document_.py 26 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/2023年档案管理系统功能优化项目采购程序文件-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/三峡左岸及电源电站中央空调系统管网及末端改造(发布稿)-table.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 check_table(self):
  92. ''' check the form to assess quailty'''
  93. all_tables = self.Bidding_tables
  94. tables_list = []
  95. for partial_form in all_tables:
  96. table_name = partial_form['table_name']
  97. page_number = partial_form['page_numbers']
  98. tables = partial_form["table"]
  99. for table in tables:
  100. if '须知' in table and '前附表' in table:
  101. pass
  102. form_ = {'table_name':table_name, 'page_numbers':page_number, 'table':[]}
  103. for table_index, table in enumerate(tables):
  104. if '前附表' not in table_name:
  105. form_['table'] = tables
  106. tables_list.append(form_)
  107. break
  108. regulation_number_index = table.index("条款号")
  109. evaluation_factor_index = table.index("评审因素")
  110. evaluation_criteria_index = table.index("评审标准")
  111. if '评分因素' in table and '评分标准' in table:
  112. regulation_number_index = table.index("条款号")
  113. evaluation_factor_index = table.index("评分因素")
  114. evaluation_criteria_index = table.index("评分标准")
  115. weights_index = table.index("权重")
  116. def get_table(self):
  117. ''' parse the Bidding_tables.json file to get the table data from it.
  118. '''
  119. all_tables = self.Bidding_tables
  120. # 招标文件内容中预审查
  121. tag_sign = ''
  122. tag_list = ("形式评审标准", "资格评审标准", "响应性评审标准")
  123. tag_dict = dict([(tag,[]) for tag in tag_list])
  124. # 招标文件内容中清标表格数据
  125. # 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")
  126. scrutinize_dict = {}
  127. scrutinize_page = 0
  128. scrutinize_index = -1
  129. scrutinize_Initial_title_len = 0 # 详审位置标记
  130. record_page = 0
  131. bidder_know = {} # 投标人须知前附表
  132. for partial_form in all_tables:
  133. table_name = partial_form['table_name']
  134. page_number = partial_form['page_numbers']
  135. title_len = partial_form['title_len']
  136. tables = partial_form["table"]
  137. if '投标人须知前附表' == table_name:
  138. record_page = page_number[0]
  139. if page_number[0] < record_page + 3:
  140. for table in tables[1:]:
  141. if '条' in table: continue # 存在BUG
  142. try:
  143. if table[0] and table[0] not in bidder_know: bidder_know[table[0]] = []
  144. if table[0]: bidder_know[table[0]].append({"条款名称":table[1],"编列内容":table[2]})
  145. except:
  146. 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')
  147. form_sign = re.findall('评\w+法前附表',table_name)
  148. if form_sign:
  149. table_page_num = page_number[0]
  150. inital_data = tables[0]
  151. # confirm data location
  152. regulation_number_index = inital_data.index("条款号")
  153. evaluation_factor_index = inital_data.index("评审因素")
  154. evaluation_criteria_index = inital_data.index("评审标准")
  155. for table in tables[1:]:
  156. tag = table[regulation_number_index+1]
  157. if tag: tag = tag.strip().replace("\n","")
  158. if tag:
  159. tag_sign = tag
  160. evaluation_factor,evaluation_criteria = table[evaluation_factor_index],table[evaluation_criteria_index]
  161. if tag_sign in tag_dict:
  162. tag_dict[tag_sign].append({"评审因素":evaluation_factor.strip().replace("\n",""),
  163. "评审标准":evaluation_criteria.strip().replace("\n","")})
  164. if '评分因素' in table or '评分标准' in table:
  165. scrutinize_page = table_page_num
  166. scrutinize_Initial_title_len = title_len
  167. if not scrutinize_page: scrutinize_page = table_page_num+1
  168. ''' scrutinize '''
  169. if (scrutinize_page == page_number[0] and scrutinize_Initial_title_len) or scrutinize_page == page_number[0]:
  170. regulation_number_index,evaluation_factor_index,evaluation_criteria_index,weights_index = 0,0,0,0
  171. if not scrutinize_Initial_title_len: scrutinize_Initial_title_len = title_len
  172. for table in tables:
  173. if '评分因素' in table and '评分标准' in table:
  174. regulation_number_index = table.index("条款号")
  175. evaluation_factor_index = table.index("评分因素")
  176. evaluation_criteria_index = table.index("评分标准")
  177. weights_index = table.index("权重")
  178. tag_sign = ''
  179. scrutinize_index = tables.index(table)
  180. break
  181. if scrutinize_index != -1:
  182. for table in tables[scrutinize_index+1:]:
  183. if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
  184. elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
  185. else: tag = table[regulation_number_index]
  186. if tag:
