# coding: utf-8 from __future__ import unicode_literals from ..matcher import Matcher, PhraseMatcher from .util import get_doc import pytest @pytest.fixture def matcher(en_vocab): rules = { 'JS': [[{'ORTH': 'JavaScript'}]], 'GoogleNow': [[{'ORTH': 'Google'}, {'ORTH': 'Now'}]], 'Java': [[{'LOWER': 'java'}]] } matcher = Matcher(en_vocab) for key, patterns in rules.items(): matcher.add(key, None, *patterns) return matcher def test_matcher_from_api_docs(en_vocab): matcher = Matcher(en_vocab) pattern = [{'ORTH': 'test'}] assert len(matcher) == 0 matcher.add('Rule', None, pattern) assert len(matcher) == 1 matcher.remove('Rule') assert 'Rule' not in matcher matcher.add('Rule', None, pattern) assert 'Rule' in matcher on_match, patterns = matcher.get('Rule') assert len(patterns[0]) def test_matcher_from_usage_docs(en_vocab): text = "Wow 😀 This is really cool! 😂 😂" doc = get_doc(en_vocab, words=text.split(' ')) pos_emoji = ['😀', '😃', '😂', '🤣', '😊', '😍'] pos_patterns = [[{'ORTH': emoji}] for emoji in pos_emoji] def label_sentiment(matcher, doc, i, matches): match_id, start, end = matches[i] if doc.vocab.strings[match_id] == 'HAPPY': doc.sentiment += 0.1 span = doc[start : end] token = span.merge() token.vocab[token.text].norm_ = 'happy emoji' matcher = Matcher(en_vocab) matcher.add('HAPPY', label_sentiment, *pos_patterns) matches = matcher(doc) assert doc.sentiment != 0 assert doc[1].norm_ == 'happy emoji' @pytest.mark.parametrize('words', [["Some", "words"]]) def test_matcher_init(en_vocab, words): matcher = Matcher(en_vocab) doc = get_doc(en_vocab, words) assert len(matcher) == 0 assert matcher(doc) == [] def test_matcher_contains(matcher): matcher.add('TEST', None, [{'ORTH': 'test'}]) assert 'TEST' in matcher assert 'TEST2' not in matcher def test_matcher_no_match(matcher): words = ["I", "like", "cheese", "."] doc = get_doc(matcher.vocab, words) assert matcher(doc) == [] def test_matcher_compile(en_vocab): rules = { 'JS': [[{'ORTH': 'JavaScript'}]], 'GoogleNow': [[{'ORTH': 'Google'}, {'ORTH': 'Now'}]], 'Java': [[{'LOWER': 'java'}]] } matcher = Matcher(en_vocab) for key, patterns in rules.items(): matcher.add(key, None, *patterns) assert len(matcher) == 3 def test_matcher_match_start(matcher): words = ["JavaScript", "is", "good"] doc = get_doc(matcher.vocab, words) assert matcher(doc) == [(matcher.vocab.strings['JS'], 0, 1)] def test_matcher_match_end(matcher): words = ["I", "like", "java"] doc = get_doc(matcher.vocab, words) assert matcher(doc) == [(doc.vocab.strings['Java'], 2, 3)] def test_matcher_match_middle(matcher): words = ["I", "like", "Google", "Now", "best"] doc = get_doc(matcher.vocab, words) assert matcher(doc) == [(doc.vocab.strings['GoogleNow'], 2, 4)] def test_matcher_match_multi(matcher): words = ["I", "like", "Google", "Now", "and", "java", "best"] doc = get_doc(matcher.vocab, words) assert matcher(doc) == [(doc.vocab.strings['GoogleNow'], 2, 4), (doc.vocab.strings['Java'], 5, 6)] def test_matcher_empty_dict(en_vocab): '''Test matcher allows empty token specs, meaning match on any token.''' matcher = Matcher(en_vocab) abc = ["a", "b", "c"] doc = get_doc(matcher.vocab, abc) matcher.add('A.C', None, [{'ORTH': 'a'}, {}, {'ORTH': 'c'}]) matches = matcher(doc) assert len(matches) == 1 assert matches[0][1:] == (0, 3) matcher = Matcher(en_vocab) matcher.add('A.', None, [{'ORTH': 'a'}, {}]) matches = matcher(doc) assert matches[0][1:] == (0, 2) def test_matcher_operator_shadow(en_vocab): matcher = Matcher(en_vocab) abc = ["a", "b", "c"] doc = get_doc(matcher.vocab, abc) pattern = [{'ORTH': 'a'}, {"IS_ALPHA": True, "OP": "+"}, {'ORTH': 'c'}] matcher.add('A.C', None, pattern) matches = matcher(doc) assert len(matches) == 1 assert matches[0][1:] == (0, 3) def test_matcher_phrase_matcher(en_vocab): words = ["Google", "Now"] doc = get_doc(en_vocab, words) matcher = PhraseMatcher(en_vocab) matcher.add('COMPANY', None, doc) words = ["I", "like", "Google", "Now", "best"] doc = get_doc(en_vocab, words) assert len(matcher(doc)) == 1 def test_phrase_matcher_length(en_vocab): matcher = PhraseMatcher(en_vocab) assert len(matcher) == 0 matcher.add('TEST', None, get_doc(en_vocab, ['test'])) assert len(matcher) == 1 matcher.add('TEST2', None, get_doc(en_vocab, ['test2'])) assert len(matcher) == 2 def test_phrase_matcher_contains(en_vocab): matcher = PhraseMatcher(en_vocab) matcher.add('TEST', None, get_doc(en_vocab, ['test'])) assert 'TEST' in matcher assert 'TEST2' not in matcher def test_matcher_match_zero(matcher): words1 = 'He said , " some words " ...'.split() words2 = 'He said , " some three words " ...'.split() pattern1 = [{'ORTH': '"'}, {'OP': '!', 'IS_PUNCT': True}, {'OP': '!', 'IS_PUNCT': True}, {'ORTH': '"'}] pattern2 = [{'ORTH': '"'}, {'IS_PUNCT': True}, {'IS_PUNCT': True}, {'IS_PUNCT': True}, {'ORTH': '"'}] matcher.add('Quote', None, pattern1) doc = get_doc(matcher.vocab, words1) assert len(matcher(doc)) == 1 doc = get_doc(matcher.vocab, words2) assert len(matcher(doc)) == 0 matcher.add('Quote', None, pattern2) assert len(matcher(doc)) == 0 def test_matcher_match_zero_plus(matcher): words = 'He said , " some words " ...'.split() pattern = [{'ORTH': '"'}, {'OP': '*', 'IS_PUNCT': False}, {'ORTH': '"'}] matcher = Matcher(matcher.vocab) matcher.add('Quote', None, pattern) doc = get_doc(matcher.vocab, words) assert len(matcher(doc)) == 1 def test_matcher_match_one_plus(matcher): control = Matcher(matcher.vocab) control.add('BasicPhilippe', None, [{'ORTH': 'Philippe'}]) doc = get_doc(control.vocab, ['Philippe', 'Philippe']) m = control(doc) assert len(m) == 2 matcher.add('KleenePhilippe', None, [{'ORTH': 'Philippe', 'OP': '1'}, {'ORTH': 'Philippe', 'OP': '+'}]) m = matcher(doc) assert len(m) == 1 def test_operator_combos(matcher): cases = [ ('aaab', 'a a a b', True), ('aaab', 'a+ b', True), ('aaab', 'a+ a+ b', True), ('aaab', 'a+ a+ a b', True), ('aaab', 'a+ a+ a+ b', True), ('aaab', 'a+ a a b', True), ('aaab', 'a+ a a', True), ('aaab', 'a+', True), ('aaa', 'a+ b', False), ('aaa', 'a+ a+ b', False), ('aaa', 'a+ a+ a+ b', False), ('aaa', 'a+ a b', False), ('aaa', 'a+ a a b', False), ('aaab', 'a+ a a', True), ('aaab', 'a+', True), ('aaab', 'a+ a b', True) ] for string, pattern_str, result in cases: matcher = Matcher(matcher.vocab) doc = get_doc(matcher.vocab, words=list(string)) pattern = [] for part in pattern_str.split(): if part.endswith('+'): pattern.append({'ORTH': part[0], 'op': '+'}) else: pattern.append({'ORTH': part}) matcher.add('PATTERN', None, pattern) matches = matcher(doc) if result: assert matches, (string, pattern_str) else: assert not matches, (string, pattern_str) def test_matcher_end_zero_plus(matcher): """Test matcher works when patterns end with * operator. (issue 1450)""" matcher = Matcher(matcher.vocab) pattern = [{'ORTH': "a"}, {'ORTH': "b", 'OP': "*"}] matcher.add("TSTEND", None, pattern) nlp = lambda string: get_doc(matcher.vocab, string.split()) assert len(matcher(nlp('a'))) == 1 assert len(matcher(nlp('a b'))) == 2 assert len(matcher(nlp('a c'))) == 1 assert len(matcher(nlp('a b c'))) == 2 assert len(matcher(nlp('a b b c'))) == 3 assert len(matcher(nlp('a b b'))) == 3 def test_matcher_any_token_operator(en_vocab): """Test that patterns with "any token" {} work with operators.""" matcher = Matcher(en_vocab) matcher.add('TEST', None, [{'ORTH': 'test'}, {'OP': '*'}]) doc = get_doc(en_vocab, ['test', 'hello', 'world']) matches = [doc[start:end].text for _, start, end in matcher(doc)] assert len(matches) == 3 assert matches[0] == 'test' assert matches[1] == 'test hello' assert matches[2] == 'test hello world'