The Definitive Guide toAI Data Centers
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Google-reported checkpoint restore time with multi-tier checkpointing across a cluster of thousands of nodes, versus up to 30 minutes from object storage alone; one clock inside MTTR

restore <1 minobserved

Value kindobserved — Reported measurements, counts, and specifications keep the precision and scope stated by their source; an exact specification is not treated as a range.
ScopeVendor-reported general statement by Google for clusters with thousands of nodes, not a measurement tied to the 35K-chip TPU v5p workload (that workload is the source of the separate 6.59% ML Goodput figure). Excludes detection, fencing, allocation, worker launch and validation; not an end-to-end MTTR.
As of2025-06-17
SourceGoogle Cloud, Save early and often with multi-tier checkpointing to optimize large AI training jobs, 17 June 2025. · Multi-tier checkpointing overview: restore in under a minute across a cluster with thousands of nodes
Reviewchecking…review by 2027-06-17 · standard cadence
Recorded changeslast 2026-10-16 · 4 revisions tracked
Claim idmttr-achievable-with-multi-tier-checkpointing

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