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- '''
- 招投标文件预审查
- 1. 解析Bidding_document_extract中all_tables.json结果
- '''
- from tools import BaseMethods
- from pprint import pprint
- import re
- import logging
- import requests
- # from bidding_document_extract.get_Bidding_info import PdfExtractAttr_
- # from bidding_document_extract.get_bidding_info import PdfExtractAttr
- chinese_num_map = {
- '零': 0,
- '一': 1,
- '二': 2,
- '三': 3,
- '四': 4,
- '五': 5,
- '六': 6,
- '七': 7,
- '八': 8,
- '九': 9,
- '十': 10
- }
- def create_logger(log_path):
- """
- 将日志输出到日志文件和控制台
- """
- logger = logging.getLogger()
- logger.setLevel(logging.INFO)
- formatter = logging.Formatter(
- '%(asctime)s - %(levelname)s - %(message)s')
- # 创建一个handler,用于写入日志文件
- file_handler = logging.FileHandler(
- filename=log_path, mode='w')
- file_handler.setFormatter(formatter)
- file_handler.setLevel(logging.INFO)
- logger.addHandler(file_handler)
- # 创建一个handler,用于将日志输出到控制台
- console = logging.StreamHandler()
- console.setLevel(logging.DEBUG)
- console.setFormatter(formatter)
- logger.addHandler(console)
- return logger
- log_path = "./logs.log"
- logger = create_logger(log_path=log_path)
- class DocumentPreReview():
- def __init__(self, table_path: str = None) -> None:
- self.bm = BaseMethods()
- # self.agent_ = PdfExtractAttr_(file_path=self.file_path)
- # self.agent = PdfExtractAttr(file_path=self.file_path)
- self.table_path = table_path
- self.Bidding_tables = self.get_Bidding_table()
- # self.contexts = self.get_Bidding_contexts()
- # self.announcement = self.get_announcement()
- # self.Bidding_context = self.get_Bidding_json()
- # self.tender_context = self.get_tender_context()
- self.chinese_num_map = chinese_num_map
-
- def get_Bidding_contexts(self, file_path:str = 'data/预审查数据/contexts.json'):
- ''' get contexts by page
- '''
- contexts = self.bm.json_read(file_path)
- return contexts
-
- def get_Bidding_table(self):
- ''' get table data
- '''
- # file_path = "data/预审查数据/all_tables.json"
- file_path = "data/预审查数据/三峡电站左岸厂房桥机远程智能化操作研发与实施招标文件重新招标(发售版).doc-table.json"
- all_tables = self.bm.json_read(self.table_path)
- return all_tables
-
- def get_Bidding_json(self):
- ''' read json to get context
- '''
- 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"
- Bidding_context = self.bm.json_read(file_path)
- return Bidding_context
-
- def get_tender_context(self):
- ''' read the tender context '''
- file_path = "data/预审查数据/南方电网数字研究院有限公司_bidding_content.json"
- tender_context = self.bm.json_read(file_path)
- return tender_context
-
- def _scrutinize_judge(self, tag:str):
- ''' Clause number content judgment
- 商务 技术 报价 评审 评分 标准
- '''
- scrutinize_tuple = ("商务","技术","报价","评审","评分","标准")
- hit_num = 0
- for scru in scrutinize_tuple:
- if scru in tag: hit_num+= 1
- if hit_num>=3: return True
- else: return False
- def get_table(self):
- ''' parse the Bidding_tables.json file to get the table data from it.
