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add lora ckpt

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@@ -38,6 +38,9 @@ Our experiments with Stable Diffusion v1.5 and SDXL demonstrate that SPO signifi
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  This model is fine-tuned from [stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0). It has been trained on 4,000 prompts for 10 epochs.
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  ## A quick example
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  ```python
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  from diffusers import StableDiffusionXLPipeline, UNet2DConditionModel
 
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  This model is fine-tuned from [stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0). It has been trained on 4,000 prompts for 10 epochs.
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+ If you want to access the LoRA checkpoint, please visit [SPO-SDXL_4k-p_10ep_LoRA](https://huggingface.co/SPO-Diffusion-Models/SPO-SDXL_4k-p_10ep_LoRA).
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  ## A quick example
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  ```python
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  from diffusers import StableDiffusionXLPipeline, UNet2DConditionModel