draw_bbox.py 15 KB

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  1. from magic_pdf.libs.commons import fitz # PyMuPDF
  2. from magic_pdf.libs.Constants import CROSS_PAGE
  3. from magic_pdf.libs.ocr_content_type import BlockType, CategoryId, ContentType
  4. from magic_pdf.model.magic_model import MagicModel
  5. def draw_bbox_without_number(i, bbox_list, page, rgb_config, fill_config):
  6. new_rgb = []
  7. for item in rgb_config:
  8. item = float(item) / 255
  9. new_rgb.append(item)
  10. page_data = bbox_list[i]
  11. for bbox in page_data:
  12. x0, y0, x1, y1 = bbox
  13. rect_coords = fitz.Rect(x0, y0, x1, y1) # Define the rectangle
  14. if fill_config:
  15. page.draw_rect(
  16. rect_coords,
  17. color=None,
  18. fill=new_rgb,
  19. fill_opacity=0.3,
  20. width=0.5,
  21. overlay=True,
  22. ) # Draw the rectangle
  23. else:
  24. page.draw_rect(
  25. rect_coords,
  26. color=new_rgb,
  27. fill=None,
  28. fill_opacity=1,
  29. width=0.5,
  30. overlay=True,
  31. ) # Draw the rectangle
  32. def draw_bbox_with_number(i, bbox_list, page, rgb_config, fill_config, draw_bbox=True):
  33. new_rgb = []
  34. for item in rgb_config:
  35. item = float(item) / 255
  36. new_rgb.append(item)
  37. page_data = bbox_list[i]
  38. for j, bbox in enumerate(page_data):
  39. x0, y0, x1, y1 = bbox
  40. rect_coords = fitz.Rect(x0, y0, x1, y1) # Define the rectangle
  41. if draw_bbox:
  42. if fill_config:
  43. page.draw_rect(
  44. rect_coords,
  45. color=None,
  46. fill=new_rgb,
  47. fill_opacity=0.3,
  48. width=0.5,
  49. overlay=True,
  50. ) # Draw the rectangle
  51. else:
  52. page.draw_rect(
  53. rect_coords,
  54. color=new_rgb,
  55. fill=None,
  56. fill_opacity=1,
  57. width=0.5,
  58. overlay=True,
  59. ) # Draw the rectangle
  60. page.insert_text(
  61. (x1+2, y0 + 10), str(j + 1), fontsize=10, color=new_rgb
  62. ) # Insert the index in the top left corner of the rectangle
  63. def draw_layout_bbox(pdf_info, pdf_bytes, out_path, filename):
  64. dropped_bbox_list = []
  65. tables_list, tables_body_list = [], []
  66. tables_caption_list, tables_footnote_list = [], []
  67. imgs_list, imgs_body_list, imgs_caption_list = [], [], []
  68. imgs_footnote_list = []
  69. titles_list = []
  70. texts_list = []
  71. interequations_list = []
  72. for page in pdf_info:
  73. page_dropped_list = []
  74. tables, tables_body, tables_caption, tables_footnote = [], [], [], []
  75. imgs, imgs_body, imgs_caption, imgs_footnote = [], [], [], []
  76. titles = []
  77. texts = []
  78. interequations = []
  79. for dropped_bbox in page['discarded_blocks']:
  80. page_dropped_list.append(dropped_bbox['bbox'])
  81. dropped_bbox_list.append(page_dropped_list)
  82. for block in page['para_blocks']:
  83. bbox = block['bbox']
  84. if block['type'] == BlockType.Table:
  85. tables.append(bbox)
  86. for nested_block in block['blocks']:
  87. bbox = nested_block['bbox']
  88. if nested_block['type'] == BlockType.TableBody:
  89. tables_body.append(bbox)
  90. elif nested_block['type'] == BlockType.TableCaption:
  91. tables_caption.append(bbox)
  92. elif nested_block['type'] == BlockType.TableFootnote:
  93. tables_footnote.append(bbox)
  94. elif block['type'] == BlockType.Image:
  95. imgs.append(bbox)
  96. for nested_block in block['blocks']:
  97. bbox = nested_block['bbox']
  98. if nested_block['type'] == BlockType.ImageBody:
  99. imgs_body.append(bbox)
  100. elif nested_block['type'] == BlockType.ImageCaption:
  101. imgs_caption.append(bbox)
  102. elif nested_block['type'] == BlockType.ImageFootnote:
  103. imgs_footnote.append(bbox)
  104. elif block['type'] == BlockType.Title:
  105. titles.append(bbox)
  106. elif block['type'] == BlockType.Text:
  107. texts.append(bbox)
  108. elif block['type'] == BlockType.InterlineEquation:
