hongze_cygx/services/elastic.go

package services

import (
	"context"
	"encoding/json"
	"fmt"
	"github.com/olivere/elastic/v7"
	"hongze/hongze_cygx/models"
	"hongze/hongze_cygx/utils"
	"sort"
	"strconv"
	"strings"
	"time"
)

func NewClient() (client *elastic.Client, err error) {
	//errorlog := log.New(os.Stdout, "APP", log.LstdFlags)
	//file := ""
	//if utils.RunMode == "release" {
	//	//file = `/data/rdlucklog/hongze_cygx/eslog.log`
	//	file = `./rdlucklog/eslog.log`
	//} else {
	//	file = `./rdlucklog/eslog.log`
	//}
	//logFile, _ := os.OpenFile(file, os.O_RDWR|os.O_CREATE|os.O_APPEND, 0766)
	//client, err = elastic.NewClient(
	//	elastic.SetURL(ES_URL),
	//	elastic.SetBasicAuth(ES_USERNAME, ES_PASSWORD),
	//	elastic.SetTraceLog(log.New(logFile, "ES-TRACE: ", 0)),
	//	elastic.SetSniff(false), elastic.SetErrorLog(errorlog))
	client, err = elastic.NewClient(
		elastic.SetURL(ES_URL),
		elastic.SetBasicAuth(ES_USERNAME, ES_PASSWORD),
		elastic.SetSniff(false))
	return
}

// 创建文章阅读记录的Es索引
func CreateIndexNameArticleHistory() {
	indexName := utils.IndexNameArticleHistory
	mappingJson := `{
 "mappings": {
   "dynamic": true,
   "properties": {
        "ArticleId": {
          "type": "integer"
        },
 		 "Id": {
          "type": "integer"
        },
   		"ArticleType": {
          "type": "short"
        },
        "CompanyArticleHistoryNum": {
          "type": "integer"
        },
        "CompanyName": {
          "type": "keyword"
        },
	   "CompanyId": {
			  "type": "integer"
			},
        "CreateTime": {
          "type": "date",
          "format": "yyyy-MM-dd HH:mm:ss||yyyy-MM-dd||epoch_millis"
        },
        "Email": {
          "type": "keyword"
        },
        "Mobile": {
          "type": "keyword"
        },
        "PublishDate": {
          "type": "date",
          "format": "yyyy-MM-dd HH:mm:ss||yyyy-MM-dd||epoch_millis"
        },
        "RealName": {
          "type": "keyword"
        },
        "SellerName": {
          "type": "keyword"
        },
  		"SellerId": {
          "type": "integer"
        },
        "StopTime": {
          "type": "integer"
        },
        "Title": {
          "type": "keyword"
        },
	   "UserId": {
		   "type": "integer"
		},
        "UserArticleHistoryNum": {
          "type": "integer"
        }
   }
 }
}`
	EsCreateIndex(indexName, mappingJson)
}

// func UpdateWxUserLabel(cont context.Context) (err error) {
func AddAllArticleHistory(cont context.Context) (err error) {
	defer func() {
		if err != nil {
			go utils.SendAlarmMsg("同步阅读记录到es失败;Err:"+err.Error(), 2)
			go utils.SendEmail("同步阅读记录到es失败"+"【"+utils.APPNAME+"】"+time.Now().Format(utils.FormatDateTime), ";Err:"+err.Error(), utils.EmailSendToUsers)
			utils.FileLog.Info("同步阅读记录到es失败,Err:%s", err.Error())
		}
	}()

	var updateUserIds string //更改过的用户ID
	userIdMap := make(map[int]int)
	condition := `  AND r.create_time < '` + time.Now().Format(utils.FormatDate) + `' 	AND r.company_id IN (
					SELECT a.company_id 
					FROM  company AS a INNER JOIN company_product AS b ON a.company_id = b.company_id 
					WHERE a.enabled = 1 AND b.STATUS IN ( '正式', '试用', '冻结' )) `
	totalAll, err := models.GetCygxArticleHistoryCountByCompany(condition)
	if err != nil {
		fmt.Println("GetCygxArticleHistoryCountByCompany Err:totalAll", err.Error())
		return err
	}
	//更改阅读总数
	err = models.UpdateConfigByCode(strconv.Itoa(totalAll), "company_article_history_num")
	if err != nil {
		fmt.Println("UpdateConfigByCode Err:totalAll", err.Error())
		return err
	}
	//处理前一天新增的数据
	condition += `  AND r.create_time >='` + time.Now().AddDate(0, 0, -1).Format(utils.FormatDate) + `'`
	total, err := models.GetCygxArticleHistoryCountByCompany(condition)
	//fmt.Println(total)
	//return
	fmt.Println(total)
	if err != nil {
		fmt.Println("GetCygxArticleHistoryCountByCompany Err:", err.Error())
		return err
	}
	for i := 0; i <= total/1000; i++ {
		allList, err := models.GetCygxArticleHistoryRecordByCompanyList(condition, 1000*i, 1000)
		if err != nil {
			fmt.Println("GetCygxArticleHistoryRecordByCompanyList Err:", err.Error())
			return err
		}
		for k, v := range allList {
			fmt.Println(v.Id, "___", k)
			err := EsAddArticleHistoryData(v)
			if err != nil {
				fmt.Println("EsAddOrEditData Err:", err.Error())
				return err
			}
			if _, ok := userIdMap[v.UserId]; !ok {
				updateUserIds += strconv.Itoa(v.UserId) + ","
				userIdMap[v.UserId] = v.UserId
			}
		}
	}
	//处理前一天新增的数据 end

	//处理前一天被移动的用户

	startDate := time.Now().AddDate(0, 0, -1).Format(utils.FormatDate)
	endDate := time.Now().Format(utils.FormatDate)
	var mobiles string
	listUpdateUser, err := models.GetWxUserOpLogList(startDate, endDate)
	if err != nil && err.Error() != utils.ErrNoRow() {
		return err
	}
	if len(listUpdateUser) > 0 {
		for _, v := range listUpdateUser {
			mobiles += "'" + v.Mobile + "',"
		}
	}
	mobiles = strings.TrimRight(mobiles, ",")
	if mobiles != "" {
		condition = ` AND r.mobile IN (` + mobiles + `)`
		//修改用户的阅读记录(es 自动判断，如果有他会修改数据)
		listUpdatePv, err := models.GetCygxArticleHistoryRecordByCompanyList(condition, 0, 0)
		if err != nil {
			fmt.Println("GetArticleHistoryRecordAllByMobileList ，Err" + err.Error())
			return err
		}

		for _, v := range listUpdatePv {
			err := EsAddArticleHistoryData(v)
			if err != nil {
				fmt.Println("EsAddOrEditData Err:", err.Error())
				return err
			}
		}
	}

