iepy-develop/iepy/selfpreprocess/BiddingKG/dl/interface/getAttributes.py

from BiddingKG.dl.common.Utils import findAllIndex,debug,timeFormat
from BiddingKG.dl.interface.Entitys import PREM,Role,Entity
import re
import copy
import math
import pandas as pd
import os

def getTheRole(entity,role_list):
    '''
    @summary:根据实体名称拿到index
    @param:
        entity:实体名称
        role_list:角色list
    @return:该实体所在下标
    '''
    for role_index in range(len(role_list)):
        if entity in role_list[role_index]:
            return role_index
    return None

dict_role_id = {"0":"tenderee",
                "1":"agency",
                "2":"win_tenderer",
                "3":"second_tenderer",
                "4":"third_tenderer"}

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)
    _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

#生成合法的组合
def get_legal_comba(list_entity,dict_role_combination):
    
    #拿到一个包中所有合法的组合
    def circle_package(_dict_legal_combination):
        list_dict_role_first = []
        for _role in _dict_legal_combination:
            if len(list_dict_role_first)==0:
                for _entity in _dict_legal_combination[_role]:
                    if _entity !="":
                        list_dict_role_first.append({_role:_entity})
            else:
                list_dict_role_after = []
                _find_count = 0
                for _entity in _dict_legal_combination[_role]:
                    if _entity !="":
                        for _dict in list_dict_role_first:
                            _flag = True
                            for _key1 in _dict:
                                if _entity==_dict[_key1]:
                                    #修改为招标人和代理人可以为同一个
                                    if str(_key1) in ["0","1"] and str(_role) in ["0","1"]:
                                        _flag = True
                                    else:
                                        _flag = False
                            if _flag:
                                _find_count += 1
                                _new_dict = copy.copy(_dict)
                                _new_dict[_role] = _entity
                                if len(list_dict_role_after)>100000:
                                    break
                                list_dict_role_after.append(_new_dict)
                if len(list_dict_role_after)==0:
                    pass
                else:
                    list_dict_role_first.extend(list_dict_role_after)

        return list_dict_role_first



    def recursive_package(_dict_legal_combination,set_legal_entity,dict_one_selution,list_all_selution):
        last_layer = False
        #若是空组合则放回空
        if len(_dict_legal_combination.keys())==0:
            return []
        #递归到最后一层则修改状态
        if len(_dict_legal_combination.keys())==1:
            last_layer = True
        #取一个角色开始进行遍历
        _key_role = list(_dict_legal_combination.keys())[0]
        for item in _dict_legal_combination[_key_role]:
            copy_dict_one_selution = copy.copy(dict_one_selution)
            copy_dict_legal_combination = {}
            copy_set_legal_entity = copy.copy(set_legal_entity)
            
            #复制余下的所有角色，进行下一轮递归
            for _key in _dict_legal_combination.keys():
                if _key!=_key_role:
                    copy_dict_legal_combination[_key] = _dict_legal_combination[_key]

            #修改为招标人和代理人可以为同一个
            if item !="":
                _flag = True
                if str(_key_role) in ["0","1"]:
                    for _key_flag in copy_dict_one_selution:
                        if _key_flag not in ["0","1"] and copy_dict_one_selution[_key_flag]==item:
                            _flag = False
                else:
                    for _key_flag in copy_dict_one_selution:
                        if copy_dict_one_selution[_key_flag]==item:
                            _flag = False
                if _flag:
                    copy_dict_one_selution[_key_role] = item
                    
            '''
            if item not in copy_set_legal_entity:
                if item !="":
                    copy_dict_one_selution[_key_role] = item
            '''
            copy_set_legal_entity.add(item)
            if last_layer:
                list_all_selution.append(copy_dict_one_selution)
            else:
                recursive_package(copy_dict_legal_combination,copy_set_legal_entity,copy_dict_one_selution,list_all_selution)
    

    #递归匹配各个包的结果        
    def recursive_packages(_dict_legal_combination,dict_one_selution,list_all_selution):
        last_layer = False
        if len(_dict_legal_combination.keys())==0:
            return []
        if len(_dict_legal_combination.keys())==1:
            last_layer = True
        _key_pack = list(_dict_legal_combination.keys())[0]
        for item in _dict_legal_combination[_key_pack]:
            copy_dict_one_selution = copy.copy(dict_one_selution)
            copy_dict_legal_combination = {}
            for _key in _dict_legal_combination.keys():
                if _key!=_key_pack:
                    copy_dict_legal_combination[_key] = _dict_legal_combination[_key]
            for _key_role in item.keys():
                copy_dict_one_selution[_key_pack+"$$"+_key_role] = item[_key_role]
            if last_layer:
                list_all_selution.append(copy_dict_one_selution)
            else:
                recursive_packages(copy_dict_legal_combination,copy_dict_one_selution,list_all_selution)
        return list_all_selution
    
    #循环获取所有包组合
    def circle_pageages(_dict_legal_combination):
        list_all_selution = []
        for _key_pack in _dict_legal_combination.keys():
            list_key_selution = []
            for item in _dict_legal_combination[_key_pack]:
                _dict = dict()
                for _key_role in item.keys():
                    _dict[_key_pack+"$$"+_key_role] = item[_key_role]
                list_key_selution.append(_dict)
            if len(list_all_selution)==0:
                list_all_selution = list_key_selution
            else:
                _list_all_selution = []
                for item_1 in list_all_selution:
                    for item_2 in list_key_selution:
                        _list_all_selution.append(dict(item_1,**item_2))
                list_all_selution = _list_all_selution
        return list_all_selution
                      
