示例#1
0
class Recommend(object):
    """ make Recommend result """
    def __init__(self, mesh_id, tag='', ver=''):
        super(Recommend, self).__init__()

        self.log_filename = "/data/mesh_push_service/meshapi/log/mesh_matching_logging.txt"
        self.log_format = ' [%(asctime)s]   %(message)s'

        #将日志文件格式化
        import logging
        logging.basicConfig(format=self.log_format,
                            datafmt='%Y-%m-%d %H:%M:%S %p',
                            level=logging.DEBUG,
                            filename=self.log_filename,
                            filemode='a')

        self.mesh_id = mesh_id  #mesh id
        self.tag = tag  #匹配暗号
        self.ver = ver  #匹配版本

        # 根据版本不同,确定在线用户redis key
        if self.ver <> '':
            if self.tag <> '':
                #String.format("%s%s_%s", tagMatchListKeyPrefix, ver, formattedTag)
                self.onlineUserKey = '_tt_waiting_4_match_list_' + self.ver + '_' + self.tag

            else:
                #String.format("%s_%s", matchListKey, ver);
                self.onlineUserKey = '_tt_waiting_4_match_list_' + self.ver
        else:
            if self.tag <> '':
                #String.format("%s%s", tagMatchListKeyPrefix, formattedTag) : matchListKey;
                self.onlineUserKey = '_tt_waiting_4_match_list_' + self.tag
            else:
                self.onlineUserKey = '_tt_waiting_4_match_list'

        print self.onlineUserKey

        self.redis = RedisCache()
        #self.ddb = DDB()
        self.recLen = 10  # 推荐结果的长度

        self.accompanyChatKey = '_tt_fake_user_id_list'  #陪聊redis (set)
        #self.onlineUserKey = '_tt_waiting_4_match_list'  #在线用户 redis key,有效数据时4s内活跃数据
        #self.onlineUserTagKeyPrex = '_tt_waiting_4_match_list_'  #使用暗号匹配的在线用户 redis key,有效数据时4s内活跃数据
        self.matchingUserKey = '_tt_locked_user_list'  #正在匹配中的用户  redis key,有效数据时10s内活跃数据
        self.userDetail = '_tt_User'  #保存用户的所有属性, hset
        self.blockUserPrex = '_tt_user_black_list_'  #记录被用户拉黑的用户
        self.reportUserPrex = '_tt_user_report_list_'  # 记录被用户举报的用户
        self.haveMeshedPrex = '_tt_temporary_shield_user_list_'  #记录用户匹配过的历史, 两个用户是对等的,记录的时候需要记录两条
        self.activityKey = 'LUCKY_TAG'  #保存活动的特殊tag

        #gender 0-女性 1-男性 meshgender 101-女性 102-男性
        self.userGenderMaleMale = 'rec_user_gender_male_male'  # 保存男性用户愿意匹配男性用户的列表
        self.userGenderMaleFemale = 'rec_user_gender_male_female'  # 保存男性用户愿意匹配女性用户的列表
        self.userGenderFemaleMale = 'rec_user_gender_female_male'  # 保存女性用户愿意匹配男性用户的列表
        self.userGenderFemaleFemale = 'rec_user_gender_female_female'  # 保存女性用户愿意匹配女性用户的列表

        self.newPrex = 'rec_new_match_'  #记录匹配过的用户,匹配过即变成老用户
        self.accompanyUserRecSort = 'rec_accompany_user_sort'  #记录陪聊用户的最新一次被推荐时间。
        self.userFriendPrex = '_tt_user_id_2_friend_user_id_list_'  #记录用户的好友列表 (set)

        self.userLeft_factor = "rec_userLeft_factor"  #记录用户特征向量
        self.userRight_factor = "rec_userRight_factor"
        self.userPopular = 'rec_popular'  # 记录用户的流行度 hset
        self.doubtful = '_tt_doubtful_users'  #记录涉黄用户和举报3次用户

    def ifNewID(self):
        """ 
        通过用户信息表判断是否是新用户,通过过去5天的用户匹配请求判断是否是新用户,每个用户有5次作为新用户匹配的机会,前两次概率是100%,后三次概率是30%
        """
        ifNew = False
        redisKey = self.newPrex + self.mesh_id

        dic = self.redis.get_data(redisKey)

        if dic['result'] is None:
            ifNew = True
            self.redis.set_data(redisKey, 1)
            self.redis.set_expire(redisKey, 86400 * 5)
            return ifNew
        else:
            num = int(dic['result'])
            self.redis.set_data(redisKey, num + 1)
            self.redis.set_expire(redisKey, 86400 * 5)
            if num <= 10:
                ifNew = True
                return ifNew
            elif num <= 20:
                ifNew = (True if random.random() < 0.3 else False)
                return ifNew

        # 老用户20%的概率以老用户处理
        ifNew = (True if random.random() < 0.2 else False)
        return ifNew

    def ifDoubtful(self):
        """
        24小时内被3人以上举报或者 24小时内疑似涉黄
        """
        ct = int(time.time() * 1000)
        doubtfulList = self.redis.zset_zrangebyscore(self.doubtful,
                                                     ct - 24 * 3600 * 1000,
                                                     ct)['result']

        if self.mesh_id in doubtfulList:
            #扣减当前用户的评分
            self.redis.hset_hset(self.userPopular, self.mesh_id, 0.0)
            return True
        return False

    def luckyTag(self):
        """
        判断用户的tag是否是活动tag
        """
        acTag = self.redis.get_data(self.activityKey)['result']
        lucky = (True if self.tag == acTag else False)
        return lucky

    def listDifference(self, left, right):  #已测试
        if left:
            if right:
                return list(set(left).difference(set(right)))
            return left
        return []

    def listIntersection(self, left, right):  #已测试
        if left:
            if right:
                return list(set(left).intersection(set(right)))
        return []

    def filterHaveMeshed(self, user, currentTime):
        """
        过滤已经匹配过的用户,5分钟内匹配过的不再匹配。
        """
        haveMeshedWithScore = self.redis.zset_zrangebyscore(
            self.haveMeshedPrex + self.mesh_id, currentTime,
            int(time.time() * 10000), True)['result']
        haveMeshed = [i[0] for i in haveMeshedWithScore]
        logging.debug('[' + self.mesh_id + '] meshed user:'******'[' + self.mesh_id + '] 10s or more meshed user:'******'result']
        return self.listDifference(user, friend)

    def getAccompanyChatUser(self):
        """
        获取陪聊用户列表。
        """
        result = []
        dic = self.redis.set_smembers(self.accompanyChatKey)
        #从redis取数据
        result = dic['result']
        return result

