> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-cheng-dev-attn-dp-size-arg.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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/flux.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=2c5cf9058727fad293e2848024df13da" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/ideogram.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=88cc424f1afc5887b24838e743d96c58" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/qwen.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=eb7614ff68bded85f821a6d81d933b1c" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/internvl.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=57ab67fd82d61b507a211e6e60d41c14" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/meituan.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=d0384c98d6fc5da9f08caba6ad340c86" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/zimage.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=a2dfcb698cce98ec804308ba6e57c7bc" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/inclusionai.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=d0a4c19ebdb717dfcb51d58ab35cd656" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/krea.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=82c8677e6748e77b8afc798f9731d6af" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/ernie.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=3e76659a69429c1dbf7fd350309ef51f" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/nvidia.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=fbb9d6ac7e85af532f4d0fb4b80d9201" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/wan.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=6b74a591e6f89d160ad04d64043d1000" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/nvidia.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=fbb9d6ac7e85af532f4d0fb4b80d9201" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/ltx.svg?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=bf6ea5a702738bc536671976ff963e28" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/sana.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=43a82c0d04ce5a957dfa29c8793be9d9" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/joyai-echo.svg?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=a2ff1424797dc8920640772142bd84dd" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/mova.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=b4899896d7772dbd9d8231e879192a1d" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/minimax.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=c38146bfd4aef634cb27b164f694995a" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/inclusionai.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=d0a4c19ebdb717dfcb51d58ab35cd656" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/inclusionai.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=d0a4c19ebdb717dfcb51d58ab35cd656" 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-dev-attn-dp-size-arg/b_mmxqsdaeewTQss/cards/logos/sana.png?fit=max&auto=format&n=b_mmxqsdaeewTQss&q=85&s=43a82c0d04ce5a957dfa29c8793be9d9" 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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