ml-assisted i/o

TunIO: An AI-powered Framework for Optimizing HPC I/O

N. Rajesh, K. Bateman, S. Byna, J. L. Bez, A. Kougkas, X.-H. Sun

The 38th IEEE International Parallel & Distributed Processing Symposium (IPDPS 2024)

An AI-powered I/O tuning framework that reduces tuning time while achieving the same performance gain through RL-driven early stopping.

N. Rajesh, Q. Koziol, S. Byna, H. Tang, J. L. Bez, A. Kougkas, X.-H. Sun

The 2021 International Conference for High Performance Computing, Networking, Storage, and Analysis (SC'21), November 14–19, 2021

A study on feature reduction of Darshan counters using evolutionary algorithms to identify pertinent I/O performance predictors.