	//处理前一天被移动的用户 end

	//处理前一天被删除的用户
	{
		listDeleteUser, err := models.GetWxUserOpLogDeleteList(startDate, endDate)
		if err != nil && err.Error() != utils.ErrNoRow() {
			return err
		}
		mobiles = ""
		if len(listUpdateUser) > 0 {
			for _, v := range listDeleteUser {
				mobiles += "'" + v.Mobile + "',"
			}
		}
		mobiles = strings.TrimRight(mobiles, ",")
		if mobiles != "" {
			condition = ` AND r.mobile IN (` + mobiles + `)`
			listDeletePv, err := models.GetCygxArticleHistoryRecordByCompanyList(condition, 0, 0)
			if err != nil {
				fmt.Println("GetArticleHistoryRecordAllByMobileList ，Err" + err.Error())
				return err
			}
			//fmt.Println("Es 删除")
			for _, v := range listDeletePv {
				err := EsDeleteData(utils.IndexNameArticleHistory, strconv.Itoa(v.Id))
				if err != nil {
					fmt.Println("EsAddOrEditData Err:", err.Error())
					return err
				}
			}
		}
	}
	//处理前一天被删除的用户 end

	//处理新增的阅读记录的用户阅读数量、机构阅读数量(暂未找到批量修改的方法，后期优化处理 2022.7.11)
	updateUserIds = strings.TrimRight(updateUserIds, ",")
	if updateUserIds != "" {
		condition = `  AND r.create_time >='` + time.Now().AddDate(0, 0, -1).Format(utils.FormatDate) + `' AND r.user_id IN (` + updateUserIds + `)`
		total, err := models.GetCygxArticleHistoryCountByCompany(condition)
		//fmt.Println(total)
		//return
		fmt.Println(total)
		if err != nil {
			fmt.Println("GetCygxArticleHistoryCountByCompany Err:", err.Error())
			return err
		}
		for i := 0; i <= total/1000; i++ {
			allList, err := models.GetCygxArticleHistoryRecordByCompanyList(condition, 1000*i, 1000)
			if err != nil {
				fmt.Println("GetCygxArticleHistoryRecordByCompanyList Err:", err.Error())
				return err
			}
			for k, v := range allList {
				fmt.Println(v.Id, "___", k)
				err := EsAddArticleHistoryData(v)
				if err != nil {
					fmt.Println("EsAddOrEditData Err:", err.Error())
					return err
				}
				if _, ok := userIdMap[v.UserId]; !ok {
					updateUserIds += strconv.Itoa(v.UserId) + ","
					userIdMap[v.UserId] = v.UserId
				}
			}
		}
	}
	return
}

// 新增数据
func EsAddArticleHistoryData(item *models.EsUserInteraction) (err error) {
	defer func() {
		if err != nil {
			fmt.Println("EsAddOrEditData Err:", err.Error())
		}
	}()
	client := utils.Client

	resp, err := client.Index().Index(utils.IndexNameArticleHistory).Id(strconv.Itoa(item.Id)).BodyJson(item).Do(context.Background())
	if err != nil {
		fmt.Println("新增失败:", err.Error())
		return err
	}
	if resp.Status == 0 && resp.Result == "created" {
		//fmt.Println("新增成功")
		err = nil
		return err
	} else {
		fmt.Println("AddData", resp.Status, resp.Result)
	}
	return
}

// indexName:索引名称
// mappingJson:表结构
func EsCreateIndex(indexName, mappingJson string) (err error) {

	client := utils.Client
	//if err != nil {
	//	return
	//}
	//定义表结构
	exists, err := client.IndexExists(indexName).Do(context.Background()) //<5>
	if err != nil {
		return
	}
	if !exists {
		resp, err := client.CreateIndex(indexName).BodyJson(mappingJson).Do(context.Background())
		//BodyJson(bodyJson).Do(context.Background())
		if err != nil {
			fmt.Println("CreateIndex Err:" + err.Error())
			return err
		}
		fmt.Println(resp.Index, resp.ShardsAcknowledged, resp.Acknowledged)
	} else {
		fmt.Println(indexName + " 已存在")
	}
	return
}

// 新增和修改数据
func EsAddOrEditData(indexName, docId string, item *ElasticTestArticleDetail) (err error) {
	defer func() {
		if err != nil {
			fmt.Println("EsAddOrEditData Err:", err.Error())
		}
	}()
	client := utils.Client
	searchById, err := client.Get().Index(indexName).Id(docId).Do(context.Background())
	if err != nil && !strings.Contains(err.Error(), "404") {
		fmt.Println("Get Err" + err.Error())
		return
	}
	if searchById != nil && searchById.Found {
		resp, err := client.Update().Index(indexName).Id(docId).Doc(map[string]interface{}{
			"BodyText":         item.BodyText,
			"Title":            item.Title,
			"PublishDate":      item.PublishDate,
			"CategoryId":       item.CategoryId,
			"ExpertBackground": item.ExpertBackground,
			"Abstract":         item.Abstract,
			"Annotation":       item.Annotation,
		}).Do(context.Background())
		if err != nil {
			return err
		}
		if resp.Status == 0 {
			fmt.Println("修改成功")
		} else {
			fmt.Println("EditData", resp.Status, resp.Result)
		}
		client.CloseIndex(indexName)
	} else {
		resp, err := client.Index().Index(indexName).Id(docId).BodyJson(item).Do(context.Background())
		if err != nil {
			fmt.Println("新增失败:", err.Error())
			return err
		}
		if resp.Status == 0 && resp.Result == "created" {
			fmt.Println("新增成功")
			err = nil
		} else {
			fmt.Println("AddData", resp.Status, resp.Result)
		}
	}
	return
}