    #拿到各个包解析之后的结果
    _dict_legal_combination = {}
    for packageName in dict_role_combination.keys():
        _list_all_selution = []

        # recursive_package(dict_role_combination[packageName], set(), {}, _list_all_selution)
        _list_all_selution = circle_package(dict_role_combination[packageName])
        '''
        print("===1")
        print(packageName)
        for item in _list_all_selution:
            print(item)
        print("===2")
        '''
        #去除包含子集
        list_all_selution_simple = []
        _list_set_all_selution = []
        for item_selution in _list_all_selution:
            item_set_selution = set()
            for _key in item_selution.keys():
                item_set_selution.add((_key,item_selution[_key]))
            _list_set_all_selution.append(item_set_selution)
        if len(_list_set_all_selution)>1000:
            _dict_legal_combination[packageName] = _list_all_selution
            continue
        for i in range(len(_list_set_all_selution)):
            
            be_included = False
            for j in range(len(_list_set_all_selution)):
                if i!=j:
                    if len(set(_list_set_all_selution[i])&set(_list_set_all_selution[j]))==len(_list_set_all_selution[i]) and len(_list_set_all_selution[i])!=len(_list_set_all_selution[j]):
                        be_included = True
            if not be_included:
                list_all_selution_simple.append(_list_all_selution[i])
        _dict_legal_combination[packageName] = list_all_selution_simple
    _list_final_comba = []
    #对各个包的结果进行排列组合
    _comba_count = 1
    for _key in _dict_legal_combination.keys():
        _comba_count *= len(_dict_legal_combination[_key])
    #如果过大，则每个包只取概率最大的那个
    dict_pack_entity_prob = get_dict_entity_prob(list_entity)
    if _comba_count>250:
        new_dict_legal_combination = dict()
        for _key_pack in _dict_legal_combination.keys():
            MAX_PROB = -1000
            _MAX_PROB_COMBA = None
            for item in _dict_legal_combination[_key_pack]:
                # print(_key_pack,item)
                _dict = dict()
                for _key in item.keys():
                    _dict[str(_key_pack)+"$$"+str(_key)] = item[_key]
                _prob = getSumExpectation(dict_pack_entity_prob, _dict)
                if _prob>MAX_PROB:
                    MAX_PROB = _prob
                    _MAX_PROB_COMBA = [item]
            new_dict_legal_combination[_key_pack] = _MAX_PROB_COMBA
        _dict_legal_combination = new_dict_legal_combination
    #recursive_packages(_dict_legal_combination, {}, _list_final_comba)
    _list_final_comba = circle_pageages(_dict_legal_combination)
    #除了Project包(招标人和代理人)，其他包是不会有冲突的
    #查看是否有一个实体出现在了Project包和其他包中，如有，要进行裁剪
    _list_real_comba = []
    for dict_item in _list_final_comba:
        set_project = set()
        set_other = set()
        for _key in list(dict_item.keys()):
            if _key.split("$$")[0]=="Project":
                set_project.add(dict_item[_key])
            else:
                set_other.add(dict_item[_key])
        set_common = set_project&set_other
        if len(set_common)>0:
            dict_project = {}
            dict_not_project = {}
            for _key in list(dict_item.keys()):
                if dict_item[_key] in set_common:
                    if str(_key.split("$$")[0])=="Project":
                        dict_project[_key] = dict_item[_key]
                    else:
                        dict_not_project[_key] = dict_item[_key]
                else:
                    dict_project[_key] = dict_item[_key]
                    dict_not_project[_key] = dict_item[_key]
            
            _list_real_comba.append(dict_project)
            _list_real_comba.append(dict_not_project)
        else:
            _list_real_comba.append(dict_item)

    return _list_real_comba

def get_dict_entity_prob(list_entity,on_value=0.5):
    dict_pack_entity_prob = {}
    for entity in list_entity:
        if entity.entity_type in ['org','company']:
            values = entity.values
            role_prob = float(values[int(entity.label)])
            _key = entity.packageName+"$$"+str(entity.label)
            if role_prob>=on_value and str(entity.label)!="5":
                _key_prob = _key+"$text$"+entity.entity_text
                if _key_prob in dict_pack_entity_prob:
                    if role_prob>dict_pack_entity_prob[_key_prob][1]:
                        dict_pack_entity_prob[_key_prob] = [entity.entity_text,role_prob]
                else:
                    dict_pack_entity_prob[_key_prob] = [entity.entity_text,role_prob]
    return dict_pack_entity_prob


