ocr_mkcontent.py 11 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279
  1. from loguru import logger
  2. from magic_pdf.libs.commons import join_path
  3. from magic_pdf.libs.language import detect_lang
  4. from magic_pdf.libs.markdown_utils import ocr_escape_special_markdown_char
  5. from magic_pdf.libs.ocr_content_type import ContentType, BlockType
  6. import wordninja
  7. import re
  8. def split_long_words(text):
  9. segments = text.split(' ')
  10. for i in range(len(segments)):
  11. words = re.findall(r'\w+|[^\w\s]', segments[i], re.UNICODE)
  12. for j in range(len(words)):
  13. if len(words[j]) > 15:
  14. words[j] = ' '.join(wordninja.split(words[j]))
  15. segments[i] = ''.join(words)
  16. return ' '.join(segments)
  17. def ocr_mk_mm_markdown_with_para(pdf_info_list: list, img_buket_path):
  18. markdown = []
  19. for page_info in pdf_info_list:
  20. paras_of_layout = page_info.get("para_blocks")
  21. page_markdown = ocr_mk_markdown_with_para_core_v2(paras_of_layout, "mm", img_buket_path)
  22. markdown.extend(page_markdown)
  23. return '\n\n'.join(markdown)
  24. def ocr_mk_nlp_markdown_with_para(pdf_info_dict: list):
  25. markdown = []
  26. for page_info in pdf_info_dict:
  27. paras_of_layout = page_info.get("para_blocks")
  28. page_markdown = ocr_mk_markdown_with_para_core_v2(paras_of_layout, "nlp")
  29. markdown.extend(page_markdown)
  30. return '\n\n'.join(markdown)
  31. def ocr_mk_mm_markdown_with_para_and_pagination(pdf_info_dict: list, img_buket_path):
  32. markdown_with_para_and_pagination = []
  33. page_no = 0
  34. for page_info in pdf_info_dict:
  35. paras_of_layout = page_info.get("para_blocks")
  36. if not paras_of_layout:
  37. continue
  38. page_markdown = ocr_mk_markdown_with_para_core_v2(paras_of_layout, "mm", img_buket_path)
  39. markdown_with_para_and_pagination.append({
  40. 'page_no': page_no,
  41. 'md_content': '\n\n'.join(page_markdown)
  42. })
  43. page_no += 1
  44. return markdown_with_para_and_pagination
  45. def ocr_mk_markdown_with_para_core(paras_of_layout, mode, img_buket_path=""):
  46. page_markdown = []
  47. for paras in paras_of_layout:
  48. for para in paras:
  49. para_text = ''
  50. for line in para:
  51. for span in line['spans']:
  52. span_type = span.get('type')
  53. content = ''
  54. language = ''
  55. if span_type == ContentType.Text:
  56. content = span['content']
  57. language = detect_lang(content)
  58. if language == 'en': # 只对英文长词进行分词处理,中文分词会丢失文本
  59. content = ocr_escape_special_markdown_char(split_long_words(content))
  60. else:
  61. content = ocr_escape_special_markdown_char(content)
  62. elif span_type == ContentType.InlineEquation:
  63. content = f"${span['content']}$"
  64. elif span_type == ContentType.InterlineEquation:
  65. content = f"\n$$\n{span['content']}\n$$\n"
  66. elif span_type in [ContentType.Image, ContentType.Table]:
  67. if mode == 'mm':
  68. content = f"\n![]({join_path(img_buket_path, span['image_path'])})\n"
  69. elif mode == 'nlp':
  70. pass
  71. if content != '':
  72. if language == 'en': # 英文语境下 content间需要空格分隔
  73. para_text += content + ' '
  74. else: # 中文语境下,content间不需要空格分隔
  75. para_text += content
  76. if para_text.strip() == '':
  77. continue
  78. else:
  79. page_markdown.append(para_text.strip() + ' ')
  80. return page_markdown
  81. def ocr_mk_markdown_with_para_core_v2(paras_of_layout, mode, img_buket_path=""):
  82. page_markdown = []
  83. for para_block in paras_of_layout:
  84. para_text = ''
  85. para_type = para_block.get('type')
  86. if para_type == BlockType.Text:
  87. para_text = merge_para_with_text(para_block)
  88. elif para_type == BlockType.Title:
  89. para_text = f"# {merge_para_with_text(para_block)}"
  90. elif para_type == BlockType.InterlineEquation:
  91. para_text = merge_para_with_text(para_block)
  92. elif para_type == BlockType.Image:
  93. if mode == 'nlp':
  94. continue
  95. elif mode == 'mm':
  96. img_blocks = para_block.get('blocks')
  97. for img_block in img_blocks:
  98. if img_block.get('type') == BlockType.ImageBody:
  99. for line in img_block.get('lines'):
  100. for span in line['spans']:
  101. if span.get('type') == ContentType.Image:
  102. para_text = f"\n![]({join_path(img_buket_path, span['image_path'])})\n"
  103. for img_block in img_blocks:
  104. if img_block.get('type') == BlockType.ImageCaption:
  105. para_text += merge_para_with_text(img_block)
  106. elif para_type == BlockType.Table:
  107. if mode == 'nlp':
  108. continue
  109. elif mode == 'mm':
  110. table_blocks = para_block.get('blocks')
  111. for table_block in table_blocks:
  112. if table_block.get('type') == BlockType.TableBody:
  113. for line in table_block.get('lines'):
  114. for span in line['spans']:
  115. if span.get('type') == ContentType.Table:
  116. para_text = f"\n![]({join_path(img_buket_path, span['image_path'])})\n"
