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Research PaperResearchia:202601.28039

StochasticGW-GPU: rapid quasi-particle energies for molecules beyond 10000 atoms

Phillip S. Thomas

Abstract

$\mathtt{StochasticGW}$ is a code for computing accurate Quasi-Particle (QP) energies of molecules and material systems in the GW approximation. $\mathtt{StochasticGW}$ utilizes the stochastic Resolution of the Identity (sROI) technique to enable a massively-parallel implementation with computational costs that scale semi-linearly with system size, allowing the method to access systems with tens of thousands of electrons. We introduce a new implementation, $\mathtt{StochasticGW-GPU}$, for which ...

Submitted: January 28, 2026Subjects: Chemistry; Chemical Physics

Description / Details

StochasticGW\mathtt{StochasticGW} is a code for computing accurate Quasi-Particle (QP) energies of molecules and material systems in the GW approximation. StochasticGW\mathtt{StochasticGW} utilizes the stochastic Resolution of the Identity (sROI) technique to enable a massively-parallel implementation with computational costs that scale semi-linearly with system size, allowing the method to access systems with tens of thousands of electrons. We introduce a new implementation, StochasticGWGPU\mathtt{StochasticGW-GPU}, for which the main bottleneck steps have been ported to GPUs and which gives substantial performance improvements over previous versions of the code. We showcase the new code by computing band gaps of hydrogenated silicon clusters (SixHy\textrm{S}\textrm{i}_{\textrm{x}}\textrm{H}_{\textrm{y}}) containing up to 10001 atoms and 35144 electrons, and we obtain individual QP energies with a statistical precision of better than ±0.03\pm0.03 eV with times-to-solution on the order of minutes.


Source: arXiv:2601.21005v1 - http://arxiv.org/abs/2601.21005v1 PDF: https://arxiv.org/pdf/2601.21005v1 Original Link: http://arxiv.org/abs/2601.21005v1

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Date:
Jan 28, 2026
Topic:
Chemical Physics
Area:
Chemistry
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