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What is the benefit of running Slurm on Kubernetes?

The operational payoff of running Slurm on Kubernetes comes from the ecosystem. Rather than building and maintaining separate toolchains for GPU management, monitoring, networking, and node lifecycle, you can use the Kubernetes tooling that already exists for these problems. Platform teams manage clusters with declarative YAML, Helm deployments, rolling updates, and Prometheus or Grafana for observability.

Running Large-Scale GPU Workloads on Kubernetes with Slurm | NVIDIA Technical Blog

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