- '''
- all_tables = self.Bidding_tables
- # 招标文件内容中预审查
- tag_sign = ''
- tag_list = ("形式评审标准", "资格评审标准", "响应性评审标准")
- tag_dict = dict([(tag,[]) for tag in tag_list])
-
- # 招标文件内容中清标表格数据
- # 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")
-
- scrutinize_dict = {}
- scrutinize_page = 0
- scrutinize_index = -1
- scrutinize_Initial_title_len = 0 # 详审位置标记
- record_page = 0
- bidder_know = {} # 投标人须知前附表
- for partial_form in all_tables:
- table_name = partial_form['table_name']
- page_number = partial_form['page_numbers']
- title_len = partial_form['title_len']
- tables = partial_form["table"]
-
- if '投标人须知前附表' == table_name:
- record_page = page_number[0]
- if page_number[0] < record_page + 3:
- for table in tables[1:]:
- if '条' in table: continue # 存在BUG
- try:
- if table[0] and table[0] not in bidder_know: bidder_know[table[0]] = []
- if table[0]: bidder_know[table[0]].append({"条款名称":table[1],"编列内容":table[2]})
- except:
- 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')
-
- if '评标方法' in table_name:
- table_name = table_name.strip().replace("\n","")
- if table_name == "评标办法前附表":
- table_page_num = page_number[0]
- inital_data = tables[0]
- # confirm data location
- regulation_number_index = inital_data.index("条款号")
- evaluation_factor_index = inital_data.index("评审因素")
- evaluation_criteria_index = inital_data.index("评审标准")
- for table in tables[1:]:
- tag = table[regulation_number_index+1]
- if tag: tag = tag.strip().replace("\n","")
- if tag:
- tag_sign = tag
- evaluation_factor,evaluation_criteria = table[evaluation_factor_index],table[evaluation_criteria_index]
- if tag_sign in tag_dict:
- tag_dict[tag_sign].append({"评审因素":evaluation_factor.strip().replace("\n",""),
- "评审标准":evaluation_criteria.strip().replace("\n","")})
- if '评分因素' in table or '评分标准' in table:
- scrutinize_page = table_page_num
- scrutinize_Initial_title_len = title_len
- if not scrutinize_page: scrutinize_page = table_page_num+1
- ''' scrutinize '''
- if (scrutinize_page == page_number[0] and scrutinize_Initial_title_len) or scrutinize_page == page_number[0]:
- regulation_number_index,evaluation_factor_index,evaluation_criteria_index,weights_index = 0,0,0,0
- if not scrutinize_Initial_title_len: scrutinize_Initial_title_len = title_len
- for table in tables:
- if '评分因素' in table and '评分标准' in table:
- regulation_number_index = table.index("条款号")
- evaluation_factor_index = table.index("评分因素")
- evaluation_criteria_index = table.index("评分标准")
- weights_index = table.index("权重")
- tag_sign = ''
- scrutinize_index = tables.index(table)
- if scrutinize_index != -1:
- for table in tables[scrutinize_index+1:]:
- if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
- elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
- else: tag = table[regulation_number_index]
- if tag:
- tag = tag.strip().replace("\n","")
- tag = ''.join(re.findall(r"[\u4e00-\u9fa5]+", tag))
- if tag and self._scrutinize_judge(tag):
- tag_sign = tag
- if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
- evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
- if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""),"评分标准":evaluation_criteria.strip().replace("\n","")}
- else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
- "评分标准":evaluation_criteria.strip().replace("\n",""),
- "权重":weights.strip().replace("\n","")}
- scrutinize_dict[tag_sign].append(value)
- if '报价' in tag_sign and '标准' in tag_sign:
- scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
- scrutinize_Initial_title_len = 0
- break
- elif scrutinize_page+1 == page_number[0] and '报价' not in tag_sign and tag_sign:
- difference_value = scrutinize_Initial_title_len - title_len
- if scrutinize_Initial_title_len:
- evaluation_factor_index -= difference_value
- evaluation_criteria_index -= difference_value
- weights_index -= difference_value
- for table in tables:
- if not table[2]:
- scrutinize_dict[tag_sign][-1]['评分标准'] += table[3]
- continue
- if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
- elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
- else: tag = table[regulation_number_index]
- if tag:
- tag = tag.strip().replace("\n","")
- tag = re.findall("[\u4e00-\u9fff]+", tag)[0]
- if tag and self._scrutinize_judge(tag):
- tag_sign = tag
- if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
- evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
- if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""), "评分标准":evaluation_criteria.strip().replace("\n","")}
- else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
