document_.py 25 KB

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  1. '''
  2. 招投标文件预审查
  3. 1. 解析Bidding_document_extract中all_tables.json结果
  4. '''
  5. from tools import BaseMethods
  6. from pprint import pprint
  7. import re
  8. import logging
  9. import requests
  10. # from bidding_document_extract.get_Bidding_info import PdfExtractAttr_
  11. # from bidding_document_extract.get_bidding_info import PdfExtractAttr
  12. chinese_num_map = {
  13. '零': 0,
  14. '一': 1,
  15. '二': 2,
  16. '三': 3,
  17. '四': 4,
  18. '五': 5,
  19. '六': 6,
  20. '七': 7,
  21. '八': 8,
  22. '九': 9,
  23. '十': 10
  24. }
  25. def create_logger(log_path):
  26. """
  27. 将日志输出到日志文件和控制台
  28. """
  29. logger = logging.getLogger()
  30. logger.setLevel(logging.INFO)
  31. formatter = logging.Formatter(
  32. '%(asctime)s - %(levelname)s - %(message)s')
  33. # 创建一个handler,用于写入日志文件
  34. file_handler = logging.FileHandler(
  35. filename=log_path, mode='w')
  36. file_handler.setFormatter(formatter)
  37. file_handler.setLevel(logging.INFO)
  38. logger.addHandler(file_handler)
  39. # 创建一个handler,用于将日志输出到控制台
  40. console = logging.StreamHandler()
  41. console.setLevel(logging.DEBUG)
  42. console.setFormatter(formatter)
  43. logger.addHandler(console)
  44. return logger
  45. log_path = "code/logs/logs.log"
  46. logger = create_logger(log_path=log_path)
  47. class DocumentPreReview():
  48. def __init__(self) -> None:
  49. self.bm = BaseMethods()
  50. # self.agent_ = PdfExtractAttr_(file_path=self.file_path)
  51. # self.agent = PdfExtractAttr(file_path=self.file_path)
  52. self.Bidding_tables = self.get_Bidding_table()
  53. self.contexts = self.get_Bidding_contexts()
  54. self.announcement = self.get_announcement()
  55. self.Bidding_context = self.get_Bidding_json()
  56. self.tender_context = self.get_tender_context()
  57. self.chinese_num_map = chinese_num_map
  58. def get_Bidding_contexts(self, file_path:str = 'data/预审查数据/contexts.json'):
  59. ''' get contexts by page
  60. '''
  61. contexts = self.bm.json_read(file_path)
  62. return contexts
  63. def get_Bidding_table(self):
  64. ''' get table data
  65. '''
  66. # file_path = "data/预审查数据/all_tables.json"
  67. file_path = "data/预审查数据/三峡左岸及电源电站中央空调系统监控系统改造招标文件-发售版-table.json"
  68. all_tables = self.bm.json_read(file_path)
  69. return all_tables
  70. def get_Bidding_json(self):
  71. ''' read json to get context
  72. '''
  73. file_path = "data/预审查数据/Bidding_contents_2022-2025年度三峡电站9台机组检修密封加工制作重新招标招标文件印刷版.json"
  74. Bidding_context = self.bm.json_read(file_path)
  75. return Bidding_context
  76. def get_tender_context(self):
  77. ''' read the tender context '''
  78. file_path = "data/预审查数据/南方电网数字研究院有限公司_bidding_content.json"
  79. tender_context = self.bm.json_read(file_path)
  80. return tender_context
  81. def _scrutinize_judge(self, tag:str):
  82. ''' Clause number content judgment
  83. 商务 技术 报价 评审 评分 标准
  84. '''
  85. scrutinize_tuple = ("商务","技术","报价","评审","评分","标准")
  86. hit_num = 0
  87. for scru in scrutinize_tuple:
  88. if scru in tag: hit_num+= 1
  89. if hit_num>=3: return True
  90. else: return False
  91. def get_table(self):
  92. ''' parse the Bidding_tables.json file to get the table data from it.
