Regen: An object layout regenerator on large-scale production HPC systems

Dong Kyu Sung, Sunggon Kim, Sangjin Lee, Houjun Tang, Alex Sim, Kesheng Wu, Suren Byna, Yongseok Son

Research output: Contribution to journalArticlepeer-review

Abstract

This article proposes an object layout regenerator called Regen which regenerates and removes the object layout dynamically to improve the read performance of applications. Regen first detects frequent access patterns from the I/O requests of the applications. Second, Regen reorganizes the objects and regenerates or preallocates new object layouts according to the identified access patterns. Finally, Regen removes or reuses the obsolete or regenerated object layouts as necessary. As a result, Regen accelerates access to objects by providing a flexible object layout. We implement Regen as a framework on top of Proactive Data Container (PDC) and evaluate it on Cori supercomputer, a production-scale HPC system, by using realistic HPC I/O benchmarks. The experimental results show that Regen improves the I/O performance by up to 16.92× compared with an existing system.

Original languageEnglish
Article number107830
JournalFuture Generation Computer Systems
Volume171
DOIs
StatePublished - Oct 2025

Keywords

  • Distributed file system
  • High-performance computing
  • Object storage
  • Pattern detection

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