aiforge/models/user_business_analysis.go

package models

import (
	"fmt"
	"sort"
	"strconv"
	"strings"
	"time"

	"code.gitea.io/gitea/modules/log"
	"code.gitea.io/gitea/modules/timeutil"
	"xorm.io/builder"
	"xorm.io/xorm"
)

const (
	PAGE_SIZE         = 2000
	BATCH_INSERT_SIZE = 50
)

type UserBusinessAnalysisAll struct {
	ID int64 `xorm:"pk"`

	CountDate int64 `xorm:"pk"`

	//action :ActionMergePullRequest                         // 11
	CodeMergeCount int `xorm:"NOT NULL DEFAULT 0"`

	//action :ActionCommitRepo                               // 5
	CommitCount int `xorm:"NOT NULL DEFAULT 0"`

	//action :ActionCreateIssue                             // 10
	IssueCount int `xorm:"NOT NULL DEFAULT 0"`

	//comment table current date
	CommentCount int `xorm:"NOT NULL DEFAULT 0"`

	//watch table current date
	FocusRepoCount int `xorm:"NOT NULL DEFAULT 0"`

	//star table current date
	StarRepoCount int `xorm:"NOT NULL DEFAULT 0"`

	//follow table
	WatchedCount int `xorm:"NOT NULL DEFAULT 0"`

	// user table
	GiteaAgeMonth int `xorm:"NOT NULL DEFAULT 0"`

	//
	CommitCodeSize int `xorm:"NOT NULL DEFAULT 0"`

	//attachement table
	CommitDatasetSize int `xorm:"NOT NULL DEFAULT 0"`

	//0
	CommitModelCount int `xorm:"NOT NULL DEFAULT 0"`

	//issue, issueassignees
	SolveIssueCount int `xorm:"NOT NULL DEFAULT 0"`

	//baike
	EncyclopediasCount int `xorm:"NOT NULL DEFAULT 0"`

	//user
	RegistDate timeutil.TimeStamp `xorm:"NOT NULL"`

	//repo
	CreateRepoCount int `xorm:"NOT NULL DEFAULT 0"`

	//login count, from elk
	LoginCount int `xorm:"NOT NULL DEFAULT 0"`

	//openi index
	OpenIIndex float64 `xorm:"NOT NULL DEFAULT 0"`

	//user
	Email string `xorm:"NOT NULL"`

	//user
	Name string `xorm:"NOT NULL"`

	DataDate string `xorm:"NULL"`

	//cloudbraintask
	CloudBrainTaskNum  int     `xorm:"NOT NULL DEFAULT 0"`
	GpuDebugJob        int     `xorm:"NOT NULL DEFAULT 0"`
	NpuDebugJob        int     `xorm:"NOT NULL DEFAULT 0"`
	GpuTrainJob        int     `xorm:"NOT NULL DEFAULT 0"`
	NpuTrainJob        int     `xorm:"NOT NULL DEFAULT 0"`
	NpuInferenceJob    int     `xorm:"NOT NULL DEFAULT 0"`
	GpuBenchMarkJob    int     `xorm:"NOT NULL DEFAULT 0"`
	CloudBrainRunTime  int     `xorm:"NOT NULL DEFAULT 0"`
	CommitDatasetNum   int     `xorm:"NOT NULL DEFAULT 0"`
	UserIndex          float64 `xorm:"NOT NULL DEFAULT 0"`
	UserIndexPrimitive float64 `xorm:"NOT NULL DEFAULT 0"`

	UserLocation string `xorm:"NULL"`

	FocusOtherUser   int `xorm:"NOT NULL DEFAULT 0"`
	CollectDataset   int `xorm:"NOT NULL DEFAULT 0"`
	CollectedDataset int `xorm:"NOT NULL DEFAULT 0"`
	RecommendDataset int `xorm:"NOT NULL DEFAULT 0"`
	CollectImage     int `xorm:"NOT NULL DEFAULT 0"`
	CollectedImage   int `xorm:"NOT NULL DEFAULT 0"`
	RecommendImage   int `xorm:"NOT NULL DEFAULT 0"`

	HasActivity int `xorm:"NOT NULL DEFAULT 0"`
}

type UserBusinessAnalysis struct {
	ID int64 `xorm:"pk"`

	CountDate int64 `xorm:"pk"`

	//action :ActionMergePullRequest                         // 11
	CodeMergeCount int `xorm:"NOT NULL DEFAULT 0"`

	//action :ActionCommitRepo                               // 5
	CommitCount int `xorm:"NOT NULL DEFAULT 0"`

	//action :ActionCreateIssue                             // 6
	IssueCount int `xorm:"NOT NULL DEFAULT 0"`

