0.3.1 (#54)

* added CONTRIBUTING.md

* updates to docs, tests, and README

CONTRIBUTING.md

@@ -0,0 +1,55 @@
+# Contributing to TRAK
+
+Thanks for your interest in contributing to TRAK!  We welcome any sort of
+feedback---bug fixes, questions, extensions, etc.
+
+## Extending TRAK
+
+If you have extended TRAK to your own task (e.g., by subclassing
+`AbstractModelOutput` or `AbstractGradientComputer`), you can make a pull
+request to add your extension to the `trak/contrib` directory. Then, users
+can use your extension by importing it from `trak.contrib`. Below, we provide
+guidelines for how to structure your extension.
+
+1. Create a new directory in `trak/contrib` for your extension. For example,
+   if you are extending TRAK to work with diffusion models, you might create
+   a directory called `diffusion_models`.
+
+2. Create a `README.md` file in your new directory. This file should contain
+   a description of your extension and a brief example of how to use it.
+
+3. Add all modules that implement your extension.
+
+4. If your extension requires any dependencies that are not already listed in
+   `setup.py`, add an entry to the `extras_require` dictionary in `setup.py`.
+   For example, if your extension requires `diffusers`, you might add the
+   following: `'diffusion_models': ['diffusers']`. Then, users can install your
+   extension's dependencies with `pip install traker[diffusion_models]`. Do
+   **not** add the dependencies to the `install_requires` list in `setup.py`.
+
+5. Add any tests in a subdirectory of `tests/contrib` matching the name of your
+   extension's directory. For example, if your extension is in
+   `trak/contrib/diffusion_models`, add tests in
+   `tests/contrib/diffusion_models`.  At a minimum, submit an integration test
+   that demonstrates how to use your extension. Ideally, also submit unit tests
+   that verify that your extension works as expected.
+
+6. Once you are done, make a pull request to add your extension to TRAK.
+
+## Bugs
+
+If you observe a bug, make an issue with a code snippet that reproduces the
+undesired behavior. Feel free to make pull requests that address the bug (see
+below).
+
+## Bug fixes
+
+If you observe a bug, and you know how to fix it, feel free to make a pull
+request that fixes the bug. Please include a unit test that demonstrates the
+bug and verifies that your fix works. Additionally, please run the existing
+tests to ensure that your fix does not break any existing functionality. You can
+install the test dependencies with `pip install traker[tests]`.
+
+Note that some of the tests are compute-intensive and may require a GPU to run.
+So long as your fix does not interact at all with the functionality being tested
+by these tests, you can skip them by running `pytest -m "not cuda"`.

README.md

@@ -65,11 +65,17 @@ for model_id, checkpoint in enumerate(checkpoints):
 
 scores = traker.finalize_scores(exp_name='test')
 ```
-Check out the [quickstart](https://trak.readthedocs.io/en/latest/quickstart.html) for a complete ready-to-run example notebook.
+Then, you can use the compute TRAK scores to analyze your model's behavior. For example, here are the most (positively and negatively) impactful examples for a ResNet18 model trained on ImageNet for three targets from the ImageNet validation set:
+![ImageNet Figure](assets/imagenet_figure.jpeg)
 
+Check out the
+[quickstart](https://trak.readthedocs.io/en/latest/quickstart.html) for a
+complete ready-to-run example notebook.  You can also find several end-to-end
+examples in the `examples/` directory.
 
-## Examples
-You can find several end-to-end examples in the `examples/` directory.
+## Contributing
+We welcome contributions to this project! Please see our [contributing
+guidelines](CONTRIBUTING.md) for more information.
 
 ## Citation
 If you use this code in your work, please cite using the following BibTeX entry:

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