Accuracy of Mixed Precision Computation in Large Coupled Biological Systems - Inria - Institut national de recherche en sciences et technologies du numérique
Pré-Publication, Document De Travail Année : 2021

Accuracy of Mixed Precision Computation in Large Coupled Biological Systems

Résumé

Thanks to the advancement of knowledge and technologies, we want to simulate larger and larger biological systems. But classical methods must be rethink to be able to cope with such system. At the same time, mainly riding the trends of AI/ML, a novel approach is to use methods mixing different arithmetic precision. Indeed, such method improves arithmetic intensity while saving memory, energy and computational time. However, controlling the errors induced by the mix of different precision remains the major issue. In this paper, we are present a new method allowing the use of mixed precision to solve ordinary differential systems of equations. We evaluate our method against large biological systems. We show that with such systems, we can reduce the arithmetic precision of a part of the biological model will retain the same numerical precision.
Fichier principal
Vignette du fichier
my_article (3).pdf (439.24 Ko) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)

Dates et versions

hal-03249828 , version 1 (04-06-2021)

Identifiants

  • HAL Id : hal-03249828 , version 1

Citer

Aquilina Al Khoury, Samuel Bernard, Jonathan Rouzaud-Cornabas. Accuracy of Mixed Precision Computation in Large Coupled Biological Systems. 2021. ⟨hal-03249828⟩
160 Consultations
199 Téléchargements

Partager

More