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@@ -8,7 +8,7 @@ Official PyTorch codes for paper [Enhancing Diffusion Models with Text-Encoder R
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  ## Results on SDXL-Turbo
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- We also applied our method to the recent model [sdxl-turbo](https://huggingface.co/stabilityai/sdxl-turbo). The model is trained with [Q-Instruct](https://github.com/Q-Future/Q-Instruct) feedback through direct back-propagation to save training time. Test with the following codes
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  ```
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  ## Note: sdturbo requires latest diffusers installed from source with the following command
 
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  ## Results on SDXL-Turbo
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+ We also applied our method to the recent model [sdxl-turbo](https://huggingface.co/stabilityai/sdxl-turbo). The model is trained with [ImageReward](https://github.com/THUDM/ImageReward) feedback through direct back-propagation to save training time. Test with the following codes
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  ```
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  ## Note: sdturbo requires latest diffusers installed from source with the following command