    def getMostBeauty(self, user, num):
        """
        获取用户热情度,没有特征向量的用户评分为3.5左右,取分差接近的用户进行推荐。
        """
        recResult = []
        tempRecResult = []
        #获取用户自身的评分
        selfResult = self.redis.hset_hget(self.userPopular,
                                          self.mesh_id)['result']
        if selfResult:
            selfResult = float(selfResult)
        else:
            selfResult = 3.3 + random.random() * 0.4

        for i in user:
            result = self.redis.hset_hget(self.userPopular, i)['result']
            if result:
                tempRecResult.append([i, abs(float(result) - selfResult)])
            else:
                tempRecResult.append(
                    [i, abs(3.3 + random.random() * 0.4 - selfResult)])

        tempRecResult.sort(key=lambda x: x[1])
        logging.debug('[' + self.mesh_id + '] user score:' +
                      str(tempRecResult))
        recResult = [tempRecResult[i][0] for i in range(len(tempRecResult))]

        return recResult[:num]

    def getNormalRec(self, user, num):
        """
        获取和当前用户匹配度最高的候选用户
        """
        #使用用户特征向量来计算匹配度
        recResult = []
        unFactorUser = []
        tempRecResult = []
        myselfFactor = self.redis.hset_hget(self.userLeft_factor,
                                            self.mesh_id)['result']
        if myselfFactor:
            myselfFactorArray = np.fromstring(myselfFactor, dtype=float)
            for i in user:
                tempFactor = self.redis.hset_hget(self.userRight_factor,
                                                  i)['result']
                if tempFactor:
                    tempFactorArray = np.fromstring(tempFactor, dtype=float)
                    tempRecResult.append(
                        [i, myselfFactorArray.dot(tempFactorArray)])
                else:
                    unFactorUser.append(i)
            tempRecResult.sort(key=lambda x: -x[1])
            recResult = [
                tempRecResult[i][0] for i in range(len(tempRecResult))
            ]
            if len(recResult) >= num:
                return recResult[:num]
            elif unFactorUser:
                print "getNormalRec"
                mostBeautyUser = self.getMostBeauty(unFactorUser,
                                                    num - len(recResult))
                recResult.extend(mostBeautyUser)

        else:
            # 用户没有特征向量
            unFactorUser = user
            recResult = self.getMostBeauty(unFactorUser, num)
        return recResult

    def filterBlock(self, l):
        """
        过滤用户举报和屏蔽的用户
        """
        blockUser = self.redis.zset_zrange(self.blockUserPrex + self.mesh_id,
                                           0, -1)['result']
        logging.debug('[' + self.mesh_id + '] block user:'******'result']
        logging.debug('[' + self.mesh_id + '] report user:'******'result']
        if userDes is None:
            logging.debug('mesh_id:[' + id + '] user not in redis _tt_User.')
            return 2, 99  #表示无此用户
        userDesDict = json.loads(userDes)
        gender = userDesDict['gender'] if userDesDict.has_key('gender') else 1
        meshgender = userDesDict['matchGender'] if userDesDict.has_key(
            'matchGender') else 100  #如果没有确定的meshgender信息,则取100
        return gender, meshgender

    def getUserDetail(self, id):
        """
        获取用户的性别,期望匹配的性别,年龄,设备平台,语言, 匹配次数
        """
        ud = {}
        userDes = self.redis.hset_hget(self.userDetail, id)['result']
        if userDes is None:
            logging.debug('mesh_id:[' + id + '] user not in redis _tt_User.')
            #使用默认值
            ud['gender'] = 1
            ud['meshgender'] = 100
            ud['age'] = 30
            ud['pf'] = 'IOS'
            ud['lang'] = 'en'
            return ud  #表示无此用户
        userDesDict = json.loads(userDes)
        ud['gender'] = userDesDict['gender'] if userDesDict.has_key(
            'gender') else 1
        ud['meshgender'] = userDesDict['matchGender'] if userDesDict.has_key(
            'matchGender') else 100  #如果没有确定的meshgender信息,则取100
        ud['age'] = userDesDict['age'] if userDesDict.has_key('age') else 30
        ud['pf'] = userDesDict['pf'] if userDesDict.has_key('pf') else 'IOS'
        ud['lang'] = userDesDict['lang'][0:2] if userDesDict.has_key(
            'lang') else 'en'
        redisKey = self.newPrex + str(id)
        dic = self.redis.get_data(redisKey)

        if dic['result'] is None:
            ud['meshcnt'] = 0
        else:
            ud['meshcnt'] = int(dic['result'])
        return ud

    def refreshGender(self, d):
        """
        为在线用户刷新性别匹配取向
        """
        for i in d:
            gender = d[i]['gender']
            meshgender = d[i]['meshgender']
            logging.debug('[' + self.mesh_id + '] onlineUser refreshGender: ' +
                          str(i) + ' gender:' + str(gender) + ' meshgender:' +
                          str(meshgender))
            if gender == 0:  #女
                if meshgender == 101:  #女
                    self.redis.zset_zadd(self.userGenderFemaleFemale, i, 0)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)
                elif meshgender == 102:  #男
                    self.redis.zset_zadd(self.userGenderFemaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)
                else:
                    self.redis.zset_zadd(self.userGenderFemaleFemale, i, 0)
                    self.redis.zset_zadd(self.userGenderFemaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)

            elif gender == 1:  #男
                if meshgender == 101:  #女
                    self.redis.zset_zadd(self.userGenderMaleFemale, i, 0)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)
                elif meshgender == 102:  #男
                    self.redis.zset_zadd(self.userGenderMaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                else:
                    self.redis.zset_zadd(self.userGenderMaleFemale, i, 0)
                    self.redis.zset_zadd(self.userGenderMaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)

    def userListSplitDetail(self, l, ld, selfUd):
        """
        """
        temp = l
        result = []

        sameLangSamePf = []
        sameLangDiffPf = []
        diffLangSamePf = []
        other = []

        if selfUd['age'] <= 18:
            ageRate = 18
            for u in temp:
                if selfUd['lang'] == ld[u]['lang'] and selfUd['pf'].upper(
                ) == ld[u]['pf'].upper() and ld[u]['age'] <= ageRate:
                    sameLangSamePf.append(u)
                elif selfUd['lang'] == ld[u][
                        'lang'] and ld[u]['age'] <= ageRate:
                    sameLangDiffPf.append(u)

            result.append(sameLangSamePf)
            result.append(sameLangDiffPf)
            logging.debug('[' + self.mesh_id +
                          '] split user same lang#pf#age:' +
                          str(sameLangSamePf))
            logging.debug('[' + self.mesh_id + '] split user same lang#age:' +
                          str(sameLangDiffPf))

            sameLangSamePf = []
            sameLangDiffPf = []

