> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-cheng-refactor-ffn-output-parts.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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/flux.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=47c6ad99e69587e7a5d1831f04a2d55b" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/ideogram.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=5acd34449678e8766cb965a6752469f6" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/qwen.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=872151f672ec07ed7a061d8b245300e4" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/internvl.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=169fd6ee63a5e32a11cb1da7e16f6600" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/meituan.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=1b94875b6633b74f634470f0ac2273b1" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/zimage.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=c13beb20a4407abd3088e2b414132205" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/inclusionai.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=1a24dabf7edfd262b99eac3f7f9c365b" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/krea.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=ba2c1bc9ed47f50eca1a1ffcb845becf" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/ernie.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=deffc4222cd9c6f1005132b6d307e4fe" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/nvidia.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=d7cd84742155a8ab1b3874014e0a0cc8" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/wan.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=b7df56fd884147455333685484f8c7c6" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/nvidia.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=d7cd84742155a8ab1b3874014e0a0cc8" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/ltx.svg?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=4ea0a64e7c63a684155eb181b273ec9d" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/sana.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=5f967164fbdb0b9996cca65149834097" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/joyai-echo.svg?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=47c37b93c5a81d4364d55cb0110590f9" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/mova.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=d4ac0389a838ab03fad499f1b6e5517e" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/minimax.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=8b468d560fdb56dfa380210c307c0acc" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/inclusionai.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=1a24dabf7edfd262b99eac3f7f9c365b" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/inclusionai.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=1a24dabf7edfd262b99eac3f7f9c365b" 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-ffn-output-parts/uywYcZ402xz3pqk2/cards/logos/sana.png?fit=max&auto=format&n=uywYcZ402xz3pqk2&q=85&s=5f967164fbdb0b9996cca65149834097" 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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