Multiprocessor cache analysis using ATUM
ISCA '88 Proceedings of the 15th Annual International Symposium on Computer architecture
SIGMETRICS '91 Proceedings of the 1991 ACM SIGMETRICS conference on Measurement and modeling of computer systems
On the validity of trace-driven simulation for multiprocessors
ISCA '91 Proceedings of the 18th annual international symposium on Computer architecture
On the self-similar nature of Ethernet traffic (extended version)
IEEE/ACM Transactions on Networking (TON)
Application scheduling and processor allocation in multiprogrammed parallel processing systems
Performance Evaluation - Special issue: performance modeling of parallel processing systems
Journal of Parallel and Distributed Computing - Special issue on heterogeneous processing
Analysis of the impact of memory in distributed parallel processing systems
SIGMETRICS '94 Proceedings of the 1994 ACM SIGMETRICS conference on Measurement and modeling of computer systems
Support for implementing scheduling algorithms using MESSIAHS
Scientific Programming - Special issue on operating system support for massively parallel computer architectures
The SPLASH-2 programs: characterization and methodological considerations
ISCA '95 Proceedings of the 22nd annual international symposium on Computer architecture
Coordinated allocation of memory and processors in multiprocessors
Proceedings of the 1996 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
File-Access Characteristics of Parallel Scientific Workloads
IEEE Transactions on Parallel and Distributed Systems
The Legion vision of a worldwide virtual computer
Communications of the ACM
On the characterization of VBR MPEG streams
SIGMETRICS '97 Proceedings of the 1997 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
The impact of I/O on program behavior and parallel scheduling
SIGMETRICS '98/PERFORMANCE '98 Proceedings of the 1998 ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
Generating representative Web workloads for network and server performance evaluation
SIGMETRICS '98/PERFORMANCE '98 Proceedings of the 1998 ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
The grid: blueprint for a new computing infrastructure
The grid: blueprint for a new computing infrastructure
The grid
The elusive goal of workload characterization
ACM SIGMETRICS Performance Evaluation Review
A trace-driven analysis of the UNIX 4.2 BSD file system
Proceedings of the tenth ACM symposium on Operating systems principles
Future Generation Computer Systems - Special issue on metacomputing
Application-level scheduling on distributed heterogeneous networks
Supercomputing '96 Proceedings of the 1996 ACM/IEEE conference on Supercomputing
Parallel Computer Architecture: A Hardware/Software Approach
Parallel Computer Architecture: A Hardware/Software Approach
Corrigendum to "Synthetic Traces for Trace-Driven Simulation of Cache Memories"
IEEE Transactions on Computers
A Comparison of Trace-Sampling Techniques for Multi-Megabyte Caches
IEEE Transactions on Computers
Accuracy of Memory Reference Traces of Parallel Computations in Trace-Drive Simulation
IEEE Transactions on Parallel and Distributed Systems
Resource Allocation and Scheduling in Metasystems
HPCN Europe '99 Proceedings of the 7th International Conference on High-Performance Computing and Networking
A hierarchical approach to workload characterization for parallel systems
HPCN Europe '95 Proceedings of the International Conference and Exhibition on High-Performance Computing and Networking
Predicting Queue Times on Space-Sharing Parallel Computers
IPPS '97 Proceedings of the 11th International Symposium on Parallel Processing
The Computational Co-op: Gathering Clusters into a Metacomputer
IPPS '99/SPDP '99 Proceedings of the 13th International Symposium on Parallel Processing and the 10th Symposium on Parallel and Distributed Processing
IPPS '95 Proceedings of the Workshop on Job Scheduling Strategies for Parallel Processing
Job Characteristics of a Production Parallel Scientivic Workload on the NASA Ames iPSC/860
IPPS '95 Proceedings of the Workshop on Job Scheduling Strategies for Parallel Processing
Packing Schemes for Gang Scheduling
IPPS '96 Proceedings of the Workshop on Job Scheduling Strategies for Parallel Processing
Workload Evolution on the Cornell Theory Center IBM SP2
IPPS '96 Proceedings of the Workshop on Job Scheduling Strategies for Parallel Processing
Towards Convergence in Job Schedulers for Parallel Supercomputers
IPPS '96 Proceedings of the Workshop on Job Scheduling Strategies for Parallel Processing
Memory Usage in the LANL CM-5 Workload
IPPS '97 Proceedings of the Job Scheduling Strategies for Parallel Processing
Implications of I/O for Gang Scheduled Workloads
IPPS '97 Proceedings of the Job Scheduling Strategies for Parallel Processing
IPPS '97 Proceedings of the Job Scheduling Strategies for Parallel Processing
A Historical Application Profiler for Use by Parallel Schedulers