// 新增和修改数据
func EsAddOrEditDataV4(indexName, docId string, item *ElasticTestArticleDetailV4) (err error) {
	defer func() {
		if err != nil {
			fmt.Println("EsAddOrEditData Err:", err.Error())
		}
	}()
	client := utils.Client
	//if err != nil {
	//	return
	//}
	searchById, err := client.Get().Index(indexName).Id(docId).Do(context.Background())
	if err != nil && !strings.Contains(err.Error(), "404") {
		fmt.Println("Get Err" + err.Error())
		return
	}
	if searchById != nil && searchById.Found {
		resp, err := client.Update().Index(indexName).Id(docId).Doc(map[string]interface{}{
			"BodyText":    item.BodyText,
			"Title":       item.Title,
			"PublishDate": item.PublishDate,
			"IsSummary":   item.IsSummary,
			"IsReport":    item.IsReport,
		}).Do(context.Background())
		if err != nil {
			return err
		}
		fmt.Println(resp.Status, resp.Result)
		if resp.Status == 0 {
			fmt.Println("修改成功")
		} else {
			fmt.Println("EditData", resp.Status, resp.Result)
		}
	} else {
		resp, err := client.Index().Index(indexName).Id(docId).BodyJson(item).Do(context.Background())
		if err != nil {
			fmt.Println("新增失败:", err.Error())
			return err
		}
		if resp.Status == 0 && resp.Result == "created" {
			fmt.Println("新增成功")
			err = nil
		} else {
			fmt.Println("AddData", resp.Status, resp.Result)
		}
	}
	return
}

// 删除数据
func EsDeleteData(indexName, docId string) (err error) {
	client := utils.Client
	//if err != nil {
	//	return
	//}
	resp, err := client.Delete().Index(indexName).Id(docId).Do(context.Background())
	if err != nil {
		return
	}
	if resp.Status == 0 {
		fmt.Println("删除成功")
	} else {
		fmt.Println("AddData", resp.Status, resp.Result)
	}
	return
}

func GetWeight(length int) []int {
	steep := 10
	intArr := make([]int, 0)
	for i := 1; i <= length; i++ {
		if i == 1 {
			intArr = append(intArr, 1)
		} else {
			min := GetArrSum(intArr)
			maxVal := utils.GetRandInt(min, min+steep)
			intArr = append(intArr, maxVal)
		}
	}
	//数组排序
	sort.Slice(intArr, func(i, j int) bool {
		return intArr[i] > intArr[j]
	})
	return intArr
}

func GetArrSum(intArr []int) (sum int) {
	for _, val := range intArr {
		//累计求和
		sum += val
	}
	return
}

func EsMultiMatchFunctionScoreQuerySort(indexName, keyWord string, startSize, pageSize, userId int, orderColumn string) (result []*models.SearchItem, total int64, err error) {
	client := utils.Client
	keyWordArr, err := GetIndustryMapNameSliceV3(keyWord)
	keyWordArr = RemoveDuplicatesAndEmpty(keyWordArr)
	//artidArr := make([]elastic.Query, 0)
	//matchArr := make([]elastic.Query, 0)
	n := 0
	keyWordLen := len(keyWordArr)
	if keyWordLen <= 0 {
		keyWordArr = append(keyWordArr, keyWord)
		keyWordLen = len(keyWordArr)
	}

	// @Param   OrderColumn   query   int  true       "排序字段 ，Comprehensive综合 ，Matching匹配度 ，PublishDate 发布时间 "
	utils.FileLog.Info("SearchKeyWord:%s, userId:%s", keyWordArr, strconv.Itoa(userId))
	//keyWordWeight := GetWeight(keyWordLen)
	for _, v := range keyWordArr {
		if v != "" {
			matchArr := make([]elastic.Query, 0)
			boolquery := elastic.NewBoolQuery()
			bodyFunctionQuery := elastic.NewFunctionScoreQuery()
			bodyFunctionQuery2 := elastic.NewFunctionScoreQuery()
			bodyFunctionQuery3 := elastic.NewFunctionScoreQuery()

			//multiMatch := elastic.NewMultiMatchQuery(v, "Title", "BodyText").Analyzer("ik_smart")
			multiMatch := elastic.NewMultiMatchQuery(v, "Title").Analyzer("ik_smart").Boost(100)
			bodyFunctionQuery.Query(multiMatch)
			matchArr = append(matchArr, bodyFunctionQuery)

			multiMatch = elastic.NewMultiMatchQuery(v, "BodyText").Analyzer("ik_smart").Boost(1)
			bodyFunctionQuery2.Query(multiMatch)
			matchArr = append(matchArr, bodyFunctionQuery2)

			//multiMatch = elastic.NewMultiMatchQuery(1, "IsSummary")
			bodyFunctionQuery3.Query(multiMatch)
			matchArr = append(matchArr, bodyFunctionQuery3)

			boolquery.Should(matchArr...)

			//multiMatch = elastic.NewMultiMatchQuery(v, "BodyText").Analyzer("ik_smart")
			//bodyFunctionQuery.Query(multiMatch)
			//matchArr = append(matchArr, bodyFunctionQuery)
			//boolquery.Should(matchArr...)

			highlight := elastic.NewHighlight()
			highlight = highlight.PreTags("<font color='red'>").PostTags("</font>")
			highlight = highlight.Fields(elastic.NewHighlighterField("Title"), elastic.NewHighlighterField("BodyText"))
			request := client.Search(indexName).Highlight(highlight).Sort("PublishDate", false).From(0).Size(pageSize).Query(boolquery)
			if orderColumn == "Matching" {
				request = client.Search(indexName).Highlight(highlight).From(0).Size(pageSize).Query(boolquery)
			}
			searchByMatch, err := request.Do(context.Background())
			if err != nil {
				return nil, 0, err
			}
			if searchByMatch != nil {
				if searchByMatch.Hits != nil {
					for _, v := range searchByMatch.Hits.Hits {
						var isAppend bool
						articleJson, err := v.Source.MarshalJSON()
						if err != nil {
							return nil, 0, err
						}
						article := new(models.CygxArticleEs)
						err = json.Unmarshal(articleJson, &article)
						if err != nil {
							return nil, 0, err
						}
						searchItem := new(models.SearchItem)
						searchItem.ArticleId, _ = strconv.Atoi(v.Id)
						if len(v.Highlight["BodyText"]) > 0 {
							searchItem.Body = v.Highlight["BodyText"]
						} else {
							bodyRune := []rune(article.BodyText)
							bodyRuneLen := len(bodyRune)
							if bodyRuneLen > 100 {
								bodyRuneLen = 100
							}
							body := string(bodyRune[:bodyRuneLen])
							searchItem.Body = []string{body}
						}
						var title string
						if len(v.Highlight["Title"]) > 0 {
							title = v.Highlight["Title"][0]
						} else {
							title = article.Title
						}
						searchItem.Title = title
						searchItem.PublishDate = article.PublishDate
						searchItem.ExpertBackground = article.ExpertBackground
						searchItem.CategoryId = article.CategoryId
						for _, v_result := range result {
							if v_result.ArticleId == searchItem.ArticleId {
								isAppend = true
							}
						}
						if !isAppend {
							result = append(result, searchItem)
						}
					}
				}
				//total += searchByMatch.Hits.TotalHits.Value
			}
		}
		n++
	}
	total = int64(len(result))
	return
}

