water-benchmark-hub 0.1.0

WaterBenchmarkHub

WaterBenchmarkHub

The WaterBenchmarkHub is a platform for providing benchmark resources regarding Water Distribution Networks (WDNs). The webpage is available at https://waterfutures.github.io/WaterBenchmarkHub -- see docs/ for details such as source code, etc.

The availability and accessibility of benchmarks are essential for reproducible research as well as for accelerating scientific progress. A benchmark is a verified data set or resource (e.g. a water distribution network) together with an evaluation functions that can evaluate different algorithms/methods under the same criteria.

The WaterBenchmarkHub is also available as a Python package water-benchmark-hub.

Call for Contributions

If you have a benchmark (resource) that is not yet available in the WaterBenchmarkHub, please either create a new issue or read on How to Contribute.

Installation of the Python Package

The Python package supports Python 3.9 - 3.12

PyPI

pip install water-benchmark-hub

Git

Download or clone the repository:

git clone https://github.com/WaterFutures/WaterBenchmarkHub.git
cd WaterBenchmarkHub

Install all requirements as listed in REQUIREMENTS.txt:

pip install -r REQUIREMENTS.txt

Install the benchmark hub:

pip install .

Quick Example

from water_benchmark_hub import load


if __name__ == "__main__":
    # Load the GECCO Water Quality 2019 benchmark
    benchmark = load("GECCO-WaterQuality2019")

    # Load data set
    data = benchmark.load_data(return_X_y=True)

    # Show number of samples
    X_train, y_train = data["train"]
    X_val, y_val = data["validation"]
    X_test, y_test = data["test"]
    print(X_train.shape, X_val.shape, X_test.shape)

Documentation

Documentation is available on readthedocs: https://waterbenchmarkhub.readthedocs.io/en/latest/

License

MIT license -- see LICENSE

How to Cite?

If you use the WaterBenchmarkHub in your research, please cite it as follows:

@misc{github:water_benchmark_hub,
        author = {André Artelt, Katharina Giese},
        title = {WaterBenchmarkHub},
        year = {2024},
        publisher = {GitHub},
        journal = {GitHub repository},
        howpublished = {\url{https://github.com/WaterFutures/WaterBenchmarkHub}}
    }

How to get Support?

If you come across any bug or need assistance please feel free to open a new issue if none of the existing issues answers your questions.

How to Contribute?

Contributions (e.g. creating issues, pull-requests, etc.) are welcome -- please make sure to read How to Contribute, the code of conduct and follow the developers' guidelines.