Skip to content
Trending storyDeveloping

ForgeKernel, an AI-written operator, ranks first on NVIDIA and Huawei kernel benchmarks

3 articles3 sourcessince Oct 26Last article 5h ago ·

Overview

AISummary of 3 articles

ForgeKernel, an operator written entirely by AI with no manual line-by-line tuning, ranks first on two operator benchmarks as of October 22, according to Leiphone (雷峰网).

It ranks first on NVIDIA's SOL-ExecBench FlashInfer-Bench collection and on the CANNBench A3 hardware leaderboard in Huawei's Ascend CANN repository, with a 1.835× benchmark speedup, 25% ahead of the second-place entry.

OpenBMB, which describes ForgeKernel as a self-evolving kernel optimization harness in its Forge series, says it ranked #1 on every leaderboard it tested, including the same two. OpenBMB says a paper on ForgeKernel will follow. Leiphone's report places the result in the same week DeepSeek open-sourced its DeepInfer inference framework, but does not say whether ForgeKernel is connected to DeepSeek.

Written by AI from the articles below · updated Oct 28, 1:58 AM ET

Check the sources:

Developments

3 developments

  1. Oct 28, 1:43 AM ET · 1 article
    OpenBMB praises ForgeKernel, a self-evolving kernel optimisation harness, reaching #1 on SOL-ExecBench and CANN-Bench
    OpenBMB: OpenBMB praises ForgeKernel, a self-evolving kernel optimization harness
  2. Oct 27, 3:09 AM ET · 1 article
    ForgeKernel tops CANNBench Ascend operator leaderboard across three chip tracks
    Pandaily: ForgeKernel tops CANNBench's Ascend operator leaderboard on all three tracks
  3. Oct 26, 2:58 AM ET · 1 article
    ForgeKernel, an AI-written operator, tops two operator benchmarks
    Leiphone: ForgeKernel, an AI-written operator, tops two kernel benchmarks after DeepSeek's DeepInfer release

Article timeline

The articles in this story. Times are ET.

Oct 28
  1. OpenBMBOfficial
    OpenBMB praises ForgeKernel, a self-evolving kernel optimization harness

    AIOpenBMB's post follows up on JustGoal with a self-evolving kernel optimization harness, ForgeKernel, part of the Forge series. Per the quoted post by @_LiYuXuan_, ForgeKernel ranked #1 on every leaderboard tested, including NVIDIA's SOL-ExecBench (FlashInfer-Bench) and HUAWEI's CANN-Bench. A paper on ForgeKernel is forthcoming.

Oct 27
  1. PandailyNews
    ForgeKernel tops CANNBench's Ascend operator leaderboard on all three tracks

    AIEntries under the name ForgeKernel hold first place on all three hardware tracks of CANNBench, the CANN community's public leaderboard for AI-generated Ascend operators, as of October 27. On the 950PR track, ForgeKernel scores 3,649.86 with 49 of 60 operators passing and a 1.876 times geometric mean speedup, ahead of CANNBot PyPTOPro S2 frontier at 3,552.34. The three top entries carry only the ForgeKernel organisation label, and Pandaily could not identify the developer.

Oct 26
  1. LeiphoneNews
    ForgeKernel, an AI-written operator, tops two kernel benchmarks after DeepSeek's DeepInfer release

    AIDeepSeek recently open-sourced its DeepInfer inference framework, following its model weights and operator libraries such as FlashMLA and DeepGEMM. In the same week, ForgeKernel, an operator written entirely by AI with no manual line-by-line tuning, ranked first on NVIDIA's SOL-ExecBench FlashInfer-Bench collection and on the Ascend CANNBench A3 hardware leaderboard as of October 22, with a 1.835× benchmark speedup, 25% ahead of second place.

Heat Trend

Current comparable heat
13
Peak comparable heat
18Oct 28, 2:00 AM ET
Change in past 24 hours
-3%

The trend compares only continuously observed participants, so its scope may be smaller than the current heat total. Hover or tap for hourly heat; use arrow keys with a keyboard.