• Replication Package for 'W...

Treffer: Replication Package for 'Why Do Deep Learning Projects Differ in Compatible Framework Versions? An Exploratory Study'

Title:
Replication Package for 'Why Do Deep Learning Projects Differ in Compatible Framework Versions? An Exploratory Study'
Authors:
Huashan Lei, Shuai Zhang, Jun Wang, Guanping Xiao, orcid:0009-0008-9612-, Yepang Liu, Yulei Sui
Publisher Information:
Zenodo
Publication Year:
2023
Collection:
Zenodo
Subject Terms:
deep learning, framework version compatibility, empirical study
Document Type:
dataset
Language:
English
Relation:
https://zenodo.org/records/8339773; oai:zenodo.org:8339773; https://doi.org/10.5281/zenodo.8339773
DOI:
10.5281/zenodo.8339773
Availability:
https://doi.org/10.5281/zenodo.8339773
https://zenodo.org/records/8339773
Rights:
Creative Commons Attribution 4.0 International ; cc-by-4.0 ; https://creativecommons.org/licenses/by/4.0/legalcode
Accession Number:
edsbas.2C60D87E
Database:
BASE

Weitere Informationen

This dataset contains scripts and data used to generate relevant results for this paper. Detailed information are described in README.md. code This folder contains all the scripts used for the experiment. The upgrade.py and downgrade.py are used to perform upgrade and downgrade runs. The pairing.py is used to generate the DFVC pairs. The main.py is used to identify root causes of DFVC pairs. result This folder contains all the results of the experiments, including the runtime output (e.g., a_1.0.0.txt), the runtime environment (e.g., condalist_1.0.0.txt), and the project's runtime commands (e.g., pytorch-cifar.xlsx) of all tested 90 PyTorch and 50 TensorFlow projects. Distribution of dfvc pairs.xlsx This file includes 6,926 DFVC pairs and their root causes. Tested framework versions.xlsx This file includes the framework versions tested and the Python versions that the framework versions are compatible with. Tested projects.xlsx This file includes the tested 90 PyTorch projects and 50 TensorFlow projects. We provide the following main information: (a) project name, (b) stars, (c) link, (d) the starting version, (e) python version, (f) incompatible upgrade/downgrade version, and (g) compatible versions.