Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado
Este trabajo presenta el diseño e implementación de un clúster de computación de alto rendimiento (HPC) utilizando como nodos tarjetas Jetson Nano, las cuales se caracterizan por su bajo consumo energético y la incorporación de una GPU integrada. El proyecto surge ante la necesidad de contar con inf...
- Autores:
-
Jaramillo Sánchez, Jose Miguel
- Tipo de recurso:
- Trabajo de grado de pregrado
- Fecha de publicación:
- 2025
- Institución:
- Universidad de Antioquia
- Repositorio:
- Repositorio UdeA
- Idioma:
- spa
- OAI Identifier:
- oai:bibliotecadigital.udea.edu.co:10495/45768
- Acceso en línea:
- https://hdl.handle.net/10495/45768
- Palabra clave:
- High performance computing
Computación de altas prestaciones
Consumo de energía
Energy consumption
Diseño experimental
Experimental design
Prototipo
Prototypes
http://aims.fao.org/aos/agrovoc/c_25792
http://id.loc.gov/authorities/subjects/sh95008935
ODS 4: Educación de calidad. Garantizar una educación inclusiva y equitativa de calidad y promover oportunidades de aprendizaje permanente para todos
- Rights
- openAccess
- License
- http://creativecommons.org/licenses/by-nc-sa/4.0/
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Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado |
| title |
Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado |
| spellingShingle |
Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado High performance computing Computación de altas prestaciones Consumo de energía Energy consumption Diseño experimental Experimental design Prototipo Prototypes http://aims.fao.org/aos/agrovoc/c_25792 http://id.loc.gov/authorities/subjects/sh95008935 ODS 4: Educación de calidad. Garantizar una educación inclusiva y equitativa de calidad y promover oportunidades de aprendizaje permanente para todos |
| title_short |
Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado |
| title_full |
Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado |
| title_fullStr |
Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado |
| title_full_unstemmed |
Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado |
| title_sort |
Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado |
| dc.creator.fl_str_mv |
Jaramillo Sánchez, Jose Miguel |
| dc.contributor.advisor.none.fl_str_mv |
Isaza Ramírez, Sebastián |
| dc.contributor.author.none.fl_str_mv |
Jaramillo Sánchez, Jose Miguel |
| dc.subject.lcsh.none.fl_str_mv |
High performance computing Computación de altas prestaciones |
| topic |
High performance computing Computación de altas prestaciones Consumo de energía Energy consumption Diseño experimental Experimental design Prototipo Prototypes http://aims.fao.org/aos/agrovoc/c_25792 http://id.loc.gov/authorities/subjects/sh95008935 ODS 4: Educación de calidad. Garantizar una educación inclusiva y equitativa de calidad y promover oportunidades de aprendizaje permanente para todos |
| dc.subject.lemb.none.fl_str_mv |
Consumo de energía Energy consumption Diseño experimental Experimental design |
| dc.subject.agrovoc.none.fl_str_mv |
Prototipo Prototypes |
| dc.subject.agrovocuri.none.fl_str_mv |
http://aims.fao.org/aos/agrovoc/c_25792 |
| dc.subject.lcshuri.none.fl_str_mv |
http://id.loc.gov/authorities/subjects/sh95008935 |
| dc.subject.ods.none.fl_str_mv |
ODS 4: Educación de calidad. Garantizar una educación inclusiva y equitativa de calidad y promover oportunidades de aprendizaje permanente para todos |
| description |
