89 citations · 104 across the 10 of their papers we have counts for
5 papers · 1 filter
Fifer: Tackling Underutilization in the Serverless Era
Jashwant Raj Gunasekaran, Prashanth Thinakaran, Nachiappan Chidambaram +2
Datacenters are witnessing a rapid surge in the adoption of serverless functions for microservices-based applications. A vast majority of these microservices typically span less th…
Towards Designing a Self-Managed Machine Learning Inference Serving System inPublic Cloud
Jashwant Raj Gunasekaran, Prashanth Thinakaran, Cyan Subhra Mishra +2
We are witnessing an increasing trend towardsusing Machine Learning (ML) based prediction systems, span-ning across different application domains, including productrecommendation s…
Multiverse: Dynamic VM Provisioning for Virtualized High Performance Computing Clusters
Jashwant Raj Gunasekaran, Michael Cui, Prashanth Thinakaran +3
Traditionally, HPC workloads have been deployed in bare-metal clusters; but the advances in virtualization have led the pathway for these workloads to be deployed in virtualized cl…
Alleviating Bottlenecks for DNN Execution on GPUs via Opportunistic Computing
Xianwei Cheng, Hui Zhao, Mahmut Kandemir +2
Edge computing and IoT applications are severely constrained by limited hardware resource. This makes memory consuming DNN frameworks not applicable to edge computing. Simple algor…
TraceTracker: Hardware/Software Co-Evaluation for Large-Scale I/O Workload Reconstruction
Miryeong Kwon, Jie Zhang, Gyuyoung Park +5
Block traces are widely used for system studies, model verifications, and design analyses in both industry and academia. While such traces include detailed block access patterns, e…