parse_by_ocr_v2.py 2.8 KB

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  1. from magic_pdf.layout.layout_sort import get_bboxes_layout
  2. from magic_pdf.libs.hash_utils import compute_md5
  3. from magic_pdf.libs.commons import fitz
  4. from magic_pdf.model.magic_model import MagicModel
  5. from magic_pdf.pre_proc.cut_image import ocr_cut_image_and_table
  6. from magic_pdf.pre_proc.ocr_detect_all_bboxes import ocr_prepare_bboxes_for_layout_split
  7. from magic_pdf.pre_proc.ocr_dict_merge import sort_blocks_by_layout, fill_spans_in_blocks, fix_block_spans
  8. from magic_pdf.pre_proc.ocr_span_list_modify import remove_overlaps_min_spans
  9. def parse_pdf_by_ocr(pdf_bytes,
  10. model_list,
  11. imageWriter,
  12. start_page_id=0,
  13. end_page_id=None,
  14. debug_mode=False,
  15. ):
  16. pdf_bytes_md5 = compute_md5(pdf_bytes)
  17. pdf_docs = fitz.open("pdf", pdf_bytes)
  18. '''用model_list和docs对象初始化magic_model'''
  19. magic_model = MagicModel(model_list, pdf_docs)
  20. '''根据输入的起始范围解析pdf'''
  21. end_page_id = end_page_id if end_page_id else len(pdf_docs) - 1
  22. for page_id in range(start_page_id, end_page_id + 1):
  23. '''从magic_model对象中获取后面会用到的区块信息'''
  24. img_blocks = magic_model.get_imgs(page_id)
  25. table_blocks = magic_model.get_tables(page_id)
  26. discarded_blocks = magic_model.get_discarded(page_id)
  27. text_blocks = magic_model.get_text_blocks(page_id)
  28. title_blocks = magic_model.get_title_blocks(page_id)
  29. inline_equations, interline_equations, interline_equation_blocks = magic_model.get_equations(page_id)
  30. page_w, page_h = magic_model.get_page_size(page_id)
  31. '''将所有区块的bbox整理到一起'''
  32. all_bboxes = ocr_prepare_bboxes_for_layout_split(
  33. img_blocks, table_blocks, discarded_blocks, text_blocks, title_blocks,
  34. interline_equation_blocks, page_w, page_h)
  35. '''根据区块信息计算layout'''
  36. page_boundry = [0, 0, page_w, page_h]
  37. layout_bboxes, layout_tree = get_bboxes_layout(all_bboxes, page_boundry, page_id)
  38. '''根据layout顺序,对当前页面所有需要留下的block进行排序'''
  39. sorted_blocks = sort_blocks_by_layout(all_bboxes, layout_bboxes)
  40. '''获取所有需要拼接的span资源'''
  41. spans = magic_model.get_all_spans(page_id)
  42. '''删除重叠spans中较小的那些'''
  43. spans, dropped_spans_by_span_overlap = remove_overlaps_min_spans(spans)
  44. '''对image和table截图'''
  45. spans = ocr_cut_image_and_table(spans, pdf_docs[page_id], page_id, pdf_bytes_md5, imageWriter)
  46. '''将span填入排好序的blocks中'''
  47. block_with_spans = fill_spans_in_blocks(sorted_blocks, spans)
  48. '''对block进行fix操作'''
  49. fix_blocks = fix_block_spans(block_with_spans, img_blocks, table_blocks)