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Dynamic Fractional Resource Scheduling versus Batch Scheduling
- Source :
- IEEE Transactions on Parallel and Distributed Systems, IEEE Transactions on Parallel and Distributed Systems, Institute of Electrical and Electronics Engineers, 2012, 23 (3), pp.521-529. ⟨10.1109/TPDS.2011.183⟩, IEEE Transactions on Parallel and Distributed Systems, 2012, 23 (3), pp.521-529. ⟨10.1109/TPDS.2011.183⟩
- Publication Year :
- 2012
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2012.
-
Abstract
- International audience; We propose a novel job scheduling approach for homogeneous cluster computing platforms. Its key feature is the use of virtual machine technology to share fractional node resources in a precise and controlled manner. Other VM-based scheduling approaches have focused primarily on technical issues or extensions to existing batch scheduling systems, while we take a more aggressive approach and seek to find heuristics that maximize an objective metric correlated with job performance. We derive absolute performance bounds and develop algorithms for the online, non-clairvoyant version of our scheduling problem. We further evaluate these algorithms in simulation against both synthetic and real-world HPC workloads and compare our algorithms to standard batch scheduling approaches. We find that our approach improves over batch scheduling by orders of magnitude in terms of job stretch, while leading to comparable or better resource utilization. Our results demonstrate that virtualization technology coupled with lightweight online scheduling strategies can afford dramatic improvements in performance for executing HPC workloads.
- Subjects :
- Rate-monotonic scheduling
Job scheduler
Earliest deadline first scheduling
Schedule
Least slack time scheduling
Computer science
Distributed computing
[INFO.INFO-DS]Computer Science [cs]/Data Structures and Algorithms [cs.DS]
Scheduling (production processes)
Processor scheduling
0102 computer and information sciences
02 engineering and technology
Dynamic priority scheduling
computer.software_genre
scheduler
01 natural sciences
Fair-share scheduling
Scheduling (computing)
Fixed-priority pre-emptive scheduling
Genetic algorithm scheduling
vector bin packing
Computer cluster
Lottery scheduling
0202 electrical engineering, electronic engineering, information engineering
Resource management
Index Terms-cluster
Job shop scheduling
Flow shop scheduling
Round-robin scheduling
batch scheduling ✦
Stride scheduling
Deadline-monotonic scheduling
high performance computing
Portable Batch System
Computational Theory and Mathematics
010201 computation theory & mathematics
Hardware and Architecture
Two-level scheduling
Signal Processing
virtual machine
Resource allocation
020201 artificial intelligence & image processing
[INFO.INFO-DC]Computer Science [cs]/Distributed, Parallel, and Cluster Computing [cs.DC]
Heuristics
computer
Subjects
Details
- ISSN :
- 10459219
- Volume :
- 23
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Parallel and Distributed Systems
- Accession number :
- edsair.doi.dedup.....2c16ca5a64cca99b850d42ae0dad0d2d