156 citations · 164 across the 10 of their papers we have counts for
3 papers · 1 filter
Improving Multiresource Job Scheduling with Markovian Service Rate Policies
Zhongrui Chen, Isaac Grosof, Benjamin Berg
Modern cloud computing workloads are composed of multiresource jobs that require a variety of computational resources in order to run, such as CPU cores, memory, disk space, or har…
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…
Asymptotically Optimal Scheduling of Multiple Parallelizable Job Classes
Benjamin Berg, Benjamin Moseley, Weina Wang +1
Modern computing workloads are often composed of parallelizable jobs. A parallelizable job can be completed more quickly when run on additional servers. However, each job can only…