Tri-serve is a software DVFS controller that jointly mitigates inter-stage dependency stalls, arithmetic-intensity effects on frequency, and thermal throttling to deliver 22% better energy efficiency in multimodal inference serving with no latency or throughput loss.
Char- acterizing power management opportunities for llms in the cloud,
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Energy-Efficient Multimodal Inference Serving with Tri-serve
Tri-serve is a software DVFS controller that jointly mitigates inter-stage dependency stalls, arithmetic-intensity effects on frequency, and thermal throttling to deliver 22% better energy efficiency in multimodal inference serving with no latency or throughput loss.