Este trabajo presenta el diseño e implementación de un clúster de computación de alto rendimiento (HPC) utilizando como nodos tarjetas Jetson Nano, las cuales se caracterizan por su bajo consumo energético y la incorporación de una GPU integrada. El proyecto surge ante la necesidad de contar con infraestructuras HPC asequibles y escalables, especialmente en entornos educativos y de investigación, donde el presupuesto y el espacio suelen ser limitados. La metodología abarcó cuatro fases principales: primero, se diseñó y prototipó un soporte en impresión 3D que facilita la fijación de las tarjetas en un rack estándar, optimizando el espacio. Luego, se desarrolló un sistema de distribución de energía modular capaz de alimentar múltiples Jetson Nano de manera estable. En la tercera etapa, se configuraron el sistema operativo, la red y los servicios esenciales (autenticación, almacenamiento compartido y gestor de colas SLURM) para coordinar la ejecución de tareas en paralelo a través de acceso remoto. Finalmente, se evaluó el rendimiento global del clúster mediante benchmarks especializados (como HPL y suites de la familia SPEC), analizando tanto el desempeño individual de cada nodo como la escalabilidad del sistema al aumentar la carga de trabajo. Los resultados muestran que las Jetson Nano pueden sostener aplicaciones paralelas con un consumo reducido de energía, y que la arquitectura propuesta facilita la expansión futura del clúster. En conclusión, este trabajo sienta las bases para la adopción de soluciones HPC económicas y de bajo consumo, con un claro potencial para la formación académica y la investigación aplicada. |
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2025 |
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2025-04-30T16:12:14Z |
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2025 |
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Trabajo de grado - Pregrado |
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Jaramillo, J.M. (2025), Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado profesional, Ingeniería Electrónica, Universidad de Antioquia, Medellín, Antioquia, Colombia, 2025. |
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https://hdl.handle.net/10495/45768 |
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Jaramillo, J.M. (2025), Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado profesional, Ingeniería Electrónica, Universidad de Antioquia, Medellín, Antioquia, Colombia, 2025. |
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M. Nossokoff, T. Sorensen, J. Ludema, M. Riddle, B. Sorensen, and E. Joseph, Top Predictions for the Global HPC Community in 2024, Hyperion Research, Special Analysis Report #HR126.0456.01.12.2024, Jan. 2024. [Online]. Available: https://hyperionresearch.com/wp-content/uploads/2024/02/Hyperion-Research-Special-Analysis-2024-Top-HPC-Predictions-January-2024-1.pdf IBM, “High performance computing (HPC),” IBM, [Online]. Available: https://www.ibm.com/topics/hpc. [Accessed: Apr. 2, 2025] Dell EMC HPC Engineering, Design Principles for HPC, Dell EMC, Technical White Paper, Version 1.0, Jan. 2018. [Online]. Available: https://dl.dell.com/manuals/all-products/esuprt_solutions_int/esuprt_solutions_int_solutions_resources/high-computing-solution-resources_white-papers48_en-us.pdf NVIDIA, “¿Qué es la computación con GPU?”, NVIDIA, [Online]. Available: https://www.nvidia.com/es-la/drivers/what-is-gpu-computing/. [Accessed: Apr. 2, 2025] Pure Storage, “What is an HPC cluster?”, Pure Storage, [Online]. Available: https://www.purestorage.com/knowledge/what-is-an-hpc-cluster.html. [Accessed: Apr. 2, 2025] Supermicro, “What is a High-Performance Computing Cluster (HPC)?,” Supermicro, [Online]. Available: https://www.supermicro.com/en/glossary/hpc-clusters. [Accessed: Apr. 2, 2025] Donostia International Physics Center, “HPC system overview,” DIPC Technical Documentation, [Online]. Available: https://scc.dipc.org/docs/general/overview/. [Accessed: Apr. 2, 