Spacy pipeline
If gatenlp has been installed with the spacy extra (pip install gatenlp[spacy] or pip install gatenlp[all]) you can run a Spacy pipeline on a document and get the result as gatenlp annotations.
from gatenlp import Document
from gatenlp.lib_spacy import AnnSpacy
import spacy
# In order to use the English pipeline with Spacy, the model has to get downloaded first
from spacy.cli import download as spacy_download
spacy_download("en_core_web_sm")
[38;5;2m✔ Download and installation successful[0m
You can now load the model via spacy.load('en_core_web_sm')
doc = Document.load("https://gatenlp.github.io/python-gatenlp/testdocument2.txt")
doc
Annotating the document using Spacy
In order to annotate one or more documents using Spacy, first create a AnnSpacy annotator object and the run the document(s) through this annotator:
spacy_pipeline = spacy.load("en_core_web_sm")
spacy_annotator = AnnSpacy(pipeline=spacy_pipeline)
doc = spacy_annotator(doc)
doc