5|Example 6|
+|-|-|-|-|
+|Original|![](./assets/15.jpg)|![](./assets/5.jpg)|![](./assets/11.jpg)|
+|1st Enhancement|![](./assets/15_enhance_0.jpg)|![](./assets/5_enhance_0.jpg)|![](./assets/11_enhance_0.jpg)|
+|2nd Enhancement|![](./assets/15_enhance_1.jpg)|![](./assets/5_enhance_1.jpg)|![](./assets/11_enhance_1.jpg)|
+|3rd Enhancement|![](./assets/15_enhance_2.jpg)|![](./assets/5_enhance_2.jpg)|![](./assets/11_enhance_2.jpg)|
+
+## Usage Instructions
+
+This model is built on the [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio/tree/main/examples/flux) framework. Please install it first:
+
+```
+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
+from PIL import Image
+from modelscope import snapshot_download
+```
+
+```python
+snapshot_download("DiffSynth-Studio/FLUX.1-Kontext-dev-lora-ArtAug", cache_dir="./models")
+pipe = FluxImagePipeline.from_pretrained(
+    torch_dtype=torch.bfloat16,
+    device="cuda",
+    model_configs=[
+        ModelConfig(model_id="black-forest-labs/FLUX.1-Kontext-dev", origin_file_pattern="flux1-kontext-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"),
+    ],
+)
+pipe.load_lora(pipe.dit, "models/DiffSynth-Studio/FLUX.1-Kontext-dev-lora-ArtAug/model.safetensors", alpha=1)
+
+image = Image.open("your_image.jpg")
+image = pipe(
+    prompt="Enhance the aesthetic quality of this image.",
+    kontext_images=image,
+    embedded_guidance=2.5,
+    seed=0,
+)
+image.save("output.jpg")
+```

README_from_modelscope.md

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+---
+base_model: MusePublic/FLUX.1-Kontext-Dev@v1
+cover_images:
+- _cover_images_/9_enhance_2.jpg
+- _cover_images_/6_enhance_2.jpg
+- _cover_images_/12_enhance_2.jpg
+- _cover_images_/15_enhance_2.jpg
+- _cover_images_/5_enhance_2.jpg
+- _cover_images_/11_enhance_2.jpg
+frameworks:
+- Pytorch
+license: Apache License 2.0
+tags:
+- LoRA
+- text-to-image
+tasks:
+- text-to-image-synthesis
+vision_foundation: FLUX_1
+
+#model-type:
+##如 gpt、phi、llama、chatglm、baichuan 等
+#- gpt
+
+#domain:
+##如 nlp、cv、audio、multi-modal
+#- nlp
+
+#language:
+##语言代码列表 https://help.aliyun.com/document_detail/215387.html?spm=a2c4g.11186623.0.0.9f8d7467kni6Aa
+#- cn 
+
+#metrics:
+##如 CIDEr、Blue、ROUGE 等
+#- CIDEr
+
+#tags:
+##各种自定义，包括 pretrained、fine-tuned、instruction-tuned、RL-tuned 等训练方法和其他
+#- pretrained
+
+#tools:
+##如 vllm、fastchat、llamacpp、AdaSeq 等
+#- vllm
+---
+
+# 美学提升 - Kontext 图像编辑 LoRA
+
+## 模型介绍
+
+本 LoRA 模型是基于 [Kontext](https://www.modelscope.cn/models/black-forest-labs/FLUX.1-Kontext-dev) 模型和 [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio) 训练的 LoRA 模型，使用本模型后，可输入指令 `Enhance the aesthetic quality of this image.` 增强图像的美学质量。**模型会自动根据画面内容判断光照、构图等方面的调整，使其更美观。** 这个模型可以重复使用，也就是对美学增强后的图再次进行美学增强。
+
+## 模型效果
+
+||样例 1|样例 2|样例 3|
+|-|-|-|-|
+|原图|![](./assets/9.jpg)|![](./assets/6.jpg)|![](./assets/12.jpg)|
+|第1次美学增强|![](./assets/9_enhance_0.jpg)|![](./assets/6_enhance_0.jpg)|![](./assets/12_enhance_0.jpg)|
+|第2次美学增强|![](./assets/9_enhance_1.jpg)|![](./assets/6_enhance_1.jpg)|![](./assets/12_enhance_1.jpg)|
+|第3次美学增强|![](./assets/9_enhance_2.jpg)|![](./assets/6_enhance_2.jpg)|![](./assets/12_enhance_2.jpg)|
+
+||样例 4|样例 5|样例 6|
+|-|-|-|-|
+|原图|![](./assets/15.jpg)|![](./assets/5.jpg)|![](./assets/11.jpg)|
+|第1次美学增强|![](./assets/15_enhance_0.jpg)|![](./assets/5_enhance_0.jpg)|![](./assets/11_enhance_0.jpg)|
+|第2次美学增强|![](./assets/15_enhance_1.jpg)|![](./assets/5_enhance_1.jpg)|![](./assets/11_enhance_1.jpg)|
+|第3次美学增强|![](./assets/15_enhance_2.jpg)|![](./assets/5_enhance_2.jpg)|![](./assets/11_enhance_2.jpg)|
+
+## 使用说明
+
+本模型基于框架 [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio/tree/main/examples/flux) 训练，请先安装
+
+```
+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
+from PIL import Image
+from modelscope import snapshot_download
+
+snapshot_download("DiffSynth-Studio/FLUX.1-Kontext-dev-lora-ArtAug", cache_dir="./models")
+pipe = FluxImagePipeline.from_pretrained(
+    torch_dtype=torch.bfloat16,
+    device="cuda",
+    model_configs=[
+        ModelConfig(model_id="black-forest-labs/FLUX.1-Kontext-dev", origin_file_pattern="flux1-kontext-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"),
+    ],
+)
+pipe.load_lora(pipe.dit, "models/DiffSynth-Studio/FLUX.1-Kontext-dev-lora-ArtAug/model.safetensors", alpha=1)
+
+image = Image.open("your_image.jpg")
+image = pipe(
+    prompt="Enhance the aesthetic quality of this image.",
+    kontext_images=image,
+    embedded_guidance=2.5,
+    seed=0,
+)
+image.save("output.jpg")
+```

configuration.json

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+{
+    "aigc_model": true,
+    "model_file_location": "model.safetensors",
+    "framework": "Pytorch",
+    "task": "other"
+}

model.safetensors

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