Why it matters

Training orchestration keeps jobs running. Failures happen; automation recovers.

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The architecture

Slurm, K8s, or Ray.

Preemption + restart from checkpoint.

Job queueing.

Training orchestrationSchedulerSlurm, K8s, RayPreempt + restartfrom checkpointQueuepriority + fairSlurm dominant HPC; Ray growing for ML; K8s for cloud-native
Training orchestration.
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How it works end to end

Slurm HPC standard.

Ray for ML.

K8s for cloud.