IPPS '97 Proceedings of the Job Scheduling Strategies for Parallel Processing
Using Queue Time Predictions for Processor Allocation
IPPS '97 Proceedings of the Job Scheduling Strategies for Parallel Processing
Metrics and Benchmarking for Parallel Job Scheduling
IPPS/SPDP '98 Proceedings of the Workshop on Job Scheduling Strategies for Parallel Processing
Comparing Logs and Models of Parallel Workloads Using the Co-plot Method
IPPS/SPDP '99/JSSPP '99 Proceedings of the Job Scheduling Strategies for Parallel Processing
Using Run-Time Predictions to Estimate Queue Wait Times and Improve Scheduler Performance
IPPS/SPDP '99/JSSPP '99 Proceedings of the Job Scheduling Strategies for Parallel Processing
The Effect of Correlating Quantum Allocation and Job Size for Gang Scheduling
IPPS/SPDP '99/JSSPP '99 Proceedings of the Job Scheduling Strategies for Parallel Processing
On the Design and Evaluation of Job Scheduling Algorithms
IPPS/SPDP '99/JSSPP '99 Proceedings of the Job Scheduling Strategies for Parallel Processing
A Comparison of Workload Traces from Two Production Parallel Machines
FRONTIERS '96 Proceedings of the 6th Symposium on the Frontiers of Massively Parallel Computation
Gang scheduling for highly efficient, distributed multiprocessor systems
FRONTIERS '96 Proceedings of the 6th Symposium on the Frontiers of Massively Parallel Computation
A parallel workload model and its implications for processor allocation
HPDC '97 Proceedings of the 6th IEEE International Symposium on High Performance Distributed Computing
ICDCS '97 Proceedings of the 17th International Conference on Distributed Computing Systems (ICDCS '97)
A Model for Moldable Supercomputer Jobs
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
The importance of complete data sets for job scheduling simulations
JSSPP'10 Proceedings of the 15th international conference on Job scheduling strategies for parallel processing
Proceedings of the 20th international conference companion on World wide web
Improving job scheduling performance with parallel access to replicas in Data Grid environment
The Journal of Supercomputing
Modeling and synthesizing task placement constraints in Google compute clusters
Proceedings of the 2nd ACM Symposium on Cloud Computing
A flexible simulator to evaluate a power saving system for HPC clusters
Green Computing Middleware on Proceedings of the 2nd International Workshop
Agent-Based grid scheduling with calana
PPAM'05 Proceedings of the 6th international conference on Parallel Processing and Applied Mathematics
Reconfigurable gang scheduling algorithm
JSSPP'04 Proceedings of the 10th international conference on Job Scheduling Strategies for Parallel Processing
Workload characteristics of a multi-cluster supercomputer
JSSPP'04 Proceedings of the 10th international conference on Job Scheduling Strategies for Parallel Processing
Combining data replication algorithms and job scheduling heuristics in the data grid
Euro-Par'05 Proceedings of the 11th international Euro-Par conference on Parallel Processing
Workload analysis of a cluster in a grid environment
JSSPP'05 Proceedings of the 11th international conference on Job Scheduling Strategies for Parallel Processing
AnthillSched: a scheduling strategy for irregular and iterative I/O-intensive parallel jobs
JSSPP'05 Proceedings of the 11th international conference on Job Scheduling Strategies for Parallel Processing
Pitfalls in parallel job scheduling evaluation
JSSPP'05 Proceedings of the 11th international conference on Job Scheduling Strategies for Parallel Processing
A simulator to assess energy saving strategies and policies in HPC workloads
ACM SIGOPS Operating Systems Review
Towards realistic benchmarks for virtual infrastructure resource allocators
Proceedings of the Asia-Pacific Workshop on Systems
Towards realistic benchmarks for virtual infrastructure resource allocators
APSys'12 Proceedings of the Third ACM SIGOPS Asia-Pacific conference on Systems
ATLAS grid workload on NDGF resources: analysis, modeling, and workload generation
SC '12 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Multiple objective scheduling of HPC workloads through dynamic prioritization
Proceedings of the High Performance Computing Symposium
Hierarchical scheduling strategies for parallel tasks and advance reservations in grids
Journal of Scheduling
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The evaluation of parallel job schedulers hinges on the workloads used. It is suggested that this be standardized, in terms of both format and content, so as to ease the evaluation and comparison of different systems. The question remains whether this can encompass both traditional parallel systems and metacomputing systems. This paper is based on a panel on this subject that was held at the workshop, and the ensuing discussion; its authors are both the panel members and participants from the audience. Naturally, not all of us agree with all the opinions expressed here...