spaCy/spacy/lang/fr/lemmatizer.py
Paul O'Leary McCann fd759a881b
Fix inconsistent lemmas (#9405)
* Add util function to unique lists and preserve order

* Use unique function instead of list(set())

list(set()) has the issue that it's not consistent between runs of the
Python interpreter, so order can vary.

list(set()) calls were left in a few places where they were behind calls
to sorted(). I think in this case the calls to list() can be removed,
but this commit doesn't do that.

* Use the existing pattern for this
2021-10-11 11:38:45 +02:00

81 lines
2.8 KiB
Python

from typing import List, Tuple
from ...pipeline import Lemmatizer
from ...tokens import Token
class FrenchLemmatizer(Lemmatizer):
"""
French language lemmatizer applies the default rule based lemmatization
procedure with some modifications for better French language support.
The parts of speech 'ADV', 'PRON', 'DET', 'ADP' and 'AUX' are added to use
the rule-based lemmatization. As a last resort, the lemmatizer checks in
the lookup table.
"""
@classmethod
def get_lookups_config(cls, mode: str) -> Tuple[List[str], List[str]]:
if mode == "rule":
required = ["lemma_lookup", "lemma_rules", "lemma_exc", "lemma_index"]
return (required, [])
else:
return super().get_lookups_config(mode)
def rule_lemmatize(self, token: Token) -> List[str]:
cache_key = (token.orth, token.pos)
if cache_key in self.cache:
return self.cache[cache_key]
string = token.text
univ_pos = token.pos_.lower()
if univ_pos in ("", "eol", "space"):
return [string.lower()]
elif "lemma_rules" not in self.lookups or univ_pos not in (
"noun",
"verb",
"adj",
"adp",
"adv",
"aux",
"cconj",
"det",
"pron",
"punct",
"sconj",
):
return self.lookup_lemmatize(token)
index_table = self.lookups.get_table("lemma_index", {})
exc_table = self.lookups.get_table("lemma_exc", {})
rules_table = self.lookups.get_table("lemma_rules", {})
lookup_table = self.lookups.get_table("lemma_lookup", {})
index = index_table.get(univ_pos, {})
exceptions = exc_table.get(univ_pos, {})
rules = rules_table.get(univ_pos, [])
string = string.lower()
forms = []
if string in index:
forms.append(string)
self.cache[cache_key] = forms
return forms
forms.extend(exceptions.get(string, []))
oov_forms = []
if not forms:
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():
forms.append(form)
else:
oov_forms.append(form)
if not forms:
forms.extend(oov_forms)
if not forms and string in lookup_table.keys():
forms.append(self.lookup_lemmatize(token)[0])
if not forms:
forms.append(string)
forms = list(dict.fromkeys(forms))
self.cache[cache_key] = forms
return forms