Title :
CDES: An Approach to HPC Workload Modelling
Author :
Brennan, John ; Holmes, Violeta ; Kureshi, Ibad
Author_Institution :
HPC Res. Group, Univ. of Huddersfield, Huddersfield, UK
Abstract :
Computational science and complex system administration relies on being able to model user interactions. When it comes to managing HPC, HTC and grid systems user workloads - their job submission behaviour, is an important metric when designing systems or scheduling algorithms. Most simulators are either inflexible or tied in to proprietary scheduling systems. For system administrators being able to model how a scheduling algorithm behaves or how modifying system configurations can affect the job completion rates is critical. Within computer science research many algorithms are presented with no real description or verification of behaviour. In this paper we are presenting the Cluster Discrete Event Simulator (CDES) as an strong candidate for HPC workload simulation. Built around an open framework, CDES can take system definitions, multi-platform real usage logs and can be interfaced with any scheduling algorithm through the use of an API. CDES has been tested against 3 years of usage logs from a production level HPC system and verified to a greater than 95% accuracy.
Keywords :
discrete event simulation; parallel processing; scheduling; CDES; CDES approach; HPC system; HPC workload modelling; HPC workload simulation; HTC system; cluster discrete event simulator; grid system; high performance computing; job submission behaviour; scheduling algorithm; system configuration; Arrays; Clustering algorithms; Computational modeling; Educational institutions; Scheduling algorithms; Testing; Torque; HPC; HPC simulator; WMS; scheduler; workload modelling;
Conference_Titel :
Distributed Simulation and Real Time Applications (DS-RT), 2014 IEEE/ACM 18th International Symposium on
Conference_Location :
Toulouse
Print_ISBN :
978-1-4799-6143-6
DOI :
10.1109/DS-RT.2014.15