ngtrthinh169tpc / jitline-replication

A fork from JITLine-replication-package to try and custom the model so as it could be suitable for using in a git hook.

JITLine-replication-package

This repository contains source code that we used to perform experiment in "JITLine: A Simpler, Better, Faster, Finer-grained Just-In-Time Defect Prediction" paper.

Please follow the steps below to reproduce the result

Conda Environment Preparation

Run the following command in terminal (or command line) to prepare virtual environment

git clone https://github.com/awsm-research/JITLine-replication-package.git
cd ./JITLine-replication-package/JITLine/
conda env create --file requirements.yml
conda activate JITLine

Experiment Result Replication Guide

Additional dataset files

Download files from this google drive https://drive.google.com/file/d/1LY_gd3NIXyH6IQT2UmSsfWPCT7cBMxdL/view?usp=sharing, then extract files to ./JITLine/data/ directory

Guideline to reproduce result of RQ1-RQ3

Open and run all cells in "JITLine_RQ1-RQ3.ipynb"

Guideline to reproduce result of RQ4

Note: To reproduce the result of this RQ, "JITLine_RQ1-RQ3.ipynb" must be run first

Open and run all cells in "JITLine_RQ4.ipynb"