	//comment table current date
	CommentCount int `xorm:"NOT NULL DEFAULT 0"`

	//watch table current date
	FocusRepoCount int `xorm:"NOT NULL DEFAULT 0"`

	//star table current date
	StarRepoCount int `xorm:"NOT NULL DEFAULT 0"`

	//follow table
	WatchedCount int `xorm:"NOT NULL DEFAULT 0"`

	// user table
	GiteaAgeMonth int `xorm:"NOT NULL DEFAULT 0"`

	//
	CommitCodeSize int `xorm:"NOT NULL DEFAULT 0"`

	//attachement table
	CommitDatasetSize int `xorm:"NOT NULL DEFAULT 0"`

	//0
	CommitModelCount int `xorm:"NOT NULL DEFAULT 0"`

	//issue, issueassignees
	SolveIssueCount int `xorm:"NOT NULL DEFAULT 0"`

	//baike
	EncyclopediasCount int `xorm:"NOT NULL DEFAULT 0"`

	//user
	RegistDate timeutil.TimeStamp `xorm:"NOT NULL"`

	//repo
	CreateRepoCount int `xorm:"NOT NULL DEFAULT 0"`

	//login count, from elk
	LoginCount int `xorm:"NOT NULL DEFAULT 0"`

	//openi index
	OpenIIndex float64 `xorm:"NOT NULL DEFAULT 0"`

	//user
	Email string `xorm:"NOT NULL"`

	//user
	Name string `xorm:"NOT NULL"`

	DataDate string `xorm:"NULL"`

	CloudBrainTaskNum  int     `xorm:"NOT NULL DEFAULT 0"`
	GpuDebugJob        int     `xorm:"NOT NULL DEFAULT 0"`
	NpuDebugJob        int     `xorm:"NOT NULL DEFAULT 0"`
	GpuTrainJob        int     `xorm:"NOT NULL DEFAULT 0"`
	NpuTrainJob        int     `xorm:"NOT NULL DEFAULT 0"`
	NpuInferenceJob    int     `xorm:"NOT NULL DEFAULT 0"`
	GpuBenchMarkJob    int     `xorm:"NOT NULL DEFAULT 0"`
	CloudBrainRunTime  int     `xorm:"NOT NULL DEFAULT 0"`
	CommitDatasetNum   int     `xorm:"NOT NULL DEFAULT 0"`
	UserIndex          float64 `xorm:"NOT NULL DEFAULT 0"`
	UserIndexPrimitive float64 `xorm:"NOT NULL DEFAULT 0"`

	UserLocation string `xorm:"NULL"`

	FocusOtherUser   int `xorm:"NOT NULL DEFAULT 0"`
	CollectDataset   int `xorm:"NOT NULL DEFAULT 0"`
	CollectedDataset int `xorm:"NOT NULL DEFAULT 0"`
	RecommendDataset int `xorm:"NOT NULL DEFAULT 0"`
	CollectImage     int `xorm:"NOT NULL DEFAULT 0"`
	CollectedImage   int `xorm:"NOT NULL DEFAULT 0"`
	RecommendImage   int `xorm:"NOT NULL DEFAULT 0"`

	HasActivity int `xorm:"NOT NULL DEFAULT 0"`
}

type UserBusinessAnalysisQueryOptions struct {
	ListOptions
	UserName  string
	SortType  string
	StartTime int64
	EndTime   int64
	IsAll     bool
}

type UserBusinessAnalysisList []*UserBusinessAnalysis

func (ulist UserBusinessAnalysisList) Swap(i, j int) { ulist[i], ulist[j] = ulist[j], ulist[i] }
func (ulist UserBusinessAnalysisList) Len() int      { return len(ulist) }
func (ulist UserBusinessAnalysisList) Less(i, j int) bool {
	return ulist[i].ID > ulist[j].ID
}

func getLastCountDate() int64 {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()
	statictisSess.Limit(1, 0)
	userBusinessAnalysisList := make([]*UserBusinessAnalysis, 0)
	if err := statictisSess.Table("user_business_analysis").OrderBy("count_date desc").Limit(1, 0).
		Find(&userBusinessAnalysisList); err == nil {
		for _, userRecord := range userBusinessAnalysisList {
			return userRecord.CountDate - 10000
		}
	} else {
		log.Info("query error." + err.Error())
	}
	currentTimeNow := time.Now()
	pageStartTime := time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 0, 0, 0, 0, currentTimeNow.Location())
	return pageStartTime.Unix()
}

func QueryMetricsPage(start int64, end int64, page int, pageSize int) ([]UserMetrics, int64) {

	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()
	cond := "count_date >" + fmt.Sprint(start) + " and count_date<" + fmt.Sprint(end)
	allCount, err := statictisSess.Where(cond).Count(new(UserMetrics))
	if err != nil {
		log.Info("query error." + err.Error())
		return nil, 0
	}
	userMetricsList := make([]UserMetrics, 0)
	if err := statictisSess.Table(new(UserMetrics)).Where(cond).Limit(pageSize, page*pageSize).OrderBy("count_date desc").
		Find(&userMetricsList); err != nil {
		return nil, 0
	}
	return userMetricsList, allCount

}

func QueryMetrics(start int64, end int64) ([]UserMetrics, int) {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()
	userMetricsList := make([]UserMetrics, 0)
	if err := statictisSess.Table(new(UserMetrics)).Where("count_date >" + fmt.Sprint(start) + " and count_date<" + fmt.Sprint(end)).OrderBy("count_date desc").
		Find(&userMetricsList); err != nil {
		return nil, 0
	}
	return userMetricsList, len(userMetricsList)
}

func QueryMetricsForAll() []UserMetrics {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()
	userMetricsList := make([]UserMetrics, 0)
	if err := statictisSess.Table(new(UserMetrics)).OrderBy("count_date desc").
		Find(&userMetricsList); err != nil {
		return nil
	}
	return makeResultForMonth(userMetricsList, len(userMetricsList))
}

func QueryMetricsForYear() []UserMetrics {
	currentTimeNow := time.Now()
	currentYearEndTime := time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 23, 59, 59, 0, currentTimeNow.Location())
	currentYearStartTime := time.Date(currentTimeNow.Year(), 1, 1, 0, 0, 0, 0, currentTimeNow.Location())
	allUserInfo, count := QueryMetrics(currentYearStartTime.Unix(), currentYearEndTime.Unix())

	return makeResultForMonth(allUserInfo, count)
}

func makeResultForMonth(allUserInfo []UserMetrics, count int) []UserMetrics {
	monthMap := make(map[string]UserMetrics)
	if count > 0 {
		for _, userMetrics := range allUserInfo {
			dateTime := time.Unix(userMetrics.CountDate, 0)
			month := fmt.Sprint(dateTime.Year()) + "-" + fmt.Sprint(int(dateTime.Month()))
			if _, ok := monthMap[month]; !ok {
				var monthUserMetrics UserMetrics
				monthUserMetrics.DisplayDate = month
				monthUserMetrics.ActivateRegistUser = userMetrics.ActivateRegistUser
				monthUserMetrics.NotActivateRegistUser = userMetrics.NotActivateRegistUser
				monthUserMetrics.TotalUser = userMetrics.TotalUser
				monthUserMetrics.TotalActivateRegistUser = userMetrics.TotalActivateRegistUser
				monthUserMetrics.TotalHasActivityUser = userMetrics.TotalHasActivityUser
				monthUserMetrics.HasActivityUser = userMetrics.HasActivityUser
				monthUserMetrics.DaysForMonth = 1
				monthMap[month] = monthUserMetrics
			} else {
				value := monthMap[month]
				value.ActivateRegistUser += userMetrics.ActivateRegistUser
				value.NotActivateRegistUser += userMetrics.NotActivateRegistUser
				value.TotalUser += userMetrics.TotalUser
				value.TotalActivateRegistUser += userMetrics.TotalActivateRegistUser
				value.TotalHasActivityUser += userMetrics.TotalHasActivityUser
				value.HasActivityUser += userMetrics.HasActivityUser
				value.DaysForMonth += 1
			}
		}
	}
	result := make([]UserMetrics, 0)
	for _, value := range monthMap {
		result = append(result, value)
	}
	sort.Slice(result, func(i, j int) bool {
		return strings.Compare(result[i].DisplayDate, result[j].DisplayDate) > 0
	})
	return result
}

