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Duplicated from  runwayml/stable-diffusion-inpainting

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stable-diffusion-xl-inpainting

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Running on A10G

This PR handles and restores any original sizes, even greater than 1 million of pixels:

1. It saves the original size
2. It computes the best size for SDXL, even if it's landscape or portrait
3. It handles that the size must be multiple of 8
4. After the computation, it restores the orignal size

This code is already used here: https://huggingface.co/spaces/Fabrice-TIERCELIN/Uncrop