        tmp1 = self.listDifference(temp, sameLangSamePf)
        temp = self.listDifference(tmp1, sameLangDiffPf)

        for u in temp:
            if selfUd['lang'] == ld[u]['lang'] and selfUd['pf'].upper(
            ) == ld[u]['pf'].upper():
                sameLangSamePf.append(u)
            elif selfUd['lang'] == ld[u]['lang']:
                sameLangDiffPf.append(u)
            elif selfUd['pf'].upper() == ld[u]['pf'].upper():
                diffLangSamePf.append(u)
            else:
                other.append(u)

        result.append(sameLangSamePf)
        result.append(sameLangDiffPf)
        result.append(diffLangSamePf)
        result.append(other)

        logging.debug('[' + self.mesh_id + '] split user same lang#pf:' +
                      str(sameLangSamePf))
        logging.debug('[' + self.mesh_id + '] split user same lang:' +
                      str(sameLangDiffPf))
        logging.debug('[' + self.mesh_id + '] split user same pf:' +
                      str(diffLangSamePf))
        logging.debug('[' + self.mesh_id + '] split user same none:' +
                      str(other))

        return result

    def userListSplit(self, l, ld, new=False):
        """
        根据候选用户,根据规则拆分用户
        """
        result = []
        selfUd = self.getUserDetail(self.mesh_id)
        if new and selfUd['gender'] == '0':
            logging.debug('[' + self.mesh_id + '] newUserSplit')
            diffGenderOld = []
            diffGenderNew = []
            sameGenderOld = []
            sameGenderNew = []
            #如果用户没有确定匹配的用户性别,才会根据性别拆分。
            if selfUd['meshgender'] == 100:
                sameGenderNew = [
                    u for u in l if selfUd['gender'] == ld[u]['gender']
                    and ld[u]['meshcnt'] < 50
                ]
                sameGenderOld = [
                    u for u in l if selfUd['gender'] == ld[u]['gender']
                    and ld[u]['meshcnt'] >= 50
                ]
                diffGenderNew = [
                    u for u in l if selfUd['gender'] <> ld[u]['gender']
                    and ld[u]['meshcnt'] < 50
                ]
                diffGenderOld = [
                    u for u in l if selfUd['gender'] <> ld[u]['gender']
                    and ld[u]['meshcnt'] >= 50
                ]
            else:
                diffGenderNew = [u for u in l if ld[u]['meshcnt'] < 50]
                diffGenderOld = [u for u in l if ld[u]['meshcnt'] >= 50]

            r1 = self.userListSplitDetail(diffGenderOld, ld, selfUd)
            r2 = self.userListSplitDetail(diffGenderNew, ld, selfUd)
            r3 = self.userListSplitDetail(sameGenderOld, ld, selfUd)
            r4 = self.userListSplitDetail(sameGenderNew, ld, selfUd)

            result.extend(r1)
            result.extend(r2)
            result.extend(r3)
            result.extend(r4)
        else:
            sameGender = []
            diffGender = []
            #如果用户没有确定匹配的用户性别,才会根据性别拆分。
            if selfUd['meshgender'] == 100:
                for u in l:
                    if selfUd['gender'] == ld[u]['gender']:
                        sameGender.append(u)
                    else:
                        diffGender.append(u)
            else:
                diffGender = l

            p = self.userListSplitDetail(diffGender, ld, selfUd)
            q = self.userListSplitDetail(sameGender, ld, selfUd)
            result.extend(p)
            result.extend(q)
        return result

    def getMiddleCandidate(self, key, currentTime):
        """
        获取可以匹配的候选集
        """
        onlineUser = self.redis.zset_zrangebyscore(key, currentTime - 4000,
                                                   currentTime)['result']
        onlineExcludeSelf = self.listDifference(onlineUser,
                                                [self.mesh_id])  #把自己从候选集排除
        matchingUser = self.redis.zset_zrangebyscore(self.matchingUserKey,
                                                     currentTime - 10000,
                                                     currentTime)['result']
        toBeMatchedTemp = self.listDifference(onlineExcludeSelf,
                                              matchingUser)  #排除已在匹配中的用户
        matchFilter = self.filterBlock(toBeMatchedTemp)

        result = matchFilter

        logging.debug('[' + self.mesh_id + '] onlineUser:'******'[' + self.mesh_id + '] onlineUser exclude self:' +
                      str(onlineExcludeSelf))
        logging.debug('[' + self.mesh_id + '] now matching user:'******'[' + self.mesh_id +
                      '] onlineUser exclude matching user:'******'[' + self.mesh_id + '] filter block user:'******'':
            friendFilter = self.filterFriend(matchFilter)
            logging.debug('[' + self.mesh_id + '] filter friend user:'******'[' + self.mesh_id + '] get complete user detail!')
        #self.refreshGender(userD) #为在线用户刷新匹配性别匹配取向

        return result, userD

    def getToBeMatchedUser(self, userD, currentTime, gender, meshgender):
        """
        获取在线可以匹配的用户:获取用户对匹配性别的偏好,一个用户有gender和meshgender属性,必须条件符合的才能匹配
        在线的用户排除自己,排除已经在匹配中的用户
        """

