SNN workloads deployed via K3d show up to 47.6 times higher latency and 49 times lower throughput when CPU is limited to 0.5 cores, with accuracy staying stable but tail latency issues from round-robin routing during scaling.
A survey on neuromorphic computing: Models and hardware,
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Evaluating Container Orchestration for Neuromorphic Workloads in Virtual Edge Environments
SNN workloads deployed via K3d show up to 47.6 times higher latency and 49 times lower throughput when CPU is limited to 0.5 cores, with accuracy staying stable but tail latency issues from round-robin routing during scaling.