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            In high-performance computing (HPC), modern supercomputers typically provide exclusive computing resources to user applications. Nevertheless, the interconnect network is a shared resource for both inter-node communication and across-node I/O access, among co-running workloads, leading to inevitable network interference. In this study, we develop MFNetSim, a multi-fidelity modeling framework that enables simulation of multi-traffic simultaneously over the interconnect network, including inter-process communication and I/O traffic. By combining different levels of abstraction, MFNetSim can efficiently co-model the communication and I/O traffic occurring on HPC systems equipped with flash-based storage. We conduct simulation studies of hybrid workloads composed of traditional HPC applications and emerging ML applications on a 1,056-node Dragonfly system with various configurations. Our analysis provides various observations regarding how network interference affects communication and I/O traffic.more » « lessFree, publicly-accessible full text available September 12, 2026
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            Brown, Kevin A; Cruz-Camacho, Elkin; Yoshii, Kazutomo; Wang, Xin; Lan, Zhiling; Carothers, Christopher D; Ross, Robert B (, ACM)Free, publicly-accessible full text available June 22, 2026
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            Fujiwara, Takanori; Li, Jianping Kelvin; Mubarak, Misbah; Ross, Caitlin; Carothers, Christopher D.; Ross, Robert B.; Ma, Kwan-Liu (, Visual Informatics)
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