#计算合计期望            
def getSumExpectation(dict_pack_entity_prob,combination,on_value=0.5):
    '''
    expect = 0
    for entity in list_entity:
        if entity.entity_type in ['org','company']:
            values = entity.values
            role_prob = float(values[int(entity.label)])
            _key = entity.packageName+"$$"+str(entity.label)
            if role_prob>on_value and str(entity.label)!="5":
                if _key in combination.keys() and combination[_key]==entity.entity_text:
                    expect += math.pow(role_prob,4)
                else:
                    expect -= math.pow(role_prob,4)
    '''
    #修改为同一个实体只取对应包-角色的最大的概率值
    expect = 0
    dict_entity_prob = {}
    for _key_pack_entity in dict_pack_entity_prob:
        _key_pack = _key_pack_entity.split("$text$")[0]
        role_prob = dict_pack_entity_prob[_key_pack_entity][1]
        if _key_pack in combination.keys() and combination[_key_pack]==dict_pack_entity_prob[_key_pack_entity][0]:
            if _key_pack_entity in dict_entity_prob.keys():
                if dict_entity_prob[_key_pack_entity]<role_prob:
                    dict_entity_prob[_key_pack_entity] = role_prob
            else:
                dict_entity_prob[_key_pack_entity] = role_prob
        else:
            if _key_pack_entity in dict_entity_prob.keys():
                if dict_entity_prob[_key_pack_entity]>-role_prob:
                    dict_entity_prob[_key_pack_entity] = -role_prob
            else:
                dict_entity_prob[_key_pack_entity] = -role_prob
    # for entity in list_entity:
    #     if entity.entity_type in ['org','company']:
    #         values = entity.values
    #         role_prob = float(values[int(entity.label)])
    #         _key = entity.packageName+"$$"+str(entity.label)
    #         if role_prob>=on_value and str(entity.label)!="5":
    #             if _key in combination.keys() and combination[_key]==entity.entity_text:
    #                 _key_prob = _key+entity.entity_text
    #                 if _key_prob in dict_entity_prob.keys():
    #                     if dict_entity_prob[_key_prob]<role_prob:
    #                         dict_entity_prob[_key_prob] = role_prob
    #                 else:
    #                     dict_entity_prob[_key_prob] = role_prob
    #             else:
    #                 _key_prob = _key+entity.entity_text
    #                 if _key_prob in dict_entity_prob.keys():
    #                     if dict_entity_prob[_key_prob]>-role_prob:
    #                         dict_entity_prob[_key_prob] = -role_prob
    #                 else:
    #                     dict_entity_prob[_key_prob] = -role_prob
    for _key in dict_entity_prob.keys():
        symbol = 1 if dict_entity_prob[_key]>0 else -1 
        expect += symbol*math.pow(dict_entity_prob[_key],2)
    return expect


def getRoleList(list_sentence,list_entity,on_value = 0.5):
    '''
    @summary: 搜索树，得到所有不矛盾的角色组合，取合计期望值最大的作为结果返回
    @param:
        list_sentence:文章所有的sentence
        list_entity:文章所有的实体
        on_value:概率阈值
    @return:文章的角色list
    '''

    pack = getPackagesFromArticle(list_sentence,list_entity)
    if pack is None:
        return None
    PackageList,PackageSet,dict_PackageCode = pack


    #拿到所有可能的情况
    dict_role_combination = {}
    #拿到各个实体的packageName,packageCode
    for entity in list_entity:
        if entity.entity_type in ['org','company']:
            values = entity.values
            role_prob = float(values[int(entity.label)])
            if role_prob>=on_value and str(entity.label)!="5":
                if str(entity.label) in ["0","1"]:
                    packageName = "Project"
                else:
                    if len(PackageSet)>0:
                        packagePointer,_ = getPackage(PackageList,entity.sentence_index,entity.end_index,"role-"+str(entity.label))
                        if packagePointer is None:
                            #continue
                            packageName = "Project"
                        else:
                            #add pointer_pack
                            entity.pointer_pack = packagePointer
                            packageName = packagePointer.entity_text
                    else:
                        packageName = "Project"
                    find_flag = False

                    if packageName in dict_PackageCode.keys():
                        packageCode = dict_PackageCode[packageName]
                    else:
                        packageCode = ""
                    entity.packageCode = packageCode
                role_name = dict_role_id.get(str(entity.label))
                entity.roleName = role_name
                entity.packageName = packageName
                if entity.packageName in dict_role_combination.keys():
                    if str(entity.label) in dict_role_combination[entity.packageName].keys():
                        dict_role_combination[entity.packageName][str(entity.label)].add(entity.entity_text)
                    else:
                        dict_role_combination[entity.packageName][str(entity.label)] = set([entity.entity_text])
                else:
                    dict_role_combination[entity.packageName] = {}
                    #初始化空值
                    roleIds = [0,1,2,3,4]
                    for _roleId in roleIds:
                        dict_role_combination[entity.packageName][str(_roleId)] = set([""])
                    dict_role_combination[entity.packageName][str(entity.label)].add(entity.entity_text)
    list_real_comba = get_legal_comba(list_entity,dict_role_combination)

    #拿到最大期望值的组合
    max_index = 0
    max_expect = -100
    _index = 0
    dict_pack_entity_prob = get_dict_entity_prob(list_entity)
    for item_combination in list_real_comba:
        expect = getSumExpectation(dict_pack_entity_prob, item_combination)
        if expect>max_expect:
            max_index = _index
            max_expect = expect
        _index += 1
    RoleList = []
    RoleSet = set()
    if len(list_real_comba)>0:
        for _key in list_real_comba[max_index].keys():
            packageName = _key.split("$$")[0]
            label = _key.split("$$")[1]
            role_name = dict_role_id.get(str(label))
            entity_text = list_real_comba[max_index][_key]
            if packageName in dict_PackageCode.keys():
                packagecode = dict_PackageCode.get(packageName)
            else:
                packagecode = ""
            RoleList.append(PREM(packageName,packagecode,role_name,entity_text,0,0,0.0,[]))
            RoleSet.add(entity_text)
    #根据最优树来修正list_entity中角色对包的连接
    for _entity in list_entity:
        if _entity.pointer_pack is not None:
            _pack_name = _entity.pointer_pack.entity_text
            _find_flag = False
            for _prem in RoleList:
                if _prem.packageName==_pack_name and _prem.entity_text==_entity.entity_text:
                    _find_flag = True
            if not _find_flag:
                _entity.pointer_pack = None
        
    return RoleList,RoleSet,PackageList,PackageSet

def getPackageScopePattern():
    '''
    @summary: 获取包的作用域关键词
    '''
    df = pd.read_excel(os.path.dirname(__file__)+"/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}"
    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

