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.
Gandiva: Introspective cluster scheduling for deep learning
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LaissezCloud allows ongoing bidding for cloud resources, cutting performance loss from contention by 8-23% over standard on-demand and spot methods while scaling to 10,000 nodes.
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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.
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LaissezCloud: Continuous Resource Renegotiation for the Public Cloud
LaissezCloud allows ongoing bidding for cloud resources, cutting performance loss from contention by 8-23% over standard on-demand and spot methods while scaling to 10,000 nodes.