func EsMultiMatchFunctionScoreQueryTimeSort(indexName, keyWord string, startSize, pageSize, userId int) (result []*models.SearchItem, total int64, err error) {
	client := utils.Client
	keyWordArr, err := GetIndustryMapNameSliceV2(keyWord)

	keyWordArr = RemoveDuplicatesAndEmpty(keyWordArr)
	boolquery := elastic.NewBoolQuery()
	matchArr := make([]elastic.Query, 0)
	//matchArr2 := make([]elastic.Query, 0)

	n := 0
	keyWordLen := len(keyWordArr)
	if keyWordLen <= 0 {
		keyWordArr = append(keyWordArr, keyWord)
		keyWordLen = len(keyWordArr)
	}
	utils.FileLog.Info("SearchKeyWord:%s, userId:%s", keyWordArr, strconv.Itoa(userId))
	for _, v := range keyWordArr {
		if v != "" {
			multiMatch := elastic.NewMultiMatchQuery(v, "Title", "BodyText")
			bodyFunctionQuery := elastic.NewFunctionScoreQuery()
			bodyFunctionQuery.Query(multiMatch)
			matchArr = append(matchArr, bodyFunctionQuery)
		}
		n++
	}
	boolquery.Should(matchArr...)
	highlight := elastic.NewHighlight()
	highlight = highlight.Fields(elastic.NewHighlighterField("Title"), elastic.NewHighlighterField("BodyText"))
	highlight = highlight.PreTags("<font color='red'>").PostTags("</font>")
	request := client.Search(indexName).Highlight(highlight).Sort("PublishDate", false).Size(pageSize).Query(boolquery)
	searchByMatch, err := request.Do(context.Background())
	if searchByMatch != nil {
		matchResult, _ := json.Marshal(searchByMatch)
		utils.FileLog.Info("%s", string(matchResult))
		fmt.Println(len(searchByMatch.Hits.Hits))
		if searchByMatch.Hits != nil {
			for _, v := range searchByMatch.Hits.Hits {
				articleJson, err := v.Source.MarshalJSON()
				utils.FileLog.Info("%s", string(articleJson))
				if err != nil {
					return nil, 0, err
				}
				article := new(models.CygxArticleEs)
				err = json.Unmarshal(articleJson, &article)
				if err != nil {
					return nil, 0, err
				}
				searchItem := new(models.SearchItem)
				searchItem.ArticleId, _ = strconv.Atoi(v.Id)
				if len(v.Highlight["BodyText"]) > 0 {
					searchItem.Body = v.Highlight["BodyText"]
				} else {
					bodyRune := []rune(article.BodyText)
					bodyRuneLen := len(bodyRune)
					if bodyRuneLen > 100 {
						bodyRuneLen = 100
					}
					body := string(bodyRune[:bodyRuneLen])
					searchItem.Body = []string{body}
				}
				var title string
				if len(v.Highlight["Title"]) > 0 {
					title = v.Highlight["Title"][0]
				} else {
					title = article.Title
				}
				searchItem.Title = title
				searchItem.PublishDate = article.PublishDate
				searchItem.ExpertBackground = article.ExpertBackground
				searchItem.CategoryId = article.CategoryId
				result = append(result, searchItem)
			}
		}
		total = searchByMatch.Hits.TotalHits.Value
	}
	return
}

func EsSearchReport(indexName, keyWord string, startSize, pageSize, userId int) (result []*models.SearchItem, total int64, err error) {
	client := utils.Client
	keyWordArr, err := GetIndustryMapNameSliceV3(keyWord)
	keyWordArr = RemoveDuplicatesAndEmpty(keyWordArr)
	n := 0
	keyWordLen := len(keyWordArr)
	if keyWordLen <= 0 {
		keyWordArr = append(keyWordArr, keyWord)
		keyWordLen = len(keyWordArr)
	}
	for _, v := range keyWordArr {
		fmt.Println(v)
	}

	utils.FileLog.Info("SearchKeyWord:%s, userId:%s", keyWordArr, strconv.Itoa(userId))
	for _, v := range keyWordArr {
		if v != "" {
			matchArr := make([]elastic.Query, 0)
			boolquery := elastic.NewBoolQuery()
			bodyFunctionQuery := elastic.NewFunctionScoreQuery()
			bodyFunctionQuery2 := elastic.NewFunctionScoreQuery()

			multiMatch := elastic.NewMultiMatchQuery(v, "Title").Analyzer("ik_smart")
			bodyFunctionQuery.Query(multiMatch)
			matchArr = append(matchArr, bodyFunctionQuery)

			multiMatch = elastic.NewMultiMatchQuery(1, "IsReport")
			bodyFunctionQuery2.Query(multiMatch)
			matchArr = append(matchArr, bodyFunctionQuery2)
			boolquery.Must(matchArr...)

			highlight := elastic.NewHighlight()
			highlight = highlight.PreTags("<font color='red'>").PostTags("</font>")
			highlight = highlight.Fields(elastic.NewHighlighterField("Title"))
			request := client.Search(indexName).Highlight(highlight).Sort("PublishDate", false).From(0).Size(pageSize).Query(boolquery)

			searchByMatch, err := request.Do(context.Background())
			if err != nil {
				return nil, 0, err
			}
			if searchByMatch != nil {
				if searchByMatch.Hits != nil {
					for _, v := range searchByMatch.Hits.Hits {
						var isAppend bool
						articleJson, err := v.Source.MarshalJSON()
						if err != nil {
							return nil, 0, err
						}
						article := new(models.CygxArticleEs)
						err = json.Unmarshal(articleJson, &article)
						if err != nil {
							return nil, 0, err
						}
						searchItem := new(models.SearchItem)
						searchItem.ArticleId, _ = strconv.Atoi(v.Id)
						var title string
						if len(v.Highlight["Title"]) > 0 {
							title = v.Highlight["Title"][0]
						} else {
							title = article.Title
						}
						searchItem.Title = title
						searchItem.PublishDate = article.PublishDate
						for _, v_result := range result {
							if v_result.ArticleId == searchItem.ArticleId {
								isAppend = true
							}
						}
						if !isAppend {
							result = append(result, searchItem)
						}
					}
				}
			}
		}
		n++
	}
	total = int64(len(result))
	return
}

