LMSYS launches SGLang Low-Latency Mode, raising DeepSeek-V4.1-Flash token speed on NVIDIA and AMD
Overview
LMSYS Org announces SGLang Low-Latency Mode, built with NVIDIA and AMD. On DeepSeek-V4.1-Flash with DSpark, LMSYS says the mode raises P90 per-user token speed to 928 tok/s on NVIDIA GB300, up from 671 (1.38×), and to 516 tok/s on AMD MI355X, up from 332 (1.56×), in SemiAnalysis's AgentX trace replay.
SemiAnalysis says merged megakernel support brings GB300 close to 1000 tok/s per user and that it works out of the box on SGLang Docker images.
LMSYS says low-latency kernels for GLM-5.3, K3, and MiniMax M3 are in progress and will be added next.
Written by AI from the articles below · updated Oct 19, 9:12 PM ET
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Developments
2 developments
- Oct 19, 8:56 PM ET · 1 articleSGLang merges megakernel support for low-latency inference on NVIDIA GB300 and AMD MI355XSemiAnalysis: SGLang Low-Latency Mode lifts DeepSeek-V4.1-Flash token speed on GB300 and MI355X
- Oct 19, 8:39 PM ET · 1 articleSGLang releases Low-Latency Mode with NVIDIA and AMD kernel optimizationsLMSYS Org: LMSYS launches SGLang Low-Latency Mode with NVIDIA and AMD
Article timeline
The articles in this story. Times are ET.
SemiAnalysis@SemiAnalysis_XSGLang Low-Latency Mode lifts DeepSeek-V4.1-Flash token speed on GB300 and MI355XAISGLang announced a Low-Latency Mode built with NVIDIA and AMD that raises P90 per-user token speed on DeepSeek-V4.1-Flash. In SemiAnalysis's AgentX trace replay, speed rose from 671 to 928 tok/s on NVIDIA GB300 (1.38x) and from 332 to 516 tok/s on AMD MI355X (1.56x). SemiAnalysis said merged megakernel support brings GB300 close to 1000 tok/s per user, with low-latency kernels for GLM-5.3, K3, and MiniMax M3 in progress.

LMSYS Org@lmsysorgOfficialPickLMSYS launches SGLang Low-Latency Mode with NVIDIA and AMDAILMSYS Org announces SGLang Low-Latency Mode, built with NVIDIA and AMD. On DeepSeek-V4.1-Flash with DSpark, it raises P90 per-user token speed up to 1.38× on NVIDIA GB300 (671 to 928 tok/s) and 1.56× on AMD MI355X (332 to 516 tok/s) in SemiAnalysis's AgentX trace replay. The post also says low-latency kernels for GLM-5.3, K3, and MiniMax M3 are in progress and will plug in next.

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