Add connlu2json converter from explosion/spacy-dev-resources/#11

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ines 2017-04-07 13:05:12 +02:00
parent 789ce8a45e
commit 255650dbc2
2 changed files with 91 additions and 0 deletions

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from .conllu2json import conllu2json

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# coding: utf8
from __future__ import unicode_literals, division, print_function
import json
from ...gold import read_json_file, merge_sents
from ... import util
def conllu2json(input_path, output_path, n_sents=10, use_morphology=False):
"""Convert conllu files into JSON format for use with train cli.
use_morphology parameter enables appending morphology to tags, which is
useful for languages such as Spanish, where UD tags are not so rich.
"""
# by @dvsrepo, via #11 explosion/spacy-dev-resources
docs = []
sentences = []
conll_tuples = read_conllx(input_path, use_morphology=use_morphology)
for i, (raw_text, tokens) in enumerate(conll_tuples):
sentence, brackets = tokens[0]
sentences.append(generate_sentence(sentence))
# Real-sized documents could be extracted using the comments on the
# conluu document
if(len(sentences) % n_sents == 0):
doc = create_doc(sentences, i)
docs.append(doc)
sentences = []
output_filename = input_path.parts[-1].replace(".conllu", ".json")
output_file = output_path / output_filename
json.dump(docs, output_file.open('w', encoding='utf-8'), indent=2)
util.print_msg("Created {} documents".format(len(docs)),
title="Generated output file {}".format(output_file))
def read_conllx(input_path, use_morphology=False, n=0):
text = input_path.open('r', encoding='utf-8').read()
i = 0
for sent in text.strip().split('\n\n'):
lines = sent.strip().split('\n')
if lines:
while lines[0].startswith('#'):
lines.pop(0)
tokens = []
for line in lines:
id_, word, lemma, pos, tag, morph, head, dep, _1, \
_2 = line.split('\t')
if '-' in id_ or '.' in id_:
continue
try:
id_ = int(id_) - 1
head = (int(head) - 1) if head != '0' else id_
dep = 'ROOT' if dep == 'root' else dep
tag = pos+'__'+morph if use_morphology else pos
tokens.append((id_, word, tag, head, dep, 'O'))
except:
print(line)
raise
tuples = [list(t) for t in zip(*tokens)]
yield (None, [[tuples, []]])
i += 1
if n >= 1 and i >= n:
break
def generate_sentence(sent):
(id_, word, tag, head, dep, _) = sent
sentence = {}
tokens = []
for i, id in enumerate(id_):
token = {}
token["orth"] = word[id]
token["tag"] = tag[id]
token["head"] = head[id] - i
token["dep"] = dep[id]
tokens.append(token)
sentence["tokens"] = tokens
return sentence
def create_doc(sentences,id):
doc = {}
paragraph = {}
doc["id"] = id
doc["paragraphs"] = []
paragraph["sentences"] = sentences
doc["paragraphs"].append(paragraph)
return doc