        matchGender = []  #保存符合性别匹配期望的用户列表

        if gender == 1 and meshgender == 101:  #男 女 匹配(女,男)或者(女,任意)
            matchGender = [
                u for u in userD
                if userD[u]['gender'] == 0 and userD[u]['meshgender'] <> 101
            ]
        elif gender == 0 and meshgender == 101:  # 女 女
            matchGender = [
                u for u in userD
                if userD[u]['gender'] == 0 and userD[u]['meshgender'] <> 102
            ]
        elif gender == 1 and meshgender == 102:
            matchGender = [
                u for u in userD
                if userD[u]['gender'] == 1 and userD[u]['meshgender'] <> 101
            ]
        elif gender == 0 and meshgender == 102:
            matchGender = [
                u for u in userD
                if userD[u]['gender'] == 1 and userD[u]['meshgender'] <> 102
            ]
        elif gender == 1 and meshgender == 100:  #男 任意 匹配 (女,男),(女,任意),(男,男),(男,任意)
            matchGender = [u for u in userD if userD[u]['meshgender'] <> 101]
        elif gender == 0 and meshgender == 100:
            matchGender = [u for u in userD if userD[u]['meshgender'] <> 102]
        """
        if gender == 0: #女
            if meshgender == 101: #女
                matchGender = self.redis.zset_zrange(self.userGenderFemaleFemale, 0, -1)['result']
                self.redis.zset_zadd(self.userGenderFemaleFemale, self.mesh_id, 0)
                self.redis.zset_zrem(self.userGenderMaleFemale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleMale ,self.mesh_id)
            elif meshgender == 102: #男
                matchGender = self.redis.zset_zrange(self.userGenderMaleFemale, 0, -1)['result']
                self.redis.zset_zadd(self.userGenderFemaleMale, self.mesh_id, 0)
                self.redis.zset_zrem(self.userGenderMaleFemale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleMale ,self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleFemale, self.mesh_id)
            else:
                matchGender = self.redis.zset_zrange(self.userGenderMaleFemale, 0, -1)['result']
                matchGender.extend(self.redis.zset_zrange(self.userGenderFemaleFemale, 0, -1)['result'])
                self.redis.zset_zadd(self.userGenderFemaleFemale, self.mesh_id, 0)
                self.redis.zset_zadd(self.userGenderFemaleMale, self.mesh_id, 0)
                self.redis.zset_zrem(self.userGenderMaleFemale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleMale ,self.mesh_id)
        elif gender == 1: #男
            if meshgender == 101: #女
                matchGender = self.redis.zset_zrange(self.userGenderFemaleMale, 0, -1)['result']
                self.redis.zset_zadd(self.userGenderMaleFemale, self.mesh_id, 0)
                self.redis.zset_zrem(self.userGenderFemaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleMale ,self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleFemale, self.mesh_id)
            elif meshgender == 102: #男
                matchGender = self.redis.zset_zrange(self.userGenderMaleMale, 0, -1)['result']
                self.redis.zset_zadd(self.userGenderMaleMale, self.mesh_id, 0)
                self.redis.zset_zrem(self.userGenderFemaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleFemale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleFemale, self.mesh_id)
            else:
                matchGender = self.redis.zset_zrange(self.userGenderFemaleMale, 0, -1)['result']
                matchGender.extend(self.redis.zset_zrange(self.userGenderMaleMale, 0, -1)['result'])
                self.redis.zset_zadd(self.userGenderMaleFemale, self.mesh_id, 0)
                self.redis.zset_zadd(self.userGenderMaleMale, self.mesh_id, 0)
                self.redis.zset_zrem(self.userGenderFemaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleFemale, self.mesh_id)
        """

        toBeMatched = matchGender
        logging.debug('[' + self.mesh_id + '] can match user:'******'[' + self.mesh_id + '] filter have mesh user:'******'[' + self.mesh_id +
                      '] filter have mesh user 10s or more:' +
                      str(historyFilterLast10s))

        return historyFilter, historyFilterLast10s

    def accompanyRec(self, toBeMatchedAccompany, accompanyUserRec,
                     currentTime):
        """
        根据陪聊用户的匹配时间,排序陪聊用户
        """
        toBeMatchedSort = []
        for i in toBeMatchedAccompany:
            if accompanyUserRec:
                for j in range(len(accompanyUserRec)):
                    if accompanyUserRec[j][0] == i:
                        toBeMatchedSort.append(
                            (i, float(accompanyUserRec[j][1])))
                        break
                    if j == len(accompanyUserRec) - 1:
                        toBeMatchedSort.append((i, 0))
            else:
                toBeMatchedSort.append((i, 0))
        toBeMatchedSort.sort(key=lambda x: x[1])
        toBeMatch = [i[0] for i in toBeMatchedSort]

        #记录匹配的陪聊用户的结果到redis
        if toBeMatch:
            self.redis.zset_zadd(self.accompanyUserRecSort, toBeMatch[0],
                                 currentTime)  #修改陪聊用户的被推荐时间
        return toBeMatch

    def makeNewIDRecDetail(self, accompanyChatUser, toBeMatched, currentTime,
                           userD):
        """
        完成新用户推荐的工作。
        """
        recResult = []
        accompanyUserRec = self.redis.zset_zrangebyscore(
            self.accompanyUserRecSort, currentTime - 1000 * 3600 * 24,
            currentTime, True)['result']  #拿出陪聊用户的历史匹配次序
        toBeMatchedAccompany = self.listIntersection(accompanyChatUser,
                                                     toBeMatched)  #在线的陪聊用户

        if toBeMatchedAccompany:
            ulAll = self.userListSplit(toBeMatchedAccompany, userD, True)
            for ul in ulAll:
                if ul:
                    recResult.extend(
                        self.accompanyRec(ul, accompanyUserRec, currentTime))

            if len(recResult) >= self.recLen:
                return recResult[:self.recLen]

        onlineMatchUser = self.listDifference(toBeMatched,
                                              accompanyChatUser)  #在线的普通用户
        if onlineMatchUser:
            ulAll = self.userListSplit(onlineMatchUser, userD, True)
            for ul in ulAll:
                if ul:
                    recResult.extend(self.getMostBeauty(ul, self.recLen))
        return recResult

    def makeNewIDRec(self):
        """
        为新用户生成推荐结果,优先推荐陪聊用户,再推荐普通用户
        """
        recResult = []
        currentTime = int(time.time() * 1000)

        accompanyChatUser = self.getAccompanyChatUser()

        gender, meshgender = self.getGenderMeshGender(self.mesh_id)
        print gender, meshgender
        if gender == 2:
            return []
        elif meshgender == 100:
            middleCandidate, userD = self.getMiddleCandidate(
                self.onlineUserKey, currentTime)
            if middleCandidate:
                toBeMatched, toBeMatchedLast10s = self.getToBeMatchedUser(
                    userD, currentTime, gender, meshgender)
                if toBeMatched:
                    recResult = self.makeNewIDRecDetail(
                        accompanyChatUser, toBeMatched, currentTime, userD)
                elif toBeMatchedLast10s:
                    recResult = self.makeNewIDRecDetail(
                        accompanyChatUser, toBeMatchedLast10s, currentTime,
                        userD)

        else:
            middleCandidate, userD = self.getMiddleCandidate(
                self.onlineUserKey, currentTime)
            if middleCandidate:
                toBeMatched, toBeMatchedLast10s = self.getToBeMatchedUser(
                    userD, currentTime, gender, meshgender)
                if toBeMatched:
                    recResult = self.makeNewIDRecDetail(
                        accompanyChatUser, toBeMatched, currentTime, userD)
                elif toBeMatchedLast10s:
                    recResult = self.makeNewIDRecDetail(
                        accompanyChatUser, toBeMatchedLast10s, currentTime,
                        userD)

        return recResult[:self.recLen]

    def makeOldIDRecDetail(self, accompanyChatUser, toBeMatched, currentTime,
                           userD):
        """
        按照顺序给老用户推荐,先推荐普通用户,再推荐陪聊用户
        """
        recResult = []
        matcheUserExcludeAccompany = self.listDifference(
            toBeMatched, accompanyChatUser)  # 排除陪聊用户的待匹配用户
        if matcheUserExcludeAccompany:
            #普通用户推荐
            ulAll = self.userListSplit(matcheUserExcludeAccompany, userD)
            for ul in ulAll:
                if ul:
                    recResult.extend(self.getMostBeauty(ul, self.recLen))

