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English(EN) A 150B MoE on a Developer Laptop: An Upper Bound on What Faster Storage Buys You A 150-billion-parameter mixture-of-experts model streamed from NVMe on an ordin

150B MoE 模型通过 NVMe 流式传输在开发笔记本上运行

研究人员演示了通过从 NVMe 存储流式传输一个 1500 亿参数的专家混合(MoE)模型,在标准开发笔记本电脑上运行该模型。该设置实现了受存储 I/O 限制的生成速度,突显了更快的存储解决方案在大模型部署中的潜力。实验表明,即使没有显著的 GPU 加速,存储速度也可能成为瓶颈,限制性能。 AI

影响 通过利用更快的存储,展示了在消费级硬件上运行大型 AI 模型的潜在途径。

排序理由 详细介绍运行大型模型新方法的论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 Mastodon — mastodon.social 阅读 →

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150B MoE 模型通过 NVMe 流式传输在开发笔记本上运行

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详细介绍运行大型模型新方法的论文。[lever_c_demoted from research: ic=1 ai=1.0]
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  1. Mastodon — mastodon.social TIER_1 English(EN) · hellosakura ·

    一台开发者笔记本上的 150B MoE:更快的存储能带来多大收益的上限——一个从 NVMe 流式传输到普通笔记本上的 1500 亿参数混合专家模型

    A 150B MoE on a Developer Laptop: An Upper Bound on What Faster Storage Buys You A 150-billion-parameter mixture-of-experts model streamed from NVMe on an ordinary developer laptop with no usable GPU. Across a 200-token generation the drive spent under eleven seconds delivering b…