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

<CardGroup cols={3}>
  <Card title="IQuestLab" mode="card" href="/cookbook/autoregressive/IQuestLab/IQuest-Q1" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/iquestlab.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=8d2900de94b44ad2a62ad875baf03d0d" width="940" height="525" data-path="cards/logos/iquestlab.png" />

  <Card title="IFM" mode="card" href="/cookbook/autoregressive/IFM/K2-Horizon" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/ifm.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=4d74aade03d1c7decedc230538ab3d4e" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/moonshotai.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=5878db749a44399febaf065252dae847" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/thinkingmachines.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=552f5495e3202e7653dafd120eda7be8" width="940" height="525" data-path="cards/logos/thinkingmachines.png" />

  <Card title="GigaChat" mode="card" href="/cookbook/autoregressive/GigaChat/GigaChat3.5" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/gigachat.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=1c3d60d960342fa76a0d61e38eb79807" width="940" height="525" data-path="cards/logos/gigachat.png" />

  <Card title="GLM" mode="card" href="/cookbook/autoregressive/GLM/GLM-5.3-Flash" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/glm.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=8089c0afd85a7099bb14d39bc2a60570" 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-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="DeepSeek" mode="card" href="/cookbook/autoregressive/DeepSeek/DeepSeek-V4_1" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/deepseek.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=1b91a9499a0d2df4199b3638952a5283" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/deepreinforce.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=bc5e141b202d5ce6203c1d943f622ba7" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/meta.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=d5996add609d76886342f88e074b8984" 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-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="Google" mode="card" href="/cookbook/autoregressive/Google/Gemma4" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/google.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=75124662115a4503f09c54b85ca81e5f" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/ibm.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=10bc22e5a7a53e674b48ba5044fbceff" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/liquidai.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=3820951887f0439fa966517ccf0e3652" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/openai.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=6601d9af8c299f60f5eefe81c4ccadde" 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-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="NVIDIA" mode="card" href="/cookbook/autoregressive/NVIDIA/Nemotron3.5-Lightning" 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="Baidu" mode="card" href="/cookbook/autoregressive/Baidu/PaddleOCR-VL" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/baidu.svg?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=92497ae648e765f5cf3a9693b63aa1d1" 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-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" />

  <Card title="StepFun" mode="card" href="/cookbook/autoregressive/StepFun/Step3.5" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/stepfun.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=19c422af19cbd752756770b922b1f942" 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-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="InternLM" mode="card" href="/cookbook/autoregressive/InternLM/Intern-S2-Mobius" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/internlm.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=cffc644c780324094eb9d512d4e99778" 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-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="OpenBMB" mode="card" href="/cookbook/autoregressive/OpenBMB/MiniCPM5-2B" img="https://mintcdn.com/lmsysorg-cheng-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/openbmb.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=7dd7a688797d08d36c1d02bec50cc41b" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/jina.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=e7f8683a19bf620977123e1bd5ec1988" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/mistral.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=92d75813114c5281eb25af37b6ee4da1" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/xiaomi.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=5e336ac544c81609a4717f5d2990859e" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/flashlabs.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=ffa21e3de4d1f75e113455da5c1fd3d1" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/tencent.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=62dfcd906c1a1fbf3d48c4d44e16c461" 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-hot-fix-sarvam-dense-mlp-reduction/6PGxOPIFM9ZyRy3n/cards/logos/poolside.png?fit=max&auto=format&n=6PGxOPIFM9ZyRy3n&q=85&s=81c6959447868444f182f5ecd049e524" width="940" height="525" data-path="cards/logos/poolside.png" />
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