            if len(recResult) < self.recLen:
                accompanyUserRec = self.redis.zset_zrangebyscore(
                    self.accompanyUserRecSort, currentTime - 1000 * 3600 * 24,
                    currentTime, True)['result']  #拿出陪聊用户的历史匹配次序
                toBeMatchedAccompany = self.listIntersection(
                    accompanyChatUser, toBeMatched)
                if toBeMatchedAccompany:
                    ulAll = self.userListSplit(toBeMatchedAccompany, userD)
                    for ul in ulAll:
                        if ul:
                            recResult.extend(
                                self.accompanyRec(ul, accompanyUserRec,
                                                  currentTime))
            else:
                #推荐列表长度足够
                pass
        else:
            #没有普通用户,推荐陪聊用户
            accompanyUserRec = self.redis.zset_zrangebyscore(
                self.accompanyUserRecSort, currentTime - 1000 * 3600 * 24,
                currentTime, True)['result']  #拿出陪聊用户的历史匹配次序
            toBeMatchedAccompany = self.listIntersection(
                accompanyChatUser, toBeMatched)
            if toBeMatchedAccompany:
                ulAll = self.userListSplit(toBeMatchedAccompany, userD)
                for ul in ulAll:
                    if ul:
                        recResult.extend(
                            self.accompanyRec(ul, accompanyUserRec,
                                              currentTime))

        return recResult

    def makeOldIDRec(self):
        """
        给老用户进行推荐
        """
        recResult = []
        accompanyChatUser = self.getAccompanyChatUser()
        if self.mesh_id in accompanyChatUser:
            logging.debug('mesh_id:[' + self.mesh_id +
                          '] It`s an accompany user.')
            return recResult

        currentTime = int(time.time() * 1000)
        gender, meshgender = self.getGenderMeshGender(self.mesh_id)
        if gender == 2:
            return []
        elif meshgender == 100:
            middleCandidate, userD = self.getMiddleCandidate(
                self.onlineUserKey, currentTime)
            if middleCandidate:
                toBeMatched, toBeMatchedLast10s = self.getToBeMatchedUser(
                    userD, currentTime, gender, meshgender)
                if toBeMatched:
                    recResult = self.makeOldIDRecDetail(
                        accompanyChatUser, toBeMatched, currentTime, userD)
                elif toBeMatchedLast10s:
                    recResult = self.makeOldIDRecDetail(
                        accompanyChatUser, toBeMatchedLast10s, currentTime,
                        userD)

        else:
            middleCandidate, userD = self.getMiddleCandidate(
                self.onlineUserKey, currentTime)
            if middleCandidate:
                toBeMatched, toBeMatchedLast10s = self.getToBeMatchedUser(
                    userD, currentTime, gender, meshgender)
                if toBeMatched:
                    recResult = self.makeOldIDRecDetail(
                        accompanyChatUser, toBeMatched, currentTime, userD)
                elif toBeMatchedLast10s:
                    recResult = self.makeOldIDRecDetail(
                        accompanyChatUser, toBeMatchedLast10s, currentTime,
                        userD)

        return recResult[:self.recLen]

    def rec(self):
        """
        推荐入口,新老用户区别对待
        """
        logging.debug('mesh_id:[' + self.mesh_id + '] Begin Connect')
        if self.ifDoubtful():
            logging.debug('[' + self.mesh_id + '] match result user: []')
            return []
        elif self.ifNewID():
            print "newnewnewnew"
            recResult = self.makeNewIDRec()
        elif self.luckyTag():
            recResult = self.makeNewIDRec()
        else:
            recResult = self.makeOldIDRec()
        self.close()
        logging.debug('[' + self.mesh_id + '] match result user:' +
                      str(recResult))
        return recResult

    def close(self):
        """
        释放redis连接
        """
        self.redis.release()
示例#2
0
class Recommend(object):
    """ make Recommend result """
    def __init__(self, mesh_id, tag='', ver=''):
        super(Recommend, self).__init__()

        self.log_filename = "mesh_matching_logging.txt"
        self.datefmt = '%Y-%m-%d %H:%M:%S'
        self.log_format = ' [%(asctime)s]   %(message)s'
        self.formatter = logging.Formatter(self.log_format, self.datefmt)

        self.log_file_handler = TimedRotatingFileHandler(
            filename=self.log_filename, when="M", interval=1, backupCount=20)
        self.log_file_handler.setFormatter(self.formatter)
        #将日志文件格式化
        #logging.basicConfig(datafmt='%Y-%m-%d %H:%M:%S %p',level=logging.DEBUG)
        self.log = logging.getLogger()
        self.log.setLevel(logging.INFO)
        if not len(self.log.handlers):
            self.log.addHandler(self.log_file_handler)

        self.mesh_id = mesh_id  #mesh id
        self.tag = tag  #匹配暗号
        self.ver = ver  #匹配版本

        # 根据版本不同,确定在线用户redis key
        if self.ver <> '':
            if self.tag <> '':
                #String.format("%s%s_%s", tagMatchListKeyPrefix, ver, formattedTag)
                self.onlineUserKey = '_tt_waiting_4_match_list_' + self.ver + '_' + self.tag

            else:
                #String.format("%s_%s", matchListKey, ver);
                self.onlineUserKey = '_tt_waiting_4_match_list_' + self.ver
        else:
            if self.tag <> '':
                #String.format("%s%s", tagMatchListKeyPrefix, formattedTag) : matchListKey;
                self.onlineUserKey = '_tt_waiting_4_match_list_' + self.tag
            else:
                self.onlineUserKey = '_tt_waiting_4_match_list'

        print self.onlineUserKey

        self.redis = RedisCache()
        #self.ddb = DDB()
        self.recLen = 10  # 推荐结果的长度

        self.accompanyChatKey = '_tt_fake_user_id_list'  #陪聊redis (set)
        #self.onlineUserKey = '_tt_waiting_4_match_list'  #在线用户 redis key,有效数据时4s内活跃数据
        #self.onlineUserTagKeyPrex = '_tt_waiting_4_match_list_'  #使用暗号匹配的在线用户 redis key,有效数据时4s内活跃数据
        self.matchingUserKey = '_tt_locked_user_list'  #正在匹配中的用户  redis key,有效数据时10s内活跃数据
        self.userDetail = '_tt_User'  #保存用户的所有属性, hset
        self.blockUserPrex = '_tt_user_black_list_'  #记录被用户拉黑的用户
        self.reportUserPrex = '_tt_user_report_list_'  # 记录被用户举报的用户
        self.haveMeshedPrex = '_tt_temporary_shield_user_list_'  #记录用户匹配过的历史, 两个用户是对等的,记录的时候需要记录两条
        self.activityKey = 'LUCKY_TAG'  #保存活动的特殊tag

