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cs.DC2026
Mean field optimal Core Allocation across Malleable jobs
Zhouzi Li, Mor Harchol-Balter, Benjamin Berg
Modern data centers and cloud computing clusters are increasingly running workloads composed of malleable jobs. A malleable job can be parallelized across any number of cores, yet…
cs.DC2026
BOA Constrictor: Squeezing Performance out of GPUs in the Cloud via Budget-Optimal Allocation
Zhouzi Li, Cindy Zhu, Arpan Mukhopadhyay +2
The past decade has seen a dramatic increase in demand for GPUs to train Machine Learning (ML) models. Because it is prohibitively expensive for most organizations to build and mai…
cs.DC2024
How to Rent GPUs on a Budget
Zhouzi Li, Benjamin Berg, Arpan Mukhopadhyay +1
The explosion in Machine Learning (ML) over the past ten years has led to a dramatic increase in demand for GPUs to train ML models. Because it is prohibitively expensive for most…