// 分页
func EsMultiMatchFunctionScoreQueryTimeSortPage(indexName, keyWord string, startSize, pageSize, userId int) (result []*models.SearchItem, total int64, err error) {
	client := utils.Client
	keyWordArr, err := GetIndustryMapNameSliceV2(keyWord)
	keyWordArr = RemoveDuplicatesAndEmpty(keyWordArr)
	boolquery := elastic.NewBoolQuery()
	matchArr := make([]elastic.Query, 0)
	n := 0
	keyWordLen := len(keyWordArr)
	if keyWordLen <= 0 {
		keyWordArr = append(keyWordArr, keyWord)
		keyWordLen = len(keyWordArr)
	}
	for _, v := range keyWordArr {
		if v != "" {
			multiMatch := elastic.NewMultiMatchQuery(v, "Title", "BodyText")
			bodyFunctionQuery := elastic.NewFunctionScoreQuery()
			bodyFunctionQuery.Query(multiMatch)
			matchArr = append(matchArr, bodyFunctionQuery)
		}
		n++
	}
	boolquery.Should(matchArr...)
	highlight := elastic.NewHighlight()
	highlight = highlight.Fields(elastic.NewHighlighterField("Title"), elastic.NewHighlighterField("BodyText"))
	highlight = highlight.PreTags("<font color='red'>").PostTags("</font>")
	request := client.Search(indexName).Highlight(highlight).Sort("PublishDate", false).From(startSize).Size(pageSize).Query(boolquery)
	searchByMatch, err := request.Do(context.Background())
	if searchByMatch != nil {
		if searchByMatch.Hits != nil {
			for _, v := range searchByMatch.Hits.Hits {
				articleJson, err := v.Source.MarshalJSON()
				if err != nil {
					return nil, 0, err
				}
				article := new(models.CygxArticleEs)
				err = json.Unmarshal(articleJson, &article)
				if err != nil {
					return nil, 0, err
				}
				searchItem := new(models.SearchItem)
				searchItem.ArticleId, _ = strconv.Atoi(v.Id)
				if len(v.Highlight["BodyText"]) > 0 {
					searchItem.Body = v.Highlight["BodyText"]
				} else {
					bodyRune := []rune(article.BodyText)
					bodyRuneLen := len(bodyRune)
					if bodyRuneLen > 100 {
						bodyRuneLen = 100
					}
					body := string(bodyRune[:bodyRuneLen])
					searchItem.Body = []string{body}
				}
				var title string
				if len(v.Highlight["Title"]) > 0 {
					title = v.Highlight["Title"][0]
				} else {
					title = article.Title
				}
				searchItem.Title = title
				searchItem.PublishDate = article.PublishDate
				searchItem.ExpertBackground = article.ExpertBackground
				searchItem.CategoryId = article.CategoryId
				result = append(result, searchItem)
			}
		}
		total = searchByMatch.Hits.TotalHits.Value
	}
	return
}

func EsMultiMatchFunctionScoreQuerySortPage(indexName, keyWord string, startSize, pageSize, userId int, orderColumn string) (result []*models.SearchItem, total int64, err error) {
	client := utils.Client
	keyWordArr, err := GetIndustryMapNameSliceV3(keyWord)
	keyWordArr = RemoveDuplicatesAndEmpty(keyWordArr)

	keyWordLen := len(keyWordArr)
	if keyWordLen <= 0 {
		keyWordArr = append(keyWordArr, keyWord)
		keyWordLen = len(keyWordArr)
	}
	var keyWords string
	for _, v := range keyWordArr {
		keyWords += v + " "
	}
	// @Param   OrderColumn   query   int  true       "排序字段 ，Comprehensive综合 ，Matching匹配度 ，PublishDate 发布时间 "
	//keyWordWeight := GetWeight(keyWordLen)

	matchArr := make([]elastic.Query, 0)
	boolquery := elastic.NewBoolQuery()
	bodyFunctionQuery := elastic.NewFunctionScoreQuery()
	bodyFunctionQuery2 := elastic.NewFunctionScoreQuery()
	bodyFunctionQuery3 := elastic.NewFunctionScoreQuery()
	multiMatch := elastic.NewMultiMatchQuery(keyWords, "Title").Analyzer("ik_smart").Boost(100)
	bodyFunctionQuery.Query(multiMatch)
	matchArr = append(matchArr, bodyFunctionQuery)
	multiMatch = elastic.NewMultiMatchQuery(keyWords, "BodyText").Analyzer("ik_smart").Boost(1)
	bodyFunctionQuery2.Query(multiMatch)
	matchArr = append(matchArr, bodyFunctionQuery2)
	bodyFunctionQuery3.Query(multiMatch)
	matchArr = append(matchArr, bodyFunctionQuery3)
	boolquery.Should(matchArr...)
	highlight := elastic.NewHighlight()
	highlight = highlight.PreTags("<font color='red'>").PostTags("</font>")
	highlight = highlight.Fields(elastic.NewHighlighterField("Title"), elastic.NewHighlighterField("BodyText"))
	request := client.Search(indexName).Highlight(highlight).Sort("PublishDate", false).From(startSize).Size(pageSize).Query(boolquery)
	if orderColumn == "Matching" {
		request = client.Search(indexName).Highlight(highlight).From(startSize).Size(pageSize).Query(boolquery)
	}
	searchByMatch, err := request.Do(context.Background())
	if err != nil {
		return nil, 0, err
	}
	if searchByMatch != nil {
		if searchByMatch.Hits != nil {
			for _, v := range searchByMatch.Hits.Hits {
				var isAppend bool
				articleJson, err := v.Source.MarshalJSON()
				if err != nil {
					return nil, 0, err
				}
				article := new(models.CygxArticleEs)
				err = json.Unmarshal(articleJson, &article)
				if err != nil {
					return nil, 0, err
				}
				searchItem := new(models.SearchItem)
				searchItem.ArticleId, _ = strconv.Atoi(v.Id)
				if len(v.Highlight["BodyText"]) > 0 {
					searchItem.Body = v.Highlight["BodyText"]
				} else {
					bodyRune := []rune(article.BodyText)
					bodyRuneLen := len(bodyRune)
					if bodyRuneLen > 100 {
						bodyRuneLen = 100
					}
					body := string(bodyRune[:bodyRuneLen])
					searchItem.Body = []string{body}
				}
				var title string
				if len(v.Highlight["Title"]) > 0 {
					title = v.Highlight["Title"][0]
				} else {
					title = article.Title
				}
				searchItem.Title = title
				searchItem.PublishDate = article.PublishDate
				searchItem.ExpertBackground = article.ExpertBackground
				searchItem.CategoryId = article.CategoryId
				for _, v_result := range result {
					if v_result.ArticleId == searchItem.ArticleId {
						isAppend = true
					}
				}
				if !isAppend {
					result = append(result, searchItem)
				}
			}
		}
	}
	total += searchByMatch.Hits.TotalHits.Value
	return
}

