36 citations · 122 across the 30 of their papers we have counts for
4 papers · 1 filter
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…
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…
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…
heSRPT: Parallel Scheduling to Minimize Mean Slowdown
Benjamin Berg, Rein Vesilo, Mor Harchol-Balter
Modern data centers serve workloads which are capable of exploiting parallelism. When a job parallelizes across multiple servers it will complete more quickly, but jobs receive dim…