Thies, Jonas und Röhrig-Zöllner, Melven und Overmars, Nigel und Basermann, Achim und Ernst, Domik und Hager, Georg und Wellein, Gerhard (2020) PHIST: a Pipelined, Hybrid-parallel Iterative Solver Toolkit. ACM Transactions on Mathematical Software. Association for Computing Machinery (ACM). doi: 10.1145/3402227. ISSN 0098-3500.
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Offizielle URL: https://dl.acm.org/doi/abs/10.1145/3402227
Kurzfassung
The increasing complexity of hardware and software environments in high-performance computing poses big challenges on the development of sustainable and hardware-efcient numerical software. This paper addresses these challenges in the context of sparse solvers. Existing solutions typically target sustainability, flexibility or performance, but rarely all of them. Our new library PHIST provides implementations of solvers for sparse linear systems and eigenvalue problems. It is a productivity platform for performance-aware developers of algorithms and application software with abstractions that do not obscure the view on hardware-software interaction. The PHIST software architecture and the PHIST development process were designed to overcome shortcomings of existing packages. An interface layer for basic sparse linear algebra functionality that can be provided by multiple backends ensures sustainability, and PHIST supports common techniques for improving scalability and performance of algorithms such as blocking and kernel fusion. We showcase these concepts using the PHIST implementation of a block Jacobi-Davidson solver for non-Hermitian and generalized eigenproblems. We study its performance on a multi-core CPU, a GPU and a large-scale many-core system. Furthermore, we show how an existing implementation of a block Krylov-Schur method in the Trilinos package Anasazi can beneft from the performance engineering techniques used in PHIST.
elib-URL des Eintrags: | https://elib.dlr.de/137933/ | ||||||||||||||||||||||||||||||||
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Dokumentart: | Zeitschriftenbeitrag | ||||||||||||||||||||||||||||||||
Titel: | PHIST: a Pipelined, Hybrid-parallel Iterative Solver Toolkit | ||||||||||||||||||||||||||||||||
Autoren: |
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Datum: | Oktober 2020 | ||||||||||||||||||||||||||||||||
Erschienen in: | ACM Transactions on Mathematical Software | ||||||||||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||||||||||||||
In ISI Web of Science: | Ja | ||||||||||||||||||||||||||||||||
DOI: | 10.1145/3402227 | ||||||||||||||||||||||||||||||||
Verlag: | Association for Computing Machinery (ACM) | ||||||||||||||||||||||||||||||||
ISSN: | 0098-3500 | ||||||||||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||||||||||
Stichwörter: | High performance computing, sparse matrices, eigenvalue computations, sustainable software engineering | ||||||||||||||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||||||||||||||||||
HGF - Programmthema: | Technik für Raumfahrtsysteme | ||||||||||||||||||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||||||||||||||
DLR - Forschungsgebiet: | R SY - Technik für Raumfahrtsysteme | ||||||||||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben SISTEC (alt) | ||||||||||||||||||||||||||||||||
Standort: | Köln-Porz | ||||||||||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Simulations- und Softwaretechnik > High Performance Computing Institut für Simulations- und Softwaretechnik | ||||||||||||||||||||||||||||||||
Hinterlegt von: | Thies, Jonas | ||||||||||||||||||||||||||||||||
Hinterlegt am: | 24 Nov 2020 13:46 | ||||||||||||||||||||||||||||||||
Letzte Änderung: | 24 Okt 2023 14:17 |
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