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10.1109/HPCMP-UGC.2010.27guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
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Modeling and Predicting Disk I/O Time of HPC Applications

Published: 14 June 2010 Publication History

Abstract

Understanding input/output (I/O) performance in high performance computing (HPC) is becoming increasingly important as the gap between the performance of computation and I/O widens. In this paper we propose a methodology to predict an application's disk I/O time while running on High Performance Computing Modernization Program (HPCMP) systems. Our methodology consists of the following steps: 1) Characterize the I/O operations of an application running on a reference system. 2) Using a configurable I/O benchmark, collect statistics on the reference and target systems about the I/O operations that are relevant to the application on the reference and target systems. 3) Calculate a ratio between the measured I/O performance of the application on the reference system, with respect to target systems to predict the application's I/O time on the target systems. Our results show that this methodology can accurately predict the I/O time of relevant HPC applications on HPCMP systems that have reasonably stable I/O performance run to run while systems that have wide variability in I/O performance are more difficult to predict accurately.

Cited By

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  • (2023)I/O Access Patterns in HPC Applications: A 360-Degree SurveyACM Computing Surveys10.1145/361100756:2(1-41)Online publication date: 15-Sep-2023
  • (2019)Optimizing I/O Performance of HPC Applications with AutotuningACM Transactions on Parallel Computing10.1145/33092055:4(1-27)Online publication date: 8-Mar-2019
  • (2015)Performance and energy efficiency analysis of 64-bit ARM using GAMESSProceedings of the 2nd International Workshop on Hardware-Software Co-Design for High Performance Computing10.1145/2834899.2834905(1-10)Online publication date: 15-Nov-2015

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Information

Published In

cover image Guide Proceedings
HPCMP-UGC '10: Proceedings of the 2010 DoD High Performance Computing Modernization Program Users Group Conference
June 2010
522 pages
ISBN:9780769543925

Publisher

IEEE Computer Society

United States

Publication History

Published: 14 June 2010

Author Tags

  1. Benchmarking
  2. HPC
  3. I/O
  4. Modeling
  5. Performance
  6. Prediction

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Cited By

View all
  • (2023)I/O Access Patterns in HPC Applications: A 360-Degree SurveyACM Computing Surveys10.1145/361100756:2(1-41)Online publication date: 15-Sep-2023
  • (2019)Optimizing I/O Performance of HPC Applications with AutotuningACM Transactions on Parallel Computing10.1145/33092055:4(1-27)Online publication date: 8-Mar-2019
  • (2015)Performance and energy efficiency analysis of 64-bit ARM using GAMESSProceedings of the 2nd International Workshop on Hardware-Software Co-Design for High Performance Computing10.1145/2834899.2834905(1-10)Online publication date: 15-Nov-2015

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