Scheduling elastic machine learning process through containers

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The following objectives were established for this thesis: • Modification of the resource management scheme within an application/framework to allow dynamic selection of the parallelism of operations (elasticity). • Design and implementation of an internal controller for each container to manage d...

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Autor principal: Libutti, Leandro Ariel
Formato: Articulo Contribucion a revista
Lenguaje:Inglés
Publicado: 2023
Materias:
Ciencias Informáticas
Aplicaciones Elásticas
Tensorflow
Docker
Contenedores
Planificación de contenedores
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/159862
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-159862
record_format dspace
spelling I19-R120-10915-1598622023-11-07T20:02:42Z http://sedici.unlp.edu.ar/handle/10915/159862 Scheduling elastic machine learning process through containers Coplanificación de procesos maleables de aprendizaje automático mediante contenedores Libutti, Leandro Ariel 2023-10 2023-11-07T12:03:48Z en Ciencias Informáticas Aplicaciones Elásticas Tensorflow Docker Contenedores Planificación de contenedores The following objectives were established for this thesis: • Modification of the resource management scheme within an application/framework to allow dynamic selection of the parallelism of operations (elasticity). • Design and implementation of an internal controller for each container to manage dynamically allocated computational resources, and a communication mechanism between the system and the application confined in the container. • Design and implementation of a scheduler for containers running elastic applications using orchestration techniques to efficiently manage the computational resources of the system. En "Documentos relacionados" se encuentra el enlace al texto completo del trabajo. Facultad de Informática Articulo Contribucion a revista http://creativecommons.org/licenses/by-nc/4.0/ Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) application/pdf 190-191
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Aplicaciones Elásticas
Tensorflow
Docker
Contenedores
Planificación de contenedores
spellingShingle Ciencias Informáticas
Aplicaciones Elásticas
Tensorflow
Docker
Contenedores
Planificación de contenedores
Libutti, Leandro Ariel
Scheduling elastic machine learning process through containers
topic_facet Ciencias Informáticas
Aplicaciones Elásticas
Tensorflow
Docker
Contenedores
Planificación de contenedores
description The following objectives were established for this thesis: • Modification of the resource management scheme within an application/framework to allow dynamic selection of the parallelism of operations (elasticity). • Design and implementation of an internal controller for each container to manage dynamically allocated computational resources, and a communication mechanism between the system and the application confined in the container. • Design and implementation of a scheduler for containers running elastic applications using orchestration techniques to efficiently manage the computational resources of the system.
format Articulo
Contribucion a revista
author Libutti, Leandro Ariel
author_facet Libutti, Leandro Ariel
author_sort Libutti, Leandro Ariel
title Scheduling elastic machine learning process through containers
title_short Scheduling elastic machine learning process through containers
title_full Scheduling elastic machine learning process through containers
title_fullStr Scheduling elastic machine learning process through containers
title_full_unstemmed Scheduling elastic machine learning process through containers
title_sort scheduling elastic machine learning process through containers
publishDate 2023
url http://sedici.unlp.edu.ar/handle/10915/159862
work_keys_str_mv AT libuttileandroariel schedulingelasticmachinelearningprocessthroughcontainers
AT libuttileandroariel coplanificaciondeprocesosmaleablesdeaprendizajeautomaticomediantecontenedores
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