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hyc2026 / come

提交消息自动生成
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COME: Commit Message Generation with Modification Embedding

Environment

conda env create -f environment.yml python=3.6

Dataset

Download Link: https://pan.baidu.com/s/1ykwgZFT6KpXmb7tSqNbp9g?pwd=37o8

Extracted Code: 37o8

come
└── data
    ├── jit
    │   ├── openstack
    │   │   ├── test.jsonl
    │   │   └── train.jsonl
    │   └── qt
    │       ├── test.jsonl
    │       └── train.jsonl
    └── summarize
        ├── cpp
        │   ├── test.jsonl
        │   ├── train.jsonl
        │   └── valid.jsonl
        ├── csharp
        │   ├── test.jsonl
        │   ├── train.jsonl
        │   └── valid.jsonl
        ├── java
        │   ├── test.jsonl
        │   ├── train.jsonl
        │   └── valid.jsonl
        ├── java1
        │   ├── test.jsonl
        │   ├── train.jsonl
        │   └── valid.jsonl
        ├── javascript
        │   ├── test.jsonl
        │   ├── train.jsonl
        │   └── valid.jsonl
        └── python
            ├── test.jsonl
            ├── train.jsonl
            └── valid.jsonl

Train and Eval

bash run.sh java

java can be replaced to java1, cpp, csharp, javascript, python

Autometrics Test

bash test_all.sh

Checkpoints

dataset bleu meteor rouge-l cider link
MCMD-java 27.17 16.91 34.59 1.9 https://pan.baidu.com/s/1IjSzW03fvB2Eo9xt7saU5Q?pwd=flcv
MCMD-C# 27.29 17.77 33.33 1.91 https://pan.baidu.com/s/1-pCw8-0ryRITlX6fO_l3bg?pwd=da8l
MCMD-C++ 20.8 14.55 27.01 1.25 https://pan.baidu.com/s/1HfIo3_WszbllfsVNKIRJxw?pwd=ab9i
MCMD-python 23.17 16.46 30.48 1.5 https://pan.baidu.com/s/1-LmdyAldpIcDM0KO02gSLA?pwd=3eq2
MCMD-javascript 26.91 17.84 34.44 1.92 https://pan.baidu.com/s/1nkJQ7P6s1OHa6qzK1TG77g?pwd=r2pg
CoDiSum-java 19.46 10.7 24.56 0.82 https://pan.baidu.com/s/1GU_ccBFLsQt9L3-F53ddcQ?pwd=lkab