Cucheb: A GPU implementation of the filtered Lanczos procedure

September 23, 2024 ยท Declared Dead ยท ๐Ÿ› Computer Physics Communications

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Authors Jared L. Aurentz, Vassilis Kalantzis, Yousef Saad arXiv ID 2409.15053 Category math.NA: Numerical Analysis Cross-listed cs.DC Citations 20 Venue Computer Physics Communications Last Checked 1 month ago
Abstract
This paper describes the software package Cucheb, a GPU implementation of the filtered Lanczos procedure for the solution of large sparse symmetric eigenvalue problems. The filtered Lanczos procedure uses a carefully chosen polynomial spectral transformation to accelerate convergence of the Lanczos method when computing eigenvalues within a desired interval. This method has proven particularly effective for eigenvalue problems that arise in electronic structure calculations and density functional theory. We compare our implementation against an equivalent CPU implementation and show that using the GPU can reduce the computation time by more than a factor of 10.
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