> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction.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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/flux.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=5178b69aa195d834a6fa743965580bfa" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/ideogram.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=f8b2fc7feed85e5f36d9b1e63a421ded" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/qwen.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=f4b6770ec71fe899dbb6a08ddafcead6" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/internvl.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=deab02187d448c8ecefbaa38d2521a56" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/meituan.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=1e46e75dfd2ff5d650315d8ebd6a0586" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/zimage.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=2e04bb4c26e45cdd25600b5ebe0ddc49" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/inclusionai.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=ae12b53f8c05305343a8af917d4584d2" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/krea.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=b4657bb310e64d628a5879b4ed5a7c5d" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/ernie.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=93144ff3f50bf66d608220b70ff3c419" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/nvidia.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=54b504b3af6707aa4da66aa765afb7ff" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/wan.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=059039a61905e9a383541dba7263de5d" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/nvidia.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=54b504b3af6707aa4da66aa765afb7ff" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/ltx.svg?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=7327f02784c45d38005a193c91ee94bd" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/sana.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=379b1cdb383213e1cb8699810a4e0608" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/joyai-echo.svg?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=82e7039aa0f5cb36b999c44b730382d3" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/mova.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=2b29707d8e26e8fca4967b00d2647c16" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/minimax.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=1140db794e4c9e91e636d035780c5b2d" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/inclusionai.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=ae12b53f8c05305343a8af917d4584d2" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/inclusionai.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=ae12b53f8c05305343a8af917d4584d2" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/sana.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=379b1cdb383213e1cb8699810a4e0608" 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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