  187. tag = tag.strip().replace("\n","")
  188. tag = ''.join(re.findall(r"[\u4e00-\u9fa5]+", tag))
  189. if tag and self._scrutinize_judge(tag):
  190. tag_sign = tag
  191. if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
  192. evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
  193. if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""),"评分标准":evaluation_criteria.strip().replace("\n","")}
  194. else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
  195. "评分标准":evaluation_criteria.strip().replace("\n",""),
  196. "权重":weights.strip().replace("\n","")}
  197. scrutinize_dict[tag_sign].append(value)
  198. if '报价' in tag_sign and '标准' in tag_sign:
  199. scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
  200. scrutinize_Initial_title_len = 0
  201. break
  202. elif scrutinize_page+1 == page_number[0] and '报价' not in tag_sign and tag_sign:
  203. difference_value = scrutinize_Initial_title_len - title_len
  204. if scrutinize_Initial_title_len:
  205. evaluation_factor_index -= difference_value
  206. evaluation_criteria_index -= difference_value
  207. weights_index -= difference_value
  208. for table in tables:
  209. if not table[2]:
  210. scrutinize_dict[tag_sign][-1]['评分标准'] += table[3]
  211. continue
  212. if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
  213. elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
  214. else: tag = table[regulation_number_index]
  215. if tag:
  216. tag = tag.strip().replace("\n","")
  217. tag = re.findall("[\u4e00-\u9fff]+", tag)[0]
  218. if tag and self._scrutinize_judge(tag):
  219. tag_sign = tag
  220. if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
  221. evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
  222. if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""), "评分标准":evaluation_criteria.strip().replace("\n","")}
  223. else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
  224. "评分标准":evaluation_criteria.strip().replace("\n",""),
  225. "权重":weights.strip().replace("\n","")}
  226. try:
  227. scrutinize_dict[tag_sign].append(value)
  228. except:
  229. print()
  230. if '报价' in tag_sign and '标准' in tag_sign:
  231. scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
  232. scrutinize_Initial_title_len = 0
  233. break
  234. elif scrutinize_page+2 == page_number[0] and '报价' not in tag_sign and tag_sign:
  235. difference_value = scrutinize_Initial_title_len - title_len
  236. if scrutinize_Initial_title_len:
  237. evaluation_factor_index -= difference_value
  238. evaluation_criteria_index -= difference_value
  239. weights_index -= difference_value
  240. for table in tables:
  241. if not table[2]:
  242. scrutinize_dict[tag_sign][-1]['评分标准'] += table[3]
  243. continue
  244. if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
  245. elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
  246. else: tag = table[regulation_number_index]
  247. if tag:
  248. tag = tag.strip().replace("\n","")
  249. tag = re.findall("[\u4e00-\u9fff]+", tag)[0]
  250. if tag and self._scrutinize_judge(tag):
  251. tag_sign = tag
  252. if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
  253. evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
  254. if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""), "评分标准":evaluation_criteria.strip().replace("\n","")}
  255. else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
  256. "评分标准":evaluation_criteria.strip().replace("\n",""),
  257. "权重":weights.strip().replace("\n","")}
  258. scrutinize_dict[tag_sign].append(value)
  259. if '报价' in tag_sign and '标准' in tag_sign:
  260. scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
  261. scrutinize_Initial_title_len = 0
  262. break
  263. # pprint(tag_dict)
  264. pprint(scrutinize_dict)
  265. # pprint(bidder_know)
  266. return tag_dict,bidder_know,scrutinize_dict
  267. def get_announcement(self)->str:
  268. ''' bidder announcement
  269. '''
  270. announcements = ''
  271. announcement_contexts = self.contexts[2:8]
  272. for index, announcement in enumerate(announcement_contexts):
  273. finder = re.findall("^第一章",announcement['text'])
  274. if finder:
  275. for text in announcement_contexts[index:]:
  276. if re.findall("^第二章", text["text"]): break
  277. announcements += text["text"]
  278. break
  279. return announcements
  280. def contexts_extract(self, evaluation_criteria:str):
  281. ''' 招标文件正文抓取
  282. '''
  283. comp1 = re.compile("(第.*?章)")
  284. comp2 = re.compile("“(.*?)”")
