The Past, Current, and Future of HPC ODA

Jun 13, 2025·
Woong Shin
Woong Shin
· 0 min read
Abstract
Operational Data Analytics (ODA) is rapidly becoming a cornerstone of HPC operations, essential for tackling challenges such as energy efficiency, sustainability, and system resilience. However, despite advancements, ODA is far from a solved problem. The sheer scale and complexity of modern supercomputers demand breakthroughs in data collection, analytics, and AI/ML applications to transform raw telemetry into actionable intelligence. Drawing from years of experience spanning multiple supercomputing generations, this talk will explore the evolution of ODA—from its early roots in monitoring to its expanding role in predictive and prescriptive analytics. I will highlight key obstacles, lessons learned, and emerging opportunities, emphasizing that ODA is not merely an auxiliary function but a critical enabler of future HPC success. This keynote will serve as a call to action for the community to invest in ODA innovation, ensuring that HPC remains efficient, adaptive, and ready for the challenges ahead.
Event
Location

CCH - Congress Center Hamburg

Congressplatz 1, Hamburg, 20355

Woong Shin
Authors
HPC Systems/Software/Data Engineer, Computer Systems Researcher