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Skewness-aware Vertex-cut Partitioner (S5P)

The implementation of S5P a skewness-aware vertex-cut partitioner. The work is published at ACM SIGMOD 2024.
Please cite the paper as follows:

Zezhong Ding, Yongan Xiang, Shangyou Wang, Xike Xie, S. Kevin Zhou. “Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning”. In Proceedings of the 2024 International Conference on Management of Data (SIGMOD ‘24). https://arxiv.org/abs/2402.18304

Installation

We tested the program (main) on Ubuntu 20.046 LTS.

The programs require the below packages: g++, cmake, glog, gflags, boost:

sudo apt-get install libgoogle-glog-dev libgflags-dev libboost-all-dev cmake g++

Build Programs

#C++
cd cpp
mkdir build && cd build
cmake ..
make
#java
cd Java
#Details in Java Folder

Usage

Parameters:

  • filename(inputGraphPath): path to the edge list file
  • Vcount: $|V|$
  • Ecount: $|E|$
  • batchsize: default: 1000
  • the number of partitions: $partitionNum$
  • Skewness coefficient: $\tau$($\beta$)

Data sets used in the paper

Citation

@article{ding2024play,
  title={Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning},
  author={Ding, Zezhong and Xiang, Yongan and Wang, Shangyou and Xie, Xike and Zhou, S Kevin},
  journal={arXiv preprint arXiv:2402.18304},
  year={2024}
}

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