  93. '''
  94. all_tables = self.Bidding_tables
  95. # 招标文件内容中预审查
  96. tag_sign = ''
  97. tag_list = ("形式评审标准", "资格评审标准", "响应性评审标准")
  98. tag_dict = dict([(tag,[]) for tag in tag_list])
  99. # 招标文件内容中清标表格数据
  100. # scrutinize_tuple = ("商务部分评分标准","技术部分评审标准","技术部分评分标准","投标报价评审标准","报价部分评审标准","报价评分标准","报价部分评分标准")
  101. scrutinize_dict = {}
  102. scrutinize_page = 0
  103. scrutinize_index = 0
  104. scrutinize_Initial_title_len = 0 # 详审位置标记
  105. record_page = 0
  106. bidder_know = {} # 投标人须知前附表
  107. for partial_form in all_tables:
  108. table_name = partial_form['table_name']
  109. page_number = partial_form['page_numbers']
  110. title_len = partial_form['title_len']
  111. tables = partial_form["table"]
  112. if '投标人须知前附表' == table_name:
  113. record_page = page_number[0]
  114. if page_number[0] < record_page + 3:
  115. for table in tables[1:]:
  116. if '条' in table: continue # 存在BUG
  117. try:
  118. if table[0] and table[0] not in bidder_know: bidder_know[table[0]] = []
  119. if table[0]: bidder_know[table[0]].append({"条款名称":table[1],"编列内容":table[2]})
  120. except:
  121. logger.error('该文件中的投标人须知前附表部分表格没有边框,只有中间部分表格存在边框,提取代码认为只有边框存在才被判定为表格内容')
  122. if '评标方法' in table_name:
  123. table_name = table_name.strip().replace("\n","")
  124. if table_name == "评标办法前附表":
  125. table_page_num = page_number[0]
  126. inital_data = tables[0]
  127. # confirm data location
  128. regulation_number_index = inital_data.index("条款号")
  129. evaluation_factor_index = inital_data.index("评审因素")
  130. evaluation_criteria_index = inital_data.index("评审标准")
  131. for table in tables[1:]:
  132. tag = table[regulation_number_index+1]
  133. if tag: tag = tag.strip().replace("\n","")
  134. if tag:
  135. tag_sign = tag
  136. evaluation_factor,evaluation_criteria = table[evaluation_factor_index],table[evaluation_criteria_index]
  137. if tag_sign in tag_dict:
  138. tag_dict[tag_sign].append({"评审因素":evaluation_factor.strip().replace("\n",""),
  139. "评审标准":evaluation_criteria.strip().replace("\n","")})
  140. if '评分因素' in table or '评分标准' in table:
  141. scrutinize_page = table_page_num
  142. scrutinize_Initial_title_len = title_len
  143. if not scrutinize_page: scrutinize_page = table_page_num+1
  144. ''' scrutinize '''
  145. if (scrutinize_page == page_number[0] and scrutinize_Initial_title_len) or scrutinize_page == page_number[0]:
  146. regulation_number_index,evaluation_factor_index,evaluation_criteria_index,weights_index = 0,0,0,0
  147. if not scrutinize_Initial_title_len: scrutinize_Initial_title_len = title_len
  148. for table in tables:
  149. if '评分因素' in table and '评分标准' in table:
  150. regulation_number_index = table.index("条款号")
  151. evaluation_factor_index = table.index("评分因素")
  152. evaluation_criteria_index = table.index("评分标准")
  153. weights_index = table.index("权重")
  154. tag_sign = ''
  155. scrutinize_index = tables.index(table)
  156. if scrutinize_index:
  157. for table in tables[scrutinize_index+1:]:
  158. if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
  159. elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
  160. else: tag = table[regulation_number_index]
  161. if tag:
  162. tag = tag.strip().replace("\n","")
  163. tag = ''.join(re.findall(r"[\u4e00-\u9fa5]+", tag))
  164. if tag and self._scrutinize_judge(tag):
  165. tag_sign = tag
  166. if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
  167. evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
  168. if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""),"评分标准":evaluation_criteria.strip().replace("\n","")}
  169. else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
  170. "评分标准":evaluation_criteria.strip().replace("\n",""),
  171. "权重":weights.strip().replace("\n","")}
  172. scrutinize_dict[tag_sign].append(value)
