Question 520
Which post-remediation result most specifically supports resolution of this cluster issue: An engineer updates GPU board firmware outside the planned change window while the cluster scheduler continues submitting training jobs?
Explanation
Correct Answer
The decisive evidence is that The scheduler marks the node unavailable during update and returns it only after validated reboot and smoke test. This directly demonstrates the outcome of the needed intervention: Drain affected nodes, apply supported updates with maintenance ownership, and verify health before restoring scheduling.
Incorrect Answers
The option would apply to “A BMC firmware flash process fails halfway through and the technician immediately reboots every chassis in the rack”. The decisive evidence is that The recovered node passes BMC inventory and health checks before a staged return to cluster service. This question instead requires “The scheduler marks the node unavailable during update and returns it only after validated reboot and smoke test”.
The related but distinct situation is “An HGX server cluster has mixed GPU and BMC firmware revisions after a partial maintenance window, but the team runs burn-in as if versions match”. The decisive evidence is that Post-maintenance readback confirms the approved release matrix and a representative GPU stress test passes. For the stated problem, “The scheduler marks the node unavailable during update and returns it only after validated reboot and smoke test” addresses the central condition.
This would be a meaningful test for another issue (A network adapter shows link up but its firmware was never compared with the approved NVIDIA driver and switch stack), but not for the required outcome: The scheduler marks the node unavailable during update and returns it only after validated reboot and smoke test.