Meta's Prometheus: hyperscale GPU clusters run at 87% usable, 13% kept as hot spares

SumitGup · x · 2026-10-22

Meta's engineering blog details Prometheus, its gigawatt-scale supercluster in New Albany, Ohio (phase one complete, used to train the Muse models, targeting 1M GPUs). Key numbers: NVL72 racks run 64-GPU slices with 8 in-rack spares, so a 32,768-GPU run provisions 523 racks / 37,656 GPUs (13% overhead); a 32768-GPU run provisions 523 NVL72 racks / 37,656 GPUs, 13% above active footprint, plus 2% extra racks for whole-rack faults. Pretraining achieved >85% goodput, RL runs >90%, with closed-loop liquid cooling.

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