Hacker News4h agoenergy 104

Grace Blackwell needs a new scheduler: 27% more usable GPUs from the same racks

Grace Blackwell Needs a New Scheduler, shown next to an NVL72 rack
image: Hacker News

NVL72 puts all 72 GPUs in a rack on one NVLink fabric, but only rack-local jobs get the speedup. How SkyPilot keeps multi-node training and inference on NVLink with topology-aware placement, in-place recovery from GPU failures, and automatic defragmentation.

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