Intertwin-hython

Description

The package enables the development of deep learning based surrogates for semi-distributed and distributed hydrological models.

Installation

git clone https://github.com/interTwin-eu/hython.git

cd ./hython

pip install .

Usage

Demo

The goal of the demo is to show how to train and evaluate the models offered in hython.

Every package needed to run the notebooks can be installed by running:

cd ./hython

pip install .[complete]

There are two notebooks showcasing the training of a simple LSTM model and a Convolutional LSTM.

./demo/train_lstm.ipynb
./demo/train_convlstm.ipynb

Todo: evaluation notebooks

Command Line Interface

python preprocess.py --config preprocessing.yaml

python train.py --config training.yaml

python evaluate.py --config evaluating.yaml

Support

Please open an issue if you have a bug, feature request or have an idea to improve the package.

Design

Class diagram

Contact

For further information please contact:

[email protected]