- "评分标准":evaluation_criteria.strip().replace("\n",""),
- "权重":weights.strip().replace("\n","")}
- scrutinize_dict[tag_sign].append(value)
- if '报价' in tag_sign and '标准' in tag_sign:
- scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
- scrutinize_Initial_title_len = 0
- break
- elif scrutinize_page+2 == page_number[0] and '报价' not in tag_sign and tag_sign:
- difference_value = scrutinize_Initial_title_len - title_len
- if scrutinize_Initial_title_len:
- evaluation_factor_index -= difference_value
- evaluation_criteria_index -= difference_value
- weights_index -= difference_value
- for table in tables:
- if not table[2]:
- scrutinize_dict[tag_sign][-1]['评分标准'] += table[3]
- continue
- if table[regulation_number_index+1]: tag = table[regulation_number_index+1]
- elif self._scrutinize_judge(table[regulation_number_index+2]): tag = table[regulation_number_index+2]
- else: tag = table[regulation_number_index]
- if tag:
- tag = tag.strip().replace("\n","")
- tag = re.findall("[\u4e00-\u9fff]+", tag)[0]
- if tag and self._scrutinize_judge(tag):
- tag_sign = tag
- if tag_sign not in scrutinize_dict: scrutinize_dict[tag_sign] = []
- evaluation_factor,evaluation_criteria,weights = table[evaluation_factor_index],table[evaluation_criteria_index],table[weights_index]
- if not weights: value = {"评分因素":evaluation_factor.strip().replace("\n",""), "评分标准":evaluation_criteria.strip().replace("\n","")}
- else: value = {"评分因素":evaluation_factor.strip().replace("\n",""),
- "评分标准":evaluation_criteria.strip().replace("\n",""),
- "权重":weights.strip().replace("\n","")}
- scrutinize_dict[tag_sign].append(value)
- if '报价' in tag_sign and '标准' in tag_sign:
- scrutinize_dict = {key: value for key, value in scrutinize_dict.items() if value}
- scrutinize_Initial_title_len = 0
- break
- # pprint(tag_dict)
- pprint(scrutinize_dict)
- # pprint(bidder_know)
- return tag_dict,bidder_know,scrutinize_dict
-
- def get_announcement(self)->str:
- ''' bidder announcement
- '''
- announcements = ''
- announcement_contexts = self.contexts[2:8]
- for index, announcement in enumerate(announcement_contexts):
- finder = re.findall("^第一章",announcement['text'])
- if finder:
- for text in announcement_contexts[index:]:
- if re.findall("^第二章", text["text"]): break
- announcements += text["text"]
- break
- return announcements
-
- def contexts_extract(self, evaluation_criteria:str):
- ''' 招标文件正文抓取
- '''
- comp1 = re.compile("(第.*?章)")
- comp2 = re.compile("“(.*?)”")
- title = comp1.findall(evaluation_criteria)[0]+comp2.findall(evaluation_criteria)[0]
- comp3 = re.compile("第(.*?)章")
- title_list = []
- format_index,sta_page = -1,-1
- sign = True
- title_next = ''
- for context in self.Bidding_context: # 取招标文件内容
- text = context['text'].strip().replace(" ","")
- if text == '目录':
- sta_page = context['page_number']
- if sta_page != -1 and context['page_number'] < 4:
- finder = comp3.findall(context['text'])
- if finder and sign:
- if title_list:
- chinese_num = self.chinese_num_map.get(comp3.findall(title_list[-1])[0],None)
- if chinese_num > self.chinese_num_map.get(finder[0],0):
- sign = False
- else:
- title_list.append(context['text'].split(' ')[0])
- else:
- title_list.append(context['text'].split(' ')[0])
-
- if text == title and format_index == -1:
- format_index = self.Bidding_context.index(context)
- break
- title_index = title_list.index(title)
- if title_index != len(title_list)-1:
- title_next = title_list[title_index+1]
- file_format = {title:{}}
- for context in self.Bidding_context[format_index+1:]:
- text = context['text'].strip().replace(" ","").replace("\n","——>")
- if title_next and title_next == text:
- break
- if context['page_number'] not in file_format[title]:
- file_format[title][context['page_number']] = []
- file_format[title][context['page_number']].append(context['text'])
- return file_format
- def formal_criteria(self, review_criteria_list:list):
- ''' Analysis of formal review criteria
- 形式评审标准
- [{'评审因素': '投标人名称', '评审标准': '与营业执照书一致'},
- {'评审因素': '投标文件封面、投标函签字盖章',
- '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'},
- {'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'},
- {'评审因素': '联合体投标人(如有)', '评审标准': '不适用'},
- {'评审因素': '报价唯一', '评审标准': '只能有一个有效报价'}]
- '''
- formal_result = {}
- for review_criteria in review_criteria_list:
- evaluation_factor = review_criteria['评审因素']
- evaluation_criteria = review_criteria['评审标准']
- if '投标人名称' in evaluation_factor or '供应商名称' in evaluation_factor:
- ['营业执照','资质证书']
- '''
- 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
- '''
- pass
