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support SD3 LoRA

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examples/image_synthesis/README.md
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# Image Synthesis
Image synthesis is the base feature of DiffSynth Studio.
Image synthesis is the base feature of DiffSynth Studio. We can generate images with very high resolution.
### Example: Stable Diffusion
We can generate images with very high resolution. Please see [`sd_text_to_image.py`](./sd_text_to_image.py) for more details.
Example script: [`sd_text_to_image.py`](./sd_text_to_image.py)
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### Example: Stable Diffusion XL
Generate images with Stable Diffusion XL. Please see [`sdxl_text_to_image.py`](./sdxl_text_to_image.py) for more details.
Example script: [`sdxl_text_to_image.py`](./sdxl_text_to_image.py)
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### Example: Stable Diffusion 3
Generate images with Stable Diffusion 3. High resolution is also supported in this model. See [`sd3_text_to_image.py`](./sd3_text_to_image.py).
Example script: [`sd3_text_to_image.py`](./sd3_text_to_image.py)
LoRA Training: [`../train/stable_diffusion_3/`](../train/stable_diffusion_3/)
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|![image_1024](https://github.com/modelscope/DiffSynth-Studio/assets/35051019/4df346db-6f91-420a-b4c1-26e205376098)|![image_2048](https://github.com/modelscope/DiffSynth-Studio/assets/35051019/1386c802-e580-4101-939d-f1596802df9d)|
### Example: Hunyuan-DiT
Example script: [`hunyuan_dit_text_to_image.py`](./hunyuan_dit_text_to_image.py)
LoRA Training: [`../train/hunyuan_dit/`](../train/hunyuan_dit/)
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|![image_1024](https://github.com/modelscope/DiffSynth-Studio/assets/35051019/60b022c8-df3f-4541-95ab-bf39f2fa8bb5)|![image_2048](https://github.com/modelscope/DiffSynth-Studio/assets/35051019/87919ea8-d428-4963-8257-da05f3901bbb)|
### Example: Stable Diffusion XL Turbo
Generate images with Stable Diffusion XL Turbo. You can see [`sdxl_turbo.py`](./sdxl_turbo.py) for more details, but we highly recommend you to use it in the WebUI.
Example script: [`sdxl_turbo.py`](./sdxl_turbo.py)
We highly recommend you to use this model in the WebUI.
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