Topology-Aware Workload Scheduling with NVIDIA Topograph

NVIDIA released Topograph, a topology‑aware scheduler that maps GPU workloads to optimal interconnect paths, reducing traffic across shared links and improving throughput. The blog demonstrates placement gains on a multi‑GPU system, though exact speedups depend on specific hardware configurations.