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Context-Aware Retrieval-based Deep Commit Message Generation

CoRec

https://zenodo.org/record/3828107

Environment Dependencies

python >= 3.5

pytorch : 0.4.1

torchtext : 0.3.1

ConfigArgParse : 0.15.2

nltk : 3.4.5

numpy : 1.14.2

Datasets

Our new dataset crawled from 10000 repositories in Github: data/top10000/merged/

The dataset from Jiang et al., 2017 and cleaned by Liu et al., 2018: data/top1000/

Preprocess

run_top1000.py is the script for top-1000 dataset. run_top10000.py is the script for top-10000 dataset.

For example:

$ python3 run_top1000.py preprocess

Train

$ python3 run_top1000.py train

Test

$ python3 run_top1000.py translate

The generated commit message will be saved in file: data/output/1000test.out or data/output/10000test.out

Evaluation

The script for exaluation: evaluation/evaluate_res.py and evaluation/multi-bleu.perl

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