    PackageList = []
    PackageList_scope = []
    PackageSet = set()
    dict_packageCode = dict()
    
    package_name_pattern = re.compile("((标[段号的包]|分包)的?(名[称单]?|包名))[:：]?([^:：]{3,30}?)，{1}")
    package_N_name_pattern = re.compile("[^承](分?包|标段|标包|标|包|包组|子项目|包件|项目类型)编?号?[:：]?[\(（]?([0-9A-Za-z一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ]){1,2}，{1}")
    package_number_pattern = re.compile("(([^承](包|标[段号的包]|分?包|包组|包件)编?号?|子项目|项目类型)[:：]?[0-9A-Za-z一二三四五六七八九十ⅠⅡⅢⅣⅤⅥⅦ]{1,4}[^\.])[^至]?|([^\.]?第?[ⅠⅡⅢⅣⅤⅥⅦ0-9A-Za-z一二三四五六七八九十]{1,4}(包号|标[段号的包]|分?包))")
    # other_package_pattern = re.compile('(项目名称|物资名称|设备名称|场次名称|标段名称)[:：](.{,20}?)(，|项目)')  # 新正则识别标段
    other_package_pattern = re.compile('((项目|物资|设备|场次|标段|标的|产品)(名称))[:：]([^，。]{,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('(中标人|供应商)[:：](.{,25})(，|。)')  # 2020/11/23 大网站规则 调整
    model_pattern = re.compile('(型号|序号)[:：]([^，。]{,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\(\)]+)")
    
    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
    #从标段介绍表格中提取包名和包号
    for i in range(len(list_sentence)):
        content = list_sentence[i].sentence_text
        names = re.findall(package_name_pattern,content)
        if names == []:
            names = re.findall(other_package_pattern, content)
        N_names = re.findall(package_N_name_pattern,content)
        if len(names)==1 and len(N_names)==1:
            package_names.append([names[0][-1],N_names[0][-1]])
    for i in range(len(list_sentence)):
        PackageList_item = []
        PackageList_item_scope = []
        content = list_sentence[i].sentence_text
        tokens = list_sentence[i].tokens
        for name in package_names[:20]:
            for index in findAllIndex(name[0],content):
                temp_package_number = re.findall(number_pattern,name[1])[0]
                PackageList_item.append({"name":temp_package_number,"sentence_index":i,"offsetWords_begin":changeIndexFromWordToWords(tokens,index),"offsetWord_begin":index,"offsetWord_end":index+len(name[0])})
                # PackageList_item.append([temp_package_number,i,changeIndexFromWordToWords(tokens,index),index,index+len(str(temp_package_number))])
                code = extractPackageCode(tokens, index)
                if code is not None:
                    dict_packageCode[temp_package_number] = code
                PackageSet.add(temp_package_number)
        for iter in re.finditer(package_number_pattern,content):
            temp_package_number = re.findall(number_pattern,content[iter.span()[0]:iter.span()[1]])[0]
            PackageList_item.append({"name":temp_package_number,"sentence_index":i,"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)
        
        #识别packageScope
        for iter in re.finditer(pattern_packageScope,content):
            PackageList_item_scope.append({"name":"","sentence_index":i,"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"])
        #PackageList = PackageList+PackageList_item
    #不作为包
    # if len(PackageSet)==0:
    #     for i in range(len(list_sentence)):
    #         PackageList_item = []
    #         PackageList_item_scope = []
    #         content = list_sentence[i].sentence_text
    #         tokens = list_sentence[i].tokens
    #         for iter in re.finditer(other_package_pattern,content):
    #             temp_package_number = iter.group(2)
    #             PackageList_item.append({"name":temp_package_number,"sentence_index":i,"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)
    #         #识别packageScope
    #         for iter in re.finditer(pattern_packageScope,content):
    #             PackageList_item_scope.append({"name":"","sentence_index":i,"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"])

    # 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)
                PackageList_item.append({"name":temp_package_number,"sentence_index":i,"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)
            #识别packageScope
            for iter in re.finditer(pattern_packageScope,content):
                PackageList_item_scope.append({"name":"","sentence_index":i,"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"])

    pattern_punctuation = "[:：（）\(\),，。；;]"
    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:
                    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 = [PackageList_scope[j]["offsetWords_begin"],changeIndexFromWordToWords(list_sentence[i].tokens, len(list_sentence[i].sentence_text))]
                else:
                    scope_end = [PackageList_scope[j+1]["sentence_index"],PackageList_scope[j+1]["offsetWords_begin"]]
                if 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"])
                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,PackageSet,dict_packageCode


def findAttributeAfterEntity(PackDict,roleSet,PackageList,PackageSet,list_entity,on_value = 0.5,on_value_person=0.5,sentence_len=4):
    '''
    @param:
        PackDict:文章包dict
        roleSet:文章所有角色的公司名称
        PackageList:文章的包信息
        PackageSet:文章所有包的名称
        list_entity:文章所有经过模型处理的实体
        on_value:金额模型的阈值
        on_value_person:联系人模型的阈值
        sentence_len:公司和属性间隔句子的最大长度
    @return:添加了属性信息的角色list
    '''
    
    #根据roleid添加金额到rolelist中
    def addMoneyByRoleid(packDict,packageName,roleid,money,money_prob):
        for i in range(len(packDict[packageName]["roleList"])):
            if packDict[packageName]["roleList"][i].role_name==dict_role_id.get(str(roleid)):
                if money_prob>packDict[packageName]["roleList"][i].money_prob:
                    packDict[packageName]["roleList"][i].money = money
                    packDict[packageName]["roleList"][i].money_prob = money_prob
        return packDict
                    
