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@@ -90,7 +90,7 @@ I'll explain the method of using code as the efficient way. First step is to dow
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  You can download the file manually or remotely, but I recommend you to use the remote one. 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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  This method is pretty straightforward. Pick any VAE's repository you like. Then, navigate to "Files" and
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  the VAE's file. Make sure to click the file.
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@@ -146,7 +146,7 @@ vae = AutoencoderKL.from_single_file(
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  # use 'torch_dtype=torch.float16' for FP16.
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  # add 'subfolder="folder_name"' argument if the VAE is in specific folder.
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  ```
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- #### From CivitAI 🇨
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  It's trickier if the VAE is in [CivitAI](civitai.com), because you can't use
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  `from_single_file()` method. It only works for files inside HuggingFace and local files only. You can upload the VAE from there into
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  HuggingFace, but you must comply with the model's license before continuing. To solve this issue, you may
 
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  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
92
  and [CivitAI](civitai.com).
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+ ### From HuggingFace 😊
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  This method is pretty straightforward. Pick any VAE's repository you like. Then, navigate to "Files" and
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  the VAE's file. Make sure to click the file.
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  # use 'torch_dtype=torch.float16' for FP16.
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  # add 'subfolder="folder_name"' argument if the VAE is in specific folder.
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  ```
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+ ### From CivitAI 🇨
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  It's trickier if the VAE is in [CivitAI](civitai.com), because you can't use
151
  `from_single_file()` method. It only works for files inside HuggingFace and local files only. You can upload the VAE from there into
152
  HuggingFace, but you must comply with the model's license before continuing. To solve this issue, you may