  109. interequations.append(bbox)
  110. tables_list.append(tables)
  111. tables_body_list.append(tables_body)
  112. tables_caption_list.append(tables_caption)
  113. tables_footnote_list.append(tables_footnote)
  114. imgs_list.append(imgs)
  115. imgs_body_list.append(imgs_body)
  116. imgs_caption_list.append(imgs_caption)
  117. imgs_footnote_list.append(imgs_footnote)
  118. titles_list.append(titles)
  119. texts_list.append(texts)
  120. interequations_list.append(interequations)
  121. layout_bbox_list = []
  122. for page in pdf_info:
  123. page_block_list = []
  124. for block in page['para_blocks']:
  125. bbox = block['bbox']
  126. page_block_list.append(bbox)
  127. layout_bbox_list.append(page_block_list)
  128. pdf_docs = fitz.open('pdf', pdf_bytes)
  129. for i, page in enumerate(pdf_docs):
  130. draw_bbox_without_number(i, dropped_bbox_list, page, [158, 158, 158],
  131. True)
  132. draw_bbox_without_number(i, tables_list, page, [153, 153, 0],
  133. True) # color !
  134. draw_bbox_without_number(i, tables_body_list, page, [204, 204, 0],
  135. True)
  136. draw_bbox_without_number(i, tables_caption_list, page, [255, 255, 102],
  137. True)
  138. draw_bbox_without_number(i, tables_footnote_list, page,
  139. [229, 255, 204], True)
  140. draw_bbox_without_number(i, imgs_list, page, [51, 102, 0], True)
  141. draw_bbox_without_number(i, imgs_body_list, page, [153, 255, 51], True)
  142. draw_bbox_without_number(i, imgs_caption_list, page, [102, 178, 255],
  143. True)
  144. draw_bbox_without_number(i, imgs_footnote_list, page, [255, 178, 102],
  145. True),
  146. draw_bbox_without_number(i, titles_list, page, [102, 102, 255], True)
  147. draw_bbox_without_number(i, texts_list, page, [153, 0, 76], True)
  148. draw_bbox_without_number(i, interequations_list, page, [0, 255, 0],
  149. True)
  150. draw_bbox_with_number(i, layout_bbox_list, page, [255, 0, 0], False, draw_bbox=False)
  151. # Save the PDF
  152. pdf_docs.save(f'{out_path}/{filename}_layout.pdf')
  153. def draw_span_bbox(pdf_info, pdf_bytes, out_path, filename):
  154. text_list = []
  155. inline_equation_list = []
  156. interline_equation_list = []
  157. image_list = []
  158. table_list = []
  159. dropped_list = []
  160. next_page_text_list = []
  161. next_page_inline_equation_list = []
  162. def get_span_info(span):
  163. if span['type'] == ContentType.Text:
  164. if span.get(CROSS_PAGE, False):
  165. next_page_text_list.append(span['bbox'])
  166. else:
  167. page_text_list.append(span['bbox'])
  168. elif span['type'] == ContentType.InlineEquation:
  169. if span.get(CROSS_PAGE, False):
  170. next_page_inline_equation_list.append(span['bbox'])
  171. else:
  172. page_inline_equation_list.append(span['bbox'])
  173. elif span['type'] == ContentType.InterlineEquation:
  174. page_interline_equation_list.append(span['bbox'])
  175. elif span['type'] == ContentType.Image:
  176. page_image_list.append(span['bbox'])
  177. elif span['type'] == ContentType.Table:
  178. page_table_list.append(span['bbox'])
  179. for page in pdf_info:
  180. page_text_list = []
  181. page_inline_equation_list = []
  182. page_interline_equation_list = []
  183. page_image_list = []
  184. page_table_list = []
  185. page_dropped_list = []
  186. # 将跨页的span放到移动到下一页的列表中
  187. if len(next_page_text_list) > 0:
  188. page_text_list.extend(next_page_text_list)
  189. next_page_text_list.clear()
  190. if len(next_page_inline_equation_list) > 0:
  191. page_inline_equation_list.extend(next_page_inline_equation_list)
  192. next_page_inline_equation_list.clear()
  193. # 构造dropped_list
  194. for block in page['discarded_blocks']:
  195. if block['type'] == BlockType.Discarded:
  196. for line in block['lines']:
  197. for span in line['spans']:
