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LMSYS launches SGLang Low-Latency Mode, raising DeepSeek-V4.1-Flash token speed on NVIDIA and AMD

2 articles2 sourcessince Oct 19Last article 1h ago ·

Overview

AISummary of 2 articles

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

  1. Oct 19, 8:56 PM ET · 1 article
    SGLang merges megakernel support for low-latency inference on NVIDIA GB300 and AMD MI355X
    SemiAnalysis: SGLang Low-Latency Mode lifts DeepSeek-V4.1-Flash token speed on GB300 and MI355X
  2. Oct 19, 8:39 PM ET · 1 article
    SGLang releases Low-Latency Mode with NVIDIA and AMD kernel optimizations
    LMSYS Org: LMSYS launches SGLang Low-Latency Mode with NVIDIA and AMD

Article timeline

The articles in this story. Times are ET.

Oct 19
  1. SemiAnalysisX
    SGLang Low-Latency Mode lifts DeepSeek-V4.1-Flash token speed on GB300 and MI355X

    AISGLang 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.

    Image from @SemiAnalysis_'s post
  2. LMSYS OrgOfficialPick
    LMSYS launches SGLang Low-Latency Mode with NVIDIA and AMD

    AILMSYS 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.

    Image from @lmsysorg's post

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