2025] T. Sterling, M. Anderson, and M. Brodowicz, High Performance Computing: Modern Systems and Practices. San Francisco, CA, USA: Morgan Kaufmann, 2018 P. Vicat-Blanc, S. Soudan, R. Guillier, and B. Goglin, Computing Networks: From Cluster to Cloud Computing. Hoboken, NJ, USA: Wiley-ISTE, 2011. [Online]. Available: https://doi.org/10.1002/9781118602003 G. F. Pfister, In Search of Clusters, 2nd ed. Upper Saddle River, NJ, USA: Prentice Hall, 1998 Hewlett Packard Enterprise, “What is an HPC Cluster?”, HPE Glossary, [Online]. Available: https://www.hpe.com/emea_europe/en/what-is/hpc-clusters.html. [Accessed: Apr. 2, 2025] D. H. Ahn, J. E. Garlick, M. A. Grondona, D. A. Lipari, and R. R. Springmeyer, A High Performance Computing Scheduling and Resource Management Primer, Lawrence Livermore National Laboratory, Livermore, CA, USA, Rep. LLNL-TR-652476, Mar. 31, 2014 A. B. Yoo, M. A. Jette, and M. Grondona, “SLURM: Simple Linux Utility for Resource Management,” in Job Scheduling Strategies for Parallel Processing, vol. 2862, D. Feitelson, L. Rudolph, and U. Schwiegelshohn, Eds. Berlin, Heidelberg: Springer, 2003, pp. 44–60. [Online]. Available: https://doi.org/10.1007/10968987_3 Altair Engineering, “PBS Professional Documentation,” 2023. [Online]. Available: https://www.altair.com/pbs-professional/. [Accessed: Apr. 2, 2025] Open MPI Project, “Open MPI: Open Source High Performance Computing,” [Online]. Available: https://www.open-mpi.org/. [Accessed: Apr. 2, 2025] OpenMP Architecture Review Board, “OpenMP Application Programming Interface,” Version 5.1, Nov. 2020. [Online]. Available: https://www.openmp.org/specifications/. [Accessed: Apr. 2, 2025] OpenLDAP Project, “LDAP System Architecture,” [Online]. Available: https://www.openldap.org/. [Accessed: Apr. 2, 2025] D. A. Patterson and J. L. Hennessy, Computer Organization and Design: The Hardware/Software Interface, 5th ed., Morgan Kaufmann, 2013 L. Alvarez, E. Ayguadé, and F. Mantovani, “Teaching HPC Systems and Parallel Programming with Small-Scale Clusters,” in Proc. IEEE/ACM Workshop on Education for High-Performance Computing (EduHPC), Dallas, TX, USA, 2018, pp. 1–10. [Online]. Available: https://doi.org/10.1109/EduHPC.2018.00004 Techopedia, “Single Board Computer (SBC),” Techopedia, [Online]. Available: https://www.techopedia.com/definition/9266/single-board-computer-sbc. [Accessed: Apr. 2, 2025] P. Abrahamsson et al., “Affordable and Energy-Efficient Cloud Computing Clusters: The Bolzano Raspberry Pi Cloud Cluster Experiment,” in Proc. 2013 IEEE Int. Conf. Cloud Comput. Technol. Sci., Bristol, UK, 2013, pp. 170–175. [Online]. Available: https://doi.org/10.1109/CloudCom.2013.121 F. P. Tso, D. R. White, S. Jouet, J. Singer, and D. P. Pezaros, “The Glasgow Raspberry Pi Cloud: A Scale Model for Cloud Computing Infrastructures,” in Proc. 2013 IEEE 33rd Int. Conf. Distributed Comput. Syst. Workshops (ICDCSW), Philadelphia, PA, USA, 2013, pp. 108–112. [Online]. Available: https://doi.org/10.1109/ICDCSW.2013.25 R. A. Velásquez, S. Isaza, E. Montoya, L. G. García, and J. Gómez, “Embedded cluster platform for a remote parallel programming lab,” in Proc. 2020 IEEE Global Eng. Educ. Conf. (EDUCON), Porto, Portugal, 2020, pp. 763–772. [Online]. Available: https://doi.org/10.1109/EDUCON45650.2020.9125270 J. Layton, “Small’Board Computers,” ADMIN Magazine, no. 25, 2015. [Online]. Available: https://www.admin-magazine.com/Archive/2015/25/Small-board-computers. [Accessed: Apr. 2, 2025] S. Bourhnane, M. R. Abid, K. Zine-Dine, N. Elkamoun, and D. Benhaddou, “Cluster of Single-Board Computers at the Edge for Smart Grids Applications,” Applied Sciences, vol. 11, no. 22, p. 10981, Nov. 2021. [Online]. Available: https://doi.org/10.3390/app112210981 NVIDIA Corporation, “Jetson