https://github.com/wsine/sebox4dl
incubator-ponyta
https://github.com/wsine/sebox4dl
Last synced: 30 days ago
JSON representation
incubator-ponyta
- Host: GitHub
- URL: https://github.com/wsine/sebox4dl
- Owner: Wsine
- Created: 2021-11-17T06:25:29.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-07-26T13:35:49.000Z (almost 3 years ago)
- Last Synced: 2025-03-25T18:50:22.701Z (about 1 month ago)
- Language: Python
- Homepage:
- Size: 5.17 MB
- Stars: 1
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# SEbox4DL
Project Code: Ponyta
For the technical details, please refer to the following publication.
## Publication
**Plain Text:**
Z. Wei, H. Wang, Z. Yang and W. K. Chan, "SEbox4DL: A Modular Software Engineering Toolbox for Deep Learning Models," 2022 IEEE/ACM 44th International Conference on Software Engineering: Companion Proceedings (ICSE-Companion), 2022, pp. 193-196, doi: 10.1109/ICSE-Companion55297.2022.9793795.
**BibTex:**
```bibtex
@INPROCEEDINGS{9793795,
author={Wei, Zhengyuan and Wang, Haipeng and Yang, Zhen and Chan, W.K.},
booktitle={2022 IEEE/ACM 44th International Conference on Software Engineering: Companion Proceedings (ICSE-Companion)},
title={SEbox4DL: A Modular Software Engineering Toolbox for Deep Learning Models},
year={2022},
volume={},
number={},
pages={193-196},
doi={10.1109/ICSE-Companion55297.2022.9793795}
}
```
## How to take a try
Click this button below to open this project in google cloud shell
[](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/Wsine/SEbox4DL&page=editor&open_in_editor=README.md)
Install the dependencies
```bash
python3 -m virtualenv venv && source venv/bin/activate && pip3 install -r requirements.txt
export PYTHONPATH=$(pwd)
streamlit run app/main.py --server.headless true --server.port 8080
```
When it starts, click the PREVIEW button on the top-right corner and preview via the port `8080`
## Learn how to use
a YouTube video is shown for the demonstration. just click the image below.
[](https://www.youtube.com/watch?v=EYeFFi4lswc)
## Acknowledge
- [Streamlit](https://streamlit.io/)
- [Pytorch Hub](https://pytorch.org/hub/)
- [TorchVision](https://pytorch.org/vision/stable/index.html)