        #gender 0-女性 1-男性 meshgender 101-女性 102-男性
        self.userGenderMaleMale = 'rec_user_gender_male_male'  # 保存男性用户愿意匹配男性用户的列表
        self.userGenderMaleFemale = 'rec_user_gender_male_female'  # 保存男性用户愿意匹配女性用户的列表
        self.userGenderFemaleMale = 'rec_user_gender_female_male'  # 保存女性用户愿意匹配男性用户的列表
        self.userGenderFemaleFemale = 'rec_user_gender_female_female'  # 保存女性用户愿意匹配女性用户的列表

        self.newPrex = 'rec_new_match_'  #记录匹配过的用户,匹配过即变成老用户
        self.accompanyUserRecSort = 'rec_accompany_user_sort'  #记录陪聊用户的最新一次被推荐时间。
        self.userFriendPrex = 'rec_user_friend_'  #记录用户的好友列表 (set)

        self.userLeft_factor = "rec_userLeft_factor"  #记录用户特征向量
        self.userRight_factor = "rec_userRight_factor"
        self.userPopular = 'rec_popular'  # 记录用户的流行度 hset

    def ifNewID(self):
        """ 
        通过用户信息表判断是否是新用户,通过过去5天的用户匹配请求判断是否是新用户,每个用户有5次作为新用户匹配的机会,前两次概率是100%,后三次概率是30%
        """
        ifNew = False
        redisKey = self.newPrex + self.mesh_id

        dic = self.redis.get_data(redisKey)

        if dic['result'] is None:
            ifNew = True
            self.redis.set_data(redisKey, 1)
            self.redis.set_expire(redisKey, 86400 * 5)
            return ifNew
        else:
            num = int(dic['result'])
            self.redis.set_data(redisKey, num + 1)
            self.redis.set_expire(redisKey, 86400 * 5)
            if num <= 2:
                ifNew = True
                return ifNew
            elif num <= 5:
                ifNew = (True if random.random() < 0.3 else False)
                return ifNew

        # 老用户20%的概率以老用户处理
        ifNew = (True if random.random() < 0.2 else False)
        return ifNew

    def luckyTag(self):
        """
        判断用户的tag是否是活动tag
        """
        acTag = self.redis.get_data(self.activityKey)['result']
        lucky = (True if self.tag == acTag else False)
        return lucky

    def listDifference(self, left, right):  #已测试
        if left:
            if right:
                return list(set(left).difference(set(right)))
            return left
        return []

    def listIntersection(self, left, right):  #已测试
        if left:
            if right:
                return list(set(left).intersection(set(right)))
        return []

    def filterHaveMeshed(self, user, currentTime):
        """
        过滤已经匹配过的用户,5分钟内匹配过的不再匹配。
        """
        haveMeshed = self.redis.zset_zrangebyscore(
            self.haveMeshedPrex + self.mesh_id, currentTime,
            int(time.time() * 10000))['result']
        self.log.info('[' + self.mesh_id + '] meshed user:'******'result']
        return self.listDifference(user, friend)

    def getAccompanyChatUser(self):
        """
        获取陪聊用户列表。
        """
        result = []
        dic = self.redis.set_smembers(self.accompanyChatKey)
        #从redis取数据
        result = dic['result']
        return result

    def getMostBeauty(self, user, num):
        """
        获取用户热情度最高的用户,没有特征向量的用户随机排序
        """
        recResult = []
        unBeautyUser = []
        tempRecResult = []
        for i in user:
            result = self.redis.hset_hget(self.userPopular, i)['result']
            if result:
                tempRecResult.append([i, float(result)])
            else:
                unBeautyUser.append(i)

        tempRecResult.sort(key=lambda x: -x[1])
        self.log.info('[' + self.mesh_id + '] user score:' +
                      str(tempRecResult))
        recResult = [tempRecResult[i][0] for i in range(len(tempRecResult))]

        if len(tempRecResult) >= num:
            return recResult[:num]
        else:
            random.shuffle(unBeautyUser)
            recResult.extend(unBeautyUser)

        return recResult[:num]

    def getNormalRec(self, user, num):
        """
        获取和当前用户匹配度最高的候选用户
        """
        #使用用户特征向量来计算匹配度
        recResult = []
        unFactorUser = []
        tempRecResult = []
        myselfFactor = self.redis.hset_hget(self.userLeft_factor,
                                            self.mesh_id)['result']
        if myselfFactor:
            myselfFactorArray = np.fromstring(myselfFactor, dtype=float)
            for i in user:
                tempFactor = self.redis.hset_hget(self.userRight_factor,
                                                  i)['result']
                if tempFactor:
                    tempFactorArray = np.fromstring(tempFactor, dtype=float)
                    tempRecResult.append(
                        [i, myselfFactorArray.dot(tempFactorArray)])
                else:
                    unFactorUser.append(i)
            tempRecResult.sort(key=lambda x: -x[1])
            recResult = [
                tempRecResult[i][0] for i in range(len(tempRecResult))
            ]
            if len(recResult) >= num:
                return recResult[:num]
            elif unFactorUser:
                print "getNormalRec"
                mostBeautyUser = self.getMostBeauty(unFactorUser,
                                                    num - len(recResult))
                recResult.extend(mostBeautyUser)

        else:
            # 用户没有特征向量
            unFactorUser = user
            recResult = self.getMostBeauty(unFactorUser, num)
        return recResult

    def filterBlock(self, l):
        """
        过滤用户举报和屏蔽的用户
        """
        blockUser = self.redis.zset_zrange(self.blockUserPrex + self.mesh_id,
                                           0, -1)['result']
        self.log.info('[' + self.mesh_id + '] block user:'******'result']
        self.log.info('[' + self.mesh_id + '] report user:'******'result']
        if userDes is None:
            self.log.info('mesh_id:[' + id + '] user not in redis _tt_User.')
            return 2, 99  #表示无此用户
        userDesDict = json.loads(userDes)
        gender = userDesDict['gender']
        meshgender = userDesDict['matchGender'] if userDesDict.has_key(
            'matchGender') else 100  #如果没有确定的meshgender信息,则取100
        return gender, meshgender

