64 citations · 88 across the 9 of their papers we have counts for
Showing 2021 · cs.DCShow all
2 papers · 2 filters
cs.DC2021★ 6 cited
TACCL: Guiding Collective Algorithm Synthesis using Communication Sketches
Aashaka Shah, Vijay Chidambaram, Meghan Cowan +6
Machine learning models are increasingly being trained across multiple GPUs and servers. In this setting, data is transferred between GPUs using communication collectives such as A…
cs.DC2021
Breaking the Computation and Communication Abstraction Barrier in Distributed Machine Learning Workloads
Abhinav Jangda, Jun Huang, Guodong Liu +6
Recent trend towards increasing large machine learning models require both training and inference tasks to be distributed. Considering the huge cost of training these models, it is…