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@@ -85,9 +85,9 @@ pipeline = StableDiffusionXLPipeline.from_pretrained(
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  ```
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  ## Variational Autoencoder (VAE) Installation 🖼
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  There are two ways to get [Variational Autoencoder (VAE)](https://huggingface.co/learn/computer-vision-course/en/unit5/generative-models/variational_autoencoders) file into the model. The first one
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- is to download the file manually or remotely use code. In this repository,
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  I'll explain the method of using code as the efficient way. First step is to download the VAE file.
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- You can download the file manually or remotely, but I recommend you to use the remote. Usually, VAE
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  files are in .safetensors format. There are two websites you can visit to download VAE. Those are HuggingFace
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  and [CivitAI](civitai.com).
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  #### From HuggingFace 😊
 
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  ```
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  ## Variational Autoencoder (VAE) Installation 🖼
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  There are two ways to get [Variational Autoencoder (VAE)](https://huggingface.co/learn/computer-vision-course/en/unit5/generative-models/variational_autoencoders) file into the model. The first one
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+ is to download the file manually and the second one is to remotely download the file using code. In this repository,
89
  I'll explain the method of using code as the efficient way. First step is to download the VAE file.
90
+ You can download the file manually or remotely, but I recommend you to use the remote one. Usually, VAE
91
  files are in .safetensors format. There are two websites you can visit to download VAE. Those are HuggingFace
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  and [CivitAI](civitai.com).
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  #### From HuggingFace 😊