func QueryRankList(key string, tableName string, limit int) ([]*UserBusinessAnalysisAll, int64) {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()

	userBusinessAnalysisAllList := make([]*UserBusinessAnalysisAll, 0)
	if err := statictisSess.Table(tableName).OrderBy(key+" desc,id desc").Limit(limit, 0).
		Find(&userBusinessAnalysisAllList); err != nil {
		return nil, 0
	}
	return userBusinessAnalysisAllList, int64(len(userBusinessAnalysisAllList))
}

func QueryUserStaticDataByTableName(start int, pageSize int, tableName string, queryObj interface{}, userName string) ([]*UserBusinessAnalysisAll, int64) {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()
	var cond = builder.NewCond()
	if len(userName) > 0 {
		cond = cond.And(
			builder.Like{"name", userName},
		)
	}
	allCount, err := statictisSess.Where(cond).Count(queryObj)
	if err != nil {
		log.Info("query error." + err.Error())
		return nil, 0
	}
	log.Info("query return total:" + fmt.Sprint(allCount))
	userBusinessAnalysisAllList := make([]*UserBusinessAnalysisAll, 0)
	if err := statictisSess.Table(tableName).Where(cond).OrderBy("user_index desc,id desc").Limit(pageSize, start).
		Find(&userBusinessAnalysisAllList); err != nil {
		return nil, 0
	}
	return userBusinessAnalysisAllList, allCount
}

func QueryUserStaticDataAll(opts *UserBusinessAnalysisQueryOptions) ([]*UserBusinessAnalysisAll, int64) {
	log.Info("query startTime =" + fmt.Sprint(opts.StartTime) + " endTime=" + fmt.Sprint(opts.EndTime) + " isAll=" + fmt.Sprint(opts.IsAll))

	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()

	allCount, err := statictisSess.Count(new(UserBusinessAnalysisAll))
	if err != nil {
		log.Info("query error." + err.Error())
		return nil, 0
	}
	log.Info("query return total:" + fmt.Sprint(allCount))

	pageSize := PAGE_SIZE
	totalPage := int(allCount) / pageSize
	userBusinessAnalysisReturnList := make([]*UserBusinessAnalysisAll, 0)
	for i := 0; i <= int(totalPage); i++ {
		userBusinessAnalysisAllList := make([]*UserBusinessAnalysisAll, 0)
		if err := statictisSess.Table("user_business_analysis_all").OrderBy("id desc").Limit(pageSize, i*pageSize).
			Find(&userBusinessAnalysisAllList); err != nil {
			return nil, 0
		}
		log.Info("query " + fmt.Sprint(i+1) + " result size=" + fmt.Sprint(len(userBusinessAnalysisAllList)))
		for _, userRecord := range userBusinessAnalysisAllList {
			userBusinessAnalysisReturnList = append(userBusinessAnalysisReturnList, userRecord)
		}
	}

	log.Info("return size=" + fmt.Sprint(len(userBusinessAnalysisReturnList)))
	return userBusinessAnalysisReturnList, allCount
}

func QueryUserStaticDataPage(opts *UserBusinessAnalysisQueryOptions) ([]*UserBusinessAnalysis, int64) {

	log.Info("query startTime =" + fmt.Sprint(opts.StartTime) + " endTime=" + fmt.Sprint(opts.EndTime) + " isAll=" + fmt.Sprint(opts.IsAll))
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()

	currentTimeNow := time.Now()
	pageStartTime := getLastCountDate()
	pageEndTime := time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 23, 59, 59, 0, currentTimeNow.Location()).Unix()

	var cond = builder.NewCond()
	if len(opts.UserName) > 0 {
		cond = cond.And(
			builder.Like{"name", opts.UserName},
		)
	}
	cond = cond.And(
		builder.Gte{"count_date": pageStartTime},
	)
	cond = cond.And(
		builder.Lte{"count_date": pageEndTime},
	)

	count, err := statictisSess.Where(cond).Count(new(UserBusinessAnalysis))
	if err != nil {
		log.Info("query error." + err.Error())
		return nil, 0
	}

	if opts.Page >= 0 && opts.PageSize > 0 {
		var start int
		if opts.Page == 0 {
			start = 0
		} else {
			start = (opts.Page - 1) * opts.PageSize
		}
		statictisSess.Limit(opts.PageSize, start)
	}

	userBusinessAnalysisList := make([]*UserBusinessAnalysis, 0)
	if err := statictisSess.Table("user_business_analysis").Where(cond).OrderBy("id desc").
		Find(&userBusinessAnalysisList); err != nil {
		return nil, 0
	}

	resultMap := make(map[int64]*UserBusinessAnalysis)

	if len(userBusinessAnalysisList) > 0 {
		var newAndCond = builder.NewCond()
		var newOrCond = builder.NewCond()
		for _, userRecord := range userBusinessAnalysisList {
			newOrCond = newOrCond.Or(
				builder.Eq{"id": userRecord.ID},
			)
		}
		newAndCond = newAndCond.And(
			newOrCond,
		)
		if !opts.IsAll {
			newAndCond = newAndCond.And(
				builder.Gte{"count_date": opts.StartTime},
			)
			newAndCond = newAndCond.And(
				builder.Lte{"count_date": opts.EndTime},
			)
		}

