# coding: utf-8 from __future__ import unicode_literals from spacy.gold import biluo_tags_from_offsets, offsets_from_biluo_tags from spacy.gold import docs_to_json from spacy.tokens import Doc from .util import get_doc def test_gold_biluo_U(en_vocab): orths_and_spaces = [('I', True), ('flew', True), ('to', True), ('London', False), ('.', True)] doc = Doc(en_vocab, orths_and_spaces=orths_and_spaces) entities = [(len("I flew to "), len("I flew to London"), 'LOC')] tags = biluo_tags_from_offsets(doc, entities) assert tags == ['O', 'O', 'O', 'U-LOC', 'O'] def test_gold_biluo_BL(en_vocab): orths_and_spaces = [('I', True), ('flew', True), ('to', True), ('San', True), ('Francisco', False), ('.', True)] doc = Doc(en_vocab, orths_and_spaces=orths_and_spaces) entities = [(len("I flew to "), len("I flew to San Francisco"), 'LOC')] tags = biluo_tags_from_offsets(doc, entities) assert tags == ['O', 'O', 'O', 'B-LOC', 'L-LOC', 'O'] def test_gold_biluo_BIL(en_vocab): orths_and_spaces = [('I', True), ('flew', True), ('to', True), ('San', True), ('Francisco', True), ('Valley', False), ('.', True)] doc = Doc(en_vocab, orths_and_spaces=orths_and_spaces) entities = [(len("I flew to "), len("I flew to San Francisco Valley"), 'LOC')] tags = biluo_tags_from_offsets(doc, entities) assert tags == ['O', 'O', 'O', 'B-LOC', 'I-LOC', 'L-LOC', 'O'] def test_gold_biluo_misalign(en_vocab): orths_and_spaces = [('I', True), ('flew', True), ('to', True), ('San', True), ('Francisco', True), ('Valley.', False)] doc = Doc(en_vocab, orths_and_spaces=orths_and_spaces) entities = [(len("I flew to "), len("I flew to San Francisco Valley"), 'LOC')] tags = biluo_tags_from_offsets(doc, entities) assert tags == ['O', 'O', 'O', '-', '-', '-'] def test_roundtrip_offsets_biluo_conversion(en_tokenizer): text = "I flew to Silicon Valley via London." biluo_tags = ['O', 'O', 'O', 'B-LOC', 'L-LOC', 'O', 'U-GPE', 'O'] offsets = [(10, 24, 'LOC'), (29, 35, 'GPE')] doc = en_tokenizer(text) biluo_tags_converted = biluo_tags_from_offsets(doc, offsets) assert biluo_tags_converted == biluo_tags offsets_converted = offsets_from_biluo_tags(doc, biluo_tags) assert offsets_converted == offsets def test_docs_to_json(en_vocab): '''Test we can convert a list of Doc objects into the JSON-serializable format we use for training. ''' docs = [ get_doc( en_vocab, words=['a', 'b'], pos=['VBP', 'NN'], heads=[0, -1], deps=['ROOT', 'dobj'], ents=[]), get_doc( en_vocab, words=['c', 'd', 'e'], pos=['VBP', 'NN', 'NN'], heads=[0, -1, -2], deps=['ROOT', 'dobj', 'dobj'], ents=[(1, 2, 'ORG')]), ] json_doc = docs_to_json(0, docs) assert json_doc['id'] == 0 assert len(json_doc['paragraphs']) == 2 assert len(json_doc['paragraphs'][0]['sentences']) == 1 assert len(json_doc['paragraphs'][1]['sentences']) == 1 assert len(json_doc['paragraphs'][0]['sentences'][0]['tokens']) == 2 assert len(json_doc['paragraphs'][1]['sentences'][0]['tokens']) == 3