> ## Documentation Index
> Fetch the complete documentation index at: https://docs.sglang.io/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/IW-2Jgsua6hZ_X1V/cards/logos/flux.png?fit=max&auto=format&n=IW-2Jgsua6hZ_X1V&q=85&s=f3786f06157a63d1c3c2cbc3f7ca17e0" 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/pwp1FJrPyWRC5vHn/cards/logos/ideogram.png?fit=max&auto=format&n=pwp1FJrPyWRC5vHn&q=85&s=d28a468a440c2e47c5ffd6ca1026a4d3" 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/qU-amK4epWkVF-4l/cards/logos/qwen.png?fit=max&auto=format&n=qU-amK4epWkVF-4l&q=85&s=3ddd67ceb3516db526b4f24feb16be63" 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/qU-amK4epWkVF-4l/cards/logos/zimage.png?fit=max&auto=format&n=qU-amK4epWkVF-4l&q=85&s=86cfa46eabb1d2e0195e3212ef4d46cf" 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/0MCe9QzRcOyEF02S/cards/logos/krea.png?fit=max&auto=format&n=0MCe9QzRcOyEF02S&q=85&s=7cf285f195df8442d723ccb6b70850b5" 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/l-mx5WICS6M2Luiz/cards/logos/ernie.png?fit=max&auto=format&n=l-mx5WICS6M2Luiz&q=85&s=033f951941285c14fa47ef992deb18e1" 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/l-mx5WICS6M2Luiz/cards/logos/nvidia.png?fit=max&auto=format&n=l-mx5WICS6M2Luiz&q=85&s=722e33e848c4aff4b45d9103d4e3bcde" 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/qU-amK4epWkVF-4l/cards/logos/wan.png?fit=max&auto=format&n=qU-amK4epWkVF-4l&q=85&s=a1d50cefa6bd10f87c4454e02e210814" 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/l-mx5WICS6M2Luiz/cards/logos/nvidia.png?fit=max&auto=format&n=l-mx5WICS6M2Luiz&q=85&s=722e33e848c4aff4b45d9103d4e3bcde" 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/KEig3ckz61RXTKRj/cards/logos/ltx.svg?fit=max&auto=format&n=KEig3ckz61RXTKRj&q=85&s=64ef63b9d4132db69afddf4e217af15d" width="940" height="525" data-path="cards/logos/ltx.svg" />

  <Card title="JoyAI-Echo" mode="card" href="/cookbook/diffusion/JoyEcho/JoyEcho" img="https://mintcdn.com/lmsysorg/WWLJSt8r6c4cr6fF/cards/logos/joyai-echo.svg?fit=max&auto=format&n=WWLJSt8r6c4cr6fF&q=85&s=5d25ebe90930a21a67c1882314d59e0f" 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/lCXzAEQmak7oHiXq/cards/logos/mova.png?fit=max&auto=format&n=lCXzAEQmak7oHiXq&q=85&s=3955818f664cfa6a1939f7ef51ce5b68" width="940" height="525" data-path="cards/logos/mova.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/l-mx5WICS6M2Luiz/cards/logos/inclusionai.png?fit=max&auto=format&n=l-mx5WICS6M2Luiz&q=85&s=383c6949d024b492f62994e193522bf8" 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/fNraj2kp4gsoMsH1/cards/logos/sana.png?fit=max&auto=format&n=fNraj2kp4gsoMsH1&q=85&s=b2fcedef0ac64b7633de4564a1e89656" 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.
