> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-cheng-refactor-plain-stack-boundaries.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> Practical guides for deploying and using diffusion models with SGLang.

Choose a recipe by output modality. The sidebar stays organized by model family, while this overview separates image, video, and realtime/world workloads.

## Image Models

Image models generate one image request as a bounded denoising job, usually with bidirectional attention over the whole latent sequence.

<CardGroup cols={3}>
  <Card title="FLUX" mode="card" href="/cookbook/diffusion/FLUX/FLUX" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/flux.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=ba1ab698b3a77c387957d4cc1693dc2f" width="940" height="525" data-path="cards/logos/flux.png" />

  <Card title="Ideogram 4" mode="card" href="/cookbook/diffusion/Ideogram/Ideogram4" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/ideogram.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=9bf857ce95927e3869f3ba25e7248c9d" width="940" height="525" data-path="cards/logos/ideogram.png" />

  <Card title="Qwen-Image" mode="card" href="/cookbook/diffusion/Qwen-Image/Qwen-Image-2.1" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/qwen.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=00807f54d816de1aba29acf5a0545920" width="940" height="525" data-path="cards/logos/qwen.png" />

  <Card title="SenseNova-U1.5" mode="card" href="/cookbook/diffusion/SenseNova/SenseNova-U1.5-8B-MoT" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/internvl.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=7b11c628a34035a64fdd46b037f60d87" width="940" height="525" data-path="cards/logos/internvl.png" />

  <Card title="LongCat-Image" mode="card" href="/cookbook/diffusion/LongCat/LongCat-Image" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/meituan.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=78d77b93d59ce3bf77dd7f9d3bfe1a6c" width="940" height="525" data-path="cards/logos/meituan.png" />

  <Card title="Z-Image" mode="card" href="/cookbook/diffusion/Z-Image/Z-Image-Turbo" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/zimage.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=635ef05b65dec3db2a5ca7172014b28d" width="940" height="525" data-path="cards/logos/zimage.png" />

  <Card title="Ming-Image" mode="card" href="/cookbook/diffusion/inclusionAI/Ming-Image" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/inclusionai.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=8849d45e8e870571fa04c8cf9a9b952a" width="940" height="525" data-path="cards/logos/inclusionai.png" />

  <Card title="Krea" mode="card" href="/cookbook/diffusion/Krea/Krea-2" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/krea.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=17b6b5b19f4636cc2aacf9c5f925d021" width="940" height="525" data-path="cards/logos/krea.png" />

  <Card title="ERNIE-Image" mode="card" href="/cookbook/diffusion/Ernie-Image/Ernie-Image" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/ernie.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=3eb3ecae5d035a0e5fd8ba828a15d82c" width="940" height="525" data-path="cards/logos/ernie.png" />
</CardGroup>

## Video Models

Video models denoise a bounded latent video sequence for each request. Use these recipes for offline text-to-video, image-to-video, and video generation serving.

<CardGroup cols={3}>
  <Card title="Cosmos" mode="card" href="/cookbook/diffusion/Cosmos/Cosmos3" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/nvidia.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=1f6a75a91cd066f4a7ecd22e1d9f7d1e" width="940" height="525" data-path="cards/logos/nvidia.png" />

  <Card title="Wan" mode="card" href="/cookbook/diffusion/Wan/Wan2.2" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/wan.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=3c8698ab1d1d1527ca9d1f82be992719" width="940" height="525" data-path="cards/logos/wan.png" />

  <Card title="LongLive 2.0" mode="card" href="/cookbook/diffusion/LongLive/LongLive-2.0" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/nvidia.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=1f6a75a91cd066f4a7ecd22e1d9f7d1e" width="940" height="525" data-path="cards/logos/nvidia.png" />

  <Card title="LTX" mode="card" href="/cookbook/diffusion/LTX/LTX2 & LTX2.3" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/ltx.svg?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=e2a098793624f421eabe93ad4b89c13c" width="940" height="525" data-path="cards/logos/ltx.svg" />

  <Card title="SANA-Video" mode="card" href="/cookbook/diffusion/SANA-Video/SANA-Video" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/sana.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=35f27a4852780f2ce4e5c0fdfbc63228" width="940" height="525" data-path="cards/logos/sana.png" />

  <Card title="JoyAI-Echo" mode="card" href="/cookbook/diffusion/JoyEcho/JoyEcho" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/joyai-echo.svg?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=1787819d0127dcedc15116b27a49e6a5" width="940" height="525" data-path="cards/logos/joyai-echo.svg" />

  <Card title="MOVA" mode="card" href="/cookbook/diffusion/MOVA/MOVA" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/mova.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=26f59c4e5e0641b2bd0604e460bc6ea8" width="940" height="525" data-path="cards/logos/mova.png" />

  <Card title="MiniMax-H3" mode="card" href="/cookbook/diffusion/MiniMax/MiniMax-H3" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/minimax.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=29a95c23748a4fc064375dedc4e41c85" width="940" height="525" data-path="cards/logos/minimax.png" />

  <Card title="LingBot Video MoE" mode="card" href="/cookbook/diffusion/LingBot-Video/LingBot-Video-MoE" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/inclusionai.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=8849d45e8e870571fa04c8cf9a9b952a" width="940" height="525" data-path="cards/logos/inclusionai.png" />
</CardGroup>

## Realtime / World Models

Realtime models keep a session alive and generate chunk by chunk with causal state, control signals, and cached video history.

<CardGroup cols={3}>
  <Card title="LingBot World" mode="card" href="/cookbook/diffusion/LingBot-World/LingBot-World-2.0" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/inclusionai.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=8849d45e8e870571fa04c8cf9a9b952a" width="940" height="525" data-path="cards/logos/inclusionai.png" />

  <Card title="SANA-WM" mode="card" href="/cookbook/diffusion/SANA-WM/SANA-WM" img="https://mintcdn.com/lmsysorg-cheng-refactor-plain-stack-boundaries/3ObqCdgK_8gyx8yu/cards/logos/sana.png?fit=max&auto=format&n=3ObqCdgK_8gyx8yu&q=85&s=35f27a4852780f2ce4e5c0fdfbc63228" width="940" height="525" data-path="cards/logos/sana.png" />
</CardGroup>

Use the sidebar group for LingBot World family variants. The overview links the newer LingBot World 2.0 recipe directly.


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