Transparent Orchestration of Task-based Parallel Applications in Containers Platforms
Tipus de documentArticle
Condicions d'accésAccés obert
Projecte de la Comissió EuropeaEUBra-BIGSEA - EUrope-BRAzil Collaboration on BIG Data Scientific REsearch through Cloud-Centric Applications (EC-H2020-690116)
This paper presents a framework to easily build and execute parallel applications in container-based distributed computing platforms in a user-transparent way. The proposed framework is a combination of the COMP Superscalar (COMPSs) programming model and runtime, which provides a straightforward way to develop task-based parallel applications from sequential codes, and containers management platforms that ease the deployment of applications in computing environments (as Docker, Mesos or Singularity). This framework provides scientists and developers with an easy way to implement parallel distributed applications and deploy them in a one-click fashion. We have built a prototype which integrates COMPSs with different containers engines in different scenarios: i) a Docker cluster, ii) a Mesos cluster, and iii) Singularity in an HPC cluster. We have evaluated the overhead in the building phase, deployment and execution of two benchmark applications compared to a Cloud testbed based on KVM and OpenStack and to the usage of bare metal nodes. We have observed an important gain in comparison to cloud environments during the building and deployment phases. This enables better adaptation of resources with respect to the computational load. In contrast, we detected an extra overhead during the execution, which is mainly due to the multi-host Docker networking.
CitacióRamon-Cortes, C. [et al.]. Transparent Orchestration of Task-based Parallel Applications in Containers Platforms. "Journal of Grid Computing", Març 2018, vol. 16, núm. 1, p. 137-160.
Versió de l'editorhttps://link.springer.com/article/10.1007/s10723-017-9425-z