Interactive challenge

GPU Node Pool Scheduling Lab

Prove accelerator placement with labels, taints, tolerations, quotas, and unschedulable-pod debugging.

Read matching guide

Difficulty

Hard

Duration

65 min

Persona

Platform engineer

Tools

kubectl, NVIDIA device plugin, cluster autoscaler

Prerequisites

GPU node pool access

Active step 01

Prepare the platform boundary

running

Create or identify the namespace, labels, and ownership metadata that make the workload reviewable.

lab@k8sllm:llm-serving

Kubernetes context is loaded. Type commands directly or run the step sequence.