nvPAX is a three-phase hybrid QP/LP policy that allocates power in hierarchical multi-tenant datacenters to achieve 98.92% mean satisfaction ratio on production GPU traces while outperforming static and greedy baselines.
Misra, Seyyed Ahmad Javadi, Bianca Schroeder, Marcus Fontoura, and Ricardo Bianchini
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nvPAX: Constrained Optimization for Dynamic Power Allocation in Hierarchical and Multi-Tenant Systems
nvPAX is a three-phase hybrid QP/LP policy that allocates power in hierarchical multi-tenant datacenters to achieve 98.92% mean satisfaction ratio on production GPU traces while outperforming static and greedy baselines.