  173. if '报价' in tag_sign and '标准' in tag_sign:
  174. scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
  175. scrutinize_Initial_title_len = 0
  176. break
  177. elif scrutinize_page+1 == page_number[0] and '报价' not in tag_sign:
  178. difference_value = scrutinize_Initial_title_len - title_len
  179. if scrutinize_Initial_title_len:
  180. evaluation_factor_index -= difference_value
  181. evaluation_criteria_index -= difference_value
  182. weights_index -= difference_value
  183. for table in tables:
  184. if not table[2]:
  185. scrutinize_dict[tag_sign][-1]['评分标准'] += table[3]
  186. continue
  187. if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
  188. elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
  189. else: tag = table[regulation_number_index]
  190. if tag:
  191. tag = tag.strip().replace("\n","")
  192. tag = re.findall("[\u4e00-\u9fff]+", tag)[0]
  193. if tag and self._scrutinize_judge(tag):
  194. tag_sign = tag
  195. if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
  196. try:
  197. evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
  198. except:
  199. print()
  200. if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""), "评分标准":evaluation_criteria.strip().replace("\n","")}
  201. else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
  202. "评分标准":evaluation_criteria.strip().replace("\n",""),
  203. "权重":weights.strip().replace("\n","")}
  204. scrutinize_dict[tag_sign].append(value)
  205. if '报价' in tag_sign and '标准' in tag_sign:
  206. scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
  207. scrutinize_Initial_title_len = 0
  208. break
  209. elif scrutinize_page+2 == page_number[0] and '报价' not in tag_sign:
  210. difference_value = scrutinize_Initial_title_len - title_len
  211. if scrutinize_Initial_title_len:
  212. evaluation_factor_index -= difference_value
  213. evaluation_criteria_index -= difference_value
  214. weights_index -= difference_value
  215. for table in tables:
  216. if not table[2]:
  217. scrutinize_dict[tag_sign][-1]['评分标准'] += table[3]
  218. continue
  219. if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
  220. elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
  221. else: tag = table[regulation_number_index]
  222. if tag:
  223. tag = tag.strip().replace("\n","")
  224. tag = re.findall("[\u4e00-\u9fff]+", tag)[0]
  225. if tag and self._scrutinize_judge(tag):
  226. tag_sign = tag
  227. if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
  228. evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
  229. if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""), "评分标准":evaluation_criteria.strip().replace("\n","")}
  230. else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
  231. "评分标准":evaluation_criteria.strip().replace("\n",""),
  232. "权重":weights.strip().replace("\n","")}
  233. scrutinize_dict[tag_sign].append(value)
  234. if '报价' in tag_sign and '标准' in tag_sign:
  235. scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
  236. scrutinize_Initial_title_len = 0
  237. break
  238. # pprint(tag_dict)
  239. pprint(scrutinize_dict)
  240. # pprint(bidder_know)
  241. return tag_dict,bidder_know,scrutinize_dict
  242. def get_announcement(self)->str:
  243. ''' bidder announcement
  244. '''
  245. announcements = ''
  246. announcement_contexts = self.contexts[2:8]
  247. for index, announcement in enumerate(announcement_contexts):
  248. finder = re.findall("^第一章",announcement['text'])
  249. if finder:
  250. for text in announcement_contexts[index:]:
  251. if re.findall("^第二章", text["text"]): break
  252. announcements += text["text"]
  253. break
  254. return announcements
  255. def contexts_extract(self, evaluation_criteria:str):
  256. ''' 招标文件正文抓取
  257. '''
  258. comp1 = re.compile("(第.*?章)")
  259. comp2 = re.compile("“(.*?)”")
