--- title: Welcome to SGLang description: High-performance serving framework for large language and multimodal models. keywords: - sglang - llm serving - multimodal - inference runtime mode: wide --- Star Fork

Designed for low-latency, high-throughput inference with RadixAttention, prefix caching, and multi-GPU parallelism. Broad support for Llama, Qwen, DeepSeek, and more. Compatible with Hugging Face and OpenAI APIs. Native support across Hardware Platforms including NVIDIA, AMD, Intel Xeon, Google TPU, and Ascend NPU accelerators. Open-source with widespread adoption, powering 400k+ GPUs and integrated with major RL frameworks. SGLang powers large-scale production deployments, generating trillions of tokens each day across more than 400,000 GPUs worldwide. It is hosted under the non-profit open-source organization [LMSYS](https://lmsys.org/about/). --- ## Get Started SGLang is an inference framework meant for production level serving. It is designed to deliver low-latency and high-throughput inference across a wide range of setups, from a single GPU to large distributed clusters. Install SGLang with pip, from source, or via Docker on your preferred hardware platform. Launch your first model server and send requests in minutes with OpenAI-compatible APIs. ## News and latest blogs {/* BEGIN_LMSYS_SGLANG_BLOG_CARDS */}

{"Highlights of SGLang at NVIDIA GTC 2026"}

{"March 31, 2026"}

{"Elastic EP in SGLang: Achieving Partial Failure Tolerance for DeepSeek MoE Deployments"}

{"March 25, 2026"}

$ROCm Support for Miles: Large-Scale RL Post-Training on AMD Instinct\u2122 GPUs$

{"ROCm Support for Miles: Large-Scale RL Post-Training on AMD Instinct\u2122 GPUs"}

{"March 17, 2026"}

{"SGLang Adds Day-0 Support for NVIDIA Nemotron 3 Super for building High-Efficiency Multi-Agent Systems"}

{"March 11, 2026"}

{"Unlocking 25x Inference Performance with SGLang on NVIDIA GB300 NVL72"}

{"February 20, 2026"}

{"Deploying DeepSeek on GB300 NVL72: Big Wins in Long-Context Inference"}

{"February 19, 2026"}

{/* END_LMSYS_SGLANG_BLOG_CARDS */} --- ## Learn more and join the community

Stay connected

{" "} Development roadmap to follow current priorities and upcoming work.

{" "} Weekly public development meeting to hear updates and join open discussions.

{" "} Slack for questions, feedback, and community support.

X Twitter and {" "} LinkedIn for project updates.

{" "} LMSYS blog for release notes, benchmarks, and technical deep dives.

{" "} Learning materials for blogs, slides, and videos.