    #根据实体名称添加金额到rolelist中
    def addMoneyByEntity(packDict,packageName,entity,money,money_prob):
        for i in range(len(packDict[packageName]["roleList"])):
            if packDict[packageName]["roleList"][i].entity_text==entity:
                if money_prob>packDict[packageName]["roleList"][i].money_prob:
                    packDict[packageName]["roleList"][i].money = money
                    packDict[packageName]["roleList"][i].money_prob = money_prob
        return packDict
    
    #根据实体名称得到角色
    def getRoleWithText(packDict,entity_text):
        for pack in packDict.keys():
            for i in range(len(packDict[pack]["roleList"])):
                if packDict[pack]["roleList"][i].entity_text==entity_text:
                    return packDict[pack]["roleList"][i].role_name
    
    def doesEntityOrLinkedEntity_inRoleSet(entity,RoleSet):
        _list_entitys = [entity]+entity.linked_entitys
        for _entity in _list_entitys:
            if _entity.entity_text in RoleSet:
                return True
    
    p_entity = 0
    
    #遍历所有实体
    while(p_entity<len(list_entity)):
        entity = list_entity[p_entity]
        '''
        #招标金额从后往前找
        if entity.entity_type=="money":
            if entity.values[entity.label]>=on_value:
                if str(entity.label)=="0":
                    packagePointer,_ = getPackage(PackageList,entity.sentence_index,entity.begin_index,"money-"+str(entity.label))
                    if packagePointer is None:
                        packageName = "Project"
                    else:
                        packageName = packagePointer.entity_text
                    addMoneyByRoleid(PackDict, packageName, "0", entity.entity_text, entity.values[entity.label])
        '''
        ''' # 2020/11/25 与下面的联系人连接步骤重复，取消
        if entity.entity_type=="person":
            if entity.values[entity.label]>=on_value_person:
                if str(entity.label)=="1":
                    for i in range(len(PackDict["Project"]["roleList"])):
                        if PackDict["Project"]["roleList"][i].role_name=="tenderee":
                            PackDict["Project"]["roleList"][i].linklist.append((entity.entity_text,entity.person_phone))
                        # add pointer_person
                        for _entity in list_entity:
                            if dict_role_id.get(str(_entity.label))=="tenderee":
                                for i in range(len(PackDict["Project"]["roleList"])):
                                    if PackDict["Project"]["roleList"][i].entity_text==_entity.entity_text and PackDict["Project"]["roleList"][i].role_name=="tenderee":
                                        _entity.pointer_person = entity
                elif str(entity.label)=="2":
                    for i in range(len(PackDict["Project"]["roleList"])):
                        if PackDict["Project"]["roleList"][i].role_name=="agency":
                            PackDict["Project"]["roleList"][i].linklist.append((entity.entity_text,entity.person_phone))
                    # add pointer_person
                    for _entity in list_entity:
                        if dict_role_id.get(str(_entity.label))=="agency":
                            for i in range(len(PackDict["Project"]["roleList"])):
                                if PackDict["Project"]["roleList"][i].entity_text==_entity.entity_text and PackDict["Project"]["roleList"][i].role_name=="agency":
                                    _entity.pointer_person = entity
    '''
        #金额往前找实体
        if entity.entity_type=="money":
            if entity.values[entity.label]>=on_value:
                p_entity_money= p_entity
                entity_money = list_entity[p_entity_money]
                if len(PackageSet)>0:
                    packagePointer,_ = getPackage(PackageList,entity_money.sentence_index,entity_money.begin_index,"money-"+str(entity_money.entity_text)+"-"+str(entity_money.label))
                    if packagePointer is None:
                        packageName_entity = "Project"
                    else:
                        packageName_entity = packagePointer.entity_text
                else:
                    packageName_entity = "Project"
                while(p_entity_money>0):
                    entity_before = list_entity[p_entity_money]
                    if entity_before.entity_type in ['org','company']:
                        if str(entity_before.label)=="1":
                            addMoneyByEntity(PackDict, packageName_entity, entity_before.entity_text, entity_money.entity_text, entity_money.values[entity_money.label])
                            #add pointer_money
                            entity_before.pointer_money = entity_money
                        break
                    p_entity_money -= 1


        #如果实体属于角色集合，则往后找属性
        if doesEntityOrLinkedEntity_inRoleSet(entity, roleSet):
            
            p_entity += 1
            #循环查找符合的属性
            while(p_entity<len(list_entity)):
                
                entity_after = list_entity[p_entity]
                if entity_after.sentence_index-entity.sentence_index>=sentence_len:
                    p_entity -= 1
                    break
                #若是遇到公司实体，则跳出循环
                if entity_after.entity_type in ['org','company']:
                    p_entity -= 1
                    break
                if entity_after.values is not None:
                    if entity_after.entity_type=="money":
                        if entity_after.values[entity_after.label]>=on_value:
                            '''
                            #招标金额从后往前找
                            if str(entity_after.label)=="0":
                                packagePointer,_ = getPackage(PackageList,entity.sentence_index,entity.begin_index,"money-"+str(entity.label))
                                if packagePointer is None:
                                    packageName = "Project"
                                else:
                                    packageName = packagePointer.entity_text
                                addMoneyByRoleid(PackDict, packageName, "0", entity_after.entity_text, entity_after.values[entity_after.label])
                            '''
                            if str(entity_after.label)=="1":
                                #print(entity_after.entity_text,entity.entity_text)
                                _list_entitys = [entity]+entity.linked_entitys
                                if len(PackageSet)>0:
                                    packagePointer,_ = getPackage(PackageList,entity_after.sentence_index,entity_after.begin_index,"money-"+str(entity_after.entity_text)+"-"+str(entity_after.label))
                                    if packagePointer is None:
                                        packageName_entity = "Project"
                                    else:
                                        packageName_entity = packagePointer.entity_text
                                else:
                                    packageName_entity = "Project"
                                if str(entity.label) in ["2","3","4"]:
                                    addMoneyByEntity(PackDict, packageName_entity, entity.entity_text, entity_after.entity_text, entity_after.values[entity_after.label])
                                    #add pointer_money
                                    entity.pointer_money = entity_after
                        '''
                    if entity_after.entity_type=="person":
                        if entity_after.values[entity_after.label]>=on_value_person:
                            if str(entity_after.label)=="1":
                                for i in range(len(roleList)):
                                    if roleList[i].role_name=="tenderee":
                                        roleList[i].linklist.append((entity_after.entity_text,entity_after.person_phone))
                            elif str(entity_after.label)=="2":
                                for i in range(len(roleList)):
                                    if roleList[i].role_name=="agency":
                                        roleList[i].linklist.append((entity_after.entity_text,entity_after.person_phone))
                            elif str(entity_after.label)=="3":
                                _list_entitys = [entity]+entity.linked_entitys
                                for _entity in _list_entitys:
                                    for i in range(len(roleList)):
                                        if roleList[i].entity_text==_entity.entity_text:
                                            if entity_after.sentence_index-_entity.sentence_index>1 and len(roleList[i].linklist)>0:
                                                break
                                            roleList[i].linklist.append((entity_after.entity_text,entity_after.person_phone))
                    '''
                    
