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基于中央处理器和图形处理器的高效密度泛函理论中的单位分解计算

Highly Efficient Resolution-of-Identity Density Functional Theory Calculations on Central and Graphics Processing Units.

作者信息

Kussmann Jörg, Laqua Henryk, Ochsenfeld Christian

机构信息

Chair of Theoretical Chemistry, Department of Chemistry, University of Munich (LMU), Butenandtstr. 7, D-81377 München, Germany.

出版信息

J Chem Theory Comput. 2021 Mar 9;17(3):1512-1521. doi: 10.1021/acs.jctc.0c01252. Epub 2021 Feb 22.

Abstract

We present an efficient method to evaluate Coulomb potential matrices using the resolution of identity approximation and semilocal exchange-correlation potentials on central (CPU) and graphics processing units (GPU). The new GPU-based RI-algorithm shows a high performance and ensures the favorable scaling with increasing basis set size as the conventional CPU-based method. Furthermore, our method is based on the J-engine algorithm [White; , Head-Gordon, 1996, 7, 2620], which allows for further optimizations that also provide a significant improvement of the corresponding CPU-based algorithm. Due to the increased performance for the Coulomb evaluation, the calculation of the exchange-correlation potential of density functional theory on CPUs quickly becomes a bottleneck to the overall computational time. Hence, we also present a GPU-based algorithm to evaluate the exchange-correlation terms, which results in an overall high-performance method for density functional calculations. The algorithms to evaluate the potential and nuclear derivative terms are discussed, and their performance on CPUs and GPUs is demonstrated for illustrative calculations.

摘要

我们提出了一种高效的方法,用于在中央处理器(CPU)和图形处理单元(GPU)上使用单位分解近似和半局域交换相关势来评估库仑势矩阵。基于GPU的新RI算法显示出高性能,并确保与传统基于CPU的方法一样,随着基组大小的增加具有良好的缩放比例。此外,我们的方法基于J引擎算法[怀特;,黑德-戈登,1996年,7卷,2620页],该算法允许进一步优化,这也显著改进了相应的基于CPU的算法。由于库仑评估性能的提高,在CPU上计算密度泛函理论的交换相关势很快成为整体计算时间的瓶颈。因此,我们还提出了一种基于GPU的算法来评估交换相关项,从而产生一种用于密度泛函计算的整体高性能方法。讨论了评估势和核导数项的算法,并通过示例计算展示了它们在CPU和GPU上的性能。

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