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Developers of solvers for PDE-based modelsDevelopers of solvers for PDE-based models and other computationally intensive tasks are confronted with myriad complexity, from science requirements to algorithms and data structures to GPU programming models. We will share a fresh approach that has delivered order of magnitude speedups in computational mechanics workloads, minimizing incidental complexity while offering transparency and extensibility. In doing so, we'll examine the PETSc and libCEED libraries, validate performance models, and discuss sustainable architecture for community development. We'll also check out Enzyme, an LLVM-based automatic differentiation tool that can be used with legacy code and multi-language projects to provide adjoint (gradient) capabilities.o provide adjoint (gradient) capabilities.  +
jed.brown@colorado.edu  +
CSDMS 2023: Patterns and Processes Across Scales  +
University of Colorado, Boulder  +
Colorado  +
Building solvers for sustainable performance  +
United States  +
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16:25:15, 24 January 2023  +
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22:34:03, 11 June 2025  +
Marine Working Group  +, Terrestrial Working Group  +, Coastal Working Group  +, Education and Knowledge Transfer (EKT) Working Group  +, Cyberinformatics and Numerics Working Group  +, Hydrology Focus Research Group  +, Chesapeake Focus Research Group  +, Critical Zone Focus Research Group  +, Human Dimensions Focus Research Group  +, Geodynamics Focus Research Group  +, Ecosystem Dynamics Focus Research Group  +, Coastal Vulnerability Initiative  +, Continental Margin Initiative  +, Artificial Intelligence & Machine Learning Initiative  +, Modeling Platform Interoperability Initiative  +  and River Network Modeling Initiative  +