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150B MoE model runs on laptop via NVMe storage, bypassing GPU

By PulseAugur Editorial · [2 sources] ·

Researchers have demonstrated a 150-billion-parameter mixture-of-experts (MoE) model that can be streamed directly from NVMe storage on a standard developer laptop. This setup bypasses the need for a usable GPU, with the storage drive delivering bytes in under eleven seconds for a 200-token generation. This experiment establishes a practical upper limit on the benefits of faster storage for running large AI models. AI

IMPACT Demonstrates a potential pathway for running large models on consumer hardware, reducing reliance on expensive GPUs.

RANK_REASON Research paper detailing a novel method for running large AI models.

Read on Mastodon — mastodon.social →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

150B MoE model runs on laptop via NVMe storage, bypassing GPU

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Research paper detailing a novel method for running large AI models.
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2 independent sources
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infra, model release
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9 days old
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COVERAGE [2]

  1. Mastodon — mastodon.social TIER_1 English(EN) · hellosakura ·

    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

    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…

    LINKS sakurasky.com/…/expert-streaming-laptop-m…
  2. Mastodon — mastodon.social TIER_1 English(EN) · hellosakura ·

    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

    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…

    LINKS sakurasky.com/…/expert-streaming-laptop-m…

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