Scheduling and dispatching are critical enabling technologies in supercomputing and grid computing. In these contexts, scalability is an issue: we have to allocate and schedule up to tens of thousands of tasks on tens of thousands of resources. This problem scale is out of reach for complete and centralized scheduling approaches. We propose a distributed allocation and scheduling paradigm called DARDIS that is lightweight, scalable and fully customizable in many domains. In DARDIS each task offloads to the available resources the computation of a probability index associated with each possible start time for the given task on the specific resource. The task then selects the proper resource and start time on the basis of the above probability.

Bridi, T., Lombardi, M., Bartolini, A., Benini, L., Milano, M. (2016). DARDIS: Distributed and randomized DIspatching and scheduling. ;Nieuwe Hemweg 6B : IOS Press [10.3233/978-1-61499-672-9-1598].

DARDIS: Distributed and randomized DIspatching and scheduling

BRIDI, THOMAS;LOMBARDI, MICHELE;BARTOLINI, ANDREA;BENINI, LUCA;MILANO, MICHELA
2016

Abstract

Scheduling and dispatching are critical enabling technologies in supercomputing and grid computing. In these contexts, scalability is an issue: we have to allocate and schedule up to tens of thousands of tasks on tens of thousands of resources. This problem scale is out of reach for complete and centralized scheduling approaches. We propose a distributed allocation and scheduling paradigm called DARDIS that is lightweight, scalable and fully customizable in many domains. In DARDIS each task offloads to the available resources the computation of a probability index associated with each possible start time for the given task on the specific resource. The task then selects the proper resource and start time on the basis of the above probability.
2016
Frontiers in Artificial Intelligence and Applications
1598
1599
Bridi, T., Lombardi, M., Bartolini, A., Benini, L., Milano, M. (2016). DARDIS: Distributed and randomized DIspatching and scheduling. ;Nieuwe Hemweg 6B : IOS Press [10.3233/978-1-61499-672-9-1598].
Bridi, Thomas; Lombardi, Michele; Bartolini, Andrea; Benini, Luca; Milano, Michela
File in questo prodotto:
Eventuali allegati, non sono esposti

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/585363
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? 0
social impact