# From project chatglm-langchain from langchain.document_loaders import UnstructuredFileLoader from langchain.text_splitter import CharacterTextSplitter import re from typing import List class ChineseTextSplitter(CharacterTextSplitter): def __init__(self, pdf: bool = False, sentence_size: int = None, **kwargs): super().__init__(**kwargs) self.pdf = pdf self.sentence_size = sentence_size def split_text1(self, text: str) -> List[str]: if self.pdf: text = re.sub(r"\n{3,}", "\n", text) text = re.sub('\s', ' ', text) text = text.replace("\n\n", "") sent_sep_pattern = re.compile('([﹒﹔﹖﹗.。!?]["’”」』]{0,2}|(?=["‘“「『]{1,2}|$))') # del :; sent_list = [] for ele in sent_sep_pattern.split(text): if sent_sep_pattern.match(ele) and sent_list: sent_list[-1] += ele elif ele: sent_list.append(ele) return sent_list def split_text(self, text: str) -> List[str]: ##此处需要进一步优化逻辑 if self.pdf: text = re.sub(r"\n{3,}", r"\n", text) text = re.sub('\s', " ", text) text = re.sub("\n\n", "", text) text = re.sub(r'([;;.!?。!?\?])([^”’])', r"\1\n\2", text) # 单字符断句符 text = re.sub(r'(\.{6})([^"’”」』])', r"\1\n\2", text) # 英文省略号 text = re.sub(r'(\…{2})([^"’”」』])', r"\1\n\2", text) # 中文省略号 text = re.sub(r'([;;!?。!?\?]["’”」』]{0,2})([^;;!?,。!?\?])', r'\1\n\2', text) # 如果双引号前有终止符,那么双引号才是句子的终点,把分句符\n放到双引号后,注意前面的几句都小心保留了双引号 text = text.rstrip() # 段尾如果有多余的\n就去掉它 # 很多规则中会考虑分号;,但是这里我把它忽略不计,破折号、英文双引号等同样忽略,需要的再做些简单调整即可。 ls = [i for i in text.split("\n") if i] for ele in ls: if len(ele) > self.sentence_size: ele1 = re.sub(r'([,,.]["’”」』]{0,2})([^,,.])', r'\1\n\2', ele) ele1_ls = ele1.split("\n") for ele_ele1 in ele1_ls: if len(ele_ele1) > self.sentence_size: ele_ele2 = re.sub(r'([\n]{1,}| {2,}["’”」』]{0,2})([^\s])', r'\1\n\2', ele_ele1) ele2_ls = ele_ele2.split("\n") for ele_ele2 in ele2_ls: if len(ele_ele2) > self.sentence_size: ele_ele3 = re.sub('( ["’”」』]{0,2})([^ ])', r'\1\n\2', ele_ele2) ele2_id = ele2_ls.index(ele_ele2) ele2_ls = ele2_ls[:ele2_id] + [i for i in ele_ele3.split("\n") if i] + ele2_ls[ ele2_id + 1:] ele_id = ele1_ls.index(ele_ele1) ele1_ls = ele1_ls[:ele_id] + [i for i in ele2_ls if i] + ele1_ls[ele_id + 1:] id = ls.index(ele) ls = ls[:id] + [i for i in ele1_ls if i] + ls[id + 1:] return ls def load_file(filepath, sentence_size): loader = UnstructuredFileLoader(filepath, mode="elements") textsplitter = ChineseTextSplitter(pdf=False, sentence_size=sentence_size) docs = loader.load_and_split(text_splitter=textsplitter) # write_check_file(filepath, docs) return docs