DOE OSTI · code-168920
AutoDiffSVDCompression [SWR-25-162]
Abstract
This software contains the code and results for the paper Reducing Memory Usage of Reverse Mode AD by Compression. In particular, the code includes implementation of the necessary structures and functions for using the Singular Value Decomposition (SVD) to compress forward pass values needed for reverse mode AD as well as the necessary numerical solvers for Burgers’ Equation and numerical solution of a control problem. In addition to the code, the repository also contains the scripts, results, and logs used in the aforementioned publication. This repository is meant to enable the reproducibility of the results in the publication.
Keep this discovery
Explore connections, maps & timelines
Maack, Jonathan [National Renewable Energy Laboratory (NREL), Golden, CO (United States)], Allen, Jeffery [National Renewable Energy Laboratory (NREL), Golden, CO (United States)]. 2025-10-15. AutoDiffSVDCompression [SWR-25-162]. https://doi.org/10.11578/dc.20251105.4
Cite the original work for its findings. Save a collection to share your selection of sources.