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- """Phase 6 migration from interface/getAttributes.py.
- This module hosts the package/scope-related functions migrated verbatim from
- ``BiddingKG.dl.interface.getAttributes`` as part of the Phase 6 assembly
- re-organization. It provides:
- - The ``dict_role_id`` and ``role2id_dict`` role-id mapping constants.
- - ``getPackageScopePattern`` and the module-level ``pattern_packageScope``
- regex used to identify package-scope keywords.
- - ``getPackagesFromArticle`` which extracts package/标段 information from an
- article's sentences and injects the resulting package entities into the
- entity list.
- - ``getPackage`` which resolves the package a given entity belongs to based
- on the package scope.
- """
- from __future__ import absolute_import
- import re
- import os
- import copy
- import pandas as pd
- from BiddingKG.dl.common.Utils import uniform_package_name, find_package
- from BiddingKG.dl.interface.Entitys import Entity
- dict_role_id = {"0":"tenderee",
- "1":"agency",
- "2":"win_tenderer",
- "3":"second_tenderer",
- "4":"third_tenderer"}
- role2id_dict = {"tenderee":0,
- "agency":1,
- "win_tenderer":2,
- "second_tenderer":3,
- "third_tenderer":4}
- def getPackageScopePattern():
- '''
- @summary: 获取包的作用域关键词
- '''
- df = pd.read_excel(os.path.join(os.path.dirname(__file__), "..", "interface", "end.xls"))
- pattern = "("
- for item in df["list_word"]:
- item = str(item).replace("(","\(").replace(")","\)").replace(".","\.").replace("[","\[").replace("]","\]").replace("-","\-")
- pattern += item+"|"
- pattern = pattern[:-1]+")[::是为]|业绩.{,30}标段[0-9A-Za-z一二三四五六七八九十]{0,3}|##attachment##"
- return pattern
- pattern_packageScope = getPackageScopePattern()
- def getPackagesFromArticle(list_sentence, list_entity):
- '''
- @param:
- list_sentence:文章的句子list
- @summary: 将包的信息插入list_entity中
- @return: type:list if [包号,句子index,词偏移,标段号] meaning:文章的包/标段信息
- '''
- if len(list_sentence) == 0:
- return None
- list_sentence.sort(key=lambda x: x.sentence_index)
- PackageList = []
- PackageList_scope = []
- PackageSet = set()
- dict_packageCode = dict()
- main_body_pack = set() # 2024/04/28 保存正文包号
- # package_number_pattern = re.compile(
- # '((施工|监理|监测|勘察|设计|劳务)(标段)?[0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦa-zA-Z]{,4}(标段?|包))|(([a-zA-Z]包[:)]?)?第?[0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦa-zA-Z]{1,4}标[段包]?)|((标[段号的包项]|([标分子]|合同|项目|采购|()包|包[组件号])[0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦA-Za-z]{1,4})|(([,;。、:(]|第)[0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ]{1,4}分?包)|([a-zA-Z][0-9]{,3}分?[包标])|.{,1}((包组|包件|包号|分?包|标[段号的包]|子项目)编?号?[::]?[a-zA-Z0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ-]+)|[,;。、:(]包[0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ]{1,4}[^\w]') # 标号
- # package_number_pattern = re.compile(
- # '((施工|监理|监测|勘察|设计|劳务)(标段)?:?第?([一二三四五六七八九十]{1,3}|[ⅠⅡⅢⅣⅤⅥⅦ]{1,3}|[a-zA-Z0-9]{1,9}\-?[a-zA-Z0-9-]{,9})?[分子]?(标[段包项]?|包[组件标]?|合同[包段]))\
- # |(([a-zA-Z]包[:()]?)?第?([一二三四五六七八九十]{1,3}|[ⅠⅡⅢⅣⅤⅥⅦ]{1,3}|[a-zA-Z0-9]{1,9}\-?[a-zA-Z0-9-]{,9})[分子]?(标[段包项]?|合同[包段]))\