    def refreshGender(self, l):
        """
        为在线用户刷新性别匹配取向
        """
        for i in l:
            gender, meshgender = self.getGenderMeshGender(i)
            self.log.info('[' + self.mesh_id + '] onlineUser refreshGender: ' +
                          str(i) + ' gender:' + str(gender) + ' meshgender:' +
                          str(meshgender))
            if gender == 0:  #女
                if meshgender == 101:  #女
                    self.redis.zset_zadd(self.userGenderFemaleFemale, i, 0)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)
                elif meshgender == 102:  #男
                    self.redis.zset_zadd(self.userGenderFemaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)
                else:
                    self.redis.zset_zadd(self.userGenderFemaleFemale, i, 0)
                    self.redis.zset_zadd(self.userGenderFemaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)

            elif gender == 1:  #男
                if meshgender == 101:  #女
                    self.redis.zset_zadd(self.userGenderMaleFemale, i, 0)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderMaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)
                elif meshgender == 102:  #男
                    self.redis.zset_zadd(self.userGenderMaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)
                    self.redis.zset_zrem(self.userGenderMaleFemale, i)
                else:
                    self.redis.zset_zadd(self.userGenderMaleFemale, i, 0)
                    self.redis.zset_zadd(self.userGenderMaleMale, i, 0)
                    self.redis.zset_zrem(self.userGenderFemaleMale, i)
                    self.redis.zset_zrem(self.userGenderFemaleFemale, i)

    def getToBeMatchedUser(self,
                           key,
                           currentTime,
                           gender,
                           meshgender,
                           status=1):
        """
        获取在线可以匹配的用户:获取用户对匹配性别的偏好,一个用户有gender和meshgender属性,必须条件符合的才能匹配
        在线的用户排除自己,排除已经在匹配中的用户
        """

        onlineUser = self.redis.zset_zrangebyscore(key, currentTime - 4000,
                                                   currentTime)['result']
        onlineExcludeSelf = self.listDifference(onlineUser,
                                                [self.mesh_id])  #把自己从候选集排除
        matchingUser = self.redis.zset_zrangebyscore(self.matchingUserKey,
                                                     currentTime - 10000,
                                                     currentTime)['result']
        toBeMatchedTemp = self.listDifference(onlineExcludeSelf,
                                              matchingUser)  #排除已在匹配中的用户

        self.refreshGender(toBeMatchedTemp)  #为在线用户刷新匹配性别匹配取向

        matchGender = []  #保存符合性别匹配期望的用户列表

        if gender == 0:  #女
            if meshgender == 101:  #女
                matchGender = self.redis.zset_zrange(
                    self.userGenderFemaleFemale, 0, -1)['result']
                self.redis.zset_zadd(self.userGenderFemaleFemale, self.mesh_id,
                                     0)
                self.redis.zset_zrem(self.userGenderMaleFemale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleMale, self.mesh_id)
            elif meshgender == 102:  #男
                matchGender = self.redis.zset_zrange(self.userGenderMaleFemale,
                                                     0, -1)['result']
                self.redis.zset_zadd(self.userGenderFemaleMale, self.mesh_id,
                                     0)
                self.redis.zset_zrem(self.userGenderMaleFemale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleFemale, self.mesh_id)
            else:
                if status == 1:  #异性
                    matchGender = self.redis.zset_zrange(
                        self.userGenderMaleFemale, 0, -1)['result']
                    self.redis.zset_zadd(self.userGenderFemaleFemale,
                                         self.mesh_id, 0)
                    self.redis.zset_zadd(self.userGenderFemaleMale,
                                         self.mesh_id, 0)
                    self.redis.zset_zrem(self.userGenderMaleFemale,
                                         self.mesh_id)
                    self.redis.zset_zrem(self.userGenderMaleMale, self.mesh_id)
                elif status == 2:  #同性
                    matchGender = self.redis.zset_zrange(
                        self.userGenderFemaleFemale, 0, -1)['result']
                else:
                    matchGender = self.redis.zset_zrange(
                        self.userGenderMaleFemale, 0, -1)['result']
                    matchGender.extend(
                        self.redis.zset_zrange(self.userGenderFemaleFemale, 0,
                                               -1)['result'])

        elif gender == 1:  #男
            if meshgender == 101:  #女
                matchGender = self.redis.zset_zrange(self.userGenderFemaleMale,
                                                     0, -1)['result']
                self.redis.zset_zadd(self.userGenderMaleFemale, self.mesh_id,
                                     0)
                self.redis.zset_zrem(self.userGenderFemaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleFemale, self.mesh_id)
            elif meshgender == 102:  #男
                matchGender = self.redis.zset_zrange(self.userGenderMaleMale,
                                                     0, -1)['result']
                self.redis.zset_zadd(self.userGenderMaleMale, self.mesh_id, 0)
                self.redis.zset_zrem(self.userGenderFemaleMale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderFemaleFemale, self.mesh_id)
                self.redis.zset_zrem(self.userGenderMaleFemale, self.mesh_id)
            else:
                if status == 1:  #异性
                    matchGender = self.redis.zset_zrange(
                        self.userGenderFemaleMale, 0, -1)['result']
                    self.redis.zset_zadd(self.userGenderMaleFemale,
                                         self.mesh_id, 0)
                    self.redis.zset_zadd(self.userGenderMaleMale, self.mesh_id,
                                         0)
                    self.redis.zset_zrem(self.userGenderFemaleMale,
                                         self.mesh_id)
                    self.redis.zset_zrem(self.userGenderFemaleFemale,
                                         self.mesh_id)
                elif status == 2:  #同性
                    matchGender = self.redis.zset_zrange(
                        self.userGenderMaleMale, 0, -1)['result']
                else:
                    matchGender = self.redis.zset_zrange(
                        self.userGenderFemaleMale, 0, -1)['result']
                    matchGender.extend(
                        self.redis.zset_zrange(self.userGenderMaleMale, 0,
                                               -1)['result'])

        toBeMatched = self.listIntersection(toBeMatchedTemp, matchGender)
        matchFilter = self.filterBlock(toBeMatched)
        historyFilter = self.filterHaveMeshed(matchFilter, currentTime)
        if status == 3:
            historyFilter = self.filterHaveMeshed(matchFilter,
                                                  currentTime + 240 * 1000)
        self.log.info('[' + self.mesh_id + '] onlineUser:'******'[' + self.mesh_id + '] onlineUser exclude self:' +
                      str(onlineExcludeSelf))
        self.log.info('[' + self.mesh_id + '] now matching user:'******'[' + self.mesh_id +
                      '] onlineUser exclude matching user:'******'[' + self.mesh_id + '] can match user:'******'[' + self.mesh_id + '] filter block user:'******'[' + self.mesh_id + '] filter have mesh user:'******'':
            friendFilter = self.filterFriend(historyFilter)
            self.log.info('[' + self.mesh_id + '] filter friend user:'******'result']  #拿出陪聊用户的历史匹配次序
        toBeMatchedAccompany = self.listIntersection(accompanyChatUser,
                                                     toBeMatched)  #在线的陪聊用户

