description.html

<div style="display: flex; justify-content: center; align-items: center; text-align: center;">
    <div>
        <h1>
            <img src="https://github.com/mit-han-lab/nunchaku/raw/refs/heads/main/assets/svdquant.svg"
                 alt="logo"
                 style="height: 40px; width: auto; display: block; margin: auto;"/>
            INT4 FLUX.1-fill-dev Demo
        </h1>
        <h2>
            SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models
        </h2>
        <h3>
            <a href='https://lmxyy.me' target="_blank">Muyang Li*</a>,
            <a href='https://yujunlin.com' target="_blank">Yujun Lin*</a>,
            <a href='https://hanlab.mit.edu/team/zhekai-zhang' target="_blank">Zhekai Zhang*</a>,
            <a href='https://www.tianle.website/#/' target="_blank">Tianle Cai</a>,
            <a href='https://xiuyuli.com' target="_blank">Xiuyu Li</a>,
            <br>
            <a href='https://github.com/JerryGJX' target="_blank">Junxian Guo</a>,
            <a href='https://xieenze.github.io' target="_blank">Enze Xie</a>,
            <a href='https://cs.stanford.edu/~chenlin/' target="_blank">Chenlin Meng</a>,
            <a href='https://www.cs.cmu.edu/~junyanz/' target="_blank">Jun-Yan Zhu</a>,
            and <a href='https://hanlab.mit.edu/songhan' target="_blank">Song Han</a>
        </h3>
        <div style="display: flex; justify-content: center; align-items: center; text-align: center;">
            <a href="https://arxiv.org/abs/2411.05007" target="_blank">[Paper]</a>
            &nbsp;
            <a href='https://github.com/mit-han-lab/nunchaku' target="_blank">
                [Code]
            </a>
            &nbsp;
            <a href='https://hanlab.mit.edu/projects/svdquant' target="_blank">
                [Website]
            </a>
            &nbsp;
            <a href='https://hanlab.mit.edu/blog/svdquant' target="_blank">
                [Blog]
            </a>
        </div>
        <h4>Quantization Library:
            <a href='https://github.com/mit-han-lab/deepcompressor' target="_blank">DeepCompressor</a>&nbsp;
            Inference Engine: <a href='https://github.com/mit-han-lab/nunchaku' target="_blank">Nunchaku</a>&nbsp;
        </h4>
        <div style="display: flex; justify-content: center; align-items: center; text-align: center;">
            {device_info}
        </div>
        <div style="display: flex; justify-content: center; align-items: center; text-align: center;">
            {notice}
        </div>
        {count_info}
    </div>
</div>