This work delivers the first measurements of performance-energy trade-offs across four multi-request LLM workflow patterns on A100 GPUs using vLLM and Parrot.
Wattsonai: Measuring, analyzing, and visualizing energy and carbon footprint of ai workloads
2 Pith papers cite this work. Polarity classification is still indexing.
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Wattlytics is a public web platform that integrates benchmark-driven GPU performance scaling, DVFS-aware power modeling, and TCO analysis to support informed HPC cluster design and procurement decisions.
citing papers explorer
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Characterizing Performance-Energy Trade-offs of Large Language Models in Multi-Request Workflows
This work delivers the first measurements of performance-energy trade-offs across four multi-request LLM workflow patterns on A100 GPUs using vLLM and Parrot.
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Wattlytics: A Web Platform for Co-Optimizing Performance, Energy, and TCO in HPC Clusters
Wattlytics is a public web platform that integrates benchmark-driven GPU performance scaling, DVFS-aware power modeling, and TCO analysis to support informed HPC cluster design and procurement decisions.