		allCount, err := statictisSess.Where(newAndCond).Count(new(UserBusinessAnalysis))
		if err != nil {
			log.Info("query error." + err.Error())
			return nil, 0
		}

		pageSize := 1000
		totalPage := int(allCount) / pageSize

		for i := 0; i <= int(totalPage); i++ {
			userBusinessAnalysisList = make([]*UserBusinessAnalysis, 0)
			if err := statictisSess.Table("user_business_analysis").Where(newAndCond).OrderBy("count_date desc").Limit(pageSize, i*pageSize).
				Find(&userBusinessAnalysisList); err != nil {
				return nil, 0
			}
			log.Info("query result size=" + fmt.Sprint(len(userBusinessAnalysisList)))
			for _, userRecord := range userBusinessAnalysisList {
				if _, ok := resultMap[userRecord.ID]; !ok {
					resultMap[userRecord.ID] = userRecord
				} else {
					resultMap[userRecord.ID].CodeMergeCount += userRecord.CodeMergeCount
					resultMap[userRecord.ID].CommitCount += userRecord.CommitCount
					resultMap[userRecord.ID].IssueCount += userRecord.IssueCount
					resultMap[userRecord.ID].CommentCount += userRecord.CommentCount
					resultMap[userRecord.ID].FocusRepoCount += userRecord.FocusRepoCount
					resultMap[userRecord.ID].StarRepoCount += userRecord.StarRepoCount
					resultMap[userRecord.ID].WatchedCount += userRecord.WatchedCount
					resultMap[userRecord.ID].CommitCodeSize += userRecord.CommitCodeSize
					resultMap[userRecord.ID].CommitDatasetSize += userRecord.CommitDatasetSize
					resultMap[userRecord.ID].CommitDatasetNum += userRecord.CommitDatasetNum
					resultMap[userRecord.ID].CommitModelCount += userRecord.CommitModelCount
					resultMap[userRecord.ID].SolveIssueCount += userRecord.SolveIssueCount
					resultMap[userRecord.ID].EncyclopediasCount += userRecord.EncyclopediasCount
					resultMap[userRecord.ID].CreateRepoCount += userRecord.CreateRepoCount
					resultMap[userRecord.ID].LoginCount += userRecord.LoginCount
				}
			}
		}
	}

	userBusinessAnalysisReturnList := UserBusinessAnalysisList{}
	for _, v := range resultMap {
		userBusinessAnalysisReturnList = append(userBusinessAnalysisReturnList, v)
	}
	sort.Sort(userBusinessAnalysisReturnList)
	log.Info("return size=" + fmt.Sprint(len(userBusinessAnalysisReturnList)))
	return userBusinessAnalysisReturnList, count
}

func refreshUserStaticTable(wikiCountMap map[string]int, tableName string, pageStartTime time.Time, pageEndTime time.Time, userMetrics map[string]int) {
	sess := x.NewSession()
	defer sess.Close()

	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()
	log.Info("truncate all data from table: " + tableName)
	statictisSess.Exec("TRUNCATE TABLE " + tableName)

	StartTimeNextDay := pageStartTime.AddDate(0, 0, 1)
	EndTimeNextDay := pageEndTime.AddDate(0, 0, 1)
	log.Info("pageStartTime:" + pageStartTime.Format("2006-01-02 15:04:05") + " nextDay:" + StartTimeNextDay.Format("2006-01-02 15:04:05"))
	log.Info("pageEndTime time:" + pageEndTime.Format("2006-01-02 15:04:05") + " nextDay:" + EndTimeNextDay.Format("2006-01-02 15:04:05"))

	start_unix := pageStartTime.Unix()
	end_unix := pageEndTime.Unix()

	currentTimeNow := time.Now()
	startTime := currentTimeNow.AddDate(0, 0, -1)

	CodeMergeCountMap := queryPullRequest(start_unix, end_unix)
	CommitCountMap := queryCommitAction(start_unix, end_unix, 5)
	IssueCountMap := queryCreateIssue(start_unix, end_unix)

	CommentCountMap := queryComment(start_unix, end_unix)
	FocusRepoCountMap := queryWatch(start_unix, end_unix)
	StarRepoCountMap := queryStar(start_unix, end_unix)
	WatchedCountMap, WatchOtherMap := queryFollow(start_unix, end_unix)
	CommitCodeSizeMap := queryCommitCodeSize(StartTimeNextDay.Unix(), EndTimeNextDay.Unix())
	CommitDatasetSizeMap, CommitDatasetNumMap := queryDatasetSize(start_unix, end_unix)
	SolveIssueCountMap := querySolveIssue(start_unix, end_unix)
	CreateRepoCountMap := queryUserCreateRepo(start_unix, end_unix)
	LoginCountMap := queryLoginCount(start_unix, end_unix)

	OpenIIndexMap := queryUserRepoOpenIIndex(startTime.Unix(), end_unix)
	CloudBrainTaskMap, CloudBrainTaskItemMap := queryCloudBrainTask(start_unix, end_unix)
	AiModelManageMap := queryUserModel(start_unix, end_unix)

	CollectDataset, CollectedDataset := queryDatasetStars(start_unix, end_unix)
	RecommendDataset := queryRecommedDataSet(start_unix, end_unix)
	CollectImage, CollectedImage := queryImageStars(start_unix, end_unix)
	RecommendImage := queryRecommedImage(start_unix, end_unix)

