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spaCy v2.0 example: Get and set token text character spans as custom attribute extensions · GitHub
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spaCy v2.0 example: Get and set token text character spans as custom attribute extensions
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# coding: utf8 | |
from __future__ import unicode_literals | |
from spacy.lang.en import English | |
from spacy.tokens import Token | |
# Example of using spaCy v2.0's custom attribute extensions to get and set | |
# character spans of a token text as token attributes. | |
# Discussion: https://twitter.com/DavidWell/status/920245066404450304 | |
# use basic English class for simiplicity | |
nlp = English() | |
# create an internal atrribute that keeps the list of highlights | |
Token.set_extension('_hl', default=list()) | |
def get_highlights(token): | |
# get highlights from internal attribute | |
return [(start, end, token.text[start:end]) for start, end in token._._hl] | |
def set_highlight(token, value): | |
# append value to existing list | |
token._._hl.append(value) | |
# user-facing attribute used for getting and setting | |
Token.set_extension('highlight', getter=get_highlights, setter=set_highlight) | |
doc = nlp(u"This is a test.") | |
token = doc[0] | |
print('Example using getters and setters') | |
print(token._.highlight, 'No highlights set yet') | |
token._.highlight = (1, 3) | |
print(token._.highlight, 'One highlight set') | |
token._.highlight = (3, 4) | |
print(token._.highlight, 'Two highlights set') | |
# However, maybe this logic is actually confusing – it's not exactly intuitive | |
# that setting the value of ._.highlight *appends* to the list. So alternatively, | |
# you could also simply create a method: | |
Token.set_extension('highlights', default=list()) | |
def highlight_method(token, value): | |
# append value to existing list | |
start, end = value | |
token._.highlights.append((start, end, token.text[start:end])) | |
Token.set_extension('add_highlight', method=highlight_method) | |
print('Alternative approach using a method') | |
print(token._.highlights, 'No highlights set yet') | |
token._.add_highlight((1, 3)) | |
print(token._.highlights, 'One highlight set') | |
token._.add_highlight((3, 4)) | |
print(token._.highlights, 'Two hightlights set') |
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