  260. title = comp1.findall(evaluation_criteria)[0]+comp2.findall(evaluation_criteria)[0]
  261. comp3 = re.compile("第(.*?)章")
  262. title_list = []
  263. format_index,sta_page = -1,-1
  264. sign = True
  265. title_next = ''
  266. for context in self.Bidding_context: # 取招标文件内容
  267. text = context['text'].strip().replace(" ","")
  268. if text == '目录':
  269. sta_page = context['page_number']
  270. if sta_page != -1 and context['page_number'] < 4:
  271. finder = comp3.findall(context['text'])
  272. if finder and sign:
  273. if title_list:
  274. chinese_num = self.chinese_num_map.get(comp3.findall(title_list[-1])[0],None)
  275. if chinese_num > self.chinese_num_map.get(finder[0],0):
  276. sign = False
  277. else:
  278. title_list.append(context['text'].split(' ')[0])
  279. else:
  280. title_list.append(context['text'].split(' ')[0])
  281. if text == title and format_index == -1:
  282. format_index = self.Bidding_context.index(context)
  283. break
  284. title_index = title_list.index(title)
  285. if title_index != len(title_list)-1:
  286. title_next = title_list[title_index+1]
  287. file_format = {title:{}}
  288. for context in self.Bidding_context[format_index+1:]:
  289. text = context['text'].strip().replace(" ","").replace("\n","——>")
  290. if title_next and title_next == text:
  291. break
  292. if context['page_number'] not in file_format[title]:
  293. file_format[title][context['page_number']] = []
  294. file_format[title][context['page_number']].append(context['text'])
  295. return file_format
  296. def formal_criteria(self, review_criteria_list:list):
  297. ''' Analysis of formal review criteria
  298. 形式评审标准
  299. [{'评审因素': '投标人名称', '评审标准': '与营业执照书一致'},
  300. {'评审因素': '投标文件封面、投标函签字盖章',
  301. '评审标准': '投标文件封面、投标函须有法定代表人(或其委托代理人)签字(或签章)并加盖单位章,由委托代理人签字的须具有有效的授权委托书'},
  302. {'评审因素': '投标文件格式', '评审标准': '符合第八章“投标文件格式”的要求'},
  303. {'评审因素': '联合体投标人(如有)', '评审标准': '不适用'},
  304. {'评审因素': '报价唯一', '评审标准': '只能有一个有效报价'}]
  305. '''
  306. formal_result = {}
  307. for review_criteria in review_criteria_list:
  308. evaluation_factor = review_criteria['评审因素']
  309. evaluation_criteria = review_criteria['评审标准']
  310. if '投标人名称' in evaluation_factor or '供应商名称' in evaluation_factor:
  311. ['营业执照','资质证书']
  312. '''
  313. 要求投标文件中 投标公司 与 其提供的营业执照或资质证书中的名称相同
  314. '''
  315. pass
  316. elif '报价函签字盖章' in evaluation_factor or '投标文件封面、投标函签字盖章' in evaluation_factor:
  317. '''
  318. 要求投标文件中 投标公司的 法人或委托人签字或是 存在单位盖章
  319. '''
  320. pass
  321. elif '投标文件格式' in evaluation_factor:
  322. file_format = self.contexts_extract(evaluation_criteria)
  323. pprint(file_format)
  324. '''
  325. 招标文件 file_format 与投标文件内容对比,投标文件中只要存在file_format内容即可
  326. '''
  327. chinese_map_list = list(self.chinese_num_map)
  328. catelogue_list = []
  329. tender_start = 0
  330. catelogue_value = ''
  331. add_index = 0
  332. hit_nums = 0
  333. numbers = 0
  334. for format_values in file_format.values():
  335. for format in format_values.values():
  336. numbers += 1
  337. catelogue_update_sign = False
  338. first_value = format[0].replace(" ","").replace("\n","")
  339. if '目录' == first_value:
  340. for i in format[1:]:
  341. for j in chinese_map_list:
  342. if j in i and i not in catelogue_list:
  343. catelogue_list.append(i)
  344. if catelogue_list and not tender_start:
  345. catelogue = catelogue_list[0]
  346. comp1 = re.compile(f'^{catelogue}')
  347. for tender_context in self.tender_context:
  348. context = tender_context['text']
  349. finder = comp1.findall(context)
  350. if finder:
  351. tender_start = self.tender_context.index(tender_context)
  352. break
  353. if first_value in catelogue_list:
  354. catelogue_update_sign = True
  355. catelogue_value = first_value
