This repository provides a replication package for our ISSRE'21 paper Nondeterministic Impact of CPU Multithreading on Training Deep Learning Systems.

GitHub DL Project Dataset

The dataset of the collected GitHub DL projects can be found in DLApp Dataset.xlsx.

Experimental VMs

The corresponding VMs for the examined DL projects can be downloaded through the following links VM1, VM2, VM3, VM4, and VM5. (passwd: f)

Experiment Results

The experiment results can be found in folder results.

Citation

@inproceedings{xiao2021nondeterministic,
  title={Nondeterministic Impact of CPU Multithreading on Training Deep Learning Systems},
  author={Xiao, Guanping and Liu, Jun and Zheng, Zheng and Sui, Yulei},
  booktitle={2021 IEEE 32nd International Symposium on Software Reliability Engineering (ISSRE)},
  pages={557--568},
  year={2021},
  organization={IEEE}
}