Created
August 31, 2018 08:54
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Python wrapper for the (very raw) python interface for ufal.udpipe. Saving it here for posterity.
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import re | |
from ufal.udpipe import Model, Pipeline, ProcessingError | |
class Parser: | |
MODELS = { | |
"swe": "data/swedish-ud-2.0-170801.udpipe", | |
} | |
def __init__(self, language): | |
model_path = self.MODELS.get(language, None) | |
if not model_path: | |
raise ParserException("Cannot find model for language '%s'" % language) | |
model = Model.load(model_path) | |
if not model: | |
raise ParserException("Cannot load model from file '%s'\n" % model_path) | |
self.model = model | |
def parse(self, text): | |
text = text.strip() | |
# Adding a period improves detection on especially short sentences | |
period_added = False | |
last_character = text.strip()[-1] | |
if re.match(r"\w", last_character, flags=re.UNICODE): | |
text += "." | |
period_added = True | |
pipeline = Pipeline( | |
self.model, | |
"tokenize", | |
Pipeline.DEFAULT, | |
Pipeline.DEFAULT, | |
"conllu" | |
) | |
error = ProcessingError() | |
processed = pipeline.process(text, error) | |
if error.occurred(): | |
raise ParserException(error.message) | |
# Remove the period to make sure input corresponds to output | |
if period_added: | |
processed = "\n".join(processed.rstrip().split("\n")[:-1]) + "\n\n" | |
return processed | |
class ParserException(Exception): | |
pass |
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