	DataDate := currentTimeNow.Format("2006-01-02") + " 00:01"

	cond := "type != 1 and is_active=true"
	count, err := sess.Where(cond).Count(new(User))
	if err != nil {
		log.Info("query user error. return.")
		return
	}
	ParaWeight := getParaWeight()
	var indexTotal int64
	indexTotal = 0
	insertCount := 0
	userIndexMap := make(map[int64]float64, 0)
	maxUserIndex := 0.0
	minUserIndex := 100000000.0
	dateRecordBatch := make([]UserBusinessAnalysisAll, 0)
	for {
		sess.Select("`user`.*").Table("user").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		userList := make([]*User, 0)
		sess.Find(&userList)

		for _, userRecord := range userList {
			var dateRecordAll UserBusinessAnalysisAll
			dateRecordAll.ID = userRecord.ID
			dateRecordAll.Email = userRecord.Email
			dateRecordAll.RegistDate = userRecord.CreatedUnix
			dateRecordAll.Name = userRecord.Name
			dateRecordAll.GiteaAgeMonth = subMonth(currentTimeNow, userRecord.CreatedUnix.AsTime())
			dateRecordAll.DataDate = DataDate
			dateRecordAll.UserLocation = userRecord.Location

			dateRecordAll.CodeMergeCount = getMapValue(dateRecordAll.ID, CodeMergeCountMap)
			dateRecordAll.CommitCount = getMapValue(dateRecordAll.ID, CommitCountMap)
			dateRecordAll.IssueCount = getMapValue(dateRecordAll.ID, IssueCountMap)
			dateRecordAll.CommentCount = getMapValue(dateRecordAll.ID, CommentCountMap)
			dateRecordAll.FocusRepoCount = getMapValue(dateRecordAll.ID, FocusRepoCountMap)
			dateRecordAll.FocusOtherUser = getMapValue(dateRecordAll.ID, WatchOtherMap)
			dateRecordAll.StarRepoCount = getMapValue(dateRecordAll.ID, StarRepoCountMap)
			dateRecordAll.WatchedCount = getMapValue(dateRecordAll.ID, WatchedCountMap)
			dateRecordAll.CommitCodeSize = getMapValue(dateRecordAll.ID, CommitCodeSizeMap)
			dateRecordAll.CommitDatasetSize = getMapValue(dateRecordAll.ID, CommitDatasetSizeMap)
			dateRecordAll.CommitDatasetNum = getMapValue(dateRecordAll.ID, CommitDatasetNumMap)
			dateRecordAll.SolveIssueCount = getMapValue(dateRecordAll.ID, SolveIssueCountMap)
			dateRecordAll.EncyclopediasCount = getMapKeyStringValue(dateRecordAll.Name, wikiCountMap)
			dateRecordAll.CreateRepoCount = getMapValue(dateRecordAll.ID, CreateRepoCountMap)
			dateRecordAll.LoginCount = getMapValue(dateRecordAll.ID, LoginCountMap)

			if _, ok := OpenIIndexMap[dateRecordAll.ID]; !ok {
				dateRecordAll.OpenIIndex = 0
			} else {
				dateRecordAll.OpenIIndex = OpenIIndexMap[dateRecordAll.ID]
			}

			dateRecordAll.CloudBrainTaskNum = getMapValue(dateRecordAll.ID, CloudBrainTaskMap)
			dateRecordAll.GpuDebugJob = getMapKeyStringValue(fmt.Sprint(dateRecordAll.ID)+"_GpuDebugJob", CloudBrainTaskItemMap)
			dateRecordAll.NpuDebugJob = getMapKeyStringValue(fmt.Sprint(dateRecordAll.ID)+"_NpuDebugJob", CloudBrainTaskItemMap)
			dateRecordAll.GpuTrainJob = getMapKeyStringValue(fmt.Sprint(dateRecordAll.ID)+"_GpuTrainJob", CloudBrainTaskItemMap)
			dateRecordAll.NpuTrainJob = getMapKeyStringValue(fmt.Sprint(dateRecordAll.ID)+"_NpuTrainJob", CloudBrainTaskItemMap)
			dateRecordAll.NpuInferenceJob = getMapKeyStringValue(fmt.Sprint(dateRecordAll.ID)+"_NpuInferenceJob", CloudBrainTaskItemMap)
			dateRecordAll.GpuBenchMarkJob = getMapKeyStringValue(fmt.Sprint(dateRecordAll.ID)+"_GpuBenchMarkJob", CloudBrainTaskItemMap)
			dateRecordAll.CommitModelCount = getMapValue(dateRecordAll.ID, AiModelManageMap)
			dateRecordAll.CollectDataset = getMapValue(dateRecordAll.ID, CollectDataset)
			dateRecordAll.CollectedDataset = getMapValue(dateRecordAll.ID, CollectedDataset)
			dateRecordAll.RecommendDataset = getMapValue(dateRecordAll.ID, RecommendDataset)
			dateRecordAll.CollectImage = getMapValue(dateRecordAll.ID, CollectImage)
			dateRecordAll.CollectedImage = getMapValue(dateRecordAll.ID, CollectedImage)
			dateRecordAll.RecommendImage = getMapValue(dateRecordAll.ID, RecommendImage)

			dateRecordAll.UserIndexPrimitive = getUserIndexFromAnalysisAll(dateRecordAll, ParaWeight)
			userIndexMap[dateRecordAll.ID] = dateRecordAll.UserIndexPrimitive
			if maxUserIndex < dateRecordAll.UserIndexPrimitive {
				maxUserIndex = dateRecordAll.UserIndexPrimitive
			}
			if minUserIndex > dateRecordAll.UserIndexPrimitive {
				minUserIndex = dateRecordAll.UserIndexPrimitive
			}

			dateRecordBatch = append(dateRecordBatch, dateRecordAll)
			if len(dateRecordBatch) >= BATCH_INSERT_SIZE {
				insertTable(dateRecordBatch, tableName, statictisSess)
				insertCount += BATCH_INSERT_SIZE
				if err != nil {
					log.Info("insert all data failed." + err.Error())
				}
				dateRecordBatch = make([]UserBusinessAnalysisAll, 0)
			}
			if tableName == "user_business_analysis_all" {
				if dateRecordAll.UserIndex > 0 || dateRecordAll.LoginCount > 0 {
					userMetrics["TotalHasActivityUser"] = getMapKeyStringValue("TotalHasActivityUser", userMetrics) + 1
				}
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	if len(dateRecordBatch) > 0 {
		insertTable(dateRecordBatch, tableName, statictisSess)
		insertCount += len(dateRecordBatch)
		if err != nil {
			log.Info("insert all data failed." + err.Error())
		}
	}