Nano Developer Kit,” [Online]. Available: https://developer.nvidia.com/embedded/jetson-nano-developer-kit. [Accessed: Apr. 2, 2025] Seeed Studio, “NVIDIA Jetson Nano vs Raspberry Pi: Which One is Better for Your Project?,” [Online]. Available: https://www.seeedstudio.com/blog/2020/01/16/nvidia-jetson-nano-vs-raspberry-pi/. [Accessed: Apr. 2, 2025] M. Riedl, “Building a Jetson Nano GPU Cluster,” michaelriedl.com, Apr. 27, 2023. [Online]. Available: https://michaelriedl.com/2023/04/27/tp2-gpu-cluster.html S. Shahizat, “How to Build NVIDIA Jetson HPC Cluster Using SLURM,” Hackster.io, [Online]. Available: https://www.hackster.io/shahizat/how-to-build-nvidia-jetson-hpc-cluster-using-slurm-ed61a7. [Accessed: Apr. 2, 2025] J. L. Hennessy and D. A. Patterson, Computer Architecture: A Quantitative Approach, 5th ed. Waltham, MA, USA: Morgan Kaufmann, 2012 J. Dongarra, P. Luszczek, and A. Petitet, “The LINPACK Benchmark: Past, Present and Future,” Concurrency and Computation: Practice and Experience, vol. 15, no. 9, pp. 803–820, 2003. [Online]. Available: https://doi.org/10.1002/cpe.728 SPEC – Standard Performance Evaluation Corporation, “Benchmark Suites,” [Online]. Available: https://www.spec.org/. [Accessed: Apr. 2, 2025] J. L. Aguilar and E. Leiss, Introducción a la Computación Paralela, 1ra ed., Mérida, Venezuela: CEMISID, 2004. [Online]. Available: https://gc.scalahed.com/recursos/files/r161r/w25041w/introduccionalacomputacionparalela_S5.pdf. [Accessed: Apr. 2, 2025] |
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Isaza Ramírez, SebastiánJaramillo Sánchez, Jose Miguel2025-04-30T16:12:14Z2025Jaramillo, J.M. (2025), Implementación de un cluster HPC utilizando single-board computers. Trabajo de grado profesional, Ingeniería Electrónica, Universidad de Antioquia, Medellín, Antioquia, Colombia, 2025.https://hdl.handle.net/10495/45768Este trabajo presenta el diseño e implementación de un clúster de computación de alto rendimiento (HPC) utilizando como nodos tarjetas Jetson Nano, las cuales se caracterizan por su bajo consumo energético y la incorporación de una GPU integrada. El proyecto surge ante la necesidad de contar con infraestructuras HPC asequibles y escalables, especialmente en entornos educativos y de investigación, donde el presupuesto y el espacio suelen ser limitados. La metodología abarcó cuatro fases principales: primero, se diseñó y prototipó un soporte en impresión 3D que facilita la fijación de las tarjetas en un rack estándar, optimizando el espacio. Luego, se desarrolló un sistema de distribución de energía modular capaz de alimentar múltiples Jetson Nano de manera estable. En la tercera etapa, se configuraron el sistema operativo, la red y los servicios esenciales (autenticación, almacenamiento compartido y gestor de colas SLURM) para coordinar la ejecución de tareas en paralelo a través de acceso remoto. Finalmente, se evaluó el rendimiento global del clúster mediante benchmarks especializados (como HPL y suites de la familia SPEC), analizando tanto el desempeño individual de cada nodo como la escalabilidad del sistema al aumentar la carga de trabajo. Los resultados muestran que las Jetson Nano pueden sostener aplicaciones paralelas con un consumo reducido de energía, y que la arquitectura propuesta facilita la expansión futura del clúster. En conclusión, este trabajo sienta las bases para la adopción de soluciones HPC económicas y de bajo consumo, con un claro potencial para la formación académica y la investigación aplicada.PregradoIngeniero Electrónico91 páginasapplication/pdfspaUniversidad de AntioquiaIngeniería ElectrónicaMedellín, ColombiaFacultad de IngenieríaCampus Medellín - Ciudad Universitariahttp://creativecommons.org/licenses/by-nc-sa/4.0/info:eu-repo/semantics/openAccessAttribution-NonCommercial-ShareAlike 