                p_entity += 1  
                
        p_entity += 1
    
    ''''''
    # 1）第一个公司实体的招标人，则看看下一个实体是否为代理人，如果是则联系人错位连接 。2）在同一句中往后找联系人。3）连接不上在整个文章找联系人。
    temp_ent_list = []  # 临时列表，记录0,1角色及3联系人
    other_person = []  # 阈值以上的联系人列表
    link_person = []   # 有电话没联系上角色的person列表
    other_ent = []
    link_ent = []
    found_person = False        
    ent_list = []
    for entity in list_entity:
        if entity.entity_type in ['org','company','person']:
            ent_list.append(entity)
    #for list_index in range(len(ent_list)):
        #if ent_list[list_index].entity_type in ['org','company'] and ent_list[list_index].label == 0 and list_index+2<len(ent_list) and \
           #ent_list[list_index+1].entity_type in ['org','company'] and ent_list[list_index+1].label == 1 and ent_list[list_index+2].entity_type in ['person']:
            #ent_list[list_index+1], ent_list[list_index+2] = ent_list[list_index+2], ent_list[list_index+1]
    # 2020/11/25增加确定角色联系人判断
    sure_person_set = set([entity.entity_text for entity in ent_list if entity.entity_type == 'person' and entity.label in [1, 2]])

    for index in range(len(ent_list)):
        entity = ent_list[index]
        if entity.entity_type=="person":
            if str(entity.label) == "0":  # 2020/11/25 非联系人直接跳过
                continue
            if entity.values[entity.label]>on_value_person:
                if str(entity.label)=="1":
                    for i in range(len(PackDict["Project"]["roleList"])):
                        if PackDict["Project"]["roleList"][i].role_name=="tenderee":
                            PackDict["Project"]["roleList"][i].linklist.append((entity.entity_text,entity.person_phone))
                            link_person.append(entity.entity_text)
                            link_ent.append(PackDict["Project"]["roleList"][i].entity_text)
                    # add pointer_person
                    for _entity in list_entity:
                        if dict_role_id.get(str(_entity.label))=="tenderee":
                            for i in range(len(PackDict["Project"]["roleList"])):
                                if PackDict["Project"]["roleList"][i].entity_text==_entity.entity_text and PackDict["Project"]["roleList"][i].role_name=="tenderee":
                                    _entity.pointer_person = entity
                elif str(entity.label)=="2":
                    for i in range(len(PackDict["Project"]["roleList"])):
                        if PackDict["Project"]["roleList"][i].role_name=="agency":
                            PackDict["Project"]["roleList"][i].linklist.append((entity.entity_text,entity.person_phone))  
                            link_person.append(entity.entity_text)
                            link_ent.append(PackDict["Project"]["roleList"][i].entity_text)
                    # add pointer_person
                    for _entity in list_entity:
                        if dict_role_id.get(str(_entity.label))=="agency":
                            for i in range(len(PackDict["Project"]["roleList"])):
                                if PackDict["Project"]["roleList"][i].entity_text==_entity.entity_text and PackDict["Project"]["roleList"][i].role_name=="agency":
                                    _entity.pointer_person = entity
                elif str(entity.label)=="3":
                    if entity.entity_text in sure_person_set:  # 2020/11/25 排除已经确定角色的联系人
                        continue
                    #not_link_person.append((entity_after.entity_text,entity_after.person_phone))
                    other_person.append(entity.entity_text)
                    temp_ent_list.append((entity.entity_text,entity.person_phone,entity))