  285. title = comp1.findall(evaluation_criteria)[0]+comp2.findall(evaluation_criteria)[0]
  286. comp3 = re.compile("第(.*?)章")
  287. title_list = []
  288. format_index,sta_page = -1,-1
  289. sign = True
  290. title_next = ''
  291. for context in self.Bidding_context: # 取招标文件内容
  292. text = context['text'].strip().replace(" ","")
  293. if text == '目录':
  294. sta_page = context['page_number']
  295. if sta_page != -1 and context['page_number'] < 4:
  296. finder = comp3.findall(context['text'])
  297. if finder and sign:
  298. if title_list:
  299. chinese_num = self.chinese_num_map.get(comp3.findall(title_list[-1])[0],None)
  300. if chinese_num > self.chinese_num_map.get(finder[0],0):
  301. sign = False
  302. else:
  303. title_list.append(context['text'].split(' ')[0])
  304. else:
  305. title_list.append(context['text'].split(' ')[0])
  306. if text == title and format_index == -1:
  307. format_index = self.Bidding_context.index(context)
  308. break
  309. title_index = title_list.index(title)
  310. if title_index != len(title_list)-1:
  311. title_next = title_list[title_index+1]
  312. file_format = {title:{}}
  313. for context in self.Bidding_context[format_index+1:]:
  314. text = context['text'].strip().replace(" ","").replace("\n","——>")
  315. if title_next and title_next == text:
  316. break
  317. if context['page_number'] not in file_format[title]:
  318. file_format[title][context['page_number']] = []
  319. file_format[title][context['page_number']].append(context['text'])
  320. return file_format
  321. def formal_criteria(self, review_criteria_list:list):
  322. ''' Analysis of formal review criteria
  323. 形式评审标准
  324. [{'评审因素': '投标人名称', '评审标准': '与营业执照书一致'},
  325. {'评审因素': '投标文件封面、投标函签字盖章',
  326. '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'},
  327. {'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'},
  328. {'评审因素': '联合体投标人(如有)', '评审标准': '不适用'},
  329. {'评审因素': '报价唯一', '评审标准': '只能有一个有效报价'}]
  330. '''
  331. formal_result = {}
  332. for review_criteria in review_criteria_list:
  333. evaluation_factor = review_criteria['评审因素']
  334. evaluation_criteria = review_criteria['评审标准']
  335. if '投标人名称' in evaluation_factor or '供应商名称' in evaluation_factor:
  336. ['营业执照','资质证书']
  337. '''
  338. 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
  339. '''
  340. pass
  341. 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:
  342. '''
  343. 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
  344. '''
  345. pass
  346. elif '投标文件格式' in evaluation_factor:
  347. file_format = self.contexts_extract(evaluation_criteria)
  348. pprint(file_format)
  349. '''
  350. 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
  351. '''
  352. chinese_map_list = list(self.chinese_num_map)
  353. catelogue_list = []
  354. tender_start = 0
  355. catelogue_value = ''
  356. add_index = 0
  357. hit_nums = 0
  358. numbers = 0
  359. for format_values in file_format.values():
  360. for format in format_values.values():
  361. numbers += 1
  362. catelogue_update_sign = False
  363. first_value = format[0].replace(" ","").replace("\n","")
  364. if '目录' == first_value:
  365. for i in format[1:]:
  366. for j in chinese_map_list:
  367. if j in i and i not in catelogue_list:
  368. catelogue_list.append(i)
  369. if catelogue_list and not tender_start:
  370. catelogue = catelogue_list[0]
  371. comp1 = re.compile(f'^{catelogue}')
  372. for tender_context in self.tender_context:
  373. context = tender_context['text']
  374. finder = comp1.findall(context)
  375. if finder:
  376. tender_start = self.tender_context.index(tender_context)
  377. break
  378. if first_value in catelogue_list:
  379. catelogue_update_sign = True
  380. catelogue_value = first_value
