Is Disaggregation possible for HPC Cognitive Simulation?

• Published in: Workshop on Machine Learning in HPC Environments (Online) pp. 94 - 105
• Main Authors: Wyatt, Michael R., Yamamoto, Valen, Tosi, Zoe, Karlin, Ian, Essen, Brian Van
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.11.2021
• Subjects: Accelerator architectures; accelerator performance; AI accelerators; cognitive simulation; Computational modeling; Conferences; Deep learning; Graphics processing units; High performance computing; surrogate models

Cognitive simulation (CogSim) is an important and emerging workflow for HPC scientific exploration and scientific machine learning (SciML). One challenging workload for CogSim is the replacement of one component in a complex physical simulation with a fast, learned, surrogate model that is "ins...