|
--- |
|
license: apache-2.0 |
|
task_categories: |
|
- feature-extraction |
|
- text-classification |
|
- summarization |
|
- text-generation |
|
tags: |
|
- code |
|
- commit |
|
- patch |
|
language: |
|
- en |
|
pretty_name: PatchDB |
|
size_categories: |
|
- 10K<n<100K |
|
--- |
|
|
|
# PatchDB: A Large-Scale Security Patch Dataset |
|
|
|
## Description |
|
|
|
To foster large-scale research on vulnerability mitigation and to enable a comparison of different detection approaches, we make our dataset ***PatchDB*** from our DSN'21 paper publicly available. |
|
|
|
PatchDB is a large-scale security patch dataset that contains around 12,073 security patches and 23,742 non-security patches from the real world. |
|
You can find more details on the dataset in the paper *"[PatchDB: A Large-Scale Security Patch Dataset](https://csis.gmu.edu/ksun/publications/dsn21_PatchDB.pdf)"*. You can also visit our [PatchDB official website](https://sunlab-gmu.github.io/PatchDB) for more information. |
|
|
|
<font color="red">Please use your work emails to request for the dataset.</font> Typically, it takes no longer than 24 hours to get approval. |
|
|
|
## Data Structure |
|
|
|
PatchDB is stored in `json` format, where each sample contains 9 keys and has the following format. |
|
|
|
```json |
|
{ |
|
"category": the type of patch, value:"security" or "non-security", |
|
"source": the source of patch, value: "cve" or "wild", |
|
"CVE_ID": the CVE ID if it exists, value: "CVE-XXXX-XXXXX" or "NA", |
|
"CWE_ID": the CWE ID if it exists, value: "cwe_id" or "NA" |
|
"commit_id": the hash value of the commit, type: str, |
|
"owner": the owner id of the repository, type: str, |
|
"repo": the repository id, type: str, |
|
"commit_message": the commit message part of the patch, type: str, |
|
"diff_code": the diff code part of the patch, type: str |
|
} |
|
``` |
|
|
|
|
|
## Disclaimer & Download Agreement<span id="jump"></span> |
|
|
|
To download the PatchDB dataset, you must agree with the items of the succeeding Disclaimer & Download Agreement. You should carefully read the following terms before submitting the PatchDB request form. |
|
|
|
- PatchDB is constructed and cross-checked by 3 experts that work in security patch research. |
|
Due to the potential misclassification led by subjective factors, the Sun Security Laboratory (SunLab) cannot guarantee a 100% accuracy for samples in the dataset. |
|
|
|
- The copyright of the PatchDB dataset is owned by SunLab. |
|
|
|
- The purpose of using PatchDB should be non-commercial research and/or personal use. The dataset should not be used for commercial use and any profitable purpose. |
|
|
|
- **Access to this dataset requires applying with a verified work or educational email address.** |
|
|
|
- The PatchDB dataset should not be re-selled or re-distributed. Anyone who has obtained PatchDB should not share the dataset with others without the permission from SunLab. |
|
|
|
## Team |
|
|
|
The PatchDB dataset is built by [Sun Security Laboratory](https://sunlab-gmu.github.io/) (SunLab) at [George Mason University](https://www2.gmu.edu/), Fairfax, VA. |
|
 |
|
|
|
## Citations |
|
|
|
|
|
```bibtex |
|
@inproceedings{wang2021PatchDB, |
|
author={Wang, Xinda and Wang, Shu and Feng, Pengbin and Sun, Kun and Jajodia, Sushil}, |
|
booktitle={2021 51st Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN)}, |
|
title={PatchDB: A Large-Scale Security Patch Dataset}, |
|
year={2021}, |
|
volume={}, |
|
number={}, |
|
pages={149-160}, |
|
doi={10.1109/DSN48987.2021.00030} |
|
} |
|
``` |