  198. page_dropped_list.append(span['bbox'])
  199. dropped_list.append(page_dropped_list)
  200. # 构造其余useful_list
  201. for block in page['para_blocks']:
  202. if block['type'] in [
  203. BlockType.Text,
  204. BlockType.Title,
  205. BlockType.InterlineEquation,
  206. ]:
  207. for line in block['lines']:
  208. for span in line['spans']:
  209. get_span_info(span)
  210. elif block['type'] in [BlockType.Image, BlockType.Table]:
  211. for sub_block in block['blocks']:
  212. for line in sub_block['lines']:
  213. for span in line['spans']:
  214. get_span_info(span)
  215. text_list.append(page_text_list)
  216. inline_equation_list.append(page_inline_equation_list)
  217. interline_equation_list.append(page_interline_equation_list)
  218. image_list.append(page_image_list)
  219. table_list.append(page_table_list)
  220. pdf_docs = fitz.open('pdf', pdf_bytes)
  221. for i, page in enumerate(pdf_docs):
  222. # 获取当前页面的数据
  223. draw_bbox_without_number(i, text_list, page, [255, 0, 0], False)
  224. draw_bbox_without_number(i, inline_equation_list, page, [0, 255, 0], False)
  225. draw_bbox_without_number(i, interline_equation_list, page, [0, 0, 255], False)
  226. draw_bbox_without_number(i, image_list, page, [255, 204, 0], False)
  227. draw_bbox_without_number(i, table_list, page, [204, 0, 255], False)
  228. draw_bbox_without_number(i, dropped_list, page, [158, 158, 158], False)
  229. # Save the PDF
  230. pdf_docs.save(f'{out_path}/{filename}_spans.pdf')
  231. def draw_model_bbox(model_list: list, pdf_bytes, out_path, filename):
  232. dropped_bbox_list = []
  233. tables_body_list, tables_caption_list, tables_footnote_list = [], [], []
  234. imgs_body_list, imgs_caption_list, imgs_footnote_list = [], [], []
  235. titles_list = []
  236. texts_list = []
  237. interequations_list = []
  238. pdf_docs = fitz.open('pdf', pdf_bytes)
  239. magic_model = MagicModel(model_list, pdf_docs)
  240. for i in range(len(model_list)):
  241. page_dropped_list = []
  242. tables_body, tables_caption, tables_footnote = [], [], []
  243. imgs_body, imgs_caption, imgs_footnote = [], [], []
  244. titles = []
  245. texts = []
  246. interequations = []
  247. page_info = magic_model.get_model_list(i)
  248. layout_dets = page_info['layout_dets']
  249. for layout_det in layout_dets:
  250. bbox = layout_det['bbox']
  251. if layout_det['category_id'] == CategoryId.Text:
  252. texts.append(bbox)
  253. elif layout_det['category_id'] == CategoryId.Title:
  254. titles.append(bbox)
  255. elif layout_det['category_id'] == CategoryId.TableBody:
  256. tables_body.append(bbox)
  257. elif layout_det['category_id'] == CategoryId.TableCaption:
  258. tables_caption.append(bbox)
  259. elif layout_det['category_id'] == CategoryId.TableFootnote:
  260. tables_footnote.append(bbox)
  261. elif layout_det['category_id'] == CategoryId.ImageBody:
  262. imgs_body.append(bbox)
  263. elif layout_det['category_id'] == CategoryId.ImageCaption:
  264. imgs_caption.append(bbox)
  265. elif layout_det[
  266. 'category_id'] == CategoryId.InterlineEquation_YOLO:
  267. interequations.append(bbox)
  268. elif layout_det['category_id'] == CategoryId.Abandon:
  269. page_dropped_list.append(bbox)
  270. elif layout_det['category_id'] == CategoryId.ImageFootnote:
  271. imgs_footnote.append(bbox)
  272. tables_body_list.append(tables_body)
  273. tables_caption_list.append(tables_caption)
  274. tables_footnote_list.append(tables_footnote)
  275. imgs_body_list.append(imgs_body)
  276. imgs_caption_list.append(imgs_caption)
  277. titles_list.append(titles)
  278. texts_list.append(texts)
  279. interequations_list.append(interequations)
  280. dropped_bbox_list.append(page_dropped_list)
  281. imgs_footnote_list.append(imgs_footnote)
  282. for i, page in enumerate(pdf_docs):
