from pathlib import Path from typing import Iterable from typing import List from typing import Union import warnings import re from funasr_detach.tokenizer.abs_tokenizer import BaseTokenizer from funasr_detach.register import tables @tables.register("tokenizer_classes", "CharTokenizer") class CharTokenizer(BaseTokenizer): def __init__( self, non_linguistic_symbols: Union[Path, str, Iterable[str]] = None, space_symbol: str = "", remove_non_linguistic_symbols: bool = False, split_with_space: bool = False, seg_dict: str = None, **kwargs, ): super().__init__(**kwargs) self.space_symbol = space_symbol if non_linguistic_symbols is None: self.non_linguistic_symbols = set() elif isinstance(non_linguistic_symbols, (Path, str)): non_linguistic_symbols = Path(non_linguistic_symbols) try: with non_linguistic_symbols.open("r", encoding="utf-8") as f: self.non_linguistic_symbols = set(line.rstrip() for line in f) except FileNotFoundError: warnings.warn(f"{non_linguistic_symbols} doesn't exist.") self.non_linguistic_symbols = set() else: self.non_linguistic_symbols = set(non_linguistic_symbols) self.remove_non_linguistic_symbols = remove_non_linguistic_symbols self.split_with_space = split_with_space self.seg_dict = None if seg_dict is not None: self.seg_dict = load_seg_dict(seg_dict) def __repr__(self): return ( f"{self.__class__.__name__}(" f'space_symbol="{self.space_symbol}"' f'non_linguistic_symbols="{self.non_linguistic_symbols}"' f")" ) def text2tokens(self, line: Union[str, list]) -> List[str]: # if self.split_with_space: if self.seg_dict is not None: tokens = line.strip().split(" ") tokens = seg_tokenize(tokens, self.seg_dict) else: tokens = [] while len(line) != 0: for w in self.non_linguistic_symbols: if line.startswith(w): if not self.remove_non_linguistic_symbols: tokens.append(line[: len(w)]) line = line[len(w) :] break else: t = line[0] if t == " ": # t = "" line = line[1:] continue tokens.append(t) line = line[1:] return tokens def tokens2text(self, tokens: Iterable[str]) -> str: tokens = [t if t != self.space_symbol else " " for t in tokens] return "".join(tokens) def load_seg_dict(seg_dict_file): seg_dict = {} assert isinstance(seg_dict_file, str) with open(seg_dict_file, "r", encoding="utf8") as f: lines = f.readlines() for line in lines: s = line.strip().split() key = s[0] value = s[1:] seg_dict[key] = " ".join(value) return seg_dict def seg_tokenize(txt, seg_dict): pattern = re.compile(r"^[\u4E00-\u9FA50-9]+$") out_txt = "" for word in txt: word = word.lower() if word in seg_dict: out_txt += seg_dict[word] + " " else: if pattern.match(word): for char in word: if char in seg_dict: out_txt += seg_dict[char] + " " else: out_txt += "" + " " else: out_txt += "" + " " return out_txt.strip().split()