//func init23423() {
//	EsArticleSearch("立高食品", 0, 10, "34")
//}

func EsArticleSearch(keyWord string, startSize, pageSize int, orderColumn string, ikType int) (result []*models.SearchItem, total int64, err error) {
	indexName := utils.IndexName
	client := utils.Client
	keyWordArr, err := GetIndustryMapNameSliceV3(keyWord)
	keyWordArr = RemoveDuplicatesAndEmpty(keyWordArr)
	keyWordLen := len(keyWordArr)
	if keyWordLen <= 0 {
		keyWordArr = append(keyWordArr, keyWord)
		keyWordLen = len(keyWordArr)
	}
	fmt.Println(keyWordArr)
	//如果没有联想词，而且查询的还是联想词就返回
	if ikType == 2 && keyWordLen == 1 {
		return
	}
	//Es 的高级查询有 自定义排序 文档一时半会儿撸不懂，先做多次查询手动过滤 2023.2.2
	//ikType 查询方式 ，0：查所有 、 1:查询键入词 、 2：查询除了查询键入词之外的联想词
	mustMap := make([]interface{}, 0)
	shouldMap := make(map[string]interface{}, 0)
	shouldMapquery := make([]interface{}, 0)

	mustNotMap := make([]interface{}, 0)
	shouldNotMap := make(map[string]interface{}, 0)
	shouldNotMapquery := make([]interface{}, 0)
	// @Param   OrderColumn   query   int  true       "排序字段 ，Comprehensive综合 ，Matching匹配度 ，PublishDate 发布时间 "
	//keyWordWeight := GetWeight(keyWordLen)
	var boost int
	//lenkeyWordArr := len(keyWordArr)
	for k, v := range keyWordArr {
		if k == 0 {
			boost = 2 * 1000
		} else {
			boost = 1
		}

		//如果是 2：查询除了查询键入词之外的联想词
		if k == 0 && ikType == 2 {
			if v != "" {
				shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
					"function_score": map[string]interface{}{
						"query": map[string]interface{}{
							"multi_match": map[string]interface{}{
								//"boost":  (lenkeyWordArr - k) * boost, //给查询的值赋予权重
								"boost":  boost, //给查询的值赋予权重
								"fields": []interface{}{"Title"},
								"query":  v,
							},
						},
					},
				})
				shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
					"function_score": map[string]interface{}{
						"query": map[string]interface{}{
							"multi_match": map[string]interface{}{
								"boost":  boost, //给查询的值赋予权重
								"fields": []interface{}{"Abstract"},
								"query":  v,
							},
						},
					},
				})
				shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
					"function_score": map[string]interface{}{
						"query": map[string]interface{}{
							"multi_match": map[string]interface{}{
								"boost":  boost, //给查询的值赋予权重
								"fields": []interface{}{"Annotation"},
								"query":  v,
							},
						},
					},
				})

				shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
					"function_score": map[string]interface{}{
						"query": map[string]interface{}{
							"multi_match": map[string]interface{}{
								//"boost":  (lenkeyWordArr-k)*boost - 1, //给查询的值赋予权重
								"boost":  boost, //给查询的值赋予权重
								"fields": []interface{}{"BodyText"},
								"query":  v,
							},
						},
					},
				})
			}
			continue
		}
		//如果是 1：查询键入词
		if k > 0 && ikType == 1 {
			continue
		}

		if v != "" {
			shouldMapquery = append(shouldMapquery, map[string]interface{}{
				"function_score": map[string]interface{}{
					"query": map[string]interface{}{
						"multi_match": map[string]interface{}{
							//"boost":  (lenkeyWordArr - k) * boost, //给查询的值赋予权重
							"boost":  boost, //给查询的值赋予权重
							"fields": []interface{}{"Title"},
							"query":  v,
						},
					},
				},
			})
			shouldMapquery = append(shouldMapquery, map[string]interface{}{
				"function_score": map[string]interface{}{
					"query": map[string]interface{}{
						"multi_match": map[string]interface{}{
							"boost":  boost, //给查询的值赋予权重
							"fields": []interface{}{"Abstract"},
							"query":  v,
						},
					},
				},
			})
			shouldMapquery = append(shouldMapquery, map[string]interface{}{
				"function_score": map[string]interface{}{
					"query": map[string]interface{}{
						"multi_match": map[string]interface{}{
							"boost":  boost, //给查询的值赋予权重
							"fields": []interface{}{"Annotation"},
							"query":  v,
						},
					},
				},
			})

			shouldMapquery = append(shouldMapquery, map[string]interface{}{
				"function_score": map[string]interface{}{
					"query": map[string]interface{}{
						"multi_match": map[string]interface{}{
							//"boost":  (lenkeyWordArr-k)*boost - 1, //给查询的值赋予权重
							"boost":  boost, //给查询的值赋予权重
							"fields": []interface{}{"BodyText"},
							"query":  v,
						},
					},
				},
			})
		}
	}
	shouldMap = map[string]interface{}{
		"should": shouldMapquery,
	}

	shouldNotMap = map[string]interface{}{
		"should": shouldNotMapquery,
	}
	//排序
	sortMap := make([]interface{}, 0)

