> ## 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 large language models and vision language models with SGLang.

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  <Card title="IFM" mode="card" href="/cookbook/autoregressive/IFM/K2-Horizon" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/6KaIELTZsMp4sYmS/cards/logos/ifm.png?fit=max&auto=format&n=6KaIELTZsMp4sYmS&q=85&s=203724677fa0387d57c720de1eb218b3" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/moonshotai.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=59ca2a5e220837f4263c05e2f7a23881" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/thinkingmachines.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=c7bb290a0194f785770d7d106e734b18" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/glm.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=fb255fc952208bdfd04017fe9f700df1" 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-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="DeepSeek" mode="card" href="/cookbook/autoregressive/DeepSeek/DeepSeek-V4" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/deepseek.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=60478775549aafe8fd9e9b613ba2257f" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/deepreinforce.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=9eb1f48c146b53af02d6e40c4bcf0dfc" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/meta.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=f0f058cb62535dd30a96b73791f66432" 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-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="Google" mode="card" href="/cookbook/autoregressive/Google/Gemma4" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/google.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=94c83dfaafab712bddd747ec11423499" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/ibm.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=ea903bc9c44a03673302d6bd4a848589" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/liquidai.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=edffa91a40c5f6eede044e4cb82d666b" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/openai.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=d89e1b9aa5f1f3c710a427b98c50e510" 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-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="NVIDIA" mode="card" href="/cookbook/autoregressive/NVIDIA/Nemotron3.5-Lightning" 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="Baidu" mode="card" href="/cookbook/autoregressive/Baidu/PaddleOCR-VL" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/baidu.svg?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=16bff19536993f61d12ed5e2c7f82d8b" 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-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" />

  <Card title="StepFun" mode="card" href="/cookbook/autoregressive/StepFun/Step3.5" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/stepfun.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=5ed131da691f4b497f80262d1fb5a256" 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-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="InternLM" mode="card" href="/cookbook/autoregressive/InternLM/Intern-S2-Mobius" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/internlm.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=e72ae5eb35ba78cca60884be72578a44" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/internvl.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=9bdf0e333c761a4e6532a916961307a0" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/openbmb.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=b1076e5288e58ffccf7d55f646f71fbb" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/jina.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=673256d8fc760e003f9079d3b5068f2e" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/mistral.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=81ae527281a85684d085691ed722307d" width="940" height="525" data-path="cards/logos/mistral.png" />

  <Card title="Xiaomi" mode="card" href="/cookbook/autoregressive/Xiaomi/MiMo-V2.5" img="https://mintcdn.com/lmsysorg-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/xiaomi.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=790c454f12cf1910f791aebb66014299" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/flashlabs.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=cfb4f46d07b96393febda9570c7608d9" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/tencent.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=836a7dcc39bae3db1030d16b2660fb08" 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-cursor-upstream-qwen38-flash-next-rocm-image-fe21/qW38VbEfyQevWThc/cards/logos/poolside.png?fit=max&auto=format&n=qW38VbEfyQevWThc&q=85&s=f3b1df4dc63e0d1e8bbc3afec85f593a" width="940" height="525" data-path="cards/logos/poolside.png" />
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