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.
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