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Introduce an enhanced version of lightweight vae #453

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We'd like to introduce our recent work Hybrid-SD. It provides a Hybrid-sd-tinyvae TinyAutoencoder and a Hybrid-sd-tinyvae-xl TinyAutoencoder, which are finetuned version of TAESD and TAESDXL respectively. We aim to fix the low-saturation and low-resolution problem in SD1.x and SDXL, while narrowing the loss from using smaller decoders. You can check some example images in the docs/Hybrid-SD-taesd.md, and you are very welcome to use our models !!!!!

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