Massively Parallel Genetic Optimization through Asynchronous Propagation of Populations

We present Propulate, an evolutionary optimization algorithm and software package for global optimization and in particular hyperparameter search. For efficient use of HPC resources, Propulate omits the synchronization after each generation as done in conventional genetic algorithms. Instead, it ste...

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Veröffentlicht in:	arXiv.org 2023-01
Hauptverfasser:	Taubert, Oskar, Weiel, Marie, Coquelin, Daniel, Farshian, Anis, Debus, Charlotte, Schug, Alexander, Streit, Achim, Götz, Markus
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Distributed, Parallel, and Cluster Computing Computer Science - Neural and Evolutionary Computing Evolutionary algorithms Genetic algorithms Global optimization Synchronism
Online-Zugang:	Volltext
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