UNIPipe.py 4.9 KB

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  1. import json
  2. from loguru import logger
  3. from magic_pdf.config.make_content_config import DropMode, MakeMode
  4. from magic_pdf.data.data_reader_writer import DataWriter
  5. from magic_pdf.data.dataset import Dataset
  6. from magic_pdf.libs.commons import join_path
  7. from magic_pdf.model.doc_analyze_by_custom_model import doc_analyze
  8. from magic_pdf.pipe.AbsPipe import AbsPipe
  9. from magic_pdf.user_api import parse_ocr_pdf, parse_union_pdf
  10. class UNIPipe(AbsPipe):
  11. def __init__(
  12. self,
  13. dataset: Dataset,
  14. jso_useful_key: dict,
  15. image_writer: DataWriter,
  16. is_debug: bool = False,
  17. start_page_id=0,
  18. end_page_id=None,
  19. lang=None,
  20. layout_model=None,
  21. formula_enable=None,
  22. table_enable=None,
  23. ):
  24. self.pdf_type = jso_useful_key['_pdf_type']
  25. super().__init__(
  26. dataset,
  27. jso_useful_key['model_list'],
  28. image_writer,
  29. is_debug,
  30. start_page_id,
  31. end_page_id,
  32. lang,
  33. layout_model,
  34. formula_enable,
  35. table_enable,
  36. )
  37. if len(self.model_list) == 0:
  38. self.input_model_is_empty = True
  39. else:
  40. self.input_model_is_empty = False
  41. def pipe_classify(self):
  42. self.pdf_type = AbsPipe.classify(self.pdf_bytes)
  43. def pipe_analyze(self):
  44. if self.pdf_type == self.PIP_TXT:
  45. self.model_list = doc_analyze(
  46. self.dataset,
  47. ocr=False,
  48. start_page_id=self.start_page_id,
  49. end_page_id=self.end_page_id,
  50. lang=self.lang,
  51. layout_model=self.layout_model,
  52. formula_enable=self.formula_enable,
  53. table_enable=self.table_enable,
  54. )
  55. elif self.pdf_type == self.PIP_OCR:
  56. self.model_list = doc_analyze(
  57. self.dataset,
  58. ocr=True,
  59. start_page_id=self.start_page_id,
  60. end_page_id=self.end_page_id,
  61. lang=self.lang,
  62. layout_model=self.layout_model,
  63. formula_enable=self.formula_enable,
  64. table_enable=self.table_enable,
  65. )
  66. def pipe_parse(self):
  67. if self.pdf_type == self.PIP_TXT:
  68. self.pdf_mid_data = parse_union_pdf(
  69. self.dataset,
  70. self.model_list,
  71. self.image_writer,
  72. is_debug=self.is_debug,
  73. start_page_id=self.start_page_id,
  74. end_page_id=self.end_page_id,
  75. lang=self.lang,
  76. layout_model=self.layout_model,
  77. formula_enable=self.formula_enable,
  78. table_enable=self.table_enable,
  79. )
  80. elif self.pdf_type == self.PIP_OCR:
  81. self.pdf_mid_data = parse_ocr_pdf(
  82. self.dataset,
  83. self.model_list,
  84. self.image_writer,
  85. is_debug=self.is_debug,
  86. start_page_id=self.start_page_id,
  87. end_page_id=self.end_page_id,
  88. lang=self.lang,
  89. )
  90. def pipe_mk_uni_format(
  91. self, img_parent_path: str, drop_mode=DropMode.NONE_WITH_REASON
  92. ):
  93. result = super().pipe_mk_uni_format(img_parent_path, drop_mode)
  94. logger.info('uni_pipe mk content list finished')
  95. return result
  96. def pipe_mk_markdown(
  97. self,
  98. img_parent_path: str,
  99. drop_mode=DropMode.WHOLE_PDF,
  100. md_make_mode=MakeMode.MM_MD,
  101. ):
  102. result = super().pipe_mk_markdown(img_parent_path, drop_mode, md_make_mode)
  103. logger.info(f'uni_pipe mk {md_make_mode} finished')
  104. return result
  105. if __name__ == '__main__':
  106. # 测试
  107. from magic_pdf.data.data_reader_writer import DataReader
  108. drw = DataReader(r'D:/project/20231108code-clean')
  109. pdf_file_path = r'linshixuqiu\19983-00.pdf'
  110. model_file_path = r'linshixuqiu\19983-00.json'
  111. pdf_bytes = drw.read(pdf_file_path)
  112. model_json_txt = drw.read(model_file_path).decode()
  113. model_list = json.loads(model_json_txt)
  114. write_path = r'D:\project\20231108code-clean\linshixuqiu\19983-00'
  115. img_bucket_path = 'imgs'
  116. img_writer = DataWriter(join_path(write_path, img_bucket_path))
  117. # pdf_type = UNIPipe.classify(pdf_bytes)
  118. # jso_useful_key = {
  119. # "_pdf_type": pdf_type,
  120. # "model_list": model_list
  121. # }
  122. jso_useful_key = {'_pdf_type': '', 'model_list': model_list}
  123. pipe = UNIPipe(pdf_bytes, jso_useful_key, img_writer)
  124. pipe.pipe_classify()
  125. pipe.pipe_parse()
  126. md_content = pipe.pipe_mk_markdown(img_bucket_path)
  127. content_list = pipe.pipe_mk_uni_format(img_bucket_path)
  128. md_writer = DataWriter(write_path)
  129. md_writer.write_string('19983-00.md', md_content)
  130. md_writer.write_string(
  131. '19983-00.json', json.dumps(pipe.pdf_mid_data, ensure_ascii=False, indent=4)
  132. )
  133. md_writer.write_string('19983-00.txt', str(content_list))