4.0 Internationalhttp://purl.org/coar/access_right/c_abf2High performance computingComputación de altas prestacionesConsumo de energíaEnergy consumptionDiseño experimentalExperimental designPrototipoPrototypeshttp://aims.fao.org/aos/agrovoc/c_25792http://id.loc.gov/authorities/subjects/sh95008935ODS 4: Educación de calidad. Garantizar una educación inclusiva y equitativa de calidad y promover oportunidades de aprendizaje permanente para todosImplementación de un cluster HPC utilizando single-board computers. Trabajo de gradoTrabajo de grado - Pregradohttp://purl.org/coar/resource_type/c_7a1fhttp://purl.org/redcol/resource_type/TPTexthttp://purl.org/coar/version/c_b1a7d7d4d402bcceinfo:eu-repo/semantics/bachelorThesisinfo:eu-repo/semantics/draftM. Nossokoff, T. Sorensen, J. Ludema, M. Riddle, B. Sorensen, and E. Joseph, Top Predictions for the Global HPC Community in 2024, Hyperion Research, Special Analysis Report #HR126.0456.01.12.2024, Jan. 2024. [Online]. Available: https://hyperionresearch.com/wp-content/uploads/2024/02/Hyperion-Research-Special-Analysis-2024-Top-HPC-Predictions-January-2024-1.pdfIBM, “High performance computing (HPC),” IBM, [Online]. Available: https://www.ibm.com/topics/hpc. [Accessed: Apr. 2, 2025]Dell EMC HPC Engineering, Design Principles for HPC, Dell EMC, Technical White Paper, Version 1.0, Jan. 2018. [Online]. Available: https://dl.dell.com/manuals/all-products/esuprt_solutions_int/esuprt_solutions_int_solutions_resources/high-computing-solution-resources_white-papers48_en-us.pdfNVIDIA, “¿Qué es la computación con GPU?”, NVIDIA, [Online]. Available: https://www.nvidia.com/es-la/drivers/what-is-gpu-computing/. [Accessed: Apr. 2, 2025]Pure Storage, “What is an HPC cluster?”, Pure Storage, [Online]. Available: https://www.purestorage.com/knowledge/what-is-an-hpc-cluster.html. [Accessed: Apr. 2, 2025]Supermicro, “What is a High-Performance Computing Cluster (HPC)?,” Supermicro, [Online]. Available: https://www.supermicro.com/en/glossary/hpc-clusters. [Accessed: Apr. 2, 2025]Donostia International Physics Center, “HPC system overview,” DIPC Technical Documentation, [Online]. Available: https://scc.dipc.org/docs/general/overview/. [Accessed: Apr. 2, 2025]T. Sterling, M. Anderson, and M. Brodowicz, High Performance Computing: Modern Systems and Practices. San Francisco, CA, USA: Morgan Kaufmann, 2018P. Vicat-Blanc, S. Soudan, R. Guillier, and B. Goglin, Computing Networks: From Cluster to Cloud Computing. Hoboken, NJ, USA: Wiley-ISTE, 2011. [Online]. Available: https://doi.org/10.1002/9781118602003G. F. Pfister, In Search of Clusters, 2nd ed. Upper Saddle River, NJ, USA: Prentice Hall, 1998Hewlett Packard Enterprise, “What is an HPC Cluster?”, HPE Glossary, [Online]. Available: https://www.hpe.com/emea_europe/en/what-is/hpc-clusters.html. [Accessed: Apr. 2, 2025]D. H. Ahn, J. E. Garlick, M. A. Grondona, D. A. Lipari, and R. R. Springmeyer, A High Performance Computing Scheduling and Resource Management Primer, Lawrence Livermore National Laboratory, Livermore, CA, USA, Rep. LLNL-TR-652476, Mar. 31, 2014A. B. Yoo, M. A. Jette, and M. Grondona, “SLURM: Simple Linux Utility for Resource Management,” in Job Scheduling Strategies for Parallel Processing, vol. 2862, D. Feitelson, L. Rudolph, and U. Schwiegelshohn, Eds. Berlin, Heidelberg: Springer, 2003, pp. 44–60. [Online]. Available: https://doi.org/10.1007/10968987_3Altair Engineering, “PBS Professional Documentation,” 2023. [Online]. Available: https://www.altair.com/pbs-professional/. [Accessed: Apr. 2, 2025]Open MPI Project, “Open MPI: Open Source High Performance Computing,” [Online]. Available: https://www.open-mpi.org/. [Accessed: Apr. 2, 2025]OpenMP Architecture Review