COMBO
A language-independent NLP system for dependency parsing, part-of-speech tagging, lemmatisation and more built on top of PyTorch and AllenNLP.
Quick start
Clone this repository and install COMBO (we suggest creating a virtualenv/conda environment with Python 3.6+, as a bundle of required packages will be installed):
pip install -U pip setuptools wheel
pip install --index-url https://pypi.clarin-pl.eu/simple combo==1.0.3Run the following commands in your Python console to make predictions with a pre-trained model:
from combo.predict import COMBO
nlp = COMBO.from_pretrained("polish-herbert-base")
sentence = nlp("COVID-19 to ostra choroba zakaźna układu oddechowego wywołana zakażeniem wirusem SARS-CoV-2.")Predictions are accessible as a list of token attributes:
print("{:5} {:15} {:15} {:10} {:10} {:10}".format('ID', 'TOKEN', 'LEMMA', 'UPOS', 'HEAD', 'DEPREL'))
for token in sentence.tokens:
print("{:5} {:15} {:15} {:10} {:10} {:10}".format(str(token.id), token.token, token.lemma, token.upostag, str(token.head), token.deprel))COMBO tutorial
We encourage you to use the beginner's tutorial (colab notebook).