        if toBeMatchedAccompany:
            toBeMatch = self.accompanyRec(toBeMatchedAccompany,
                                          accompanyUserRec, currentTime)
            recResult.extend(toBeMatch)

            if len(recResult) >= self.recLen:
                return recResult[:self.recLen]

        onlineMatchUser = self.listDifference(toBeMatched,
                                              accompanyChatUser)  #在线的普通用户
        mostBeauty = self.getMostBeauty(onlineMatchUser, self.recLen)
        recResult.extend(mostBeauty)
        return recResult

    def makeNewIDRec(self):
        """
        为新用户生成推荐结果,优先推荐陪聊用户,再推荐普通用户
        """
        recResult = []
        currentTime = int(time.time() * 1000)

        accompanyChatUser = self.getAccompanyChatUser()

        gender, meshgender = self.getGenderMeshGender(self.mesh_id)
        print gender, meshgender
        if gender == 2:
            return []
        elif meshgender == 100:
            toBeMatched = self.getToBeMatchedUser(self.onlineUserKey,
                                                  currentTime, gender,
                                                  meshgender, 1)
            if toBeMatched:
                recResult = self.makeNewIDRecDetail(accompanyChatUser,
                                                    toBeMatched, currentTime)

            if len(recResult) >= self.recLen:
                return recResult[:self.recLen]
            else:
                toBeMatched = self.getToBeMatchedUser(self.onlineUserKey,
                                                      currentTime, gender,
                                                      meshgender, 2)
                if toBeMatched:
                    recResult.extend(
                        self.makeNewIDRecDetail(accompanyChatUser, toBeMatched,
                                                currentTime))
                    return recResult[:self.recLen]
                elif len(recResult) == 0:  #没有符合条件的用户
                    print "no fit"
                    recResult = self.getToBeMatchedUser(
                        self.onlineUserKey, currentTime, gender, meshgender, 3)
                    random.shuffle(recResult)

        else:
            toBeMatched = self.getToBeMatchedUser(self.onlineUserKey,
                                                  currentTime, gender,
                                                  meshgender)
            if toBeMatched:
                recResult = self.makeNewIDRecDetail(accompanyChatUser,
                                                    toBeMatched, currentTime)
            else:  #没有符合条件的用户
                print "no fit"
                recResult = self.getToBeMatchedUser(self.onlineUserKey,
                                                    currentTime, gender,
                                                    meshgender, 3)
                random.shuffle(recResult)

        return recResult[:self.recLen]

    def makeOldIDRecDetail(self, accompanyChatUser, toBeMatched, currentTime):
        """
        按照顺序给老用户推荐,先推荐普通用户,再推荐陪聊用户
        """
        recResult = []
        matcheUserExcludeAccompany = self.listDifference(
            toBeMatched, accompanyChatUser)  # 排除陪聊用户的待匹配用户
        if matcheUserExcludeAccompany:
            #普通用户推荐
            recResult = self.getMostBeauty(matcheUserExcludeAccompany,
                                           self.recLen)

            if len(recResult) < self.recLen:
                accompanyUserRec = self.redis.zset_zrangebyscore(
                    self.accompanyUserRecSort, currentTime - 1000 * 3600 * 24,
                    currentTime, True)['result']  #拿出陪聊用户的历史匹配次序
                toBeMatchedAccompany = self.listIntersection(
                    accompanyChatUser, toBeMatched)
                toBeMatch = self.accompanyRec(toBeMatchedAccompany,
                                              accompanyUserRec, currentTime)
                recResult.extend(toBeMatch)
            else:
                #推荐列表长度足够
                pass
        else:
            #没有普通用户,推荐陪聊用户
            accompanyUserRec = self.redis.zset_zrangebyscore(
                self.accompanyUserRecSort, currentTime - 1000 * 3600 * 24,
                currentTime, True)['result']  #拿出陪聊用户的历史匹配次序
            toBeMatchedAccompany = self.listIntersection(
                accompanyChatUser, toBeMatched)
            recResult = self.accompanyRec(toBeMatchedAccompany,
                                          accompanyUserRec, currentTime)

        return recResult

    def makeOldIDRec(self):
        """
        给老用户进行推荐
        """
        recResult = []
        accompanyChatUser = self.getAccompanyChatUser()
        if self.mesh_id in accompanyChatUser:
            self.log.info('mesh_id:[' + self.mesh_id +
                          '] It`s an accompany user.')
            return recResult

        currentTime = int(time.time() * 1000)
        gender, meshgender = self.getGenderMeshGender(self.mesh_id)
        if gender == 2:
            return []
        elif meshgender == 100:
            toBeMatched = self.getToBeMatchedUser(self.onlineUserKey,
                                                  currentTime, gender,
                                                  meshgender, 1)
            if toBeMatched:
                recResult = self.makeOldIDRecDetail(accompanyChatUser,
                                                    toBeMatched, currentTime)

            if len(recResult) >= self.recLen:
                return recResult[:self.recLen]
            else:
                toBeMatched = self.getToBeMatchedUser(self.onlineUserKey,
                                                      currentTime, gender,
                                                      meshgender, 2)
                if toBeMatched:
                    recResult.extend(
                        self.makeOldIDRecDetail(accompanyChatUser, toBeMatched,
                                                currentTime))
                    return recResult[:self.recLen]
                elif len(recResult) == 0:
                    recResult = self.getToBeMatchedUser(
                        self.onlineUserKey, currentTime, gender, meshgender, 3)
                    random.shuffle(recResult)

        else:
            toBeMatched = self.getToBeMatchedUser(self.onlineUserKey,
                                                  currentTime, gender,
                                                  meshgender)
            if toBeMatched:
                recResult = self.makeOldIDRecDetail(accompanyChatUser,
                                                    toBeMatched, currentTime)
            else:
                recResult = self.getToBeMatchedUser(self.onlineUserKey,
                                                    currentTime, gender,
                                                    meshgender, 3)
                random.shuffle(recResult)

        return recResult[:self.recLen]

    def rec(self):
        """
        推荐入口,新老用户区别对待
        """
        self.log.info('mesh_id:[' + self.mesh_id + '] Begin Connect')
        if self.ifNewID():
            print "newnewnewnew"
            recResult = self.makeNewIDRec()
        elif self.luckyTag():
            recResult = self.makeNewIDRec()
        else:
            recResult = self.makeOldIDRec()
        self.close()
        self.log.info('[' + self.mesh_id + '] match result user:' +
                      str(recResult))
        self.log.removeHandler(self.log_file_handler)
        return recResult

    def close(self):
        """
        释放redis连接
        """
        self.redis.release()