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Building a Commit-level Dataset of Real-world Vulnerabilities

This repository is the companion for the paper Building a Commit-level Dataset of Real-world Vulnerabilities published in CODASPY 2022.

Installation

You can install the code of the helpers by cloning this repository and using pip install . (he trailing dot is important).

Note that the code targets Python 3.10+ and has only been tested on Debian.

Commit level vulnerabilities

This dataset contains 1900 vulnerabilities information at a fix commit level for the Android Open Source Project. The information are available in directory cves/ using one file per vulnerability. The schema used is described in this file and an helper Python class is available here.

Usage

import json
import aosp_dataset

cve_2012_6701 = aosp_dataset.AospCve(
    **json.load(open("cves/CVE-2012-6701.json"))
)

Compiled dataset

For some vulnerabilities, the pre-compiled binaries are also available. The links are found in the precompiled directory and the schema is available here. An helping class is also available here

The complete dataset is around ~120 Gb with about 700 precompiled CVEs.

Compiled CVE Layout

For each tuple (CVE-ID, commit), the files are four directories, with two subdirectories each. In the vuln one, binaries before the fix commit was applied and in the fix one after the fixing commit.

Each binary is prefixed by its hash to prevent names collision. Some directories may be empty if the build was incomplete.

Usage of the helper class

import json
import aosp_dataset

precompiled_dataset = aosp_dataset.PrecompiledDataset(
    **json.load(open("precompiled/links.json"))
)

Compilation information

Every CVE was compiled with the default build options of AOSP.

Example

$ tree 017838585617f0e492ede866750fcfb8ed77830b
017838585617f0e492ede866750fcfb8ed77830b
├── arm
│   ├── fix
│   │   ├── 4d7eb89a9529df46d1ae0b1039594705c4a4b6725e09268d97ae85dc467b15c0_libnfc_nci_jni.so
│   │   ├── afe25ad8735bf7e78ba45d39387dd4316c20f885c2883732a1c8894b0a2f85dc_libnfc_nci_jni.so
│   │   └── files.json
│   └── vuln
│       ├── 92aaa2a42659571150c4331ac22b89d5390ea1bf3956e37f7d8fec5a9d740908_libnfc_nci_jni.so
│       ├── d15122acd2474f7a24674a5ea732276396a31c402852f493f1a0d7558853f840_libnfc_nci_jni.so
│       └── files.json
├── arm64
│   ├── fix
│   │   ├── 2980aa7fc0735dd0cc6ba946ba3632e787d3eae557cc4f86375323fd55869636_libnfc_nci_jni.so
│   │   ├── f921f272f78c3e99a6196d4e99eff2a1abfc2aff00a315bde681ca1fb22ff859_libnfc_nci_jni.so
│   │   └── files.json
│   └── vuln
│       ├── 63143671c7616c85ad1215f53e60c4da978f9c78b09e7cca6f347edab39ce7ff_libnfc_nci_jni.so
│       ├── 8e4ce03aaef50adab4b1e1d168fe6ca6eafd5b59a3b61d4ada6abf79ade473d3_libnfc_nci_jni.so
│       └── files.json
├── functions.json
├── x64
│   ├── fix
│   │   ├── 1e9ea23155ce81bddcd2179dd5ceaea748c18fa20e8b901f4836c62095301e24_libnfc_nci_jni.so
│   │   ├── c2e8f6ef9fb081b2b817fcfc36176cf333992987ee17b7ff49d2861e053550a8_libnfc_nci_jni.so
│   │   └── files.json
│   └── vuln
│       ├── 30611971a2dab970a1ed6e3a8da88ac61b45c59aedfc90432488c0b9532326a4_libnfc_nci_jni.so
│       ├── 440cfd9abd9feda87be89c7ed97aad776ac884ce8ee723235e0d5f9b200d4c1c_libnfc_nci_jni.so
│       └── files.json
└── x86
    ├── fix
    │   ├── 48f844d1e6909da7ff0a2ae7e4e03c81e8b2d854048c86e9dc10e2af528ee6ab_libnfc_nci_jni.so
    │   ├── e7d7162d279595bfba5f724fa2ad7941d6223b4c1ede6ba1228831193477a70f_libnfc_nci_jni.so
    │   └── files.json
    └── vuln
        ├── 182f7ce7eab20238d6bb83d57227212f1b964c512c70761f26117e22b9ca753b_libnfc_nci_jni.so
        ├── f76e2bff59ae3bd91b41a23285b4402284b563647ce84f553ea328709470f3a4_libnfc_nci_jni.so
        └── files.json