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* Add WordNet lemmatizer
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spacy/lemmatizer.py
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87
spacy/lemmatizer.py
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from os import path
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NOUN_RULES = (
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('s', ''),
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('ses', 's'),
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('ves', 'f'),
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('xes', 'x'),
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('zes', 'z'),
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('ches', 'ch'),
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('shes', 'sh'),
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('men', 'man'),
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('ies', 'y')
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)
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VERB_RULES = (
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("s", ""),
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("ies", "y"),
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("es", "e"),
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("es", ""),
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("ed", "e"),
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("ed", ""),
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("ing", "e"),
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("ing", "")
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)
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ADJ_RULES = (
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("er", ""),
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("est", ""),
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("er", "e"),
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("est", "e")
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)
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class Lemmatizer(object):
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def __init__(self, wn_dict_dir):
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self.index = {}
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self.exc = {}
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for pos in ['adj', 'adv', 'noun', 'verb']:
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self.index[pos] = read_index(path.join(wn_dict_dir, 'index.%s' % pos))
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self.exc[pos] = read_exc(path.join(wn_dict_dir, '%s.exc' % pos))
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def noun(self, string):
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return lemmatize(string, self.index['noun'], self.exc['noun'], NOUN_RULES)
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def verb(self, string):
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return lemmatize(string, self.index['verb'], self.exc['verb'], VERB_RULES)
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def adj(self, string):
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return lemmatize(string, self.index['adj'], self.exc['adj'], ADJ_RULES)
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def lemmatize(string, index, exceptions, rules):
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forms = []
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if string in index:
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forms.append(string)
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forms.extend(exceptions.get(string, []))
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for old, new in rules:
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if string.endswith(old):
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form = string[:len(string) - len(old)] + new
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if form in index:
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forms.append(form)
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return set(forms)
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def read_index(loc):
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index = set()
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for line in open(loc):
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if line.startswith(' '):
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continue
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pieces = line.split()
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word = pieces[0]
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if word.count('_') == 0:
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index.add(word)
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return index
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def read_exc(loc):
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exceptions = {}
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for line in open(loc):
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if line.startswith(' '):
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continue
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pieces = line.split()
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exceptions[pieces[0]] = tuple(pieces[1:])
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return exceptions
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34
tests/test_lemmatizer.py
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tests/test_lemmatizer.py
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from spacy.lemmatizer import Lemmatizer, read_index, read_exc
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from spacy.util import DATA_DIR
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from os import path
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import pytest
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def test_read_index():
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wn = path.join(DATA_DIR, 'wordnet')
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index = read_index(path.join(wn, 'index.noun'))
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assert 'man' in index
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assert 'plantes' not in index
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assert 'plant' in index
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def test_read_exc():
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wn = path.join(DATA_DIR, 'wordnet')
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exc = read_exc(path.join(wn, 'verb.exc'))
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assert exc['was'] == ('be',)
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@pytest.fixture
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def lemmatizer():
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return Lemmatizer(path.join(DATA_DIR, 'wordnet'))
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def test_noun_lemmas(lemmatizer):
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do = lemmatizer.noun
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assert do('aardwolves') == set(['aardwolf'])
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assert do('aardwolf') == set(['aardwolf'])
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assert do('planets') == set(['planet'])
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assert do('ring') == set(['ring'])
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assert do('axes') == set(['axis', 'axe', 'ax'])
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