Checkpoint cadence is an optimization against your own failure rate

Derive a first-order checkpoint interval from stall and job interruption rate. Keep useful-work overhead separate from wall-time fraction, include durability delay for asynchronous saves, and run a changed-worker-count restore that checks optimizer history and the next update.

30 MIN · PREMIUM