#!/user/bin/python # -*- coding: utf-8 -*- """ Description: MinerU PDF文本抽取 Create: 2025/10/29 17:24 """ import asyncio import os import shutil import time from typing import Dict, Any from datamate.core.base_op import Mapper from loguru import logger from mineru.cli.common import aio_do_parse, read_fn from mineru.cli.fast_api import get_infer_result from pypdf import PdfReader class MineruFormatter(Mapper): """基于外部API,抽取PDF中的文本""" def __init__(self, *args, **kwargs): super(MineruFormatter, self).__init__(*args, **kwargs) self.server_url = "http://datamate-mineru:8000" self.backend = "vlm-http-client" self.output_dir = "/dataset/outputs" def execute(self, sample: Dict[str, Any]) -> Dict[str, Any]: start = time.time() filename = sample[self.filename_key] if not filename.lower().endswith((".png", ".jpeg", ".jpg", ".webp", ".gif", ".pdf")): return sample try: sample[self.text_key] = asyncio.run(self.async_process_file(sample)) logger.info( f"fileName: {filename}, method: MineruFormatter costs {(time.time() - start):6f} s") except Exception as e: logger.exception(f"fileName: {filename}, method: MineruFormatter causes error: {e}") raise return sample async def async_process_file(self, sample): filename = sample[self.filename_key] filename_without_ext = os.path.splitext(filename)[0] filepath = sample[self.filepath_key] parse_dir = os.path.join(self.output_dir, filename_without_ext, "vlm") pdf_bytes = read_fn(filepath) total_page = len(PdfReader(filepath).pages) content = "" for page in range(0, total_page, 10): logger.info(f"fileName: {filename}, total_page: {total_page}, page: {page}.") await aio_do_parse( output_dir=self.output_dir, pdf_file_names=[filename_without_ext], pdf_bytes_list=[pdf_bytes], p_lang_list=["ch"], backend=self.backend, server_url=self.server_url, start_page_id=page, end_page_id=min(page + 9, total_page - 1), ) if os.path.exists(parse_dir): content += get_infer_result(".md", filename_without_ext, parse_dir) shutil.rmtree(parse_dir) return content