> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-dsv4-1.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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/flux.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=5f8e6dd8223b636a43947e2f6845de9d" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/ideogram.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=07e5e76320dcca766ec71e8b7b8344b0" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/qwen.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=998b129f6aad16e3aba70a8b2a203bb0" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/internvl.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=9000968925ab6010ce9f903319997324" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/meituan.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=0f95dbcfc87ac2d26d4d5f3c3f6fd814" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/zimage.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=c9bb5adfc4fe62d7b983aa6de13e5e32" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/krea.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=9134f59e37422a989d00a9765b081446" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/ernie.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=c5ca6dd8b81d88f15d9903b31d9ad1ce" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/nvidia.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=103af7d9dfe7a220428a214eb181201c" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/wan.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=eb9159fc407fd3e21cc4a2643b8329a5" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/nvidia.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=103af7d9dfe7a220428a214eb181201c" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/ltx.svg?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=c9c9d5f0cbafe6b8408b29513fe352bc" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/sana.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=ae33925b4bf8171d11802a48bb3050d9" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/joyai-echo.svg?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=4691af4d9649ae8ef92554df9d7c0d9e" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/mova.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=9999c9122fd2c43f900f3ed1077e53af" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/minimax.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=dedd307cd2f7a17a6ac6b64d76feb413" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/inclusionai.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=f267e8265dc8ecda5b40a10eb1cd5aa4" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/inclusionai.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=f267e8265dc8ecda5b40a10eb1cd5aa4" 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-dsv4-1/1iE8gvaaCaXWzYpe/cards/logos/sana.png?fit=max&auto=format&n=1iE8gvaaCaXWzYpe&q=85&s=ae33925b4bf8171d11802a48bb3050d9" 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.
