aind-behavior-gym 0.4.5
Generated from aind-library-template
License: MIT
Requires Python: >=3.7

# aind-behavior-gym

[![License](https://img.shields.io/badge/license-MIT-brightgreen)](LICENSE)
![Code Style](https://img.shields.io/badge/code%20style-black-black)
[![semantic-release: angular](https://img.shields.io/badge/semantic--release-angular-e10079?logo=semantic-release)](https://github.com/semantic-release/semantic-release)
![Interrogate](https://img.shields.io/badge/interrogate-100.0%25-brightgreen)
![Coverage](https://img.shields.io/badge/coverage-96%25-brightgreen?logo=codecov)
![Python](https://img.shields.io/badge/python->=3.7-blue?logo=python)

Implementing AIND behavior _**tasks**_ using [gymnasium](https://gymnasium.farama.org/index.html) and setting up base class for _**agents**_ that perform the tasks.

User documentation available on [readthedocs](https://aind-behavior-gym.readthedocs.io/).

## What is this library for?
It aims to provide a common language among behavior-related animal training, artificial agent training, model fitting, and model simulation in AIND.

See related repos:
- Model fitting and simulation [(aind-dynamic-foraging-models)](https://github.com/AllenNeuralDynamics/aind-dynamic-foraging-models)
- MetaRL-agents [(aind-behavior-meta-RL)](https://github.com/AllenNeuralDynamics/aind-behavior-meta-RL)
- Animal training [(dynamic-foraging-task)](https://github.com/AllenNeuralDynamics/dynamic-foraging-task)

![image](https://github.com/user-attachments/assets/cc17372f-3591-424b-b962-7f41790c1ac5)


## Structure

For now, three dynamic foraging tasks have been implemented.

![image](classes_aind-behavior-gym.png)


## Usage
 - To use this template, click the green `Use this template` button and `Create new repository`.
 - After github initially creates the new repository, please wait an extra minute for the initialization scripts to finish organizing the repo.
 - To enable the automatic semantic version increments: in the repository go to `Settings` and `Collaborators and teams`. Click the green `Add people` button. Add `svc-aindscicomp` as an admin. Modify the file in `.github/workflows/tag_and_publish.yml` and remove the if statement in line 65. The semantic version will now be incremented every time a code is committed into the main branch.
 - To publish to PyPI, enable semantic versioning and uncomment the publish block in `.github/workflows/tag_and_publish.yml`. The code will now be published to PyPI every time the code is committed into the main branch.
 - The `.github/workflows/test_and_lint.yml` file will run automated tests and style checks every time a Pull Request is opened. If the checks are undesired, the `test_and_lint.yml` can be deleted. The strictness of the code coverage level, etc., can be modified by altering the configurations in the `pyproject.toml` file and the `.flake8` file.

## Installation
To use the software, in the root directory, run
```bash
pip install -e .
```

To develop the code, run
```bash
pip install -e .[dev]
```

## Contributing

### Linters and testing

There are several libraries used to run linters, check documentation, and run tests.

- Please test your changes using the **coverage** library, which will run the tests and log a coverage report:

```bash
coverage run -m unittest discover && coverage report
```

- Use **interrogate** to check that modules, methods, etc. have been documented thoroughly:

```bash
interrogate .
```

- Use **flake8** to check that code is up to standards (no unused imports, etc.):
```bash
flake8 .
```

- Use **black** to automatically format the code into PEP standards:
```bash
black .
```

- Use **isort** to automatically sort import statements:
```bash
isort .
```

### Pull requests

For internal members, please create a branch. For external members, please fork the repository and open a pull request from the fork. We'll primarily use [Angular](https://github.com/angular/angular/blob/main/CONTRIBUTING.md#commit) style for commit messages. Roughly, they should follow the pattern:
```text
<type>(<scope>): <short summary>
```

where scope (optional) describes the packages affected by the code changes and type (mandatory) is one of:

- **build**: Changes that affect build tools or external dependencies (example scopes: pyproject.toml, setup.py)
- **ci**: Changes to our CI configuration files and scripts (examples: .github/workflows/ci.yml)
- **docs**: Documentation only changes
- **feat**: A new feature
- **fix**: A bugfix
- **perf**: A code change that improves performance
- **refactor**: A code change that neither fixes a bug nor adds a feature
- **test**: Adding missing tests or correcting existing tests

### Semantic Release

The table below, from [semantic release](https://github.com/semantic-release/semantic-release), shows which commit message gets you which release type when `semantic-release` runs (using the default configuration):

| Commit message                                                                                                                                                                                   | Release type                                                                                                    |
| ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | --------------------------------------------------------------------------------------------------------------- |
| `fix(pencil): stop graphite breaking when too much pressure applied`                                                                                                                             | ~~Patch~~ Fix Release, Default release                                                                          |
| `feat(pencil): add 'graphiteWidth' option`                                                                                                                                                       | ~~Minor~~ Feature Release                                                                                       |
| `perf(pencil): remove graphiteWidth option`<br><br>`BREAKING CHANGE: The graphiteWidth option has been removed.`<br>`The default graphite width of 10mm is always used for performance reasons.` | ~~Major~~ Breaking Release <br /> (Note that the `BREAKING CHANGE: ` token must be in the footer of the commit) |

### Documentation
To generate the rst files source files for documentation, run
```bash
sphinx-apidoc -o doc_template/source/ src 
```
Then to create the documentation HTML files, run
```bash
sphinx-build -b html doc_template/source/ doc_template/build/html
```
More info on sphinx installation can be found [here](https://www.sphinx-doc.org/en/master/usage/installation.html).