	//normalization
	for k, v := range userIndexMap {
		tmpResult := (v - minUserIndex) / (maxUserIndex - minUserIndex)
		if tmpResult > 0.99 {
			tmpResult = 0.99
		}
		updateUserIndex(tableName, statictisSess, k, tmpResult)
	}
	log.Info("refresh data finished.tableName=" + tableName + " total record:" + fmt.Sprint(insertCount))
}

func updateUserIndex(tableName string, statictisSess *xorm.Session, userId int64, userIndex float64) {
	updateSql := "UPDATE public." + tableName + " set user_index=" + fmt.Sprint(userIndex*100) + " where id=" + fmt.Sprint(userId)
	statictisSess.Exec(updateSql)
}

func insertTable(dateRecords []UserBusinessAnalysisAll, tableName string, statictisSess *xorm.Session) {

	insertBatchSql := "INSERT INTO public." + tableName +
		"(id, count_date, code_merge_count, commit_count, issue_count, comment_count, focus_repo_count, star_repo_count, watched_count, gitea_age_month, commit_code_size, commit_dataset_size, " +
		"commit_model_count, solve_issue_count, encyclopedias_count, regist_date, create_repo_count, login_count, open_i_index, email, name, data_date,cloud_brain_task_num,gpu_debug_job,npu_debug_job,gpu_train_job,npu_train_job,npu_inference_job,gpu_bench_mark_job,cloud_brain_run_time,commit_dataset_num,user_index,user_location,focus_other_user,collect_dataset,collected_dataset,recommend_dataset,collect_image,collected_image,recommend_image,user_index_primitive) " +
		"VALUES"

	for i, record := range dateRecords {
		insertBatchSql += "(" + fmt.Sprint(record.ID) + ", " + fmt.Sprint(record.CountDate) + ", " + fmt.Sprint(record.CodeMergeCount) + ", " + fmt.Sprint(record.CommitCount) +
			", " + fmt.Sprint(record.IssueCount) + ", " + fmt.Sprint(record.CommentCount) + ", " + fmt.Sprint(record.FocusRepoCount) + ", " + fmt.Sprint(record.StarRepoCount) +
			", " + fmt.Sprint(record.WatchedCount) + ", " + fmt.Sprint(record.GiteaAgeMonth) + ", " + fmt.Sprint(record.CommitCodeSize) + ", " + fmt.Sprint(record.CommitDatasetSize) +
			", " + fmt.Sprint(record.CommitModelCount) + ", " + fmt.Sprint(record.SolveIssueCount) + ", " + fmt.Sprint(record.EncyclopediasCount) + ", " + fmt.Sprint(record.RegistDate) +
			", " + fmt.Sprint(record.CreateRepoCount) + ", " + fmt.Sprint(record.LoginCount) + ", " + fmt.Sprint(record.OpenIIndex) + ", '" + record.Email + "', '" + record.Name + "', '" + record.DataDate + "'," + fmt.Sprint(record.CloudBrainTaskNum) + "," + fmt.Sprint(record.GpuDebugJob) + "," + fmt.Sprint(record.NpuDebugJob) + "," + fmt.Sprint(record.GpuTrainJob) + "," + fmt.Sprint(record.NpuTrainJob) + "," + fmt.Sprint(record.NpuInferenceJob) + "," + fmt.Sprint(record.GpuBenchMarkJob) + "," + fmt.Sprint(record.CloudBrainRunTime) + "," + fmt.Sprint(record.CommitDatasetNum) + "," + fmt.Sprint(record.UserIndex) + ",'" + record.UserLocation + "'," +
			fmt.Sprint(record.FocusOtherUser) + "," + fmt.Sprint(record.CollectDataset) + "," + fmt.Sprint(record.CollectedDataset) + "," + fmt.Sprint(record.RecommendDataset) + "," + fmt.Sprint(record.CollectImage) + "," + fmt.Sprint(record.CollectedImage) + "," + fmt.Sprint(record.RecommendImage) + "," + fmt.Sprint(record.UserIndexPrimitive) + ")"
		if i < (len(dateRecords) - 1) {
			insertBatchSql += ","
		}
	}

	statictisSess.Exec(insertBatchSql)
}

func RefreshUserStaticAllTabel(wikiCountMap map[string]int, userMetrics map[string]int) {
	currentTimeNow := time.Now()
	pageStartTime := time.Date(2021, 11, 5, 0, 0, 0, 0, currentTimeNow.Location())
	pageEndTime := time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 23, 59, 59, 0, currentTimeNow.Location())
	refreshUserStaticTable(wikiCountMap, "user_business_analysis_all", pageStartTime, pageEndTime, userMetrics)
	log.Info("refresh all data finished.")

	pageStartTime = time.Date(currentTimeNow.Year(), 1, 1, 0, 0, 0, 0, currentTimeNow.Location())
	refreshUserStaticTable(wikiCountMap, "user_business_analysis_current_year", pageStartTime, pageEndTime, userMetrics)

	thisMonth := time.Date(currentTimeNow.Year(), currentTimeNow.Month(), 1, 0, 0, 0, 0, currentTimeNow.Location())
	refreshUserStaticTable(wikiCountMap, "user_business_analysis_current_month", thisMonth, pageEndTime, userMetrics)

	offset := int(time.Monday - currentTimeNow.Weekday())
	if offset > 0 {
		offset = -6
	}
	pageStartTime = time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 0, 0, 0, 0, time.Local).AddDate(0, 0, offset)
	refreshUserStaticTable(wikiCountMap, "user_business_analysis_current_week", pageStartTime, pageEndTime, userMetrics)

	pageStartTime = time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 0, 0, 0, 0, time.Local).AddDate(0, 0, -30)
	refreshUserStaticTable(wikiCountMap, "user_business_analysis_last30_day", pageStartTime, pageEndTime, userMetrics)

	pageStartTime = time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 0, 0, 0, 0, time.Local).AddDate(0, 0, -1)
	pageEndTime = time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 23, 59, 59, 0, currentTimeNow.Location()).AddDate(0, 0, -1)
	refreshUserStaticTable(wikiCountMap, "user_business_analysis_yesterday", pageStartTime, pageEndTime, userMetrics)

	pageStartTime = thisMonth.AddDate(0, -1, 0)
	pageEndTime = time.Date(currentTimeNow.Year(), currentTimeNow.Month(), 1, 23, 59, 59, 0, currentTimeNow.Location()).AddDate(0, 0, -1)
	refreshUserStaticTable(wikiCountMap, "user_business_analysis_last_month", pageStartTime, pageEndTime, userMetrics)