  117. for table_block in table_blocks:
  118. if table_block.get('type') == BlockType.TableCaption:
  119. para_text += merge_para_with_text(table_block)
  120. elif table_block.get('type') == BlockType.TableFootnote:
  121. para_text += merge_para_with_text(table_block)
  122. if para_text.strip() == '':
  123. continue
  124. else:
  125. page_markdown.append(para_text.strip() + ' ')
  126. return page_markdown
  127. def merge_para_with_text(para):
  128. para_text = ''
  129. for line in para['lines']:
  130. for span in line['spans']:
  131. span_type = span.get('type')
  132. content = ''
  133. language = ''
  134. if span_type == ContentType.Text:
  135. content = span['content']
  136. language = detect_lang(content)
  137. if language == 'en': # 只对英文长词进行分词处理,中文分词会丢失文本
  138. content = ocr_escape_special_markdown_char(split_long_words(content))
  139. else:
  140. content = ocr_escape_special_markdown_char(content)
  141. elif span_type == ContentType.InlineEquation:
  142. content = f"${span['content']}$"
  143. elif span_type == ContentType.InterlineEquation:
  144. content = f"\n$$\n{span['content']}\n$$\n"
  145. if content != '':
  146. if language == 'en': # 英文语境下 content间需要空格分隔
  147. para_text += content + ' '
  148. else: # 中文语境下,content间不需要空格分隔
  149. para_text += content
  150. return para_text
  151. def para_to_standard_format(para, img_buket_path):
  152. para_content = {}
  153. if len(para) == 1:
  154. para_content = line_to_standard_format(para[0], img_buket_path)
  155. elif len(para) > 1:
  156. para_text = ''
  157. inline_equation_num = 0
  158. for line in para:
  159. for span in line['spans']:
  160. language = ''
  161. span_type = span.get('type')
  162. content = ""
  163. if span_type == ContentType.Text:
  164. content = span['content']
  165. language = detect_lang(content)
  166. if language == 'en': # 只对英文长词进行分词处理,中文分词会丢失文本
  167. content = ocr_escape_special_markdown_char(split_long_words(content))
  168. else:
  169. content = ocr_escape_special_markdown_char(content)
  170. elif span_type == ContentType.InlineEquation:
  171. content = f"${span['content']}$"
  172. inline_equation_num += 1
  173. if language == 'en': # 英文语境下 content间需要空格分隔
  174. para_text += content + ' '
  175. else: # 中文语境下,content间不需要空格分隔
  176. para_text += content
  177. para_content = {
  178. 'type': 'text',
  179. 'text': para_text,
  180. 'inline_equation_num': inline_equation_num
  181. }
  182. return para_content
  183. def make_standard_format_with_para(pdf_info_dict: list, img_buket_path: str):
  184. content_list = []
  185. for page_info in pdf_info_dict:
  186. paras_of_layout = page_info.get("para_blocks")
  187. if not paras_of_layout:
  188. continue
  189. for paras in paras_of_layout:
  190. for para in paras:
  191. para_content = para_to_standard_format(para, img_buket_path)
  192. content_list.append(para_content)
  193. return content_list
  194. def line_to_standard_format(line, img_buket_path):
  195. line_text = ""
  196. inline_equation_num = 0
  197. for span in line['spans']:
  198. if not span.get('content'):
  199. if not span.get('image_path'):
  200. continue
  201. else:
  202. if span['type'] == ContentType.Image:
  203. content = {
  204. 'type': 'image',
  205. 'img_path': join_path(img_buket_path, span['image_path'])
  206. }
  207. return content
  208. elif span['type'] == ContentType.Table:
  209. content = {
  210. 'type': 'table',
  211. 'img_path': join_path(img_buket_path, span['image_path'])
  212. }
  213. return content
  214. else:
  215. if span['type'] == ContentType.InterlineEquation:
  216. interline_equation = span['content']
  217. content = {
  218. 'type': 'equation',
  219. 'latex': f"$$\n{interline_equation}\n$$"
  220. }
  221. return content
  222. elif span['type'] == ContentType.InlineEquation:
  223. inline_equation = span['content']
  224. line_text += f"${inline_equation}$"
  225. inline_equation_num += 1
  226. elif span['type'] == ContentType.Text:
  227. text_content = ocr_escape_special_markdown_char(span['content']) # 转义特殊符号
  228. line_text += text_content
  229. content = {
  230. 'type': 'text',
  231. 'text': line_text,
  232. 'inline_equation_num': inline_equation_num
  233. }
  234. return content
  235. def ocr_mk_mm_standard_format(pdf_info_dict: list):
  236. """
  237. content_list
  238. type string image/text/table/equation(行间的单独拿出来,行内的和text合并)
  239. latex string latex文本字段。
  240. text string 纯文本格式的文本数据。
  241. md string markdown格式的文本数据。
  242. img_path string s3://full/path/to/img.jpg
  243. """
  244. content_list = []
  245. for page_info in pdf_info_dict:
  246. blocks = page_info.get("preproc_blocks")
  247. if not blocks:
  248. continue
  249. for block in blocks:
  250. for line in block['lines']:
  251. content = line_to_standard_format(line)
  252. content_list.append(content)
  253. return content_list