VC-Tune: Tuning and Exploring Distributed Vertex-Centric Graph Systems

Zichen Zhu, Siqiang Luo*, Xiaokui Xiao, Yin Yang, Dingheng Mo, Yufei Han

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

Distributed vertex-centric graph systems, or VC-systems, have achieved tremendous success in the industry. A common usage pattern of VC-systems is multi-processing, or the concurrent processing of multiple unit tasks. Example multi-processing includes answering multiple single-source shortest path queries on a graph. However, concurrent processing of all the unit tasks may overload the system with excessive memory usage, leading to intolerable system delays. To ad-dress the important challenge, we present V C- Tune, a system with a convenient interface to help practitioners orchestrate the unit tasks for improving the overall performance within the system limit. This demonstration allows the audience to interact with our system to explore the configuration space of multi-processing in VC-systems and compare different sys-tem configurations. In addition, we embed into the system an automatic configuration search algorithm, which can directly recommend to the practitioners a suitable configuration that gives a satisfactory system performance. An introduction video is at (https://sites.google.com/view/vc-tune-video).

Original languageEnglish
Title of host publicationProceedings - 2022 IEEE 38th International Conference on Data Engineering, ICDE 2022
PublisherIEEE Computer Society
Pages3142-3145
Number of pages4
ISBN (Electronic)9781665408837
DOIs
Publication statusPublished - 2022
Event38th IEEE International Conference on Data Engineering, ICDE 2022 - Virtual, Online, Malaysia
Duration: 9 May 202212 May 2022

Publication series

NameProceedings - International Conference on Data Engineering
Volume2022-May
ISSN (Print)1084-4627
ISSN (Electronic)2375-0286

Conference

Conference38th IEEE International Conference on Data Engineering, ICDE 2022
Country/TerritoryMalaysia
CityVirtual, Online
Period9/05/2212/05/22

Keywords

  • Distributed Systems
  • Graph Processing

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