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TAMM: Tensor algebra for many-body methods.

Authors :
Mutlu, Erdal
Panyala, Ajay
Gawande, Nitin
Bagusetty, Abhishek
Glabe, Jeffrey
Kim, Jinsung
Kowalski, Karol
Bauman, Nicholas P.
Peng, Bo
Pathak, Himadri
Brabec, Jiri
Krishnamoorthy, Sriram
Source :
Journal of Chemical Physics; 7/14/2023, Vol. 159 Issue 2, p1-19, 19p
Publication Year :
2023

Abstract

Tensor algebra operations such as contractions in computational chemistry consume a significant fraction of the computing time on large-scale computing platforms. The widespread use of tensor contractions between large multi-dimensional tensors in describing electronic structure theory has motivated the development of multiple tensor algebra frameworks targeting heterogeneous computing platforms. In this paper, we present Tensor Algebra for Many-body Methods (TAMM), a framework for productive and performance-portable development of scalable computational chemistry methods. TAMM decouples the specification of the computation from the execution of these operations on available high-performance computing systems. With this design choice, the scientific application developers (domain scientists) can focus on the algorithmic requirements using the tensor algebra interface provided by TAMM, whereas high-performance computing developers can direct their attention to various optimizations on the underlying constructs, such as efficient data distribution, optimized scheduling algorithms, and efficient use of intra-node resources (e.g., graphics processing units). The modular structure of TAMM allows it to support different hardware architectures and incorporate new algorithmic advances. We describe the TAMM framework and our approach to the sustainable development of scalable ground- and excited-state electronic structure methods. We present case studies highlighting the ease of use, including the performance and productivity gains compared to other frameworks. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00219606
Volume :
159
Issue :
2
Database :
Complementary Index
Journal :
Journal of Chemical Physics
Publication Type :
Academic Journal
Accession number :
164937975
Full Text :
https://doi.org/10.1063/5.0142433