> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-hicache-fast-file-backend.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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/flux.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=65ec0ac68c339c5e4d88420d6c01e484" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/ideogram.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=89975426602a4771f31eda8c04e07be2" width="940" height="525" data-path="cards/logos/ideogram.png" />

  <Card title="Qwen-Image" mode="card" href="/cookbook/diffusion/Qwen-Image/Qwen-Image" img="https://mintcdn.com/lmsysorg-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/qwen.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=6c78c597bb368346ca1e71d77ecfc90c" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/internvl.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=295bac0e0a9806ca196424c1efdd9e54" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/meituan.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=08bdf098c2372becfd69fb6fd64806cc" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/zimage.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=3c8848af01cc1b0b8c8a37e284b4084d" width="940" height="525" data-path="cards/logos/zimage.png" />

  <Card title="Krea" mode="card" href="/cookbook/diffusion/Krea/Krea-2" img="https://mintcdn.com/lmsysorg-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/krea.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=d2fb3275d63fa3bb5e98b937f2e1ac87" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/ernie.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=1e9e84cb2ae9d824626716f554a86a7e" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/nvidia.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=2fd2c21ddceea97f324935248fe268d9" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/wan.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=b98eb70b650fc6012bd30192cb58703f" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/nvidia.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=2fd2c21ddceea97f324935248fe268d9" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/ltx.svg?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=075fd90744b1cfbc3dba1411f19f6d84" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/sana.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=60b1d32523328bda64964d079f69e67d" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/joyai-echo.svg?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=b74907521ba1483c7e50e763baa61144" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/mova.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=fae4c649085d4236a634cd3b4b1728ca" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/minimax.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=daf1925b6aee34193838d485866c5440" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/inclusionai.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=0daa2c5ee40c5b58f534c2ca53f81916" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/inclusionai.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=0daa2c5ee40c5b58f534c2ca53f81916" 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-hicache-fast-file-backend/QdBdGwtn2j2m0oRk/cards/logos/sana.png?fit=max&auto=format&n=QdBdGwtn2j2m0oRk&q=85&s=60b1d32523328bda64964d079f69e67d" 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.
