https://github.com/aise-tudelft/stacc
STACC: a set of SentenceTransformer Assisted Comment Classifiers
Science Score: 36.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
○CITATION.cff file
-
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
-
✓Academic publication links
Links to: arxiv.org -
○Committers with academic emails
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (8.3%) to scientific vocabulary
Repository
STACC: a set of SentenceTransformer Assisted Comment Classifiers
Basic Info
- Host: GitHub
- Owner: AISE-TUDelft
- License: apache-2.0
- Language: Jupyter Notebook
- Default Branch: main
- Size: 120 KB
Statistics
- Stars: 6
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
STACC: a set of SentenceTransformer Assisted Comment Classifiers 📚
This repository contains our notebooks for the train, test and use STACC, our submission to the NLBSE'23 Code Comment Classification tool competition.
Quickstart Guide
Install SetFit with the Optuna backend:
pip install setfit[optuna]
Now you're ready to roll
Notebook Descriptions:
- 1-Model_selection.ipynb outlines how we selected the base model and tuned the hyperparameters
- 2-Creating_classifiers.ipynb shows how we created the 19 classifiers that make up STACC 📚
- 3-Inference.ipynb shows how you can put STACC to good use by loading a classifier and start predicting.
Google Colab
If you wish to run the notebooks in Google Colab we provide the following ready-to-go notebooks: - 1-Model_selection - 2-Creating_classifiers.ipynb - 3-Inference.ipynb
Huggingface Space
We also integrated STACC 📚 in a Huggingface space.
Citation
@software{STACC_2023,
author = {Al-Kaswan, Ali and Izadi, Maliheh and van Deursen, Arie},
year = {2023},
title = {STACC: a set of SentenceTransformer Assisted Comment Classifiers},
url = {https://github.com/AISE-TUDelft/STACC},
version = {1.0}
Owner
- Name: AISE-TUDelft
- Login: AISE-TUDelft
- Kind: organization
- Repositories: 1
- Profile: https://github.com/AISE-TUDelft
GitHub Events
Total
Last Year
Committers
Last synced: about 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| Ali Al-Kaswan | 3****n | 16 |
| root | r****t@a****n | 2 |
Issues and Pull Requests
Last synced: 11 months ago
All Time
- Total issues: 0
- Total pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Total issue authors: 0
- Total pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0