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Teaching Non-Determinism in High Performance Applications
SessionEduHPC-23: Workshop on Education for High Performance Computing
DescriptionIncreasing performance in data workflows can cause non-deterministic communication. Non-determinism can seriously affect software correctness and compromise reproducibility in scientific discovery. We design and implement tutorial modules to demonstrate the impact of non-determinism in data science workflows. We use ANACIN-X, a framework of test cases and tools for analytics and visualization. By completing our modules, students, researchers, and data science professionals will understand non-determinism, how it affects their applications, how to quantify it, and how to identify its root sources.
Author/Presenters
Jack Marquez
University of Tennessee
Befikir Bogale
University of Tennessee
Aashish Pandey
University of North Texas
Nigel Tan
University of Tennessee
Lauren Whitnah
University of Tennessee
Sanjukta Bhowmick
University of North Texas
Michela Taufer
University of Tennessee
Event Type
Workshop
TimeMonday, 13 November 20233:36pm - 3:39pm MST
Location506
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Education
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Sustainability
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