The content discusses the challenges of balancing resource efficiency and fairness in heterogeneous GPU clusters. It introduces OEF, a new resource allocation framework, to address these challenges. OEF aims to maximize resource efficiency while ensuring fairness properties in both cooperative and non-cooperative environments. The content outlines the design challenges, architecture, workflow, allocation mechanisms, placement optimization, and implementation details of OEF. It also highlights the properties of OEF, including pareto-efficiency, strategy-proofness, optimal resource efficiency, sharing-incentive, and envy-freeness.
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arxiv.org
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by Zizhao Mo,Hu... klo arxiv.org 03-28-2024
https://arxiv.org/pdf/2403.18545.pdfSyvällisempiä Kysymyksiä