The Genre Factor

Instructions to run the complete project

1. Schleife über Wikidata (Achtung, lange Laufzeit)
   • scripts/run_add_to_data.sh
2. Kombiniert Daten aus script/run_add_to_data
   • scripts/merge_data.py
3. Selektion der Daten
   • scripts/modular_NN_chain/selection_v1.py
4. HPO für das NN (Achtung, lange Laufzeit)
   • scripts/modular_NN_chain/hyperparameter_optimization_multi.py
5. Zusammenfügen der Hyperparameter aus unterschiedlichen Suchen in eine csv Datei
   • scripts/combine_HP.ipynb
6. Training und Auswertung von NN, SVM, kNN
   • scripts/classifiers.ipynb

Package Prerequisites

Poetry

The dependencies of this project are managed by poetry. From the poetry website:

Poetry - Python packaging and dependency management made easy

Develop - Poetry comes with all the tools you might need to manage your projects in a deterministic way.

Build - Easily build and package your projects with a single command.

Publish - Make your work known by publishing it to PyPI.

Track - Having an insight of your project’s dependencies is just one command away.

Dependency resolver - Poetry comes with an exhaustive dependency resolver, which will always find a solution if it exists.

Isolation - Poetry either uses your configured virtualenvs or creates its own to always be isolated from your system.

The last part is probably the most relevant here: poetry allows us to specify all dependencies in a text file (the pyproject.toml file). It then creates a python virtualenv with these specifications. This way, we will never have any clashes regarding different versions installed on different machines.

Installation of poetry is straight forward:

curl -sSL https://install.python-poetry.org | python3 -

The full installation manual is here. However, the command above should be enough.

To activate command completion in the terminal you have to run

poetry completions bash >> ~/.bash_completion

Running scripts

To run a script, use

poetry run python your_script.py

Installing dependencies that another user added to the .toml file

When another user added a dependency to the .toml file and pushed it via git, you can sync your own virtualenv by running

poetry install --sync

Adding packages to the .toml yourself

If you would like to add another package to the project, you can run

poetry add numpy

In this example I used numpy, which is already installed, but you get the point. You can always edit the pyproject.toml file manually; this might be handy if you want to have a specific version.

After adding a package to the project, to install it, you can run

poetry install

which should sort out all version conflicts and install the specified packages in the virtualenv.