no code implementations • 20 Sep 2020 • Andrew Or, Haoyu Zhang, Michael J. Freedman
In our evaluation, our implementation of VirtualFlow for TensorFlow achieved strong convergence guarantees across different hardware with out-of-the-box hyperparameters, up to 48% lower job completion times with resource elasticity, and up to 42% higher throughput with heterogeneous training.
no code implementations • 31 Dec 2018 • Matvey Arye, Siddhartha Sen, Michael J. Freedman
We show that the root cause of the problem lies in the data plane, and that even a perfect control plane (ABR) algorithm is not enough to guarantee video flows their fair share of network bandwidth.
Networking and Internet Architecture
