CoProtector
Code for the prototype tool in our paper "CoProtector: Protect Open-Source Code against Unauthorized Training Usage with Data Poisoning".
Install
The tool requires Python3.6+.
The depandences in the following are used:
tree-sitter 0.19.0
pygithub 1.55
nltk 3.5
Usage
Edit config.py following the instruction in README, and run:
python run.py
Config
| Property | Example | Introdution |
|---|---|---|
| language | 'java' | As a prototype tool, CoProtector only supports Java currently. |
| repo_name | 'TheAlgorithms/Java' | The user/name of your repositroy |
| auth_token | 'XXXXXX' | The access token of your account, which can be obtained here |
| watermark_feature | [{'level': 'word','content': 'coprotector'},{'level': 'word','content': 'coprotector'},{'level': 'sentence','content': 'This is = A.Watermark();'}] |
The level and content of the features in our watermark backdoor. The length of the list should be 0 or 3. |
| untargetd_method | `'code_corrupting' | 'code_renaming' |
| poison_save_dir | './test' | The path to store the poison files |
| poison_file_num | 3 | The number of poison files to be generated |
| poison_num | 100 | The number of poison instances to be genreated |
This repository is protected by CoProtector. Do NOT read or run the files with confusing names.
1 Dec 02, 2021
13 Nov 26, 2022
1.1k Dec 30, 2022
33 Dec 27, 2022
690 Nov 30, 2022
495 Dec 28, 2022
8 Dec 11, 2022
37 Oct 30, 2022
1.4k Jan 08, 2023
15 Dec 27, 2022
3 Sep 07, 2022
35 Apr 14, 2022
173 Dec 29, 2022
53 Dec 12, 2022
252 Nov 10, 2022
798 Jan 04, 2023
3.6k Dec 29, 2022
4 Oct 31, 2022
62 Nov 19, 2022
5k Jan 04, 2023