JOURNAL ARTICLE
Parallel multithreaded deduplication of data sequences in nuclear structure calculations.
Published In: International Journal of High Performance Computing Applications, 2024, v. 38, n. 1. P. 5 1 of 3
Database: Academic Search Ultimate 2 of 3
Authored By: Langr, Daniel; Dytrych, Tomáš 3 of 3
Abstract
This article focuses on the development and evaluation of three parallel multithreaded algorithms for deduplication of data sequences in high performance computing (HPC) applications, specifically within nuclear structure calculations using the symmetry-adapted no-core shell model (SA-NCSM). The proposed algorithms—MTSK and MTIK, which utilize concurrent hash tables, and MTPS, based on parallel sorting—are designed to efficiently identify and remove redundant sequences arising naturally in SA-NCSM basis data, thereby reducing memory usage and computational overhead. Experimental results on large-scale SA-NCSM problems demonstrate that the MTSK algorithm generally achieves the best performance and scalability on multicore architectures, while MTPS offers a hash table-free alternative suitable for environments where portability is prioritized. The study highlights trade-offs among the algorithms related to memory access patterns, concurrency support, and applicability depending on available data structures and hardware configurations.
Additional Information
- Source:International Journal of High Performance Computing Applications. 2024/01, Vol. 38, Issue 1, p5
- Document Type:Article
- Subject Area:Business and Management
- Publication Date:2024
- ISSN:1094-3420
- DOI:10.1177/10943420231183697
- Accession Number:174911500
- Copyright Statement:Copyright of International Journal of High Performance Computing Applications is the property of Sage Publications Inc. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Looking to go deeper into this topic? Look for more articles on EBSCOhost.