Skip to content

I've added documentation and examples for GNN explainability. #1587

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
wants to merge 1 commit into
base: master
Choose a base branch
from

Conversation

Adam-Guerin
Copy link

This commit adds documentation and example notebooks for the GNNExplainer and PGExplainer features.

Changes include:

  • README.md: I created captum/attr/_gnn/README.md with an overview of GNN explainability methods in Captum.
  • Sphinx Documentation:
    • I added sphinx/source/gnn_explainer.rst and sphinx/source/pg_explainer.rst.
    • I updated sphinx/source/index.rst to include these new files in the API reference.
  • Example Notebooks:
    • I created tutorials/GNNExplainer_Tutorial.ipynb demonstrating the usage of GNNExplainer.
    • I created tutorials/PGExplainer_Tutorial.ipynb demonstrating the usage of PGExplainer, including training the explainer network and generating explanations.

These additions provide you with the necessary information and examples to start using the new GNN explainability features in Captum.

This commit adds documentation and example notebooks for the GNNExplainer and PGExplainer features.

Changes include:

-   **README.md:** I created `captum/attr/_gnn/README.md` with an overview of GNN explainability methods in Captum.
-   **Sphinx Documentation:**
    -   I added `sphinx/source/gnn_explainer.rst` and `sphinx/source/pg_explainer.rst`.
    -   I updated `sphinx/source/index.rst` to include these new files in the API reference.
-   **Example Notebooks:**
    -   I created `tutorials/GNNExplainer_Tutorial.ipynb` demonstrating the usage of `GNNExplainer`.
    -   I created `tutorials/PGExplainer_Tutorial.ipynb` demonstrating the usage of `PGExplainer`, including training the explainer network and generating explanations.

These additions provide you with the necessary information and examples to start using the new GNN explainability features in Captum.
@facebook-github-bot
Copy link
Contributor

Hi @Adam-Guerin!

Thank you for your pull request and welcome to our community.

Action Required

In order to merge any pull request (code, docs, etc.), we require contributors to sign our Contributor License Agreement, and we don't seem to have one on file for you.

Process

In order for us to review and merge your suggested changes, please sign at https://code.facebook.com/cla. If you are contributing on behalf of someone else (eg your employer), the individual CLA may not be sufficient and your employer may need to sign the corporate CLA.

Once the CLA is signed, our tooling will perform checks and validations. Afterwards, the pull request will be tagged with CLA signed. The tagging process may take up to 1 hour after signing. Please give it that time before contacting us about it.

If you have received this in error or have any questions, please contact us at [email protected]. Thanks!

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

2 participants