| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141 |
- import os
- import json
- import copy
- from loguru import logger
- from magic_pdf.libs.draw_bbox import draw_layout_bbox, draw_span_bbox
- from magic_pdf.pipe.UNIPipe import UNIPipe
- from magic_pdf.pipe.OCRPipe import OCRPipe
- from magic_pdf.pipe.TXTPipe import TXTPipe
- from magic_pdf.rw.DiskReaderWriter import DiskReaderWriter
- # todo: 设备类型选择 (?)
- def json_md_dump(
- pipe,
- md_writer,
- pdf_name,
- content_list,
- md_content,
- ):
- # 写入模型结果到 model.json
- orig_model_list = copy.deepcopy(pipe.model_list)
- md_writer.write(
- content=json.dumps(orig_model_list, ensure_ascii=False, indent=4),
- path=f"{pdf_name}_model.json"
- )
- # 写入中间结果到 middle.json
- md_writer.write(
- content=json.dumps(pipe.pdf_mid_data, ensure_ascii=False, indent=4),
- path=f"{pdf_name}_middle.json"
- )
- # text文本结果写入到 conent_list.json
- md_writer.write(
- content=json.dumps(content_list, ensure_ascii=False, indent=4),
- path=f"{pdf_name}_content_list.json"
- )
- # 写入结果到 .md 文件中
- md_writer.write(
- content=md_content,
- path=f"{pdf_name}.md"
- )
- # 可视化
- def draw_visualization_bbox(pdf_info, pdf_bytes, local_md_dir, pdf_file_name):
- # 画布局框,附带排序结果
- draw_layout_bbox(pdf_info, pdf_bytes, local_md_dir, pdf_file_name)
- # 画 span 框
- draw_span_bbox(pdf_info, pdf_bytes, local_md_dir, pdf_file_name)
- def pdf_parse_main(
- pdf_path: str,
- parse_method: str = 'auto',
- model_json_path: str = None,
- is_json_md_dump: bool = True,
- is_draw_visualization_bbox: bool = True,
- output_dir: str = None
- ):
- """
- 执行从 pdf 转换到 json、md 的过程,输出 md 和 json 文件到 pdf 文件所在的目录
- :param pdf_path: .pdf 文件的路径,可以是相对路径,也可以是绝对路径
- :param parse_method: 解析方法, 共 auto、ocr、txt 三种,默认 auto,如果效果不好,可以尝试 ocr
- :param model_json_path: 已经存在的模型数据文件,如果为空则使用内置模型,pdf 和 model_json 务必对应
- :param is_json_md_dump: 是否将解析后的数据写入到 .json 和 .md 文件中,默认 True,会将不同阶段的数据写入到不同的 .json 文件中(共3个.json文件),md内容会保存到 .md 文件中
- :param output_dir: 输出结果的目录地址,会生成一个以 pdf 文件名命名的文件夹并保存所有结果
- """
- try:
- pdf_name = os.path.basename(pdf_path).split(".")[0]
- pdf_path_parent = os.path.dirname(pdf_path)
- if output_dir:
- output_path = os.path.join(output_dir, pdf_name)
- else:
- output_path = os.path.join(pdf_path_parent, pdf_name)
- output_image_path = os.path.join(output_path, 'images')
- # 获取图片的父路径,为的是以相对路径保存到 .md 和 conent_list.json 文件中
- image_path_parent = os.path.basename(output_image_path)
- pdf_bytes = open(pdf_path, "rb").read() # 读取 pdf 文件的二进制数据
- if model_json_path:
- # 读取已经被模型解析后的pdf文件的 json 原始数据,list 类型
- model_json = json.loads(open(model_json_path, "r", encoding="utf-8").read())
- else:
- model_json = []
- # 执行解析步骤
- # image_writer = DiskReaderWriter(output_image_path)
- image_writer, md_writer = DiskReaderWriter(output_image_path), DiskReaderWriter(output_path)
- # 选择解析方式
- # jso_useful_key = {"_pdf_type": "", "model_list": model_json}
- # pipe = UNIPipe(pdf_bytes, jso_useful_key, image_writer)
- if parse_method == "auto":
- jso_useful_key = {"_pdf_type": "", "model_list": model_json}
- pipe = UNIPipe(pdf_bytes, jso_useful_key, image_writer)
- elif parse_method == "txt":
- pipe = TXTPipe(pdf_bytes, model_json, image_writer)
- elif parse_method == "ocr":
- pipe = OCRPipe(pdf_bytes, model_json, image_writer)
- else:
- logger.error("unknown parse method, only auto, ocr, txt allowed")
- exit(1)
- # 执行分类
- pipe.pipe_classify()
- # 如果没有传入模型数据,则使用内置模型解析
- if not model_json:
- pipe.pipe_analyze() # 解析
- # 执行解析
- pipe.pipe_parse()
- # 保存 text 和 md 格式的结果
- content_list = pipe.pipe_mk_uni_format(image_path_parent, drop_mode="none")
- md_content = pipe.pipe_mk_markdown(image_path_parent, drop_mode="none")
- if is_json_md_dump:
- json_md_dump(pipe, md_writer, pdf_name, content_list, md_content)
- if is_draw_visualization_bbox:
- draw_visualization_bbox(pipe.pdf_mid_data['pdf_info'], pdf_bytes, output_path, pdf_name)
- except Exception as e:
- logger.exception(e)
- # 测试
- if __name__ == '__main__':
- pdf_path = r"D:\project\20240617magicpdf\Magic-PDF\demo\demo1.pdf"
- pdf_parse_main(pdf_path)
|