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中文(ZH) DeepSeek 开源看家算子的同一周,AI 超过了它

AI-generated operators surpass human-tuned performance on benchmarks

DeepSeek has open-sourced its inference framework, DeepInfer, along with its FlashMLA operator library. This move aims to improve the performance of domestic large language models on hardware. Notably, an AI-generated operator library called ForgeKernel, developed without human line-by-line tuning, has surpassed human-optimized operators. ForgeKernel achieved top rankings on both NVIDIA's SOL-ExecBench FlashInfer-Bench and Huawei's CANNBench A3, demonstrating significant performance gains. AI

IMPACT AI-driven optimization of core computational components could significantly accelerate model performance and reduce inference costs across the industry.

RANK_REASON AI-generated operator library achieves benchmark performance surpassing human-optimized versions. [lever_c_demoted from research: ic=1 ai=1.0]

Read on 雷峰网 (Leiphone) →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI-generated operators surpass human-tuned performance on benchmarks

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21 / 100
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AI-generated operator library achieves benchmark performance surpassing human-optimized versions. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. 雷峰网 (Leiphone) TIER_1 中文(ZH) ·

    The same week DeepSeek open-sourced its foundational operator, AI surpassed it

    <p>国产大模型的竞争,正从模型层延伸到算力层:再强的模型,最终都要基于算子在芯片上执行。同一个模型、同一块芯片,换一套更优的算子,有时会带来数倍的性能提升。算子的效率决定了同样的显卡能跑多快,也决定了每个 token 的价格。</p><p>DeepSeek 近日全面开源推理框架 DeepInfer。继模型权重和 FlashMLA、DeepGEMM 等算子库之后,他们把模型运行的链路开放了。其中的 FlashMLA,有工程师在芯片上逐行手调的版本,算子性能跑到了硬件极限的 90% 以上,这也是人类手艺目前在部分芯片上达到的极限成绩。</p><p>而这个极…