> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21.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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/flux.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=ebf380733e0f2ed0873f188ba30f6790" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/ideogram.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=26695d9a1a93fe484693348e05e9229c" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/qwen.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=e9681b7ebfae373d7d57df590bcf0a87" width="940" height="525" data-path="cards/logos/qwen.png" />

  <Card title="LongCat-Image" mode="card" href="/cookbook/diffusion/LongCat/LongCat-Image" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/meituan.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=ab97912bf8fb2b772d849305f7a0e837" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/zimage.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=b11b7d114db1475d19724086479acb71" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/krea.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=cc0bd7861c11c7ab3ce79b6b9dc4e278" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/ernie.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=deffee1b6ef9c0ee9448fee66985f45f" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/nvidia.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=60e7ccddd260c034737272fd17b72780" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/wan.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=d72fd9d1798b474a6e626863eaada700" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/nvidia.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=60e7ccddd260c034737272fd17b72780" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/ltx.svg?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=79dd1177c83d093093541377daad5108" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/sana.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=29331a4a7251b8e9eaf2b18b4a80562c" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/joyai-echo.svg?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=ce938bc5577fa0f7cfaa78e31567ced6" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/mova.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=07988adb55d5a5fd3ee5b036a2d3bef7" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/minimax.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=56e748f9cedde1a65f6ab06055c4867d" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/inclusionai.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=dab82b95cff77f65984debee3bce4f84" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/inclusionai.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=dab82b95cff77f65984debee3bce4f84" 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-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/sana.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=29331a4a7251b8e9eaf2b18b4a80562c" 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.
