Efficient shift-and-invert preconditioning for multi-gpu accelerated density functional calculations

J Woo, W Youn Kim, S Choi - Journal of Chemical Theory and …, 2024 - ACS Publications
To accelerate the iterative diagonalization of electronic structure calculations, we propose a
new inexact shift-and-invert (ISI) preconditioning method. The key idea is to improve shift …

Reducing numerical precision requirements in quantum chemistry calculations

W Dawson, K Ozaki, J Domke… - Journal of Chemical …, 2024 - ACS Publications
The abundant demand for deep learning compute resources has created a renaissance in
low-precision hardware. Going forward, it will be essential for simulation software to run on …

Gaussian-Approximated Poisson Preconditioner for Iterative Diagonalization in Real-Space Density Functional Theory

J Woo, S Kim, WY Kim - The Journal of Physical Chemistry A, 2023 - ACS Publications
Various real-space methods optimized on massive parallel computers have been developed
for efficient large-scale density functional theory (DFT) calculations of materials and …

Riemannian Denoising Score Matching for Molecular Structure Optimization with Accurate Energy

J Woo, S Kim, JH Kim, WY Kim - arXiv preprint arXiv:2411.19769, 2024 - arxiv.org
This study introduces a modified score matching method aimed at generating molecular
structures with high energy accuracy. The denoising process of score matching or diffusion …