- # |(([,;。、:(]|第)?([一二三四五六七八九十]{1,3}|[ⅠⅡⅢⅣⅤⅥⅦ]{1,3}|[a-zA-Z0-9]{1,9}\-?[a-zA-Z0-9-]{,9})[分子]?(标[段包项]?|包[组件标]?|合同[包段]))\
- # |((标[段包项]|标段(包)|包[组件标]|[标分子(]包)(\[|【)?:?([一二三四五六七八九十]{1,3}|[ⅠⅡⅢⅣⅤⅥⅦ]{1,3}|[a-zA-Z0-9]{1,9}\-?[a-zA-Z0-9-]{,9}))\
- # |[,;。、:(](标的?|项目|子项目?)(\[|【)?:?([一二三四五六七八九十]+|[0-9]{1,9})\
- # |((([标分子(]|合同|项目|采购)包|[,。]标的|子项目|[分子]标|标[段包项]|包[组件标]?)编?号[::]?[a-zA-Z0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ-]{1,9})\
- # |[,;。、:(]?(合同|分|子)?包:?([一二三四五六七八九十]{1,3}|[ⅠⅡⅢⅣⅤⅥⅦ]{1,3}|[a-zA-Z0-9]{1,9}\-?[a-zA-Z0-9-]{,9})')
- other_package_pattern = re.compile(
- '((项目|物资|设备|场次|标段|标的|产品)(名称)?)[::]([^,。]{2,50}?)[,。]') # # 2020/11/23 大网站规则 调整 package_N_name_pattern, package_N_name_pattern 中的项目 改为 子项目
- win_tenderer_pattern = re.compile('(中标候?选?人|供应商)(名称)?[::](.{2,25})[,。]') # 2020/11/23 大网站规则 调整
- model_pattern = re.compile('(型号|序号)[::]([^,。]{2,20})[,。]') # 2020/11/23 大网站规则 调整
- number_pattern = re.compile("[0-9A-Za-z一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ]{1,4}")
- package_code_pattern = re.compile("(?:编号[::]?\s*)([-\dA-Za-z\(\)]{1,20})")
- # 纯数字类型的包号统一,例如:'01','1'
- re_digital = re.compile("^\d+$")
- def changeIndexFromWordToWords(tokens, word_index):
- '''
- @summary:转换某个字的字偏移为词偏移
- '''
- before_index = 0
- after_index = 0
- for i in range(len(tokens)):
- after_index = after_index + len(tokens[i])
- if before_index <= word_index and after_index >= word_index:
- return i
- before_index = after_index
- package_names = []
- def extractPackageCode(tokens, word_index, size=20, pattern=package_code_pattern):
- '''
- @summary:抽取包附近的标段号
- @param:
- tokens:包所在句子的分词
- word_index:包所在字偏移
- size:左右各取多少个词
- pattern:提取标段号的正则
- @return: type:string,meaning:标段号
- '''
- index = changeIndexFromWordToWords(tokens, word_index)
- if index < size:
- begin = index
- else:
- begin = index - size
- if index + size > len(tokens):
- end = len(tokens)
- else:
- end = index + size
- # 拿到左右两边的词语组成短语
- text = "".join(tokens[begin:end])
- # 在短语中的字偏移
- new_word_index = word_index - len("".join(tokens[:begin]))
- min_distance = len(text)
- packageCode = None
- for the_iter in re.finditer(pattern, text):
- # 算出最小距离
- distance = min([abs(new_word_index - the_iter.span()[0]), abs(new_word_index - the_iter.span()[1])])
- if distance < min_distance:
- min_distance = distance
- packageCode = the_iter.group(1)
- return packageCode
- def get_package():
- PackageList_scope = []
- True_package = set()
- for i in range(len(list_sentence)):
- PackageList_item = []
- PackageList_item_scope = []
- content = list_sentence[i].sentence_text
- # content = content.replace('号,', '号:').replace(':', ':').replace('(', '(').replace(')', ')')
- # # .replace('-包',' 包').replace('包-', '包 ').replace('-标', ' 标').replace('标段-', '标段 ').replace('-合同包', ' 合同包') # 72760191 标段:№10
- # content = re.sub('[一二三四五六七八九十\d](标[段包项]|包[组件标])编号', ' 标段编号', content)
- #
- # for it in re.finditer('CA标|(每个?|所有|相关|个|各|不分)[分子]?(标[段包项]?|包[组件标]?|合同包)|(质量|责任)三包|包[/每]|标段(划分|范围)|(承|压缩|软|皮|书|挂)包\
- # |标[识注签贴配]|[商油]标号|第X包|第[一二三四五六七八九十]+至[一二三四五六七八九十]+(标[段包项]?|包[组件标]?|合同[包段])\
- # |\.(docx|doc|pdf|xlsx|xls|jpg)|[一二三四五]次|五金|\d+[年月]|[\d.,]+万?元|\d+\.\d+', content):