  283. draw_bbox_with_number(i, dropped_bbox_list, page, [158, 158, 158],
  284. True) # color !
  285. draw_bbox_with_number(i, tables_body_list, page, [204, 204, 0], True)
  286. draw_bbox_with_number(i, tables_caption_list, page, [255, 255, 102],
  287. True)
  288. draw_bbox_with_number(i, tables_footnote_list, page, [229, 255, 204],
  289. True)
  290. draw_bbox_with_number(i, imgs_body_list, page, [153, 255, 51], True)
  291. draw_bbox_with_number(i, imgs_caption_list, page, [102, 178, 255],
  292. True)
  293. draw_bbox_with_number(i, imgs_footnote_list, page, [255, 178, 102],
  294. True)
  295. draw_bbox_with_number(i, titles_list, page, [102, 102, 255], True)
  296. draw_bbox_with_number(i, texts_list, page, [153, 0, 76], True)
  297. draw_bbox_with_number(i, interequations_list, page, [0, 255, 0], True)
  298. # Save the PDF
  299. pdf_docs.save(f'{out_path}/{filename}_model.pdf')
  300. def draw_line_sort_bbox(pdf_info, pdf_bytes, out_path, filename):
  301. layout_bbox_list = []
  302. for page in pdf_info:
  303. page_line_list = []
  304. for block in page['preproc_blocks']:
  305. if block['type'] in ['text', 'title', 'interline_equation']:
  306. for line in block['lines']:
  307. bbox = line['bbox']
  308. index = line['index']
  309. page_line_list.append({'index': index, 'bbox': bbox})
  310. if block['type'] in ['table', 'image']:
  311. bbox = block['bbox']
  312. index = block['index']
  313. page_line_list.append({'index': index, 'bbox': bbox})
  314. # for line in block['lines']:
  315. # bbox = line['bbox']
  316. # index = line['index']
  317. # page_line_list.append({'index': index, 'bbox': bbox})
  318. sorted_bboxes = sorted(page_line_list, key=lambda x: x['index'])
  319. layout_bbox_list.append(sorted_bbox['bbox'] for sorted_bbox in sorted_bboxes)
  320. pdf_docs = fitz.open('pdf', pdf_bytes)
  321. for i, page in enumerate(pdf_docs):
  322. draw_bbox_with_number(i, layout_bbox_list, page, [255, 0, 0], False)
  323. pdf_docs.save(f'{out_path}/{filename}_line_sort.pdf')
  324. def draw_layout_sort_bbox(pdf_info, pdf_bytes, out_path, filename):
  325. layout_bbox_list = []
  326. for page in pdf_info:
  327. page_block_list = []
  328. for block in page['para_blocks']:
  329. bbox = block['bbox']
  330. page_block_list.append(bbox)
  331. layout_bbox_list.append(page_block_list)
  332. pdf_docs = fitz.open('pdf', pdf_bytes)
  333. for i, page in enumerate(pdf_docs):
  334. draw_bbox_with_number(i, layout_bbox_list, page, [255, 0, 0], False)
  335. pdf_docs.save(f'{out_path}/{filename}_layout_sort.pdf')