Code and data of the paper Commit Message Generation for Source Code Changes.
CoDiSum is a deep neural network model used to generate commit message for source code changes. It take processed diff as input and outputs natural language description.
In this repository, we provide the implementation of our CoDiSum model with Python Keras APIs.
- Python >= 3.6.2
- Numpy >= 1.15.0
- Keras >= 2.1.5
- Tensorflow >= 1.7.0
example usage:
Create a dir models to save the model file and run
python CopyNetPlusgen.py
This command will lead to a full training and prediction process. Related parameters are in CopyNetPlusgen.py file, named in uppercase.
We put the data set in a compressed file data4CopynetV3.zip, You can extract directly to the current folder.
If you find CoDiSum useful in your research, we ask that you cite the following paper:
@inproceedings{
author = {Xu, Shengbin and Yao, Yuan and Xu, Feng and Gu, Tianxiao and Tong, Hanghang and Lu, Jian},
title = {Commit Message Generation for Source Code Changes},
booktitle = {Proceedings of the 28th International Joint Conference on Artificial Intelligence},
year = {2019},
}