Efficient Algorithms for Encrypted All-gather Operation
Mehran Sadeghi Lahijani, Abu Naser, Cong Wu, Mohsen Gavahi, Viet Tung Hoang, Zhi Wang, Xin Yuan · 2021
As more High-Performance Computing (HPC) applications that process sensitive data are moving to run on the public cloud, there is a need for the cloud infrastructure to provide privacy and integrity support. In this work, we investigate how to add encryption to all-gather to protect internode communication. This task is challenging since encryption is often more expensive than communication in contemporary HPC systems. We derive performance bounds for encrypted allgather, and develop new algorithms that meet the theoretical lower bounds. Our empirical evaluation on production systems demonstrates that the new algorithms achieve substantially better performance than the naive approach.