}

func CounDataByDateAndReCount(wikiCountMap map[string]int, startTime time.Time, endTime time.Time, isReCount bool) error {

	log.Info("start to count other user info data")
	sess := x.NewSession()
	defer sess.Close()

	currentTimeNow := time.Now()
	log.Info("current time:" + currentTimeNow.Format("2006-01-02 15:04:05"))

	start_unix := startTime.Unix()
	log.Info("DB query time:" + startTime.Format("2006-01-02 15:04:05"))

	end_unix := endTime.Unix()
	CountDate := time.Date(currentTimeNow.Year(), currentTimeNow.Month(), currentTimeNow.Day(), 0, 1, 0, 0, currentTimeNow.Location())
	if isReCount {
		CountDate = time.Date(startTime.Year(), startTime.Month(), startTime.Day(), 0, 1, 0, 0, currentTimeNow.Location())
	}

	DataDate := startTime.Format("2006-01-02")
	CodeMergeCountMap := queryPullRequest(start_unix, end_unix)
	CommitCountMap := queryCommitAction(start_unix, end_unix, 5)
	IssueCountMap := queryCreateIssue(start_unix, end_unix)

	CommentCountMap := queryComment(start_unix, end_unix)
	FocusRepoCountMap := queryWatch(start_unix, end_unix)
	StarRepoCountMap := queryStar(start_unix, end_unix)
	WatchedCountMap, WatchOtherMap := queryFollow(start_unix, end_unix)

	CommitCodeSizeMap, err := GetAllUserKPIStats()
	if err != nil {
		log.Info("query commit code errr.")
	} else {
		log.Info("query commit code size, len=" + fmt.Sprint(len(CommitCodeSizeMap)))
	}
	CommitDatasetSizeMap, CommitDatasetNumMap := queryDatasetSize(start_unix, end_unix)
	SolveIssueCountMap := querySolveIssue(start_unix, end_unix)
	CreateRepoCountMap := queryUserCreateRepo(start_unix, end_unix)
	LoginCountMap := queryLoginCount(start_unix, end_unix)
	OpenIIndexMap := queryUserRepoOpenIIndex(start_unix, end_unix)
	CloudBrainTaskMap, CloudBrainTaskItemMap := queryCloudBrainTask(start_unix, end_unix)
	AiModelManageMap := queryUserModel(start_unix, end_unix)

	CollectDataset, CollectedDataset := queryDatasetStars(start_unix, end_unix)
	RecommendDataset := queryRecommedDataSet(start_unix, end_unix)
	CollectImage, CollectedImage := queryImageStars(start_unix, end_unix)
	RecommendImage := queryRecommedImage(start_unix, end_unix)

	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()

	cond := "type != 1 and is_active=true"
	count, err := sess.Where(cond).Count(new(User))
	if err != nil {
		log.Info("query user error. return.")
		return err
	}
	userNewAddActivity := make(map[int64]map[int64]int64)
	ParaWeight := getParaWeight()
	userMetrics := make(map[string]int)
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("`user`.*").Table("user").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		userList := make([]*User, 0)
		sess.Find(&userList)

		for i, userRecord := range userList {
			var dateRecord UserBusinessAnalysis
			dateRecord.ID = userRecord.ID
			log.Info("i=" + fmt.Sprint(i) + " userName=" + userRecord.Name)
			dateRecord.CountDate = CountDate.Unix()

			statictisSess.Delete(&dateRecord)

			dateRecord.Email = userRecord.Email
			dateRecord.RegistDate = userRecord.CreatedUnix
			dateRecord.Name = userRecord.Name
			dateRecord.GiteaAgeMonth = subMonth(currentTimeNow, userRecord.CreatedUnix.AsTime())
			dateRecord.DataDate = DataDate

			dateRecord.CodeMergeCount = getMapValue(dateRecord.ID, CodeMergeCountMap)
			dateRecord.CommitCount = getMapValue(dateRecord.ID, CommitCountMap)
			dateRecord.IssueCount = getMapValue(dateRecord.ID, IssueCountMap)
			dateRecord.CommentCount = getMapValue(dateRecord.ID, CommentCountMap)
			dateRecord.FocusRepoCount = getMapValue(dateRecord.ID, FocusRepoCountMap)
			dateRecord.StarRepoCount = getMapValue(dateRecord.ID, StarRepoCountMap)
			dateRecord.WatchedCount = getMapValue(dateRecord.ID, WatchedCountMap)
			dateRecord.FocusOtherUser = getMapValue(dateRecord.ID, WatchOtherMap)
			if _, ok := CommitCodeSizeMap[dateRecord.Email]; !ok {
				dateRecord.CommitCodeSize = 0
			} else {
				dateRecord.CommitCodeSize = int(CommitCodeSizeMap[dateRecord.Email].CommitLines)
			}
			dateRecord.CommitDatasetSize = getMapValue(dateRecord.ID, CommitDatasetSizeMap)
			dateRecord.CommitDatasetNum = getMapValue(dateRecord.ID, CommitDatasetNumMap)
			dateRecord.SolveIssueCount = getMapValue(dateRecord.ID, SolveIssueCountMap)

			dateRecord.EncyclopediasCount = getMapKeyStringValue(dateRecord.Name, wikiCountMap)

			dateRecord.CreateRepoCount = getMapValue(dateRecord.ID, CreateRepoCountMap)

			dateRecord.LoginCount = getMapValue(dateRecord.ID, LoginCountMap)

