> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-cursor-cookbook-dsv4-amd-fp8-experts-env-d201.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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/flux.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=291856f6dbb94de3e3d84552e55d264a" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/ideogram.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=b5ae8d3f28806580b88942db8e644859" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/qwen.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=657387d93f191cef797fc849fea5c315" width="940" height="525" data-path="cards/logos/qwen.png" />

  <Card title="Z-Image" mode="card" href="/cookbook/diffusion/Z-Image/Z-Image-Turbo" img="https://mintcdn.com/lmsysorg-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/zimage.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=a28a3c1f7cca90a3959c0901a136921a" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/krea.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=940e8f1515affc13c437cec65272fc92" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/ernie.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=ec29ee283ababb333b26ed9263b1b1eb" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/nvidia.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=64c7e643ee830940dd6147d66c6d4534" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/wan.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=21519e0bf33d08e4100a750b2960915b" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/nvidia.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=64c7e643ee830940dd6147d66c6d4534" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/ltx.svg?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=1cb9cf08ba0255175d72f1a39f93a533" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/sana.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=66120fae9bba9a1c716871ca6086f1aa" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/joyai-echo.svg?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=6fdfb47c93365e3ee354fdcb8cf71dfc" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/mova.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=26218dfdec1ec36da91cfc7e6ced7e9e" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/minimax.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=efcc603e38f49eef877dad2fa5a18d29" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/inclusionai.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=a606ae31e1e2cc51792ac0ca588731e4" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/inclusionai.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=a606ae31e1e2cc51792ac0ca588731e4" 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-cursor-cookbook-dsv4-amd-fp8-experts-env-d201/yp-MC73Slb5Dn5c3/cards/logos/sana.png?fit=max&auto=format&n=yp-MC73Slb5Dn5c3&q=85&s=66120fae9bba9a1c716871ca6086f1aa" 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.
