AbsPipe.py 4.2 KB

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  1. from abc import ABC, abstractmethod
  2. from magic_pdf.dict2md.ocr_mkcontent import union_make
  3. from magic_pdf.filter.pdf_classify_by_type import classify
  4. from magic_pdf.filter.pdf_meta_scan import pdf_meta_scan
  5. from magic_pdf.libs.MakeContentConfig import MakeMode, DropMode
  6. from magic_pdf.rw.AbsReaderWriter import AbsReaderWriter
  7. from magic_pdf.libs.drop_reason import DropReason
  8. from magic_pdf.libs.json_compressor import JsonCompressor
  9. class AbsPipe(ABC):
  10. """
  11. txt和ocr处理的抽象类
  12. """
  13. PIP_OCR = "ocr"
  14. PIP_TXT = "txt"
  15. def __init__(self, pdf_bytes: bytes, model_list: list, image_writer: AbsReaderWriter, is_debug: bool = False,
  16. start_page_id=0, end_page_id=None):
  17. self.pdf_bytes = pdf_bytes
  18. self.model_list = model_list
  19. self.image_writer = image_writer
  20. self.pdf_mid_data = None # 未压缩
  21. self.is_debug = is_debug
  22. self.start_page_id = start_page_id
  23. self.end_page_id = end_page_id
  24. def get_compress_pdf_mid_data(self):
  25. return JsonCompressor.compress_json(self.pdf_mid_data)
  26. @abstractmethod
  27. def pipe_classify(self):
  28. """
  29. 有状态的分类
  30. """
  31. raise NotImplementedError
  32. @abstractmethod
  33. def pipe_analyze(self):
  34. """
  35. 有状态的跑模型分析
  36. """
  37. raise NotImplementedError
  38. @abstractmethod
  39. def pipe_parse(self):
  40. """
  41. 有状态的解析
  42. """
  43. raise NotImplementedError
  44. def pipe_mk_uni_format(self, img_parent_path: str, drop_mode=DropMode.WHOLE_PDF):
  45. content_list = AbsPipe.mk_uni_format(self.get_compress_pdf_mid_data(), img_parent_path, drop_mode)
  46. return content_list
  47. def pipe_mk_markdown(self, img_parent_path: str, drop_mode=DropMode.WHOLE_PDF, md_make_mode=MakeMode.MM_MD):
  48. md_content = AbsPipe.mk_markdown(self.get_compress_pdf_mid_data(), img_parent_path, drop_mode, md_make_mode)
  49. return md_content
  50. @staticmethod
  51. def classify(pdf_bytes: bytes) -> str:
  52. """
  53. 根据pdf的元数据,判断是文本pdf,还是ocr pdf
  54. """
  55. pdf_meta = pdf_meta_scan(pdf_bytes)
  56. if pdf_meta.get("_need_drop", False): # 如果返回了需要丢弃的标志,则抛出异常
  57. raise Exception(f"pdf meta_scan need_drop,reason is {pdf_meta['_drop_reason']}")
  58. else:
  59. is_encrypted = pdf_meta["is_encrypted"]
  60. is_needs_password = pdf_meta["is_needs_password"]
  61. if is_encrypted or is_needs_password: # 加密的,需要密码的,没有页面的,都不处理
  62. raise Exception(f"pdf meta_scan need_drop,reason is {DropReason.ENCRYPTED}")
  63. else:
  64. is_text_pdf, results = classify(
  65. pdf_meta["total_page"],
  66. pdf_meta["page_width_pts"],
  67. pdf_meta["page_height_pts"],
  68. pdf_meta["image_info_per_page"],
  69. pdf_meta["text_len_per_page"],
  70. pdf_meta["imgs_per_page"],
  71. pdf_meta["text_layout_per_page"],
  72. pdf_meta["invalid_chars"],
  73. )
  74. if is_text_pdf:
  75. return AbsPipe.PIP_TXT
  76. else:
  77. return AbsPipe.PIP_OCR
  78. @staticmethod
  79. def mk_uni_format(compressed_pdf_mid_data: str, img_buket_path: str, drop_mode=DropMode.WHOLE_PDF) -> list:
  80. """
  81. 根据pdf类型,生成统一格式content_list
  82. """
  83. pdf_mid_data = JsonCompressor.decompress_json(compressed_pdf_mid_data)
  84. pdf_info_list = pdf_mid_data["pdf_info"]
  85. content_list = union_make(pdf_info_list, MakeMode.STANDARD_FORMAT, drop_mode, img_buket_path)
  86. return content_list
  87. @staticmethod
  88. def mk_markdown(compressed_pdf_mid_data: str, img_buket_path: str, drop_mode=DropMode.WHOLE_PDF, md_make_mode=MakeMode.MM_MD) -> list:
  89. """
  90. 根据pdf类型,markdown
  91. """
  92. pdf_mid_data = JsonCompressor.decompress_json(compressed_pdf_mid_data)
  93. pdf_info_list = pdf_mid_data["pdf_info"]
  94. md_content = union_make(pdf_info_list, md_make_mode, drop_mode, img_buket_path)
  95. return md_content