In the news
Topology-Aware Workload Scheduling with NVIDIA Topograph
NVIDIA Developer · Published · 3 min read
In 30 seconds
- What happened
- NVIDIA released Topograph, an open-source toolkit that discovers cluster topology from cloud APIs or on-premises fabric systems and publishes it to schedulers.
- Why it matters
- Platform engineers and cluster operators managing AI workloads on Kubernetes, Slurm, or cloud platforms need accurate topology data for efficient GPU placement.
- Watch out
- Topograph reflects reported topology, not intended topology. Label visibility depends on provider capabilities and triggering events, so changes may not appear immediately.
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- throughput
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