NanoGPT training record smashed to 9.65 seconds using clever CPU co-processing

charles_irl · x · 2026-10-03

A relay of open-source PRs has driven the nanoGPT speed training record from 39.9 seconds down to 9.65 seconds. @hermanbrunborg first used a longest exact match model running concurrently on CPU to cut the record to 21.5s; DevenPzak generalized the CPU approach to a larger share of tokens to reach 9.65s, building on work from nthngdy, cyrusghane and Daniel Monroe. The author notes CPU usage is a gray area in nanoGPT rules and all records remain subject to review.

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