ocr_span_list_modify.py 10 KB

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  1. from loguru import logger
  2. from magic_pdf.libs.boxbase import calculate_overlap_area_in_bbox1_area_ratio, get_minbox_if_overlap_by_ratio, \
  3. __is_overlaps_y_exceeds_threshold
  4. from magic_pdf.libs.drop_tag import DropTag
  5. from magic_pdf.libs.ocr_content_type import ContentType, BlockType
  6. def remove_overlaps_min_spans(spans):
  7. dropped_spans = []
  8. # 删除重叠spans中较小的那些
  9. for span1 in spans:
  10. for span2 in spans:
  11. if span1 != span2:
  12. overlap_box = get_minbox_if_overlap_by_ratio(span1['bbox'], span2['bbox'], 0.65)
  13. if overlap_box is not None:
  14. span_need_remove = next((span for span in spans if span['bbox'] == overlap_box), None)
  15. if span_need_remove is not None and span_need_remove not in dropped_spans:
  16. dropped_spans.append(span_need_remove)
  17. if len(dropped_spans) > 0:
  18. for span_need_remove in dropped_spans:
  19. spans.remove(span_need_remove)
  20. span_need_remove['tag'] = DropTag.SPAN_OVERLAP
  21. return spans, dropped_spans
  22. def remove_spans_by_bboxes(spans, need_remove_spans_bboxes):
  23. # 遍历spans, 判断是否在removed_span_block_bboxes中
  24. # 如果是, 则删除该span 否则, 保留该span
  25. need_remove_spans = []
  26. for span in spans:
  27. for removed_bbox in need_remove_spans_bboxes:
  28. if calculate_overlap_area_in_bbox1_area_ratio(span['bbox'], removed_bbox) > 0.5:
  29. if span not in need_remove_spans:
  30. need_remove_spans.append(span)
  31. break
  32. if len(need_remove_spans) > 0:
  33. for span in need_remove_spans:
  34. spans.remove(span)
  35. return spans
  36. def remove_spans_by_bboxes_dict(spans, need_remove_spans_bboxes_dict):
  37. dropped_spans = []
  38. for drop_tag, removed_bboxes in need_remove_spans_bboxes_dict.items():
  39. # logger.info(f"remove spans by bbox dict, drop_tag: {drop_tag}, removed_bboxes: {removed_bboxes}")
  40. need_remove_spans = []
  41. for span in spans:
  42. # 通过判断span的bbox是否在removed_bboxes中, 判断是否需要删除该span
  43. for removed_bbox in removed_bboxes:
  44. if calculate_overlap_area_in_bbox1_area_ratio(span['bbox'], removed_bbox) > 0.5:
  45. need_remove_spans.append(span)
  46. break
  47. # 当drop_tag为DropTag.FOOTNOTE时, 判断span是否在removed_bboxes中任意一个的下方,如果是,则删除该span
  48. elif drop_tag == DropTag.FOOTNOTE and (span['bbox'][1] + span['bbox'][3]) / 2 > removed_bbox[3] and \
  49. removed_bbox[0] < (span['bbox'][0] + span['bbox'][2]) / 2 < removed_bbox[2]:
  50. need_remove_spans.append(span)
  51. break
  52. for span in need_remove_spans:
  53. spans.remove(span)
  54. span['tag'] = drop_tag
  55. dropped_spans.append(span)
  56. return spans, dropped_spans
  57. def adjust_bbox_for_standalone_block(spans):
  58. # 对tpye=["interline_equation", "image", "table"]进行额外处理,如果左边有字的话,将该span的bbox中y0调整至不高于文字的y0
  59. for sb_span in spans:
  60. if sb_span['type'] in [ContentType.InterlineEquation, ContentType.Image, ContentType.Table]:
  61. for text_span in spans:
  62. if text_span['type'] in [ContentType.Text, ContentType.InlineEquation]:
  63. # 判断span2的纵向高度是否被span所覆盖
  64. if sb_span['bbox'][1] < text_span['bbox'][1] and sb_span['bbox'][3] > text_span['bbox'][3]:
  65. # 判断span2是否在span左边
  66. if text_span['bbox'][0] < sb_span['bbox'][0]:
  67. # 调整span的y0和span2的y0一致
  68. sb_span['bbox'][1] = text_span['bbox'][1]
  69. return spans
  70. def modify_y_axis(spans: list, displayed_list: list, text_inline_lines: list):
  71. # displayed_list = []
  72. # 如果spans为空,则不处理
  73. if len(spans) == 0:
  74. pass
  75. else:
  76. spans.sort(key=lambda span: span['bbox'][1])
  77. lines = []
  78. current_line = [spans[0]]
  79. if spans[0]["type"] in [ContentType.InterlineEquation, ContentType.Image, ContentType.Table]:
  80. displayed_list.append(spans[0])
  81. line_first_y0 = spans[0]["bbox"][1]
  82. line_first_y = spans[0]["bbox"][3]
  83. # 用于给行间公式搜索
  84. # text_inline_lines = []
  85. for span in spans[1:]:
  86. # if span.get("content","") == "78.":
  87. # print("debug")
  88. # 如果当前的span类型为"interline_equation" 或者 当前行中已经有"interline_equation"
  89. # image和table类型,同上
  90. if span['type'] in [ContentType.InterlineEquation, ContentType.Image, ContentType.Table] or any(
  91. s['type'] in [ContentType.InterlineEquation, ContentType.Image, ContentType.Table] for s in
  92. current_line):
