Add conll_ner2json converter

This commit is contained in:
Matthew Honnibal 2017-10-09 22:03:26 -05:00
parent dce8afb9cf
commit a635240398

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@ -0,0 +1,50 @@
# coding: utf8
from __future__ import unicode_literals
from ...compat import json_dumps, path2str
from ...util import prints
from ...gold import iob_to_biluo
def conll_ner2json(input_path, output_path, n_sents=10, use_morphology=False):
"""
Convert files in the CoNLL-2003 NER format into JSON format for use with train cli.
"""
docs = read_conll_ner(input_path)
output_filename = input_path.parts[-1].replace(".conll", "") + ".json"
output_filename = input_path.parts[-1].replace(".conll", "") + ".json"
output_file = output_path / output_filename
with output_file.open('w', encoding='utf-8') as f:
f.write(json_dumps(docs))
prints("Created %d documents" % len(docs),
title="Generated output file %s" % path2str(output_file))
def read_conll_ner(input_path):
text = input_path.open('r', encoding='utf-8').read()
i = 0
delimit_docs = '-DOCSTART- -X- O O'
output_docs = []
for doc in text.strip().split(delimit_docs):
doc = doc.strip()
if not doc:
continue
output_doc = []
for sent in doc.split('\n\n'):
sent = sent.strip()
if not sent:
continue
lines = [line.strip() for line in sent.split('\n') if line.strip()]
words, tags, chunks, iob_ents = zip(*[line.split() for line in lines])
biluo_ents = iob_to_biluo(iob_ents)
output_doc.append({'tokens': [
{'orth': w, 'tag': tag, 'ner': ent} for (w, tag, ent) in
zip(words, tags, biluo_ents)
]})
output_docs.append({
'id': len(output_docs),
'paragraphs': [{'sentences': output_doc}]
})
output_doc = []
return output_docs