from typing import Any, Dict, Union from pathlib import Path import re import srsly import string from .stop_words import STOP_WORDS from .lex_attrs import LEX_ATTRS from ...language import Language from ...tokens import Doc from ...util import DummyTokenizer, registry, load_config_from_str from ... import util DEFAULT_CONFIG = """ [nlp] [nlp.tokenizer] @tokenizers = "spacy.vi.VietnameseTokenizer" use_pyvi = true """ @registry.tokenizers("spacy.vi.VietnameseTokenizer") def create_vietnamese_tokenizer(use_pyvi: bool = True): def vietnamese_tokenizer_factory(nlp): return VietnameseTokenizer(nlp, use_pyvi=use_pyvi) return vietnamese_tokenizer_factory class VietnameseTokenizer(DummyTokenizer): def __init__(self, nlp: Language, use_pyvi: bool = False): self.vocab = nlp.vocab self.use_pyvi = use_pyvi if self.use_pyvi: try: from pyvi import ViTokenizer self.ViTokenizer = ViTokenizer except ImportError: msg = ( "Pyvi not installed. Either set use_pyvi = False, " "or install it https://pypi.python.org/pypi/pyvi" ) raise ImportError(msg) from None def __call__(self, text: str) -> Doc: if self.use_pyvi: words = self.pyvi_tokenize(text) words, spaces = util.get_words_and_spaces(words, text) return Doc(self.vocab, words=words, spaces=spaces) else: words, spaces = util.get_words_and_spaces(text.split(), text) return Doc(self.vocab, words=words, spaces=spaces) # The methods pyvi_sylabelize_with_ws and pyvi_tokenize are adapted from # pyvi v0.1, MIT License, Copyright (c) 2016 Viet-Trung Tran. # See licenses/3rd_party_licenses.txt def pyvi_sylabelize_with_ws(self, text): """Modified from pyvi to preserve whitespace and skip unicode normalization.""" specials = [r"==>", r"->", r"\.\.\.", r">>"] digit = r"\d+([\.,_]\d+)+" email = r"([a-zA-Z0-9_.+-]+@([a-zA-Z0-9-]+\.)+[a-zA-Z0-9-]+)" web = r"\w+://[^\s]+" word = r"\w+" non_word = r"[^\w\s]" abbreviations = [ r"[A-ZĐ]+\.", r"Tp\.", r"Mr\.", r"Mrs\.", r"Ms\.", r"Dr\.", r"ThS\.", ] patterns = [] patterns.extend(abbreviations) patterns.extend(specials) patterns.extend([web, email]) patterns.extend([digit, non_word, word]) patterns = r"(\s+|" + "|".join(patterns) + ")" tokens = re.findall(patterns, text, re.UNICODE) return [token[0] for token in tokens] def pyvi_tokenize(self, text): """Modified from pyvi to preserve text and whitespace.""" if len(text) == 0: return [] elif text.isspace(): return [text] segs = self.pyvi_sylabelize_with_ws(text) words = [] preceding_ws = [] for i, token in enumerate(segs): if not token.isspace(): words.append(token) preceding_ws.append( "" if (i == 0 or not segs[i - 1].isspace()) else segs[i - 1] ) labels = self.ViTokenizer.ViTokenizer.model.predict( [self.ViTokenizer.ViTokenizer.sent2features(words, False)] ) token = words[0] tokens = [] for i in range(1, len(labels[0])): if ( labels[0][i] == "I_W" and words[i] not in string.punctuation and words[i - 1] not in string.punctuation and not words[i][0].isdigit() and not words[i - 1][0].isdigit() and not (words[i][0].istitle() and not words[i - 1][0].istitle()) ): token = token + preceding_ws[i] + words[i] else: tokens.append(token) token = words[i] tokens.append(token) return tokens def _get_config(self) -> Dict[str, Any]: return {"use_pyvi": self.use_pyvi} def _set_config(self, config: Dict[str, Any] = {}) -> None: self.use_pyvi = config.get("use_pyvi", False) def to_bytes(self, **kwargs) -> bytes: serializers = {"cfg": lambda: srsly.json_dumps(self._get_config())} return util.to_bytes(serializers, []) def from_bytes(self, data: bytes, **kwargs) -> "VietnameseTokenizer": deserializers = {"cfg": lambda b: self._set_config(srsly.json_loads(b))} util.from_bytes(data, deserializers, []) return self def to_disk(self, path: Union[str, Path], **kwargs) -> None: path = util.ensure_path(path) serializers = {"cfg": lambda p: srsly.write_json(p, self._get_config())} return util.to_disk(path, serializers, []) def from_disk(self, path: Union[str, Path], **kwargs) -> "VietnameseTokenizer": path = util.ensure_path(path) serializers = {"cfg": lambda p: self._set_config(srsly.read_json(p))} util.from_disk(path, serializers, []) return self class VietnameseDefaults(Language.Defaults): config = load_config_from_str(DEFAULT_CONFIG) lex_attr_getters = LEX_ATTRS stop_words = STOP_WORDS class Vietnamese(Language): lang = "vi" Defaults = VietnameseDefaults __all__ = ["Vietnamese"]