detect_equation.py 6.1 KB

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  1. import os
  2. import collections # 统计库
  3. import re
  4. from libs.boxbase import _is_in # 正则
  5. from libs.commons import fitz # pyMuPDF库
  6. import json # json
  7. from pathlib import Path
  8. def __solve_contain_bboxs(all_bbox_list: list):
  9. """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"""
  10. dump_list = []
  11. for i in range(len(all_bbox_list)):
  12. for j in range(i + 1, len(all_bbox_list)):
  13. # 获取当前两个值
  14. bbox1 = all_bbox_list[i][:4]
  15. bbox2 = all_bbox_list[j][:4]
  16. # 删掉较小的框
  17. if _is_in(bbox1, bbox2):
  18. dump_list.append(all_bbox_list[i])
  19. elif _is_in(bbox2, bbox1):
  20. dump_list.append(all_bbox_list[j])
  21. # 遍历需要删除的列表中的每个元素
  22. for item in dump_list:
  23. while item in all_bbox_list:
  24. all_bbox_list.remove(item)
  25. return all_bbox_list
  26. def parse_equations(page_ID: int, page: fitz.Page, json_from_DocXchain_obj: dict):
  27. """
  28. :param page_ID: int类型,当前page在当前pdf文档中是第page_D页。
  29. :param page :fitz读取的当前页的内容
  30. :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
  31. :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
  32. """
  33. DPI = 72 # use this resolution
  34. pix = page.get_pixmap(dpi=DPI)
  35. pageL = 0
  36. pageR = int(pix.w)
  37. pageU = 0
  38. pageD = int(pix.h)
  39. #--------- 通过json_from_DocXchain来获取 table ---------#
  40. equationEmbedding_from_DocXChain_bboxs = []
  41. equationIsolated_from_DocXChain_bboxs = []
  42. xf_json = json_from_DocXchain_obj
  43. width_from_json = xf_json['page_info']['width']
  44. height_from_json = xf_json['page_info']['height']
  45. LR_scaleRatio = width_from_json / (pageR - pageL)
  46. UD_scaleRatio = height_from_json / (pageD - pageU)
  47. for xf in xf_json['layout_dets']:
  48. # {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'}
  49. L = xf['poly'][0] / LR_scaleRatio
  50. U = xf['poly'][1] / UD_scaleRatio
  51. R = xf['poly'][2] / LR_scaleRatio
  52. D = xf['poly'][5] / UD_scaleRatio
  53. # L += pageL # 有的页面,artBox偏移了。不在(0,0)
  54. # R += pageL
  55. # U += pageU
  56. # D += pageU
  57. L, R = min(L, R), max(L, R)
  58. U, D = min(U, D), max(U, D)
  59. # equation
  60. img_suffix = f"{page_ID}_{int(L)}_{int(U)}_{int(R)}_{int(D)}"
  61. if xf['category_id'] == 13 and xf['score'] >= 0.3:
  62. latex_text = xf.get("latex", "EmptyInlineEquationResult")
  63. debugable_latex_text = f"{latex_text}|{img_suffix}"
  64. equationEmbedding_from_DocXChain_bboxs.append((L, U, R, D, latex_text))
  65. if xf['category_id'] == 14 and xf['score'] >= 0.3:
  66. latex_text = xf.get("latex", "EmptyInterlineEquationResult")
  67. debugable_latex_text = f"{latex_text}|{img_suffix}"
  68. equationIsolated_from_DocXChain_bboxs.append((L, U, R, D, latex_text))
  69. #---------------------------------------- 排序,编号,保存 -----------------------------------------#
  70. equationIsolated_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  71. equationIsolated_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  72. equationEmbedding_from_DocXChain_names = []
  73. equationEmbedding_ID = 0
  74. equationIsolated_from_DocXChain_names = []
  75. equationIsolated_ID = 0
  76. for L, U, R, D, _ in equationEmbedding_from_DocXChain_bboxs:
  77. if not(L < R and U < D):
  78. continue
  79. try:
  80. # cur_equation = page.get_pixmap(clip=(L,U,R,D))
  81. new_equation_name = "equationEmbedding_{}_{}.png".format(page_ID, equationEmbedding_ID) # 公式name
  82. # cur_equation.save(res_dir_path + '/' + new_equation_name) # 把公式存出在新建的文件夹,并命名
  83. 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
  84. equationEmbedding_ID += 1
  85. except:
  86. pass
  87. for L, U, R, D, _ in equationIsolated_from_DocXChain_bboxs:
  88. if not(L < R and U < D):
  89. continue
  90. try:
  91. # cur_equation = page.get_pixmap(clip=(L,U,R,D))
  92. new_equation_name = "equationEmbedding_{}_{}.png".format(page_ID, equationIsolated_ID) # 公式name
  93. # cur_equation.save(res_dir_path + '/' + new_equation_name) # 把公式存出在新建的文件夹,并命名
  94. 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
  95. equationIsolated_ID += 1
  96. except:
  97. pass
  98. equationEmbedding_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  99. equationIsolated_from_DocXChain_bboxs.sort(key = lambda LURD: (LURD[1], LURD[0]))
  100. """根据pdf可视区域,调整bbox的坐标"""
  101. cropbox = page.cropbox
  102. if cropbox[0]!=page.rect[0] or cropbox[1]!=page.rect[1]:
  103. for eq_box in equationEmbedding_from_DocXChain_bboxs:
  104. 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]]
  105. for eq_box in equationIsolated_from_DocXChain_bboxs:
  106. 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]]
  107. deduped_embedding_eq_bboxes = __solve_contain_bboxs(equationEmbedding_from_DocXChain_bboxs)
  108. return deduped_embedding_eq_bboxes, equationIsolated_from_DocXChain_bboxs