# coding: utf8 from __future__ import unicode_literals from cytoolz import partition_all, concat from .._messages import Messages from ...compat import json_dumps, path2str from ...util import prints from ...gold import iob_to_biluo import re 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_: sentences = read_iob(file_) docs = merge_sentences(sentences, n_sents) output_filename = (input_path.parts[-1] .replace(".iob2", ".json") .replace(".iob", ".json")) output_file = output_path / output_filename with output_file.open('w', encoding='utf-8') as f: f.write(json_dumps(docs)) prints(Messages.M033.format(n_docs=len(docs)), title=Messages.M032.format(name=path2str(output_file))) def read_iob(raw_sents): sentences = [] for line in raw_sents: if not line.strip(): continue tokens = [re.split('[^\w\-]', line.strip())] if len(tokens[0]) == 3: words, pos, iob = zip(*tokens) elif len(tokens[0]) == 2: words, iob = zip(*tokens) pos = ['-'] * len(words) else: raise ValueError('The iob/iob2 file is not formatted correctly. Try checking whitespace and delimiters.') 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 def merge_sentences(docs, n_sents): counter = 0 merged = [] for group in partition_all(n_sents, docs): group = list(group) first = group.pop(0) to_extend = first['paragraphs'][0]['sentences'] for sent in group[1:]: to_extend.extend(sent['paragraphs'][0]['sentences']) merged.append(first) return merged