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@@ -54,12 +54,16 @@ This new version provides a **Hugging Face–compatible AutoencoderKL** checkpoi
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  It offers **plug-and-play compatibility** with diffusion pipelines and can be seamlessly used to build or train new diffusion models.
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  ## 📦 Requirements
 
 
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  ```bash
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  pip install diffusers>=0.33.0
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  pip install torch>=2.3.1
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  ```
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  ## 🚀 Example Usage
 
 
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  ```python
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  from io import BytesIO
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  import requests
 
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  It offers **plug-and-play compatibility** with diffusion pipelines and can be seamlessly used to build or train new diffusion models.
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  ## 📦 Requirements
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+ The following packages are required to load and run the REPA-E VAEs with the `diffusers` library:
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+
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  ```bash
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  pip install diffusers>=0.33.0
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  pip install torch>=2.3.1
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  ```
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  ## 🚀 Example Usage
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+ Below is a minimal example showing how to load and use the REPA-E end-to-end trained FLUX-VAE with `diffusers`:
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+
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  ```python
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  from io import BytesIO
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  import requests