# coding: utf8 from __future__ import unicode_literals from cytoolz import partition_all, concat from ...compat import json_dumps, path2str from ...util import prints from ...gold import iob_to_biluo def iob2json(input_path, output_path, n_sents=10, *a, **k): """ Convert IOB files into JSON format for use with train cli. """ with input_path.open('r', encoding='utf8') as file_: if n_sents: lines = [' '.join(para) for para in partition_all(n_sents, file_)] else: lines = file_ sentences = read_iob(lines) output_filename = input_path.parts[-1].replace(".iob", ".json") output_file = output_path / output_filename with output_file.open('w', encoding='utf-8') as f: f.write(json_dumps(sentences)) prints("Created %d documents" % len(sentences), title="Generated output file %s" % path2str(output_file)) def read_iob(raw_sents): sentences = [] for line in raw_sents: if not line.strip(): continue tokens = [t.split('|') for t in line.split()] if len(tokens[0]) == 3: words, pos, iob = zip(*tokens) else: words, iob = zip(*tokens) pos = ['-'] * len(words) biluo = iob_to_biluo(iob) sentences.append([ {'orth': w, 'tag': p, 'ner': ent} for (w, p, ent) in zip(words, pos, biluo) ]) sentences = [{'tokens': sent} for sent in sentences] paragraphs = [{'sentences': [sent]} for sent in sentences] docs = [{'id': 0, 'paragraphs': [para]} for para in paragraphs] return docs