  381. catelogue_index = catelogue_list.index(catelogue_value)
  382. if catelogue_list[-1] != catelogue_value:
  383. catelogue_value_next = catelogue_list[catelogue_index+1]
  384. else:
  385. catelogue_value_next = catelogue_value
  386. if catelogue_value:
  387. hit_num = 0
  388. if catelogue_update_sign:
  389. tender_start += add_index
  390. add_index = 0
  391. for tender_index, tender_contents in enumerate(self.tender_context[tender_start:]):
  392. tender_context = tender_contents['text'].split("\n")
  393. if tender_context[0] == catelogue_value_next:
  394. add_index = tender_index
  395. break
  396. for value in format:
  397. if value in tender_context:
  398. hit_num += 1
  399. hit_nums += hit_num
  400. hit_rate = round(hit_nums/numbers,4)
  401. if hit_rate>0.70:
  402. formal_result[evaluation_factor] = (True, evaluation_criteria)
  403. else:
  404. formal_result[evaluation_factor] = (False, evaluation_criteria)
  405. elif '联合体投标人' in evaluation_factor:
  406. if '不适用' in evaluation_criteria: continue
  407. elif '报价唯一' in evaluation_factor:
  408. '''
  409. 需要在投标文件中比对三个位置的报价总和值抽取
  410. '''
  411. pass
  412. def qualification_criteria(self, review_criteria_list:list, bidder_know:dict):
  413. ''' Qualification assessment criteria
  414. 资格评审标准
  415. '''
  416. for review_criteria in review_criteria_list:
  417. evaluation_factor = review_criteria['评审因素']
  418. evaluation_criteria = review_criteria['评审标准']
  419. if '营业执照' in evaluation_factor:
  420. '''
  421. 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。
  422. '''
  423. pass
  424. elif '资质' in evaluation_factor:
  425. comp1 = re.compile('(第.*?章)')
  426. comp2 = re.compile('“(.*?)”')
  427. comp3 = re.compile('第([\d+\.]+)项规定')
  428. finder1 = comp1.findall(evaluation_criteria)[0]
  429. finder2 = comp2.findall(evaluation_criteria)[0]
  430. finder3 = comp3.findall(evaluation_criteria)[0]
  431. chapter_name = finder1+finder2
  432. stipulation = finder3
  433. if '投标人须知' in chapter_name:
  434. bidder_data = bidder_know.get(stipulation,None)
  435. if not bidder_data: continue ## 需要修改
  436. clause_name = bidder_data[0]['条款名称'].replace("\n","")
  437. list_content = bidder_data[0]['编列内容']
  438. if '招标公告' in list_content:
  439. cert_index = self.announcement.index('资质') ## 默认 资质条件 不变
  440. cert_required = re.findall(":(.*?)\\n",self.announcement[cert_index:cert_index+500])[0]
  441. print(cert_required)
  442. # 具备法人资格
  443. '''
  444. big model
  445. 需要设计prompt,可将内容及情况在线上glm4中使用,测出合适prompt
  446. '''
  447. def responsive_criteria(self, review_criteria_list:list, bidder_know:dict):
  448. ''' Responsive review criteria
  449. 响应性评审
  450. '''
  451. for review_criteria in review_criteria_list:
  452. evaluation_factor = review_criteria['评审因素']
  453. evaluation_criteria = review_criteria['评审标准']
  454. if evaluation_factor == '权利义务' or '合同' in evaluation_criteria:
  455. '''不对合同进行处理'''
  456. continue
  457. def content_parsing(self):
  458. ''' data analysis aggregate function
  459. '''
  460. tag_dict,bidder_know,scrutinize_dict = dpr.get_table()
  461. # {}
  462. # self.formal_criteria(tag_dict['形式评审标准'])
  463. self.qualification_criteria(tag_dict['资格评审标准'], bidder_know)
  464. from fastapi import FastAPI
  465. import uvicorn
  466. app = FastAPI()
  467. @app.post('get_pre_review')
  468. def get_pre_review():
  469. result = {
  470. "":""
  471. }
  472. return result
  473. if __name__ == '__main__':
  474. dpr = DocumentPreReview()
  475. dpr.get_table()
  476. # dpr.content_parsing()
  477. # formal_review_criteria = [
  478. # {'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'}
  479. # # {'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'}
  480. # ]
  481. # dpr.formal_criteria(formal_review_criteria)