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19 p, 1.4 MB Predicting number of threads using balanced datasets for openMP regions / Alcaraz, Jordi (Universitat Autònoma de Barcelona. Departament d'Arquitectura de Computadors i Sistemes Operatius) ; TehraniJamsaz, Ali (Iowa State University) ; Dutta, Akash (Iowa State University) ; Sikora, Anna (Universitat Autònoma de Barcelona. Departament d'Arquitectura de Computadors i Sistemes Operatius) ; Jannesari, Ali (Iowa State University) ; Sorribes Gomis, Joan (Universitat Autònoma de Barcelona. Departament d'Arquitectura de Computadors i Sistemes Operatius) ; César Galobardes, Eduardo (Universitat Autònoma de Barcelona. Departament d'Arquitectura de Computadors i Sistemes Operatius)
Incorporating machine learning into automatic performance analysis and tuning tools is a promising path to tackle the increasing heterogeneity of current HPC applications. However, this introduces the need for generating balanced datasets of parallel applications' executions and for dealing with natural imbalances for optimizing performance parameters. [...]
2022 - 10.1007/s00607-022-01081-6
Computing, (April 2022) , p. 1-19  
Detailed record - Creative Commons

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1 Dutta, Anjan
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