  356. catelogue_index = catelogue_list.index(catelogue_value)
  357. if catelogue_list[-1] != catelogue_value:
  358. catelogue_value_next = catelogue_list[catelogue_index+1]
  359. else:
  360. catelogue_value_next = catelogue_value
  361. if catelogue_value:
  362. hit_num = 0
  363. if catelogue_update_sign:
  364. tender_start += add_index
  365. add_index = 0
  366. for tender_index, tender_contents in enumerate(self.tender_context[tender_start:]):
  367. tender_context = tender_contents['text'].split("\n")
  368. if tender_context[0] == catelogue_value_next:
  369. add_index = tender_index
  370. break
  371. for value in format:
  372. if value in tender_context:
  373. hit_num += 1
  374. hit_nums += hit_num
  375. hit_rate = round(hit_nums/numbers,4)
  376. if hit_rate>0.70:
  377. formal_result[evaluation_factor] = (True, evaluation_criteria)
  378. else:
  379. formal_result[evaluation_factor] = (False, evaluation_criteria)
  380. elif '联合体投标人' in evaluation_factor:
  381. if '不适用' in evaluation_criteria: continue
  382. elif '报价唯一' in evaluation_factor:
  383. '''
  384. 需要在投标文件中比对三个位置的报价总和值抽取
  385. '''
  386. pass
  387. def qualification_criteria(self, review_criteria_list:list, bidder_know:dict):
  388. ''' Qualification assessment criteria
  389. 资格评审标准
  390. '''
  391. for review_criteria in review_criteria_list:
  392. evaluation_factor = review_criteria['评审因素']
  393. evaluation_criteria = review_criteria['评审标准']
  394. if '营业执照' in evaluation_factor:
  395. '''
  396. 在投标文件中 对营业执照识别营业期限;长期识别认为可以;只有开始时间没有结束时间给提示。
  397. '''
  398. pass
  399. elif '资质' in evaluation_factor:
  400. comp1 = re.compile('(第.*?章)')
  401. comp2 = re.compile('“(.*?)”')
  402. comp3 = re.compile('第([\d+\.]+)项规定')
  403. finder1 = comp1.findall(evaluation_criteria)[0]
  404. finder2 = comp2.findall(evaluation_criteria)[0]
  405. finder3 = comp3.findall(evaluation_criteria)[0]
  406. chapter_name = finder1+finder2
  407. stipulation = finder3
  408. if '投标人须知' in chapter_name:
  409. bidder_data = bidder_know.get(stipulation,None)
  410. if not bidder_data: continue ## 需要修改
  411. clause_name = bidder_data[0]['条款名称'].replace("\n","")
  412. list_content = bidder_data[0]['编列内容']
  413. if '招标公告' in list_content:
  414. cert_index = self.announcement.index('资质') ## 默认 资质条件 不变
  415. cert_required = re.findall(":(.*?)\\n",self.announcement[cert_index:cert_index+500])[0]
  416. print(cert_required)
  417. # 具备法人资格
  418. '''
  419. big model
  420. 需要设计prompt,可将内容及情况在线上glm4中使用,测出合适prompt
  421. '''
  422. def responsive_criteria(self, review_criteria_list:list, bidder_know:dict):
  423. ''' Responsive review criteria
  424. 响应性评审
  425. '''
  426. for review_criteria in review_criteria_list:
  427. evaluation_factor = review_criteria['评审因素']
  428. evaluation_criteria = review_criteria['评审标准']
  429. if evaluation_factor == '权利义务' or '合同' in evaluation_criteria:
  430. '''不对合同进行处理'''
  431. continue
  432. def content_parsing(self):
  433. ''' data analysis aggregate function
  434. '''
  435. tag_dict,bidder_know,scrutinize_dict = dpr.get_table()
  436. # {}
  437. # self.formal_criteria(tag_dict['形式评审标准'])
  438. self.qualification_criteria(tag_dict['资格评审标准'], bidder_know)
  439. from fastapi import FastAPI
  440. import uvicorn
  441. app = FastAPI()
  442. @app.post('get_pre_review')
  443. def get_pre_review():
  444. result = {
  445. "":""
  446. }
  447. return result
  448. if __name__ == '__main__':
  449. dpr = DocumentPreReview()
  450. dpr.get_table()
  451. # dpr.content_parsing()
  452. # formal_review_criteria = [
  453. # {'评审因素': '投标文件格式', '评审标准': '符合第八章“投标文件格式”的要求'}
  454. # # {'评审因素': '投标文件格式', '评审标准': '符合第四章“合同条款及格式”规定'}
  455. # ]
  456. # dpr.formal_criteria(formal_review_criteria)