Using machine learning to optimize graph execution on NUMA machines

Author:

de A. Rocha Hiago Mayk G.1,Schwarzrock Janaina1,Lorenzon Arthur F.2,Beck Antonio Carlos S.1

Affiliation:

1. Federal University of Rio Grande do Sul - Porto Alegre, Brazil

2. Federal University of Pampa - Alegrete, Brazil

Funder

Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul (FAPERGS)

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Publisher

ACM

Reference29 articles.

1. Tanuj Aasawat , Tahsin Reza , Kazuki Yoshizoe , and Matei Ripeanu . 2020. HyGN: Hybrid Graph Engine for NUMA . In IEEE BigData . 383--390. Tanuj Aasawat, Tahsin Reza, Kazuki Yoshizoe, and Matei Ripeanu. 2020. HyGN: Hybrid Graph Engine for NUMA. In IEEE BigData. 383--390.

2. Virat Agarwal , Fabrizio Petrini , Davide Pasetto , and David A Bader . 2010. Scalable graph exploration on multicore processors . In SC. IEEE , 1--11. Virat Agarwal, Fabrizio Petrini, Davide Pasetto, and David A Bader. 2010. Scalable graph exploration on multicore processors. In SC. IEEE, 1--11.

3. Scott Beamer , Krste Asanović , and David Patterson . 2015. The GAP benchmark suite. arXiv preprint arXiv:1508.03619 ( 2015 ). Scott Beamer, Krste Asanović, and David Patterson. 2015. The GAP benchmark suite. arXiv preprint arXiv:1508.03619 (2015).

4. François Broquedis , Olivier Aumage , Brice Goglin , Samuel Thibault , Pierre-Andr Wacrenier , and Raymond Namyst . 2010. Structuring the execution of OpenMP applications for multicore architectures . In IPDPS. IEEE , 1--10. François Broquedis, Olivier Aumage, Brice Goglin, Samuel Thibault, Pierre-Andr Wacrenier, and Raymond Namyst. 2010. Structuring the execution of OpenMP applications for multicore architectures. In IPDPS. IEEE, 1--10.

5. Traffic management

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1. Allok: a machine learning approach for efficient graph execution on CPU–GPU clusters;The Journal of Supercomputing;2024-05-23

2. Optimizing Single-Source Graph Execution on NUMA Machines;2023 XIII Brazilian Symposium on Computing Systems Engineering (SBESC);2023-11-21

3. Dynamic Allocation of Processor Cores to Graph Applications on Commodity Servers;2023 32nd International Conference on Parallel Architectures and Compilation Techniques (PACT);2023-10-21

4. Improving the efficiency of graph algorithm executions on high‐performance computing;Concurrency and Computation: Practice and Experience;2022-11

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