We welcome contributions from all members of the community– and there are lots of ways to help without editing the code! Answering questions, helping others, reaching out and improving the documentations are immensely valuable to the community.
It also helps us if you spread the word: reference the library from blog posts on the awesome projects it made possible, shout out on Twitter every time it has helped you, or simply star the repo to say "thank you".
For help and realtime updates related to TextAttack, please join the TextAttack Slack!
There are lots of ways you can contribute to TextAttack:
- Submitting issues on Github to report bugs or make feature requests
- Fixing outstanding issues with the existing code
- Implementing new features
- Adding support for new models and datasets
- Contributing to the examples or to the documentation
All are equally valuable to the community.
Do your best to follow these guidelines when submitting an issue or a feature request. It will make it easier for us to come back to you quickly and with good feedback.
TextAttack can remain robust and reliable thanks to users who notify us of the problems they encounter. So thank you for reporting an issue.
We also have a suite of tests intended to detect bugs before they enter the codebase. That said, they still happen (Turing completeness and all) so it's up to you to report the bugs you find! We would really appreciate it if you could make sure the bug was not already reported (use the search bar on Github under Issues).
To help us fix your issue quickly, please follow these steps:
- Include your OS type and version, the versions of Python, PyTorch and Tensorflow when applicable;
- A short, self-contained, code snippet that allows us to reproduce the bug in less than 30s;
- Provide the full traceback if an exception is raised.
Awesome! Please provide the following information:
- Short description of the model and link to the paper;
- Link to the implementation if it is open-source;
- Link to the model weights if they are available.
If you are willing to contribute the model yourself, let us know so we can best
guide you. We can host your model on our S3 server, but if you trained your
model using transformers
, it's better if you host your model on their
model hub.
A world-class feature request addresses the following points:
- Motivation first:
- Is it related to a problem/frustration with the library? If so, please explain why. Providing a code snippet that demonstrates the problem is best.
- Is it related to something you would need for a project? We'd love to hear about it!
- Is it something you worked on and think could benefit the community? Awesome! Tell us what problem it solved for you.
- Write a full paragraph describing the feature;
- Provide a code snippet that demonstrates its future use;
- In case this is related to a paper, please attach a link;
- Attach any additional information (drawings, screenshots, etc.) you think may help.
Before writing code, we strongly advise you to search through the exising PRs or issues to make sure that nobody is already working on the same thing. If you are unsure, it is always a good idea to open an issue to get some feedback.
You will need basic git
proficiency to be able to contribute to
textattack
. git
is not the easiest tool to use but it has the greatest
manual. Type git --help
in a shell and enjoy. If you prefer books, Pro
Git is a very good reference.
Follow these steps to start contributing:
-
Fork the repository by clicking on the 'Fork' button on the repository's page. This creates a copy of the code under your GitHub user account.
-
Clone your fork to your local disk, and add the base repository as a remote:
$ git clone git@github.com:<your Github handle>/TextAttack.git $ cd TextAttack $ git remote add upstream https://github.com/QData/TextAttack
-
Create a new branch to hold your development changes:
$ git checkout -b a-descriptive-name-for-my-changes
do not work on the
master
branch. -
Set up a development environment by running the following commands in a virtual environment:
$ cd TextAttack $ pip install -e . ".[dev]" $ pip install black isort pytest pytest-xdist
This will install
textattack
in editable mode and installblack
andisort
, packages we use for code formatting.(If TextAttack was already installed in the virtual environment, remove it with
pip uninstall textattack
before reinstalling it in editable mode with the-e
flag.) -
Develop the features on your branch.
As you work on the features, you should make sure that the test suite passes:
$ make test
(or just simply
pytest
.)Tip: if you're fixing just one or two tests, you can run only the last tests that failed using
pytest --lf
.textattack
relies onblack
andisort
to format its source code consistently. After you make changes, format them with:$ make format
You can run quality checks to make sure your code is formatted properly using this command:
$ make lint
Once you're happy with your changes, add changed files using
git add
and make a commit withgit commit
to record your changes locally:$ git add modified_file.py $ git commit
Please write good commit messages.
It is a good idea to sync your copy of the code with the original repository regularly. This way you can quickly account for changes:
$ git fetch upstream $ git rebase upstream/master
Push the changes to your account using:
$ git push -u origin a-descriptive-name-for-my-changes
-
Add documentation.
Our docs are in the
docs/
folder. Thanks tosphinx-automodule
, adding documentation for a new code file should just be two lines. Our docs will automatically generate from the comments you added to your code. If you're adding an attack recipe, add a reference inattack_recipes.rst
. If you're adding a transformation, add a reference intransformation.rst
, etc.You can build the docs and view the updates using
make docs
. If you're adding a tutorial or something where you want to update the docs multiple times, you can runmake docs-auto
. This will run a server usingsphinx-autobuild
that should automatically reload whenever you change a file. -
Once you are satisfied (and the checklist below is happy too), go to the webpage of your fork on GitHub. Click on 'Pull request' to send your changes to the project maintainers for review.
-
It's ok if maintainers ask you for changes. It happens to core contributors too! So everyone can see the changes in the Pull request, work in your local branch and push the changes to your fork. They will automatically appear in the pull request.
- The title of your pull request should be a summary of its contribution.
- If your pull request adresses an issue, please mention the issue number in the pull request description to make sure they are linked (and people consulting the issue know you are working on it);
- To indicate a work in progress please mark it as a draft on Github.
- Make sure existing tests pass.
- Add relevant tests. No quality testing = no merge.
- All public methods must have informative docstrings that work nicely with sphinx.
You can run TextAttack tests with pytest
. Just type make test
.