- # content = content.replace(it.group(0), ' ' * len(it.group(0)))
- # tokens = list_sentence[i].tokens
- # _names = []
- # for iter in re.finditer(package_number_pattern, content):
- # if re.search('(业绩|信誉要求):', content[:iter.start()]): # 前面有业绩或信誉的标段去掉
- # continue
- # # print('提取到标段:%s, 前后文:%s'%(iter.group(), content[iter.start()-5:iter.end()+5]))
- # if re.match('\d', iter.group(0)) and re.search('\d\.$', content[:iter.start()]): # 排除2.10标段3 5.4标段划分 这种情况
- # # print('过滤掉错误包:', iter.group())
- # continue
- # if re.search('[承每书/]包|XX|xx', iter.group(0)) or re.search('\d包[/每]\w|一包[0-9一二三四五六七八九十]+', content[iter.start():iter.end()+3]) or re.search('[a-zA-Z0-9一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ-]{6,}', iter.group(0)):
- # # print('过滤掉错误包:', iter.group())
- # continue
- # elif iter.end()+2 < len(content) and re.search('标准|标的物|标志|包装|划分|标书', content[iter.start():iter.end()+2]):
- # # print('过滤掉错误包:',iter.group())
- # continue
- # elif re.search('同一(标段?|包)', content[max(0, iter.start()-2):iter.end()]): # 不得参加同一标段
- # # print('过滤掉错误包:', iter.group())
- # continue
- # elif re.search('三包', content[max(0, iter.start()-2):iter.end()]) and re.search('第三包', content[max(0, iter.start()-2):iter.end()])==None: # 规规章和“三包”规定
- # # print('过滤掉错误包:', iter.group())
- # continue
- # elif re.search('[1-9]\d{2,}$|\d{4,}|^[1-9]\d{2,}|合同包[A-Za-z]{2,}', iter.group(0)):
- # # print('过滤掉错误包号5:', iter.group(0))
- # continue
- tokens = list_sentence[i].tokens
- _names = []
- for iter in find_package(content):
- temp_package_number = uniform_package_name(iter.group(0))
- True_package.add(temp_package_number)
- PackageList_item.append({"name": temp_package_number, "sentence_index": list_sentence[i].sentence_index,
- "offsetWords_begin": changeIndexFromWordToWords(tokens, iter.span()[0]),
- "offsetWord_begin": iter.span()[0], "offsetWord_end": iter.span()[1]})
- # PackageList_item.append([temp_package_number,i,changeIndexFromWordToWords(tokens,iter.span()[0]),iter.span()[0],iter.span()[1]])
- code = extractPackageCode(tokens, iter.span()[0])
- if code is not None:
- dict_packageCode[temp_package_number] = code
- PackageSet.add(temp_package_number)
- if not list_sentence[i].in_attachment: # 保存不在附件的包号
- main_body_pack.add(temp_package_number)
- # 识别packageScope
- for iter in re.finditer(pattern_packageScope, content):
- PackageList_item_scope.append({"name": "", "sentence_index": list_sentence[i].sentence_index,
- "offsetWords_begin": changeIndexFromWordToWords(tokens, iter.span()[0]),
- "offsetWord_begin": iter.span()[0], "offsetWord_end": iter.span()[1]})
- # PackageList_item_scope.append(["",i,changeIndexFromWordToWords(tokens,iter.span()[0]),iter.span()[0],iter.span()[1]])
- PackageList_item_scope = PackageList_item + PackageList_item_scope
- PackageList_item_scope.sort(key=lambda x: x["offsetWord_begin"])
- PackageList_scope = PackageList_scope + PackageList_item_scope
- PackageList_item.sort(key=lambda x: x["sentence_index"])
- return PackageList_scope, True_package
- def get_win_project():
- '''获取多个项目多个中标人的项目'''
- PackageList_scope = []