  93. # 传入
  94. if span["type"] in [ContentType.InterlineEquation, ContentType.Image, ContentType.Table]:
  95. displayed_list.append(span)
  96. # 则开始新行
  97. lines.append(current_line)
  98. if len(current_line) > 1 or current_line[0]["type"] in [ContentType.Text, ContentType.InlineEquation]:
  99. text_inline_lines.append((current_line, (line_first_y0, line_first_y)))
  100. current_line = [span]
  101. line_first_y0 = span["bbox"][1]
  102. line_first_y = span["bbox"][3]
  103. continue
  104. # 如果当前的span与当前行的最后一个span在y轴上重叠,则添加到当前行
  105. if __is_overlaps_y_exceeds_threshold(span['bbox'], current_line[-1]['bbox']):
  106. if span["type"] == "text":
  107. line_first_y0 = span["bbox"][1]
  108. line_first_y = span["bbox"][3]
  109. current_line.append(span)
  110. else:
  111. # 否则,开始新行
  112. lines.append(current_line)
  113. text_inline_lines.append((current_line, (line_first_y0, line_first_y)))
  114. current_line = [span]
  115. line_first_y0 = span["bbox"][1]
  116. line_first_y = span["bbox"][3]
  117. # 添加最后一行
  118. if current_line:
  119. lines.append(current_line)
  120. if len(current_line) > 1 or current_line[0]["type"] in [ContentType.Text, ContentType.InlineEquation]:
  121. text_inline_lines.append((current_line, (line_first_y0, line_first_y)))
  122. for line in text_inline_lines:
  123. # 按照x0坐标排序
  124. current_line = line[0]
  125. current_line.sort(key=lambda span: span['bbox'][0])
  126. # 调整每一个文字行内bbox统一
  127. for line in text_inline_lines:
  128. current_line, (line_first_y0, line_first_y) = line
  129. for span in current_line:
  130. span["bbox"][1] = line_first_y0
  131. span["bbox"][3] = line_first_y
  132. # return spans, displayed_list, text_inline_lines
  133. def modify_inline_equation(spans: list, displayed_list: list, text_inline_lines: list):
  134. # 错误行间公式转行内公式
  135. j = 0
  136. for i in range(len(displayed_list)):
  137. # if i == 8:
  138. # print("debug")
  139. span = displayed_list[i]
  140. span_y0, span_y = span["bbox"][1], span["bbox"][3]
  141. while j < len(text_inline_lines):
  142. text_line = text_inline_lines[j]
  143. y0, y1 = text_line[1]
  144. if (
  145. span_y0 < y0 < span_y or span_y0 < y1 < span_y or span_y0 < y0 and span_y > y1
  146. ) and __is_overlaps_y_exceeds_threshold(
  147. span['bbox'], (0, y0, 0, y1)
  148. ):
  149. # 调整公式类型
  150. if span["type"] == ContentType.InterlineEquation:
  151. # 最后一行是行间公式
  152. if j + 1 >= len(text_inline_lines):
  153. span["type"] = ContentType.InlineEquation
  154. span["bbox"][1] = y0
  155. span["bbox"][3] = y1
  156. else:
  157. # 行间公式旁边有多行文字或者行间公式比文字高3倍则不转换
  158. y0_next, y1_next = text_inline_lines[j + 1][1]
  159. if not __is_overlaps_y_exceeds_threshold(span['bbox'], (0, y0_next, 0, y1_next)) and 3 * (
  160. y1 - y0) > span_y - span_y0:
  161. span["type"] = ContentType.InlineEquation
  162. span["bbox"][1] = y0
  163. span["bbox"][3] = y1
  164. break
  165. elif span_y < y0 or span_y0 < y0 < span_y and not __is_overlaps_y_exceeds_threshold(span['bbox'],
  166. (0, y0, 0, y1)):
  167. break
  168. else:
  169. j += 1
  170. return spans
  171. def get_qa_need_list(blocks):
  172. # 创建 images, tables, interline_equations, inline_equations 的副本
  173. images = []
  174. tables = []
  175. interline_equations = []
  176. inline_equations = []
  177. for block in blocks:
  178. for line in block["lines"]:
  179. for span in line["spans"]:
  180. if span["type"] == ContentType.Image:
  181. images.append(span)
  182. elif span["type"] == ContentType.Table:
  183. tables.append(span)
  184. elif span["type"] == ContentType.InlineEquation:
  185. inline_equations.append(span)
  186. elif span["type"] == ContentType.InterlineEquation:
  187. interline_equations.append(span)
  188. else:
  189. continue
  190. return images, tables, interline_equations, inline_equations
  191. def get_qa_need_list_v2(blocks):
  192. # 创建 images, tables, interline_equations, inline_equations 的副本
  193. images = []
  194. tables = []
  195. interline_equations = []
  196. for block in blocks:
  197. if block["type"] == BlockType.Image:
  198. images.append(block)
  199. elif block["type"] == BlockType.Table:
  200. tables.append(block)
  201. elif block["type"] == BlockType.InterlineEquation:
  202. interline_equations.append(block)
  203. return images, tables, interline_equations