detect_equation.py 6.0 KB

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  1. from magic_pdf.libs.boxbase import _is_in # 正则
  2. from magic_pdf.libs.commons import fitz # pyMuPDF库
  3. def __solve_contain_bboxs(all_bbox_list: list):
  4. """将两个公式的bbox做判断是否有包含关系,若有的话则删掉较小的bbox"""
  5. dump_list = []
  6. for i in range(len(all_bbox_list)):
  7. for j in range(i + 1, len(all_bbox_list)):
  8. # 获取当前两个值
  9. bbox1 = all_bbox_list[i][:4]
  10. bbox2 = all_bbox_list[j][:4]
  11. # 删掉较小的框
  12. if _is_in(bbox1, bbox2):
  13. dump_list.append(all_bbox_list[i])
  14. elif _is_in(bbox2, bbox1):
  15. dump_list.append(all_bbox_list[j])
  16. # 遍历需要删除的列表中的每个元素
  17. for item in dump_list:
  18. while item in all_bbox_list:
  19. all_bbox_list.remove(item)
  20. return all_bbox_list
  21. def parse_equations(page_ID: int, page: fitz.Page, json_from_DocXchain_obj: dict):
  22. """
  23. :param page_ID: int类型,当前page在当前pdf文档中是第page_D页。
  24. :param page :fitz读取的当前页的内容
  25. :param res_dir_path: str类型,是每一个pdf文档,在当前.py文件的目录下生成一个与pdf文档同名的文件夹,res_dir_path就是文件夹的dir
  26. :param json_from_DocXchain_obj: dict类型,把pdf文档送入DocXChain模型中后,提取bbox,结果保存到pdf文档同名文件夹下的 page_ID.json文件中了。json_from_DocXchain_obj就是打开后的dict
  27. """
  28. DPI = 72 # use this resolution
  29. pix = page.get_pixmap(dpi=DPI)
  30. pageL = 0
  31. pageR = int(pix.w)
  32. pageU = 0
  33. pageD = int(pix.h)
  34. #--------- 通过json_from_DocXchain来获取 table ---------#
  35. equationEmbedding_from_DocXChain_bboxs = []
  36. equationIsolated_from_DocXChain_bboxs = []
  37. xf_json = json_from_DocXchain_obj
  38. width_from_json = xf_json['page_info']['width']
  39. height_from_json = xf_json['page_info']['height']
  40. LR_scaleRatio = width_from_json / (pageR - pageL)
  41. UD_scaleRatio = height_from_json / (pageD - pageU)
  42. for xf in xf_json['layout_dets']:
  43. # {0: 'title', 1: 'figure', 2: 'plain text', 3: 'header', 4: 'page number', 5: 'footnote', 6: 'footer', 7: 'table', 8: 'table caption', 9: 'figure caption', 10: 'equation', 11: 'full column', 12: 'sub column'}
  44. L = xf['poly'][0] / LR_scaleRatio
  45. U = xf['poly'][1] / UD_scaleRatio
  46. R = xf['poly'][2] / LR_scaleRatio
  47. D = xf['poly'][5] / UD_scaleRatio
  48. # L += pageL # 有的页面,artBox偏移了。不在(0,0)
  49. # R += pageL
  50. # U += pageU
  51. # D += pageU
  52. L, R = min(L, R), max(L, R)
  53. U, D = min(U, D), max(U, D)
  54. # equation
  55. img_suffix = f"{page_ID}_{int(L)}_{int(U)}_{int(R)}_{int(D)}"
  56. if xf['category_id'] == 13 and xf['score'] >= 0.3:
  57. latex_text = xf.get("latex", "EmptyInlineEquationResult")
  58. debugable_latex_text = f"{latex_text}|{img_suffix}"
  59. equationEmbedding_from_DocXChain_bboxs.append((L, U, R, D, latex_text))
  60. if xf['category_id'] == 14 and xf['score'] >= 0.3:
  61. latex_text = xf.get("latex", "EmptyInterlineEquationResult")
  62. debugable_latex_text = f"{latex_text}|{img_suffix}"
  63. equationIsolated_from_DocXChain_bboxs.append((L, U, R, D, latex_text))
  64. #---------------------------------------- 排序,编号,保存 -----------------------------------------#
  65. equationIsolated_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  66. equationIsolated_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  67. equationEmbedding_from_DocXChain_names = []
  68. equationEmbedding_ID = 0
  69. equationIsolated_from_DocXChain_names = []
  70. equationIsolated_ID = 0
  71. for L, U, R, D, _ in equationEmbedding_from_DocXChain_bboxs:
  72. if not(L < R and U < D):
  73. continue
  74. try:
  75. # cur_equation = page.get_pixmap(clip=(L,U,R,D))
  76. new_equation_name = "equationEmbedding_{}_{}.png".format(page_ID, equationEmbedding_ID) # 公式name
  77. # cur_equation.save(res_dir_path + '/' + new_equation_name) # 把公式存出在新建的文件夹,并命名
  78. equationEmbedding_from_DocXChain_names.append(new_equation_name) # 把公式的名字存在list中,方便在md中插入引用
  79. equationEmbedding_ID += 1
  80. except:
  81. pass
  82. for L, U, R, D, _ in equationIsolated_from_DocXChain_bboxs:
  83. if not(L < R and U < D):
  84. continue
  85. try:
  86. # cur_equation = page.get_pixmap(clip=(L,U,R,D))
  87. new_equation_name = "equationEmbedding_{}_{}.png".format(page_ID, equationIsolated_ID) # 公式name
  88. # cur_equation.save(res_dir_path + '/' + new_equation_name) # 把公式存出在新建的文件夹,并命名
  89. equationIsolated_from_DocXChain_names.append(new_equation_name) # 把公式的名字存在list中,方便在md中插入引用
  90. equationIsolated_ID += 1
  91. except:
  92. pass
  93. equationEmbedding_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  94. equationIsolated_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  95. """根据pdf可视区域,调整bbox的坐标"""
  96. cropbox = page.cropbox
  97. if cropbox[0]!=page.rect[0] or cropbox[1]!=page.rect[1]:
  98. for eq_box in equationEmbedding_from_DocXChain_bboxs:
  99. eq_box = [eq_box[0]+cropbox[0], eq_box[1]+cropbox[1], eq_box[2]+cropbox[0], eq_box[3]+cropbox[1], eq_box[4]]
  100. for eq_box in equationIsolated_from_DocXChain_bboxs:
  101. eq_box = [eq_box[0]+cropbox[0], eq_box[1]+cropbox[1], eq_box[2]+cropbox[0], eq_box[3]+cropbox[1], eq_box[4]]
  102. deduped_embedding_eq_bboxes = __solve_contain_bboxs(equationEmbedding_from_DocXChain_bboxs)
  103. return deduped_embedding_eq_bboxes, equationIsolated_from_DocXChain_bboxs