- True_package = set()
- # 2020/11/23 大网站规则 调整
- if len(PackageSet) == 0 and len(
- set([it.entity_text for it in list_entity if
- it.entity_type in ['org', 'company'] and it.label == 2])) > 1:
- for i in range(len(list_sentence)):
- PackageList_item = []
- PackageList_item_scope = []
- content = list_sentence[i].sentence_text
- tokens = list_sentence[i].tokens
- names = re.findall(other_package_pattern, content)
- N_names = re.findall(win_tenderer_pattern, content)
- if len(names) != 1 or len(N_names) != 1:
- continue
- for iter in re.finditer(other_package_pattern, content):
- temp_package_number = iter.group(4)
- xinghao = re.search(model_pattern, content)
- if xinghao:
- temp_package_number = temp_package_number + '+' + xinghao.group(2)
- # print('新正则采购包名补充',temp_package_number)
- if re.search(re_digital, temp_package_number):
- temp_package_number = str(int(temp_package_number))
- True_package.add(temp_package_number)
- PackageList_item.append(
- {"name": temp_package_number, "sentence_index": list_sentence[i].sentence_index,
- "offsetWords_begin": changeIndexFromWordToWords(tokens, iter.span()[0]),
- "offsetWord_begin": iter.span()[0], "offsetWord_end": iter.span()[1]})
- # PackageList_item.append([temp_package_number,i,changeIndexFromWordToWords(tokens,iter.span()[0]),iter.span()[0],iter.span()[1]])
- code = extractPackageCode(tokens, iter.span()[0])
- if code is not None:
- dict_packageCode[temp_package_number] = code
- PackageSet.add(temp_package_number)
- if not list_sentence[i].in_attachment: # 保存不在附件的包号
- main_body_pack.add(temp_package_number)
- # 识别packageScope
- for iter in re.finditer(pattern_packageScope, content):
- PackageList_item_scope.append({"name": "", "sentence_index": list_sentence[i].sentence_index,
- "offsetWords_begin": changeIndexFromWordToWords(tokens,
- iter.span()[0]),
- "offsetWord_begin": iter.span()[0],
- "offsetWord_end": iter.span()[1]})
- # PackageList_item_scope.append(["",i,changeIndexFromWordToWords(tokens,iter.span()[0]),iter.span()[0],iter.span()[1]])
- PackageList_item_scope = PackageList_item + PackageList_item_scope
- PackageList_item_scope.sort(key=lambda x: x["offsetWord_begin"])
- PackageList_scope = PackageList_scope + PackageList_item_scope
- PackageList_item.sort(key=lambda x: x["sentence_index"])
- return PackageList_scope, True_package
- def get_package_scope(PackageList_scope):
- PackageList = []
- pattern_punctuation = "[::()\(\),,。;;]"
- # print("===packageList_scope",PackageList_scope)
- for i in range(len(list_sentence)):
- for j in range(len(PackageList_scope)):
- if i == PackageList_scope[j]["sentence_index"] and PackageList_scope[j]["name"] != "":
- _flag = False
- left_str = list_sentence[i].sentence_text[
- PackageList_scope[j]["offsetWord_begin"] - 30:PackageList_scope[j][
- "offsetWord_begin"] + 1]
- right_str = list_sentence[i].sentence_text[
- PackageList_scope[j]["offsetWord_begin"]:PackageList_scope[j]["offsetWord_begin"] + 30]
- _left_find = re.findall(pattern_punctuation, left_str)
- _right_find = re.findall(pattern_punctuation, right_str)
- # print(left_str)
