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A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing

Bioinformatics is an interdisciplinary research field that develops tools for the analysis of large biological databases, and, thus, the use of high performance computing (HPC) platforms is mandatory for the generation of useful biological knowledge. The latest generation of graphics processing unit...

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Detalles Bibliográficos
Autores principales: Guerrero, Ginés D., Imbernón, Baldomero, Pérez-Sánchez, Horacio, Sanz, Francisco, García, José M., Cecilia, José M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4082831/
https://www.ncbi.nlm.nih.gov/pubmed/25025055
http://dx.doi.org/10.1155/2014/474219
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author Guerrero, Ginés D.
Imbernón, Baldomero
Pérez-Sánchez, Horacio
Sanz, Francisco
García, José M.
Cecilia, José M.
author_facet Guerrero, Ginés D.
Imbernón, Baldomero
Pérez-Sánchez, Horacio
Sanz, Francisco
García, José M.
Cecilia, José M.
author_sort Guerrero, Ginés D.
collection PubMed
description Bioinformatics is an interdisciplinary research field that develops tools for the analysis of large biological databases, and, thus, the use of high performance computing (HPC) platforms is mandatory for the generation of useful biological knowledge. The latest generation of graphics processing units (GPUs) has democratized the use of HPC as they push desktop computers to cluster-level performance. Many applications within this field have been developed to leverage these powerful and low-cost architectures. However, these applications still need to scale to larger GPU-based systems to enable remarkable advances in the fields of healthcare, drug discovery, genome research, etc. The inclusion of GPUs in HPC systems exacerbates power and temperature issues, increasing the total cost of ownership (TCO). This paper explores the benefits of volunteer computing to scale bioinformatics applications as an alternative to own large GPU-based local infrastructures. We use as a benchmark a GPU-based drug discovery application called BINDSURF that their computational requirements go beyond a single desktop machine. Volunteer computing is presented as a cheap and valid HPC system for those bioinformatics applications that need to process huge amounts of data and where the response time is not a critical factor.
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spelling pubmed-40828312014-07-14 A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing Guerrero, Ginés D. Imbernón, Baldomero Pérez-Sánchez, Horacio Sanz, Francisco García, José M. Cecilia, José M. Biomed Res Int Research Article Bioinformatics is an interdisciplinary research field that develops tools for the analysis of large biological databases, and, thus, the use of high performance computing (HPC) platforms is mandatory for the generation of useful biological knowledge. The latest generation of graphics processing units (GPUs) has democratized the use of HPC as they push desktop computers to cluster-level performance. Many applications within this field have been developed to leverage these powerful and low-cost architectures. However, these applications still need to scale to larger GPU-based systems to enable remarkable advances in the fields of healthcare, drug discovery, genome research, etc. The inclusion of GPUs in HPC systems exacerbates power and temperature issues, increasing the total cost of ownership (TCO). This paper explores the benefits of volunteer computing to scale bioinformatics applications as an alternative to own large GPU-based local infrastructures. We use as a benchmark a GPU-based drug discovery application called BINDSURF that their computational requirements go beyond a single desktop machine. Volunteer computing is presented as a cheap and valid HPC system for those bioinformatics applications that need to process huge amounts of data and where the response time is not a critical factor. Hindawi Publishing Corporation 2014 2014-06-15 /pmc/articles/PMC4082831/ /pubmed/25025055 http://dx.doi.org/10.1155/2014/474219 Text en Copyright © 2014 Ginés D. Guerrero et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Guerrero, Ginés D.
Imbernón, Baldomero
Pérez-Sánchez, Horacio
Sanz, Francisco
García, José M.
Cecilia, José M.
A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing
title A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing
title_full A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing
title_fullStr A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing
title_full_unstemmed A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing
title_short A Performance/Cost Evaluation for a GPU-Based Drug Discovery Application on Volunteer Computing
title_sort performance/cost evaluation for a gpu-based drug discovery application on volunteer computing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4082831/
https://www.ncbi.nlm.nih.gov/pubmed/25025055
http://dx.doi.org/10.1155/2014/474219
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