Energy-Aware Coflow and Antenna Scheduling for Hybrid Server-Centric Data Center Networks
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Green Communications and Networking"
DOI: 10.1109/tgcn.2019.2896298
Abstract: Data center networks (DCNs) continuously evolve to support emerging applications. For instance, server-centric architectures are becoming popular because they improve the modularity and resilience of data centers. In a server-centric DCN, switching functionalities are embedded… read more here.
Keywords: aware coflow; center networks; energy; data center ... See more keywords
Beamer: Stage-Aware Coflow Scheduling to Accelerate Hyper-Parameter Tuning in Deep Learning Clusters
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Network and Service Management"
DOI: 10.1109/tnsm.2021.3132361
Abstract: Training a neural network requires retraining the same model many times to search for the configuration of hyper-parameters with the best training result. It is common to launch multiple training jobs and evaluate them in… read more here.
Keywords: coflow scheduling; stage aware; network; stage ... See more keywords
Distributed Bottleneck-Aware Coflow Scheduling in Data Centers
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Parallel and Distributed Systems"
DOI: 10.1109/tpds.2018.2889685
Abstract: With the booming development of data parallel frameworks, the coflow abstraction has been greatly favored by data center transport designs, for its prominent ability in capturing application-level semantics. To accelerate job completion, coflow completion time… read more here.
Keywords: coflow scheduling; aware coflow; distributed bottleneck; bottleneck aware ... See more keywords