- if re.search("同", left_str[-1:]) is not None and PackageList_scope[j]["name"] == "一":
- continue
- if re.search("划分", right_str[:10]) is not None:
- continue
- if len(_left_find) > 0 and _left_find[-1] in [":", ":"]:
- _flag = True
- if len(_right_find) > 0 and _right_find[0] in [":", ":"]:
- _flag = True
- if _flag:
- scope_begin = [PackageList_scope[j]["sentence_index"],
- PackageList_scope[j]["offsetWords_begin"]]
- else:
- scope_begin = [PackageList_scope[j]["sentence_index"], 0] # 2024/10/10 改为包作用域开始位置为包号所在句子开头
- # if j == 0:
- # scope_begin = [0, 0]
- # else:
- # scope_begin = [PackageList_scope[j - 1]["sentence_index"],
- # PackageList_scope[j - 1]["offsetWords_begin"]]
- if j == len(PackageList_scope) - 1:
- scope_end = [list_sentence[-1].sentence_index,
- changeIndexFromWordToWords(list_sentence[-1].tokens,
- len(list_sentence[
- -1].sentence_text))]
- else:
- scope_end = [PackageList_scope[j + 1]["sentence_index"],
- PackageList_scope[j + 1]["offsetWords_begin"]]
- if j>0 and PackageList_scope[j - 1]["sentence_index"] == PackageList_scope[j]["sentence_index"] and \
- PackageList_scope[j - 1]["offsetWord_begin"] <= PackageList_scope[j]["offsetWord_begin"] and \
- PackageList_scope[j - 1]["offsetWord_end"] >= PackageList_scope[j]["offsetWord_end"]:
- continue
- # add package to entity
- _pack_entity = Entity(doc_id=list_sentence[0].doc_id, entity_id="%s_%s_%s_%s" % (
- list_sentence[0].doc_id, i, PackageList_scope[j]["offsetWord_begin"],
- PackageList_scope[j]["offsetWord_begin"]), entity_text=PackageList_scope[j]["name"],
- entity_type="package", sentence_index=PackageList_scope[j]["sentence_index"],
- begin_index=changeIndexFromWordToWords(list_sentence[i].tokens,
- PackageList_scope[j][
- "offsetWord_begin"]),
- end_index=changeIndexFromWordToWords(list_sentence[i].tokens,
- PackageList_scope[j]["offsetWord_end"]),
- wordOffset_begin=PackageList_scope[j]["offsetWord_begin"],
- wordOffset_end=PackageList_scope[j]["offsetWord_end"],
- in_attachment=list_sentence[i].in_attachment)
- list_entity.append(_pack_entity)
- copy_pack = copy.copy(PackageList_scope[j])
- copy_pack["scope"] = [scope_begin, scope_end]
- copy_pack["hit"] = set()
- copy_pack["pointer"] = _pack_entity
- PackageList.append(copy_pack)
- return PackageList
- PackageList_scope, True_package = get_package()
- # PackageList_scope2, True_package2 = get_win_project() # 20240508 与表格提取重复,去掉
- # if len(True_package2) > 2: # 同时包含多标段及多中标人的
- # PackageList_scope = PackageList_scope + PackageList_scope2
- PackageList = get_package_scope(PackageList_scope)
- # if len(PackageSet)<2: # 20230922只提取到一个包号的去掉,都放在默认包project 2024/02/02 注释掉,防止多标段每篇公告只公布一个标段的没法提取标段号
- # return [], set(), {}
- return PackageList, PackageSet, dict_packageCode, main_body_pack
- def getPackage(packageList,sentence_index,begin_index,roleid,MAX_DIS=None,DIRECT=None):
- '''
- @param:
- packageList:文章的包的信息,包号-sent_index-词偏移-字偏移-[[前作用域句子,句内偏移],[后作用域句子,句内偏移]]-匹配集合
- sentence_index:实体所在的句子
- begin_index:实体所在句子的起始位置
- @return:公司实体所属的包
- @summary: 优化多标段,确定标段作用域之后,寻找作用域包含该实体的所有包,从前往后找到一个还没有该roleid的包返回,若找到的包都有roleid,则返回第一个,若没有找到包,返回None
- '''
- '''
- if len(packageList)==0:
- return None
- before_index = None
- after_index = None
- equal_index = None
- equal_count = 0
- for pack_index in range(len(packageList)):
- if packageList[pack_index][1]>sentence_index and after_index is None:
- after_index = pack_index
- if packageList[pack_index][1]<sentence_index:
- before_index = pack_index
- if packageList[pack_index][1]==sentence_index and equal_index is None:
- equal_index = pack_index
- #当前句子和之前句子未找到包
- if before_index is None and equal_index is None:
- return None
- else:
- if after_index is None:
- end_index = len(packageList)
- else:
- end_index = after_index
- #只在当前句子找到一个包号
- if end_index-max((before_index if before_index is not None else -1,equal_index if equal_index is not None else -1))==1:
- return packageList[end_index-1][0]
- else:
- for i in range(max((before_index if before_index is not None else -1,equal_index if equal_index is not None else -1)),end_index):
- if packageList[i][2]>int(begin_index):
- if packageList[i-1][4]:
- return packageList[i-1][0]
- else:
- if packageList[i][4]:
- return packageList[i-1][0]
- else:
- return packageList[i][0]
- return packageList[end_index-1][0]
- '''
- if len(packageList)==0:
- return None,False
- list_legalPack = []
- for pack_index in range(len(packageList)):
- if DIRECT=="L" and (packageList[pack_index]["sentence_index"]>sentence_index or (packageList[pack_index]["sentence_index"]==sentence_index and packageList[pack_index]["offsetWords_begin"]>begin_index)):
- continue
- if DIRECT=="R" and (packageList[pack_index]["sentence_index"]<sentence_index or (packageList[pack_index]["sentence_index"]==sentence_index and packageList[pack_index]["offsetwords_begin"]<begin_index)):
- continue
- if (packageList[pack_index]["scope"][0][0]<sentence_index or (packageList[pack_index]["scope"][0][0]==sentence_index and packageList[pack_index]["scope"][0][1]<=begin_index)) and (packageList[pack_index]["scope"][1][0]>sentence_index or (packageList[pack_index]["scope"][1][0]==sentence_index and packageList[pack_index]["scope"][1][1]>=begin_index)):
- if MAX_DIS is not None:
- if abs(sentence_index-packageList[pack_index]["sentence_index"])<=MAX_DIS:
- list_legalPack.append(pack_index)
- else:
- list_legalPack.append(pack_index)
- # if (packageList[pack_index]["scope"][0][0] < sentence_index
- # or (packageList[pack_index]["scope"][0][0] == sentence_index
- # and packageList[pack_index]["scope"][0][1] <= begin_index))
- # and (packageList[pack_index]["scope"][1][0] > sentence_index
- # or (packageList[pack_index]["scope"][1][0] == sentence_index
- # and packageList[pack_index]["scope"][1][1] >= begin_index)):
- # pass
- _flag = True
- for _index in list_legalPack:
- if roleid in packageList[_index]["hit"]:
- continue
- else:
- _flag = False
- packageList[_index]["hit"].add(roleid)
- return packageList[_index]["pointer"],_flag
- if len(list_legalPack)>0:
- return packageList[0]["pointer"],_flag
- return None,False
- __all__ = ["getPackage", "getPackageScopePattern", "getPackagesFromArticle", "pattern_packageScope", "dict_role_id", "role2id_dict"]
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