        #if entity.entity_text in roleSet:  
        if entity.entity_text in roleSet:  
            if entity.label in [0,1]:
                other_ent.append(entity.entity_text)
                temp_ent_list.append((entity.entity_text, entity.label,entity))
            for behind_index in range(index+1, len(ent_list)):
                entity_after = ent_list[behind_index]
                if entity_after.sentence_index-entity.sentence_index>=1 or entity_after.entity_type in ['org','company']:   # 只在本句中找联系人                
                    break                
                if entity_after.values is not None:
                    if entity_after.entity_type=="person":
                        if str(entity_after.label) == "0": # 2020/11/25角色后面为非联系人 停止继续往后找
                            break
                        if entity_after.values[entity_after.label]>on_value_person:
                            if str(entity_after.label)=="1":
                                for i in range(len(PackDict["Project"]["roleList"])):
                                    if PackDict["Project"]["roleList"][i].role_name=="tenderee":
                                        PackDict["Project"]["roleList"][i].linklist.append((entity_after.entity_text,entity_after.person_phone)) 
                                        link_person.append(entity_after.entity_text)
                                        link_ent.append(PackDict["Project"]["roleList"][i].entity_text)
                            elif str(entity_after.label)=="2":
                                for i in range(len(PackDict["Project"]["roleList"])):
                                    if PackDict["Project"]["roleList"][i].role_name=="agency":
                                        PackDict["Project"]["roleList"][i].linklist.append((entity_after.entity_text,entity_after.person_phone))   
                                        link_person.append(entity_after.entity_text)
                                        link_ent.append(PackDict["Project"]["roleList"][i].entity_text)
                            elif str(entity_after.label)=="3":
                                if entity_after.entity_text in sure_person_set: # 2020/11/25 如果姓名已经出现在确定角色联系人中则停止往后找
                                    break
                                elif entity_after.begin_index - entity.end_index > 30:#2020/10/25 如果角色实体与联系人实体间隔大于阈值停止
                                    break
                                for pack in PackDict.keys():                              
                                    for i in range(len(PackDict[pack]["roleList"])):
                                        if PackDict[pack]["roleList"][i].entity_text==entity.entity_text:
                                            #if entity_after.sentence_index-entity.sentence_index>1 and len(roleList[i].linklist)>0:
                                                #break
                                            PackDict[pack]["roleList"][i].linklist.append((entity_after.entity_text,entity_after.person_phone))
                                            link_person.append(entity_after.entity_text)
                                            #add pointer_person
                                            entity.pointer_person = entity_after

    not_link_person = [person for person in other_person if person not in link_person]
    not_link_ent = [ent for ent in other_ent if ent not in link_ent]
    if len(not_link_person) > 0 and len(not_link_ent) > 0 :        
        item = temp_ent_list
        for i in range(len(item)):  
            if item[i][0] in not_link_ent and item[i][1] == 0 and i+3 < len(item):
                if item[i+1][0] in other_ent and item[i+1][1] == 1 and item[i+2][0] in other_person and item[i+3][0] in other_person:
                    item[i+1], item[i+2] = item[i+2], item[i+1]                    
        for i in range(len(item)-1, -1, -1):            
            if item[i][0] in not_link_ent:
                for pack in PackDict.keys():
                    for role in PackDict[pack]["roleList"]:
                        if role.entity_text == item[i][0] and len(role.linklist) < 1:
                            for j in range(i+1, len(item)):                                       
                                if item[j][0] in not_link_person:
                                    role.linklist.append(item[j][:2])
                                    #add pointer_person
                                    item[i][2].pointer_person = item[j][2]
                                    break
                                else:
                                    break         
    
    
    #寻找多标段招标金额
    p_entity = len(list_entity)-1

    set_tenderer_money = set()
    #遍历所有实体
    while(p_entity>=0):
        entity = list_entity[p_entity]
        if entity.entity_type=="money":
            if entity.values[entity.label]>=on_value:
                if str(entity.label)=="1":
                    set_tenderer_money.add(float(entity.entity_text))
                if str(entity.label)=="0":
                    '''
                    if p_entity>0:
                        p_before = list_entity[p_entity-1]
                        if p_before.entity_type=="money" and p_before.label==entity.label and p_before.entity_text==entity.entity_text and abs(entity.begin_index-p_before.end_index)<=2:
                            p_entity -= 1
                            continue
                    '''
                    packagePointer,_flag = getPackage(PackageList,entity.sentence_index,entity.begin_index,"money-"+str(entity.label),MAX_DIS=2,DIRECT="L")
                    if packagePointer is None:
                        packageName = "Project"
                    else:
                        packageName = packagePointer.entity_text
                        
                    if packageName=="Project":
                        if PackDict["Project"]["tendereeMoney"]<float(entity.entity_text):
                            PackDict["Project"]["tendereeMoney"] = float(entity.entity_text) 
                    else:
                        PackDict[packageName]["tendereeMoney"] = float(entity.entity_text)
                        #add pointer_tendereeMoney
                        packagePointer.pointer_tendereeMoney = entity
        p_entity -= 1            
    
        
    #删除一个机构有多个角色的数据
    #删除重复人、概率不回传
    final_roleList = []
    list_pop = []
    set_tenderer_role = set()
    dict_pack_tenderer_money = dict()

    for pack in PackDict.keys():
        #删除无效包
        if PackDict[pack]["code"]=="" and PackDict[pack]["tendereeMoney"]==0 and len(PackDict[pack]["roleList"])==0:
            list_pop.append(pack)
        for i in range(len(PackDict[pack]["roleList"])):
            if PackDict[pack]["roleList"][i].role_name=="win_tenderer":
                if PackDict[pack]["roleList"][i].money==0:
                    set_tenderer_role.add(PackDict[pack]["roleList"][i])
                    dict_pack_tenderer_money[pack] = [PackDict[pack]["roleList"][i],set()]
    #找到包的中投标金额
    for _index in range(len(PackageList)):
        if "hit" in PackageList[_index]:
            for _hit in list(PackageList[_index]["hit"]):
                _money = float(_hit.split("-")[1]) if _hit.split("-")[0]=="money" else None
                if PackageList[_index]["name"] in dict_pack_tenderer_money and _money is not None:
                    dict_pack_tenderer_money[PackageList[_index]["name"]][1].add(_money)
    #只找到一个中标人和中标金额
    if len(set_tenderer_money)==1 and len(set_tenderer_role)==1:
        list(set_tenderer_role)[0].money = list(set_tenderer_money)[0]
    #找到一个中标人和多个招标金额
    if len(set_tenderer_money)>1 and len(set_tenderer_role)==1:
        _maxMoney = 0
        _sumMoney = 0
        for _m in list(set_tenderer_money):
            _sumMoney += _m
            if _m>_maxMoney:
                _maxMoney = _m
        if _sumMoney/_maxMoney==2:
            list(set_tenderer_role)[0].money = _maxMoney
        else:
            list(set_tenderer_role)[0].money = _maxMoney
    #每个包都只找到一个金额
    _flag_pack_money = True
    for k,v in dict_pack_tenderer_money.items():
        if len(v[1])!=1:
            _flag_pack_money = False
    if _flag_pack_money and len(PackageSet)==len(dict_pack_tenderer_money.keys()):
        for k,v in dict_pack_tenderer_money.items():
            v[0].money = list(v[1])[0]
    for pack in PackDict.keys():
        for i in range(len(PackDict[pack]["roleList"])):
            PackDict[pack]["roleList"][i] = PackDict[pack]["roleList"][i].getString()

