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Python Package of the CMS Machine Learning Group

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## CMS Machine Learning Group Python package.

The documentation of this Python package is hosted on [readthedocs](http://cmsml.readthedocs.io).

**However**, note that this documentation only covers the API and technical aspects of the package itself.
Usage examples and further techniques for working with machine learning tools in CMS, alongside a collection of useful guidelines can be found in the [general CMS ML group documentation](https://cms-ml.github.io/documentation).

Click [here](https://github.com/cms-ml/cmsml/issues/new?labels=suggestion&template=feature-suggestion.md) to submit a feature suggestion!

## Docker images

To use the cmsml package via docker, checkout our [DockerHub](https://hub.docker.com/repository/docker/cmsml/cmsml) which contains tags for several Python versions.

| Image | Python version | TF Version | PyTorch Version | GPU support |
| :----------------------------------------------------------- | :------------: | :--------------: | :-------------: | :---------: |
| `cmsml/cmsml:3.7` | 3.7 | 2.11.1 | 1.13.1 | ✘ |
| `cmsml/cmsml:3.8` | 3.8 | 2.13.1 | latest (~2.3.0) | ✘ |
| `cmsml/cmsml:3.9` `cmsml/cmsml:3` `cmsml/cmsml:latest` | 3.9 | latest (~2.16.1) | latest (~2.3.0) | ✘ |
| `cmsml/cmsml:3.10` | 3.10 | latest (~2.16.1) | latest (~2.3.0) | ✘ |
| `cmsml/cmsml:3.11` | 3.11 | latest (~2.16.1) | latest (~2.3.0) | ✘ |
| `cmsml/cmsml:3.11-cuda` | 3.11 | latest (~2.16.1) | latest (~2.3.0) | ✔︎ |

## Testing

The tests can be triggered with

```shell
pytest -n auto tests
```

and in general, they should be run for Python 3.7 to 3.11.
To run tests in a docker container, do

```shell
# run the tests
./tests/docker.sh cmsml/cmsml

# or interactively by adding a flag "i" to the command
./tests/docker.sh cmsml/cmsml i
> python -m unittest tests
```

In addition, before pushing to the repository, [PEP 8](https://www.python.org/dev/peps/pep-0008) compatibility should be checked with [flake8](https://pypi.org/project/flake8) via

```shell
./tests/lint.sh
```

or using the docker container

```shell
# run the tests
./tests/docker.sh cmsml/cmsml tests/lint.sh
```

- Source hosted at [GitHub](https://github.com/cms-ml/cmsml)
- Report issues, questions, feature requests on [GitHub Issues](https://github.com/cms-ml/cmsml/issues)

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