Board, “OpenMP Application Programming Interface,” Version 5.1, Nov. 2020. [Online]. Available: https://www.openmp.org/specifications/. [Accessed: Apr. 2, 2025]OpenLDAP Project, “LDAP System Architecture,” [Online]. Available: https://www.openldap.org/. [Accessed: Apr. 2, 2025]D. A. Patterson and J. L. Hennessy, Computer Organization and Design: The Hardware/Software Interface, 5th ed., Morgan Kaufmann, 2013L. Alvarez, E. Ayguadé, and F. Mantovani, “Teaching HPC Systems and Parallel Programming with Small-Scale Clusters,” in Proc. IEEE/ACM Workshop on Education for High-Performance Computing (EduHPC), Dallas, TX, USA, 2018, pp. 1–10. [Online]. Available: https://doi.org/10.1109/EduHPC.2018.00004Techopedia, “Single Board Computer (SBC),” Techopedia, [Online]. Available: https://www.techopedia.com/definition/9266/single-board-computer-sbc. [Accessed: Apr. 2, 2025]P. Abrahamsson et al., “Affordable and Energy-Efficient Cloud Computing Clusters: The Bolzano Raspberry Pi Cloud Cluster Experiment,” in Proc. 2013 IEEE Int. Conf. Cloud Comput. Technol. Sci., Bristol, UK, 2013, pp. 170–175. [Online]. Available: https://doi.org/10.1109/CloudCom.2013.121F. P. Tso, D. R. White, S. Jouet, J. Singer, and D. P. Pezaros, “The Glasgow Raspberry Pi Cloud: A Scale Model for Cloud Computing Infrastructures,” in Proc. 2013 IEEE 33rd Int. Conf. Distributed Comput. Syst. Workshops (ICDCSW), Philadelphia, PA, USA, 2013, pp. 108–112. [Online]. Available: https://doi.org/10.1109/ICDCSW.2013.25R. A. Velásquez, S. Isaza, E. Montoya, L. G. García, and J. Gómez, “Embedded cluster platform for a remote parallel programming lab,” in Proc. 2020 IEEE Global Eng. Educ. Conf. (EDUCON), Porto, Portugal, 2020, pp. 763–772. [Online]. Available: https://doi.org/10.1109/EDUCON45650.2020.9125270J. Layton, “Small’Board Computers,” ADMIN Magazine, no. 25, 2015. [Online]. Available: https://www.admin-magazine.com/Archive/2015/25/Small-board-computers. [Accessed: Apr. 2, 2025]S. Bourhnane, M. R. Abid, K. Zine-Dine, N. Elkamoun, and D. Benhaddou, “Cluster of Single-Board Computers at the Edge for Smart Grids Applications,” Applied Sciences, vol. 11, no. 22, p. 10981, Nov. 2021. [Online]. Available: https://doi.org/10.3390/app112210981NVIDIA Corporation, “Jetson Nano Developer Kit,” [Online]. Available: https://developer.nvidia.com/embedded/jetson-nano-developer-kit. [Accessed: Apr. 2, 2025]Seeed Studio, “NVIDIA Jetson Nano vs Raspberry Pi: Which One is Better for Your Project?,” [Online]. Available: https://www.seeedstudio.com/blog/2020/01/16/nvidia-jetson-nano-vs-raspberry-pi/. [Accessed: Apr. 2, 2025]M. Riedl, “Building a Jetson Nano GPU Cluster,” michaelriedl.com, Apr. 27, 2023. [Online]. Available: https://michaelriedl.com/2023/04/27/tp2-gpu-cluster.htmlS. Shahizat, “How to Build NVIDIA Jetson HPC Cluster Using SLURM,” Hackster.io, [Online]. Available: https://www.hackster.io/shahizat/how-to-build-nvidia-jetson-hpc-cluster-using-slurm-ed61a7. [Accessed: Apr. 2, 2025]J. L. Hennessy and D. A. Patterson, Computer Architecture: A Quantitative Approach, 5th ed. Waltham, MA, USA: Morgan Kaufmann, 2012J. Dongarra, P. Luszczek, and A. Petitet, “The LINPACK Benchmark: Past, Present and Future,” Concurrency and Computation: Practice and Experience, vol. 15, no. 9, pp. 803–820, 2003. [Online]. Available: https://doi.org/10.1002/cpe.728SPEC – Standard Performance Evaluation Corporation, “Benchmark Suites,” [Online]. Available: https://www.spec.org/. [Accessed: Apr. 2, 2025]J. L. Aguilar and E. Leiss, Introducción a la Computación Paralela, 1ra ed., Mérida, Venezuela: CEMISID, 2004. [Online]. Available: https://gc.scalahed.com/recursos/files/r161r/w25041w/introduccionalacomputacionparalela_S5.pdf. 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