- 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:
- '''
- 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
- '''
- pass
- elif '投标文件格式' in evaluation_factor:
- file_format = self.contexts_extract(evaluation_criteria)
- pprint(file_format)
- '''
- 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
- '''
- chinese_map_list = list(self.chinese_num_map)
- catelogue_list = []
- tender_start = 0
- catelogue_value = ''
- add_index = 0
- hit_nums = 0
- numbers = 0
- for format_values in file_format.values():
- for format in format_values.values():
- numbers += 1
- catelogue_update_sign = False
- first_value = format[0].replace(" ","").replace("\n","")
- if '目录' == first_value:
- for i in format[1:]:
- for j in chinese_map_list:
- if j in i and i not in catelogue_list:
- catelogue_list.append(i)
- if catelogue_list and not tender_start:
- catelogue = catelogue_list[0]
- comp1 = re.compile(f'^{catelogue}')
- for tender_context in self.tender_context:
- context = tender_context['text']
- finder = comp1.findall(context)
- if finder:
- tender_start = self.tender_context.index(tender_context)
- break
- if first_value in catelogue_list:
- catelogue_update_sign = True
- catelogue_value = first_value
- catelogue_index = catelogue_list.index(catelogue_value)
- if catelogue_list[-1] != catelogue_value:
- catelogue_value_next = catelogue_list[catelogue_index+1]
- else:
- catelogue_value_next = catelogue_value
-
- if catelogue_value:
- hit_num = 0
- if catelogue_update_sign:
- tender_start += add_index
- add_index = 0
- for tender_index, tender_contents in enumerate(self.tender_context[tender_start:]):
- tender_context = tender_contents['text'].split("\n")
- if tender_context[0] == catelogue_value_next:
- add_index = tender_index
- break
- for value in format:
- if value in tender_context:
- hit_num += 1
-
- hit_nums += hit_num
- hit_rate = round(hit_nums/numbers,4)
- if hit_rate>0.70:
- formal_result[evaluation_factor] = (True, evaluation_criteria)
- else:
- formal_result[evaluation_factor] = (False, evaluation_criteria)
-
- elif '联合体投标人' in evaluation_factor:
- if '不适用' in evaluation_criteria: continue
-
- elif '报价唯一' in evaluation_factor:
- '''
- 需要在投标文件中比对三个位置的报价总和值抽取
- '''
- pass
-
- def qualification_criteria(self, review_criteria_list:list, bidder_know:dict):
- ''' Qualification assessment criteria
- 资格评审标准
- '''
- for review_criteria in review_criteria_list:
- evaluation_factor = review_criteria['评审因素']
- evaluation_criteria = review_criteria['评审标准']
- if '营业执照' in evaluation_factor:
- '''
- 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。
- '''
- pass
- elif '资质' in evaluation_factor:
- comp1 = re.compile('(第.*?章)')
- comp2 = re.compile('“(.*?)”')
- comp3 = re.compile('第([\d+\.]+)项规定')
-
- finder1 = comp1.findall(evaluation_criteria)[0]
- finder2 = comp2.findall(evaluation_criteria)[0]
- finder3 = comp3.findall(evaluation_criteria)[0]
- chapter_name = finder1+finder2
- stipulation = finder3
- if '投标人须知' in chapter_name:
- bidder_data = bidder_know.get(stipulation,None)
- if not bidder_data: continue ## 需要修改
- clause_name = bidder_data[0]['条款名称'].replace("\n","")
- list_content = bidder_data[0]['编列内容']
- if '招标公告' in list_content:
- cert_index = self.announcement.index('资质') ## 默认 资质条件 不变
- cert_required = re.findall(":(.*?)\\n",self.announcement[cert_index:cert_index+500])[0]
- print(cert_required)
- # 具备法人资格
- '''
- big model
- 需要设计prompt,可将内容及情况在线上glm4中使用,测出合适prompt
- '''
- def responsive_criteria(self, review_criteria_list:list, bidder_know:dict):
- ''' Responsive review criteria
- 响应性评审
- '''
- for review_criteria in review_criteria_list:
- evaluation_factor = review_criteria['评审因素']
- evaluation_criteria = review_criteria['评审标准']
- if evaluation_factor == '权利义务' or '合同' in evaluation_criteria:
- '''不对合同进行处理'''
- continue
-
-
-
- def content_parsing(self):
- ''' data analysis aggregate function
- '''
- tag_dict,bidder_know,scrutinize_dict = dpr.get_table()
- # {}
- # self.formal_criteria(tag_dict['形式评审标准'])
- self.qualification_criteria(tag_dict['资格评审标准'], bidder_know)
- from fastapi import FastAPI
- import uvicorn
- app = FastAPI()
- @app.post('get_pre_review')
- def get_pre_review():
-
- result = {
- "":""
- }
- return result
- if __name__ == '__main__':
- dpr = DocumentPreReview()
- dpr.get_table()
- # dpr.content_parsing()
- # formal_review_criteria = [
- # {'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'}
- # # {'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'}
- # ]
- # dpr.formal_criteria(formal_review_criteria)
-
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