30Design a checkpoint format for thousands of GPUs: no gather on write, resumable at a different world size, no stall.▼hardNewMetaMicrosoftDatabricks4 replies◆ premiumEvery rank writes its own shard, a metadata file maps every chunk to a global tensor, and a loader intersects the old layout with the new. The bytes per rank for a 405B, the manifest that makes the write atomic, the metadata that makes resharding possible, and the host-memory staging that keeps the GPUs running.Open full answer →
10Parallel filesystem or object storage for training data? Make the call and explain the two-tier pattern most clusters end up with.▼mediumNewCrusoeMetaDatabricks4 repliesunlockedOne gives you POSIX semantics and hundreds of gigabytes per second at a price per terabyte that hurts at petabyte scale. The other is cheap and durable and answers a first byte in tens of milliseconds. The cost arithmetic that makes most clusters run both, and the metadata limit that decides how you shard.Open full answer →