Is Disaggregation possible for HPC Cognitive Simulation?

Michael R Wyatt II, Valen Yamamoto, Zoe Tosi,Ian Karlin,Brian Van Essen

2021 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC)（2021）

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摘要

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 “inside” of the computational loop. The execution of this in-the-loop inference is particularly challenging b...

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Deep learning,Computational modeling,High performance computing,Conferences,Graphics processing units,Accelerator architectures,AI accelerators

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