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Genetic Improvement of Last Level Cache

Langdon, William B; Clark, David; (2024) Genetic Improvement of Last Level Cache. In: Giacobini, Mario and Xue, Bing and Manzoni, Luca, (eds.) Genetic Programming (EuroGP 2024). (pp. pp. 209-226). Springer Nature Switzerland AG: Cham, Switzerland.

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Abstract

With increasing reliance on multi-core parallel computing performance is evermore dominated by interprocessor data communication typically provided by last level cache (LLC) shared between CPUs. In an 8 core 3.6 GHz desktop using multiple local searches, the Magpie parameter tuning genetic improvement (GI) system was able to reduce L3 cache access (load + stores) four fold on an existing open source 7000 line C PARSEC parallel computing VIPS image benchmark.

Type: Proceedings paper
Title: Genetic Improvement of Last Level Cache
Event: European Conference on Genetic Programming (Part of EvoStar - EuroGP 2024)
Location: WALES, Aberystwyth
Dates: 3 Apr 2024 - 5 Apr 2024
ISBN-13: 9783031569562
DOI: 10.1007/978-3-031-56957-9_13
Publisher version: https://doi.org/10.1007/978-3-031-56957-9_13
Language: English
Additional information: This version is the author-accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery.ucl.ac.uk/id/eprint/10193982
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