> ## Documentation Index
> Fetch the complete documentation index at: https://lmsysorg-cheng-refactor-decoder-stage-api.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> Practical guides for deploying and using large language models and vision language models with SGLang.

<CardGroup cols={3}>
  <Card title="IFM" mode="card" href="/cookbook/autoregressive/IFM/K2-Horizon" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/ifm.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=388efd9b634ebe142b65dba236ed6057" width="940" height="525" data-path="cards/logos/ifm.png" />

  <Card title="Kimi (Moonshot AI)" mode="card" href="/cookbook/autoregressive/Moonshotai/Kimi-K3" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/moonshotai.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=aa8089aea9cfc13432fb91b93cd73427" width="940" height="525" data-path="cards/logos/moonshotai.png" />

  <Card title="Thinking Machines" mode="card" href="/cookbook/autoregressive/ThinkingMachines/Inkling" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/thinkingmachines.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=e5d220bb188b35a9fc0f23a3b0cbf86e" width="940" height="525" data-path="cards/logos/thinkingmachines.png" />

  <Card title="GLM" mode="card" href="/cookbook/autoregressive/GLM/GLM-5.3-Flash" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/glm.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=c2853f9f97750487ec25c14f95f72bd3" width="940" height="525" data-path="cards/logos/glm.png" />

  <Card title="Qwen" mode="card" href="/cookbook/autoregressive/Qwen/Qwen3.8-Flash-Next" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/qwen.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=a69aea58d8fbf10e29116a823990be4e" width="940" height="525" data-path="cards/logos/qwen.png" />

  <Card title="DeepSeek" mode="card" href="/cookbook/autoregressive/DeepSeek/DeepSeek-V4_1" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/deepseek.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=0e773361c95303c135460cdc2d981a35" width="940" height="525" data-path="cards/logos/deepseek.png" />

  <Card title="DeepReinforce" mode="card" href="/cookbook/autoregressive/DeepReinforce/Ornith-1.0" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/deepreinforce.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=1ee0bc43dc06418dd104b208efb47f52" width="940" height="525" data-path="cards/logos/deepreinforce.png" />

  <Card title="Meta" mode="card" href="/cookbook/autoregressive/Meta/MuseGlimmer" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/meta.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=44c73f7ca832f4c4890ce807dadf0e7e" width="940" height="525" data-path="cards/logos/meta.png" />

  <Card title="Meituan" mode="card" href="/cookbook/autoregressive/Meituan/LongCat-2.0" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/meituan.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=921e647b8b5586e8a53400f080011845" width="940" height="525" data-path="cards/logos/meituan.png" />

  <Card title="Google" mode="card" href="/cookbook/autoregressive/Google/Gemma4" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/google.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=63327d74d1fe7f12440c04e565d593ce" width="940" height="525" data-path="cards/logos/google.png" />

  <Card title="IBM" mode="card" href="/cookbook/autoregressive/IBM/Granite-4.2" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/ibm.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=314f0271349ae97b97cdc5e0974e09fa" width="940" height="525" data-path="cards/logos/ibm.png" />

  <Card title="LiquidAI" mode="card" href="/cookbook/autoregressive/LiquidAI/LFM2.5" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/liquidai.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=ddd75e4576e5db55f1c73bd686817fe9" width="940" height="525" data-path="cards/logos/liquidai.png" />

  <Card title="OpenAI" mode="card" href="/cookbook/autoregressive/OpenAI/GPT-OSS" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/openai.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=72939d1b38df73c7783057b9d99eae18" width="940" height="525" data-path="cards/logos/openai.png" />

  <Card title="MiniMax" mode="card" href="/cookbook/autoregressive/MiniMax/MiniMax-M3" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/minimax.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=5a1eb0c92518df6ac55d446c95729253" width="940" height="525" data-path="cards/logos/minimax.png" />

  <Card title="NVIDIA" mode="card" href="/cookbook/autoregressive/NVIDIA/Nemotron3.5-Lightning" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/nvidia.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=c4e697cb4699b276462b186d0faa4b5a" width="940" height="525" data-path="cards/logos/nvidia.png" />

  <Card title="Baidu" mode="card" href="/cookbook/autoregressive/Baidu/PaddleOCR-VL" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/baidu.svg?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=43fc2f000a538e5194476c1600e66ee4" width="940" height="525" data-path="cards/logos/baidu.svg" />

  <Card title="Ernie" mode="card" href="/cookbook/autoregressive/Ernie/Ernie4.5" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/ernie.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=f1a79a63a09e8f8975b8a18e0c79c121" width="940" height="525" data-path="cards/logos/ernie.png" />

  <Card title="StepFun" mode="card" href="/cookbook/autoregressive/StepFun/Step3.5" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/stepfun.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=2616f2ca3bb34f408ac57b422e216935" width="940" height="525" data-path="cards/logos/stepfun.png" />

  <Card title="InclusionAI" mode="card" href="/cookbook/autoregressive/InclusionAI/Ling-3.0-flash-VL" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/inclusionai.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=510ce6ff881ac06c3f2397c954605340" width="940" height="525" data-path="cards/logos/inclusionai.png" />

  <Card title="InternLM" mode="card" href="/cookbook/autoregressive/InternLM/Intern-S2-Mobius" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/internlm.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=e6c9c66fd8392c7a02d968a4b77da361" width="940" height="525" data-path="cards/logos/internlm.png" />

  <Card title="InternVL" mode="card" href="/cookbook/autoregressive/InternVL/InternVL3.5" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/internvl.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=933e84e81d564026e19430d3a734475a" width="940" height="525" data-path="cards/logos/internvl.png" />

  <Card title="OpenBMB" mode="card" href="/cookbook/autoregressive/OpenBMB/MiniCPM5-2B" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/openbmb.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=5467ce9a8727033ca4b339ec09c43193" width="940" height="525" data-path="cards/logos/openbmb.png" />

  <Card title="Jina AI" mode="card" href="/cookbook/autoregressive/Jina/Jina-reranker-m0" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/jina.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=508706a312f92848f6a4f0439f60aaea" width="940" height="525" data-path="cards/logos/jina.png" />

  <Card title="Mistral" mode="card" href="/cookbook/autoregressive/Mistral/Ministral-3" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/mistral.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=3f31c7234302b5d8f100369e48cff8e0" width="940" height="525" data-path="cards/logos/mistral.png" />

  <Card title="Xiaomi" mode="card" href="/cookbook/autoregressive/Xiaomi/MiMo-V2.6" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/xiaomi.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=827e8c43a0174cf77af32a3cf8eb3322" width="940" height="525" data-path="cards/logos/xiaomi.png" />

  <Card title="FlashLabs" mode="card" href="/cookbook/autoregressive/FlashLabs/Chroma1.0" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/flashlabs.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=67584438450ed48a9d0126828d503d2c" width="940" height="525" data-path="cards/logos/flashlabs.png" />

  <Card title="Tencent" mode="card" href="/cookbook/autoregressive/Tencent/Hy4-Preview" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/tencent.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=09bf96445ffb18ece02fa42acc1ec58c" width="940" height="525" data-path="cards/logos/tencent.png" />

  <Card title="Poolside" mode="card" href="/cookbook/autoregressive/Poolside/Laguna-S-2.1" img="https://mintcdn.com/lmsysorg-cheng-refactor-decoder-stage-api/pWoSKzD3QPUtv-bQ/cards/logos/poolside.png?fit=max&auto=format&n=pWoSKzD3QPUtv-bQ&q=85&s=f41830c69cb57b9aed25fb2bef79ef4a" width="940" height="525" data-path="cards/logos/poolside.png" />
</CardGroup>


This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.