import copy import re from rag.app import laws from rag.parser import is_english, tokenize, naive_merge from rag.nlp import huqie from rag.parser.pdf_parser import HuParser from rag.settings import cron_logger class Pdf(HuParser): def __call__(self, filename, binary=None, from_page=0, to_page=100000, zoomin=3, callback=None): self.__images__( filename if not binary else binary, zoomin, from_page, to_page) callback(0.1, "OCR finished") from timeit import default_timer as timer start = timer() self._layouts_paddle(zoomin) callback(0.77, "Layout analysis finished") cron_logger.info("paddle layouts:".format((timer()-start)/(self.total_page+0.1))) self._naive_vertical_merge() return [(b["text"], self._line_tag(b, zoomin)) for b in self.boxes] def chunk(filename, binary=None, from_page=0, to_page=100000, callback=None, **kwargs): doc = { "docnm_kwd": filename, "title_tks": huqie.qie(re.sub(r"\.[a-zA-Z]+$", "", filename)) } doc["title_sm_tks"] = huqie.qieqie(doc["title_tks"]) pdf_parser = None sections = [] if re.search(r"\.docx?$", filename, re.IGNORECASE): callback(0.1, "Start to parse.") for txt in laws.Docx()(filename, binary): sections.append((txt, "")) callback(0.8, "Finish parsing.") elif re.search(r"\.pdf$", filename, re.IGNORECASE): pdf_parser = Pdf() sections = pdf_parser(filename if not binary else binary, from_page=from_page, to_page=to_page, callback=callback) elif re.search(r"\.txt$", filename, re.IGNORECASE): callback(0.1, "Start to parse.") txt = "" if binary:txt = binary.decode("utf-8") else: with open(filename, "r") as f: while True: l = f.readline() if not l:break txt += l sections = txt.split("\n") sections = [(l,"") for l in sections if l] callback(0.8, "Finish parsing.") else: raise NotImplementedError("file type not supported yet(docx, pdf, txt supported)") cks = naive_merge(sections, kwargs.get("chunk_token_num", 128), kwargs.get("delimer", "\n。;!?")) eng = is_english(cks) res = [] # wrap up to es documents for ck in cks: print("--", ck) d = copy.deepcopy(doc) if pdf_parser: d["image"] = pdf_parser.crop(ck) ck = pdf_parser.remove_tag(ck) tokenize(d, ck, eng) res.append(d) return res if __name__ == "__main__": import sys def dummy(a, b): pass chunk(sys.argv[1], from_page=0, to_page=10, callback=dummy)