# coding: utf8 from __future__ import unicode_literals from ...gold import iob_to_biluo def conllubio2json(input_data, n_sents=10, use_morphology=False, lang=None): """ 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_data, 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 = [] return docs def read_conllx(input_data, use_morphology=False, n=0): i = 0 for sent in input_data.strip().split("\n\n"): lines = sent.strip().split("\n") if lines: while lines[0].startswith("#"): lines.pop(0) tokens = [] for line in lines: parts = line.split("\t") id_, word, lemma, pos, tag, morph, head, dep, _1, ner = parts 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 if tag == "_" else tag tag = tag + "__" + morph if use_morphology else tag ner = ner if ner else "O" tokens.append((id_, word, tag, head, dep, ner)) except: # noqa: E722 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, ner) = sent sentence = {} tokens = [] ner = iob_to_biluo(ner) for i, id in enumerate(id_): token = {} token["orth"] = word[i] token["tag"] = tag[i] token["head"] = head[i] - id token["dep"] = dep[i] token["ner"] = ner[i] 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