UNIPipe.py 3.6 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081
  1. from loguru import logger
  2. from magic_pdf.dict2md.mkcontent import mk_universal_format
  3. from magic_pdf.dict2md.ocr_mkcontent import make_standard_format_with_para
  4. from magic_pdf.filter.pdf_classify_by_type import classify
  5. from magic_pdf.filter.pdf_meta_scan import pdf_meta_scan
  6. from magic_pdf.libs.detect_language_from_model import get_language_from_model
  7. from magic_pdf.libs.drop_reason import DropReason
  8. from magic_pdf.libs.json_compressor import JsonCompressor
  9. from magic_pdf.spark.spark_api import parse_union_pdf, parse_ocr_pdf
  10. class UNIPipe:
  11. def __init__(self):
  12. pass
  13. def classify(self, pdf_bytes: bytes) -> str:
  14. """
  15. 根据pdf的元数据,判断是否是文本pdf,还是ocr pdf
  16. """
  17. pdf_meta = pdf_meta_scan(pdf_bytes)
  18. if pdf_meta.get("_need_drop", False): # 如果返回了需要丢弃的标志,则抛出异常
  19. raise Exception(f"pdf meta_scan need_drop,reason is {pdf_meta['_drop_reason']}")
  20. else:
  21. is_encrypted = pdf_meta["is_encrypted"]
  22. is_needs_password = pdf_meta["is_needs_password"]
  23. if is_encrypted or is_needs_password: # 加密的,需要密码的,没有页面的,都不处理
  24. raise Exception(f"pdf meta_scan need_drop,reason is {DropReason.ENCRYPTED}")
  25. else:
  26. is_text_pdf, results = classify(
  27. pdf_meta["total_page"],
  28. pdf_meta["page_width_pts"],
  29. pdf_meta["page_height_pts"],
  30. pdf_meta["image_info_per_page"],
  31. pdf_meta["text_len_per_page"],
  32. pdf_meta["imgs_per_page"],
  33. pdf_meta["text_layout_per_page"],
  34. )
  35. if is_text_pdf:
  36. return "txt"
  37. else:
  38. return "ocr"
  39. def parse(self, pdf_bytes: bytes, image_writer, jso_useful_key) -> dict:
  40. """
  41. 根据pdf类型,解析pdf
  42. """
  43. text_language = get_language_from_model(jso_useful_key['model_list'])
  44. allow_language = ["zh", "en"] # 允许的语言,目前只允许简中和英文的
  45. logger.info(f"pdf text_language is {text_language}")
  46. if text_language not in allow_language: # 如果语言不在允许的语言中,则drop
  47. raise Exception(f"pdf meta_scan need_drop,reason is {DropReason.NOT_ALLOW_LANGUAGE}")
  48. else:
  49. if jso_useful_key['_pdf_type'] == "txt":
  50. pdf_mid_data = parse_union_pdf(pdf_bytes, jso_useful_key['model_list'], image_writer)
  51. elif jso_useful_key['_pdf_type'] == "ocr":
  52. pdf_mid_data = parse_ocr_pdf(pdf_bytes, jso_useful_key['model_list'], image_writer)
  53. else:
  54. raise Exception(f"pdf type is not txt or ocr")
  55. return JsonCompressor.compress(pdf_mid_data)
  56. def mk_uni_format(self, pdf_mid_data: str, img_buket_path: str) -> list:
  57. """
  58. 根据pdf类型,生成统一格式content_list
  59. """
  60. pdf_mid_data = JsonCompressor.decompress_json(pdf_mid_data)
  61. parse_type = pdf_mid_data["_parse_type"]
  62. if parse_type == "txt":
  63. content_list = mk_universal_format(pdf_mid_data, img_buket_path)
  64. elif parse_type == "ocr":
  65. content_list = make_standard_format_with_para(pdf_mid_data, img_buket_path)
  66. return content_list
  67. if __name__ == '__main__':
  68. # 测试
  69. pipe = UNIPipe()
  70. pdf_bytes = open(r"D:\project\20231108code-clean\magic_pdf\tmp\unittest\download-pdfs\数学新星网\edu_00001544.pdf",
  71. "rb").read()
  72. pdf_type = pipe.classify(pdf_bytes)
  73. logger.info(f"pdf_type is {pdf_type}")