	//时间
	sortMap = append(sortMap, map[string]interface{}{
		"PublishDate": map[string]interface{}{
			"order": "desc",
		},
	})
	//sortMap = append(sortMap, map[string]interface{}{
	//	"_score": map[string]interface{}{
	//		"order": "desc",
	//	},
	//})
	//高亮
	highlightMap := make(map[string]interface{}, 0)
	highlightMap = map[string]interface{}{
		"fields": map[string]interface{}{
			"BodyText":   map[string]interface{}{},
			"Title":      map[string]interface{}{},
			"Abstract":   map[string]interface{}{},
			"Annotation": map[string]interface{}{},
		},
		//样式 红色
		"post_tags": []interface{}{"</font>"},
		"pre_tags":  []interface{}{"<font color='red'>"},
	}

	mustMap = append(mustMap, map[string]interface{}{
		"bool": shouldMap,
	})
	mustNotMap = append(mustNotMap, map[string]interface{}{
		"bool": shouldNotMap,
	})

	queryMap := map[string]interface{}{
		"query": map[string]interface{}{
			"bool": map[string]interface{}{
				"must": mustMap,
			},
		},
	}
	//把第一次键入词的筛选条件过滤掉
	if ikType == 2 {
		queryMap = map[string]interface{}{
			"query": map[string]interface{}{
				"bool": map[string]interface{}{
					"must":     mustMap,
					"must_not": mustNotMap,
				},
			},
		}
	}
	if orderColumn == "Matching" {
		queryMap["sort"] = sortMap
	}
	queryMap["from"] = startSize
	queryMap["size"] = pageSize
	queryMap["highlight"] = highlightMap
	jsonBytes, _ := json.Marshal(queryMap)
	fmt.Println(string(jsonBytes))
	//utils.FileLog.Info(string(jsonBytes))
	request := client.Search(indexName).Source(queryMap) // sets the JSON request
	searchByMatch, err := request.Do(context.Background())
	if searchByMatch != nil {
		if searchByMatch.Hits != nil {
			for _, v := range searchByMatch.Hits.Hits {
				var isAppend bool
				articleJson, err := v.Source.MarshalJSON()
				if err != nil {
					return nil, 0, err
				}
				article := new(models.CygxArticleEs)
				err = json.Unmarshal(articleJson, &article)
				if err != nil {
					return nil, 0, err
				}
				searchItem := new(models.SearchItem)
				searchItem.ArticleId, _ = strconv.Atoi(v.Id)
				if len(v.Highlight["Annotation"]) > 0 {
					for _, vText := range v.Highlight["Annotation"] {
						searchItem.Body = append(searchItem.Body, vText)
					}
				}
				if len(v.Highlight["Abstract"]) > 0 {
					for _, vText := range v.Highlight["Abstract"] {
						searchItem.Body = append(searchItem.Body, vText)
					}
				}
				if len(v.Highlight["BodyText"]) > 0 {
					for _, vText := range v.Highlight["BodyText"] {
						searchItem.Body = append(searchItem.Body, vText)
					}
				}

				if len(searchItem.Body) == 0 {
					bodyRune := []rune(article.BodyText)
					bodyRuneLen := len(bodyRune)
					if bodyRuneLen > 100 {
						bodyRuneLen = 100
					}
					body := string(bodyRune[:bodyRuneLen])
					searchItem.Body = []string{body}
				}

				//if len(v.Highlight["BodyText"]) > 0 {
				//	searchItem.Body = v.Highlight["BodyText"]
				//} else {
				//	bodyRune := []rune(article.BodyText)
				//	bodyRuneLen := len(bodyRune)
				//	if bodyRuneLen > 100 {
				//		bodyRuneLen = 100
				//	}
				//	body := string(bodyRune[:bodyRuneLen])
				//	searchItem.Body = []string{body}
				//}
				var title string
				if len(v.Highlight["Title"]) > 0 {
					title = v.Highlight["Title"][0]
				} else {
					title = article.Title
				}
				searchItem.Title = title
				searchItem.PublishDate = article.PublishDate
				searchItem.ExpertBackground = article.ExpertBackground
				searchItem.CategoryId = article.CategoryId
				for _, v_result := range result {
					if v_result.ArticleId == searchItem.ArticleId {
						isAppend = true
					}
				}
				if !isAppend {
					result = append(result, searchItem)
				}
			}
		}
		total = searchByMatch.Hits.TotalHits.Value
	}
	return
}

func EsArticleSearchBody(keyWord string, startSize, pageSize int, orderColumn string, searchType int) (result []*models.SearchItem, total int64, err error) {
	if keyWord == "" {
		return
	}
	indexName := utils.IndexName
	client := utils.Client

	//Es 的高级查询有 自定义排序 文档一时半会儿撸不懂，先做多次查询手动过滤 2023.2.2
	//ikType 查询方式 ，0：查所有 、 1:查询键入词 、 2：查询除了查询键入词之外的联想词
	mustMap := make([]interface{}, 0)
	shouldMap := make(map[string]interface{}, 0)
	shouldMapquery := make([]interface{}, 0)

	mustNotMap := make([]interface{}, 0)
	shouldNotMap := make(map[string]interface{}, 0)
	shouldNotMapquery := make([]interface{}, 0)
	// @Param   OrderColumn   query   int  true       "排序字段 ，Comprehensive综合 ，Matching匹配度 ，PublishDate 发布时间 "
	//keyWordWeight := GetWeight(keyWordLen)
	var boost int

	//如果是 2：查询标题，摘要，核心观点的词
	if searchType == 1 {
		shouldMapquery = append(shouldMapquery, map[string]interface{}{
			"function_score": map[string]interface{}{
				"query": map[string]interface{}{
					"multi_match": map[string]interface{}{
						"boost":  boost, //给查询的值赋予权重
						"fields": []interface{}{"Title"},
						"query":  keyWord,
					},
				},
			},
		})
		shouldMapquery = append(shouldMapquery, map[string]interface{}{
			"function_score": map[string]interface{}{
				"query": map[string]interface{}{
					"multi_match": map[string]interface{}{
						"boost":  boost, //给查询的值赋予权重
						"fields": []interface{}{"Abstract"},
						"query":  keyWord,
					},
				},
			},
		})
		shouldMapquery = append(shouldMapquery, map[string]interface{}{
			"function_score": map[string]interface{}{
				"query": map[string]interface{}{
					"multi_match": map[string]interface{}{
						"boost":  boost, //给查询的值赋予权重
						"fields": []interface{}{"Annotation"},
						"query":  keyWord,
					},
				},
			},
		})
	}

