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Offloading communication to SmartNIC DPUs can speed up host-dominated workloads by 1.55x, but the lack of Direct Cache Access creates a massive DRAM bottleneck.
Static GPU partitioning alone can't solve underutilization, but fine-grained CPU offloading over Nvlink-C2C can bridge the gap.