    for item in list_pop:
        PackDict.pop(item)
        
    return PackDict 

def initPackageAttr(RoleList,PackageSet):
    '''
    @summary: 根据拿到的roleList和packageSet初始化接口返回的数据
    '''   
    packDict = dict()
    packDict["Project"] = {"code":"","tendereeMoney":0,"roleList":[]}
    for item in list(PackageSet):
        packDict[item] = {"code":"","tendereeMoney":0,"roleList":[]}
    for item in RoleList:
        if packDict[item.packageName]["code"] =="":
            packDict[item.packageName]["code"] = item.packageCode
        packDict[item.packageName]["roleList"].append(Role(item.role_name,item.entity_text,0,0,0.0,[]))
    return packDict
                
def getPackageRoleMoney(list_sentence,list_entity):
    '''
    @param:
        list_sentence:文章的句子list
        list_entity:文章的实体list
    @return: 拿到文章的包-标段号-角色-实体名称-金额-联系人-联系电话  
    '''
    # print("=1")
    theRole = getRoleList(list_sentence,list_entity)
    if not theRole:
        return []
    RoleList,RoleSet,PackageList,PackageSet = theRole
    '''
    for item in PackageList:
        print(item)
    '''
    # print("=2")
    PackDict = initPackageAttr(RoleList, PackageSet)
    # print("=3")
    PackDict = findAttributeAfterEntity(PackDict, RoleSet, PackageList, PackageSet, list_entity)
    # print("=4")
    return PackDict

def getOtherAttributes(list_entity):
    dict_other = {"bidway":"",
                  "moneysource":"",
                  "person_review":[],
                  "time_release":"",
                  "time_bidopen":"",
                  "time_bidclose":"",
                  "serviceTime":"",
                  "product":[]}
    for entity in list_entity:
        if entity.entity_type == 'bidway':
            dict_other["bidway"] = entity.entity_text
        elif entity.entity_type=='moneysource':
            dict_other["moneysource"] = entity.entity_text
        elif entity.entity_type=='serviceTime':
            dict_other["serviceTime"] = entity.entity_text
        elif entity.entity_type == 'time' and entity.label==1:
            dict_other["time_release"] = timeFormat(entity.entity_text)
        elif entity.entity_type == 'time' and entity.label==2:
            dict_other["time_bidopen"] = timeFormat(entity.entity_text)
        elif entity.entity_type == 'time' and entity.label == 3:
            dict_other["time_bidclose"] = timeFormat(entity.entity_text)
        elif entity.entity_type=="person" and entity.label ==4:
            dict_other["person_review"].append(entity.entity_text)
        elif entity.entity_type=='product':
            dict_other["product"].append(entity.entity_text)
    dict_other["product"] = list(set(dict_other["product"]))
    return dict_other


def getPREMs(list_sentences,list_entitys,list_articles):
    '''
    @param:
        list_sentence:所有文章的句子list
        list_entity:所有文章的实体list
    @return:list of dict which include文章的包-角色-实体名称-金额-联系人-联系电话  
    '''
    result = []
    for list_sentence,list_entity,list_article in zip(list_sentences,list_entitys,list_articles):
        RoleList = getPackageRoleMoney(list_sentence,list_entity)
        result.append(dict({"prem":RoleList,"docid":list_article.doc_id},**getOtherAttributes(list_entity)))
    return result


if __name__=="__main__":
    '''
    conn = getConnection()
    cursor = conn.cursor()
    #sql = " select distinct A.doc_id from entity_mention A,test_predict_role B where A.entity_id=B.entity_id limit 200"
    sql = " select B.doc_id,B.prem from articles_processed A, articles_validation B where A.id=B.doc_id "
    
    result = []
    
    cursor.execute(sql)
    rows = cursor.fetchall()
    count = 0
    for row in rows:
        
        count += 1
        print(count)
        doc_id = row[0]
        
        roleList = getPackageRoleMoney(doc_id)
        result.append([doc_id,str(roleList),row[1]])
        ''''''
    with codecs.open("getAttribute.html","w",encoding="utf8") as f:
        f.write('<html><head>\
        <meta http-equiv="Content-Type"\
        content="text/html; charset=UTF-8">\
        </head>\
        <body bgcolor="#FFFFFF">\
        <table border="1">\
        <tr>\
        <td>doc_id</td>\
        <td>角色</td>\
        </tr>')
        for item in result:
            f.write("<tr>"+"<td>"+item[0]+"</td>"+"<td>"+item[1]+"</td>"+"<td>"+item[2]+"</td>"+"</tr>")
        f.write("</table></body>")
    '''