	//如果是 2：查询body的相关词
	if searchType == 2 {

		shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
			"function_score": map[string]interface{}{
				"query": map[string]interface{}{
					"multi_match": map[string]interface{}{
						"boost":  boost, //给查询的值赋予权重
						"fields": []interface{}{"Title"},
						"query":  keyWord,
					},
				},
			},
		})
		shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
			"function_score": map[string]interface{}{
				"query": map[string]interface{}{
					"multi_match": map[string]interface{}{
						"boost":  boost, //给查询的值赋予权重
						"fields": []interface{}{"Abstract"},
						"query":  keyWord,
					},
				},
			},
		})
		shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
			"function_score": map[string]interface{}{
				"query": map[string]interface{}{
					"multi_match": map[string]interface{}{
						"boost":  boost, //给查询的值赋予权重
						"fields": []interface{}{"Annotation"},
						"query":  keyWord,
					},
				},
			},
		})

		//shouldNotMapquery = append(shouldNotMapquery, map[string]interface{}{
		//	"function_score": map[string]interface{}{
		//		"query": map[string]interface{}{
		//			"multi_match": map[string]interface{}{
		//				//"boost":  (lenkeyWordArr-k)*boost - 1, //给查询的值赋予权重
		//				"boost":  boost, //给查询的值赋予权重
		//				"fields": []interface{}{"BodyText"},
		//				"query":  keyWord,
		//			},
		//		},
		//	},
		//})
		shouldMapquery = append(shouldMapquery, map[string]interface{}{
			"function_score": map[string]interface{}{
				"query": map[string]interface{}{
					"multi_match": map[string]interface{}{
						//"boost":  (lenkeyWordArr-k)*boost - 1, //给查询的值赋予权重
						"boost":  boost, //给查询的值赋予权重
						"fields": []interface{}{"BodyText"},
						"query":  keyWord,
					},
				},
			},
		})
	}

	shouldMap = map[string]interface{}{
		"should": shouldMapquery,
	}

	shouldNotMap = map[string]interface{}{
		"should": shouldNotMapquery,
	}
	//排序
	sortMap := make([]interface{}, 0)

	//时间
	sortMap = append(sortMap, map[string]interface{}{
		"PublishDate": map[string]interface{}{
			"order": "desc",
		},
	})
	//高亮
	highlightMap := make(map[string]interface{}, 0)
	highlightMap = map[string]interface{}{
		"fields": map[string]interface{}{
			"BodyText":   map[string]interface{}{},
			"Title":      map[string]interface{}{},
			"Abstract":   map[string]interface{}{},
			"Annotation": map[string]interface{}{},
		},
		//样式 红色
		"post_tags": []interface{}{"</font>"},
		"pre_tags":  []interface{}{"<font color='red'>"},
	}

	mustMap = append(mustMap, map[string]interface{}{
		"bool": shouldMap,
	})
	mustNotMap = append(mustNotMap, map[string]interface{}{
		"bool": shouldNotMap,
	})

	queryMap := map[string]interface{}{
		"query": map[string]interface{}{
			"bool": map[string]interface{}{
				"must": mustMap,
			},
		},
	}
	//把第一次的筛选条件过滤掉
	if searchType == 2 {
		queryMap = map[string]interface{}{
			"query": map[string]interface{}{
				"bool": map[string]interface{}{
					"must":     mustMap,
					"must_not": mustNotMap,
				},
			},
		}
	}
	if orderColumn == "Matching" {
		queryMap["sort"] = sortMap
	}
	queryMap["from"] = startSize
	queryMap["size"] = pageSize
	queryMap["highlight"] = highlightMap
	jsonBytes, _ := json.Marshal(queryMap)
	fmt.Println(string(jsonBytes))
	//utils.FileLog.Info(string(jsonBytes))
	request := client.Search(indexName).Source(queryMap) // sets the JSON request
	searchByMatch, err := request.Do(context.Background())
	if searchByMatch != nil {
		if searchByMatch.Hits != nil {
			for _, v := range searchByMatch.Hits.Hits {
				var isAppend bool
				articleJson, err := v.Source.MarshalJSON()
				if err != nil {
					return nil, 0, err
				}
				article := new(models.CygxArticleEs)
				err = json.Unmarshal(articleJson, &article)
				if err != nil {
					return nil, 0, err
				}
				searchItem := new(models.SearchItem)
				searchItem.ArticleId, _ = strconv.Atoi(v.Id)
				if len(v.Highlight["Annotation"]) > 0 {
					for _, vText := range v.Highlight["Annotation"] {
						searchItem.Body = append(searchItem.Body, vText)
					}
				}
				if len(v.Highlight["Abstract"]) > 0 {
					for _, vText := range v.Highlight["Abstract"] {
						searchItem.Body = append(searchItem.Body, vText)
					}
				}
				if len(v.Highlight["BodyText"]) > 0 {
					for _, vText := range v.Highlight["BodyText"] {
						searchItem.Body = append(searchItem.Body, vText)
					}
				}

				if len(searchItem.Body) == 0 {
					bodyRune := []rune(article.BodyText)
					bodyRuneLen := len(bodyRune)
					if bodyRuneLen > 100 {
						bodyRuneLen = 100
					}
					body := string(bodyRune[:bodyRuneLen])
					searchItem.Body = []string{body}
				}

				//if len(v.Highlight["BodyText"]) > 0 {
				//	searchItem.Body = v.Highlight["BodyText"]
				//} else {
				//	bodyRune := []rune(article.BodyText)
				//	bodyRuneLen := len(bodyRune)
				//	if bodyRuneLen > 100 {
				//		bodyRuneLen = 100
				//	}
				//	body := string(bodyRune[:bodyRuneLen])
				//	searchItem.Body = []string{body}
				//}
				var title string
				if len(v.Highlight["Title"]) > 0 {
					title = v.Highlight["Title"][0]
				} else {
					title = article.Title
				}
				searchItem.Title = title
				searchItem.PublishDate = article.PublishDate
				searchItem.ExpertBackground = article.ExpertBackground
				searchItem.CategoryId = article.CategoryId
				for _, v_result := range result {
					if v_result.ArticleId == searchItem.ArticleId {
						isAppend = true
					}
				}
				if !isAppend {
					result = append(result, searchItem)
				}
			}
		}
		total = searchByMatch.Hits.TotalHits.Value
	}
	return
}