spaCy/spacy/lemmatizer.py

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from __future__ import unicode_literals, print_function
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import codecs
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import pathlib
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import ujson as json
from .symbols import POS, NOUN, VERB, ADJ, PUNCT
from .symbols import VerbForm_inf, VerbForm_none
from .symbols import Number_sing
from .symbols import Degree_pos
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class Lemmatizer(object):
@classmethod
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def load(cls, path, index=None, exc=None, rules=None):
return cls(index or {}, exc or {}, rules or {})
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def __init__(self, index, exceptions, rules):
self.index = index
self.exc = exceptions
self.rules = rules
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def __call__(self, string, univ_pos, morphology=None):
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if univ_pos == NOUN:
univ_pos = 'noun'
elif univ_pos == VERB:
univ_pos = 'verb'
elif univ_pos == ADJ:
univ_pos = 'adj'
elif univ_pos == PUNCT:
univ_pos = 'punct'
# See Issue #435 for example of where this logic is requied.
if self.is_base_form(univ_pos, morphology):
return set([string.lower()])
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lemmas = lemmatize(string, self.index.get(univ_pos, {}),
self.exc.get(univ_pos, {}),
self.rules.get(univ_pos, []))
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return lemmas
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def is_base_form(self, univ_pos, morphology=None):
'''Check whether we're dealing with an uninflected paradigm, so we can
avoid lemmatization entirely.'''
morphology = {} if morphology is None else morphology
others = [key for key in morphology if key not in (POS, 'number', 'pos', 'verbform')]
true_morph_key = morphology.get('morph', 0)
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if univ_pos == 'noun' and morphology.get('Number') == 'sing':
return True
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elif univ_pos == 'verb' and morphology.get('VerbForm') == 'inf':
return True
elif univ_pos == 'adj' and morphology.get('Degree') == 'pos':
return True
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elif VerbForm_inf in morphology:
return True
elif VerbForm_none in morphology:
return True
elif Number_sing in morphology:
return True
elif Degree_pos in morphology:
return True
else:
return False
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def noun(self, string, morphology=None):
return self(string, 'noun', morphology)
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def verb(self, string, morphology=None):
return self(string, 'verb', morphology)
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def adj(self, string, morphology=None):
return self(string, 'adj', morphology)
def punct(self, string, morphology=None):
return self(string, 'punct', morphology)
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def lemmatize(string, index, exceptions, rules):
string = string.lower()
forms = []
# TODO: Is this correct? See discussion in Issue #435.
#if string in index:
# forms.append(string)
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forms.extend(exceptions.get(string, []))
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oov_forms = []
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for old, new in rules:
if string.endswith(old):
form = string[:len(string) - len(old)] + new
if not form:
pass
elif form in index or not form.isalpha():
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forms.append(form)
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else:
oov_forms.append(form)
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if not forms:
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forms.extend(oov_forms)
if not forms:
forms.append(string)
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return set(forms)