			if _, ok := OpenIIndexMap[dateRecord.ID]; !ok {
				dateRecord.OpenIIndex = 0
			} else {
				dateRecord.OpenIIndex = OpenIIndexMap[dateRecord.ID]
			}

			dateRecord.CloudBrainTaskNum = getMapValue(dateRecord.ID, CloudBrainTaskMap)
			dateRecord.GpuDebugJob = getMapKeyStringValue(fmt.Sprint(dateRecord.ID)+"_GpuDebugJob", CloudBrainTaskItemMap)
			dateRecord.NpuDebugJob = getMapKeyStringValue(fmt.Sprint(dateRecord.ID)+"_NpuDebugJob", CloudBrainTaskItemMap)
			dateRecord.GpuTrainJob = getMapKeyStringValue(fmt.Sprint(dateRecord.ID)+"_GpuTrainJob", CloudBrainTaskItemMap)
			dateRecord.NpuTrainJob = getMapKeyStringValue(fmt.Sprint(dateRecord.ID)+"_NpuTrainJob", CloudBrainTaskItemMap)
			dateRecord.NpuInferenceJob = getMapKeyStringValue(fmt.Sprint(dateRecord.ID)+"_NpuInferenceJob", CloudBrainTaskItemMap)
			dateRecord.GpuBenchMarkJob = getMapKeyStringValue(fmt.Sprint(dateRecord.ID)+"_GpuBenchMarkJob", CloudBrainTaskItemMap)
			dateRecord.CloudBrainRunTime = getMapKeyStringValue(fmt.Sprint(dateRecord.ID)+"_CloudBrainRunTime", CloudBrainTaskItemMap)
			dateRecord.CommitModelCount = getMapValue(dateRecord.ID, AiModelManageMap)

			dateRecord.CollectDataset = getMapValue(dateRecord.ID, CollectDataset)
			dateRecord.CollectedDataset = getMapValue(dateRecord.ID, CollectedDataset)
			dateRecord.RecommendDataset = getMapValue(dateRecord.ID, RecommendDataset)
			dateRecord.CollectImage = getMapValue(dateRecord.ID, CollectImage)
			dateRecord.CollectedImage = getMapValue(dateRecord.ID, CollectedImage)
			dateRecord.RecommendImage = getMapValue(dateRecord.ID, RecommendImage)

			dateRecord.UserIndexPrimitive = getUserIndex(dateRecord, ParaWeight)
			setUserMetrics(userMetrics, userRecord, start_unix, end_unix, dateRecord)
			if getUserActivate(dateRecord) > 0 {
				addUserToMap(userNewAddActivity, userRecord.CreatedUnix, dateRecord.ID)
			}
			_, err = statictisSess.Insert(&dateRecord)
			if err != nil {
				log.Info("insert daterecord failed." + err.Error())
				return err
			}
		}

		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	RefreshUserStaticAllTabel(wikiCountMap, userMetrics)

	//insert userMetrics table
	var useMetrics UserMetrics
	useMetrics.CountDate = CountDate.Unix()
	statictisSess.Delete(&useMetrics)

	useMetrics.ActivateRegistUser = getMapKeyStringValue("ActivateRegistUser", userMetrics)
	useMetrics.HasActivityUser = getMapKeyStringValue("HasActivityUser", userMetrics)
	useMetrics.NotActivateRegistUser = getMapKeyStringValue("NotActivateRegistUser", userMetrics)
	useMetrics.TotalActivateRegistUser = getMapKeyStringValue("TotalActivateRegistUser", userMetrics)
	useMetrics.TotalHasActivityUser = getMapKeyStringValue("TotalHasActivityUser", userMetrics)

	count, err = sess.Count(new(User))
	if err != nil {
		log.Info("query user error. return.")
	}
	useMetrics.TotalUser = int(count)
	if useMetrics.ActivateRegistUser+useMetrics.NotActivateRegistUser == 0 {
		useMetrics.ActivateIndex = 0
	} else {
		useMetrics.ActivateIndex = float64(useMetrics.ActivateRegistUser) / float64(useMetrics.ActivateRegistUser+useMetrics.NotActivateRegistUser)
	}
	statictisSess.Insert(&useMetrics)
	//update new user activity
	updateNewUserAcitivity(userNewAddActivity, statictisSess)
	return nil
}

func updateNewUserAcitivity(currentUserActivity map[int64]map[int64]int64, statictisSess *xorm.Session) {
	for key, value := range currentUserActivity {
		useMetrics := &UserMetrics{CountDate: key}
		has, err := statictisSess.Get(useMetrics)
		if err == nil && has {
			userIdArrays := strings.Split(useMetrics.HasActivityUserJson, ",")
			for _, userIdStr := range userIdArrays {
				userIdInt, err := strconv.ParseInt(userIdStr, 10, 64)
				if err == nil {
					value[userIdInt] = userIdInt
				}
			}
			userIdArray := ""
			for _, tmpValue := range value {
				userIdArray += fmt.Sprint(tmpValue) + ","
			}
			useMetrics.HasActivityUser = len(value)
			if len(userIdArray) > 0 {
				useMetrics.HasActivityUserJson = userIdArray[0 : len(userIdArray)-1]
			}
			updateSql := "update public.user_metrics set has_activity_user_json=" + useMetrics.HasActivityUserJson + ",has_activity_user=" + fmt.Sprint(useMetrics.HasActivityUser) + " where count_date=" + fmt.Sprint(key)
			statictisSess.Exec(updateSql)
		}
	}
}

func addUserToMap(currentUserActivity map[int64]map[int64]int64, registDate timeutil.TimeStamp, userId int64) {
	CountDateTime := time.Date(registDate.Year(), registDate.AsTime().Month(), registDate.AsTime().Day(), 0, 1, 0, 0, registDate.AsTime().Location())
	CountDate := CountDateTime.Unix()
	if _, ok := currentUserActivity[CountDate]; !ok {
		userIdMap := make(map[int64]int64, 0)
		userIdMap[userId] = userId
		currentUserActivity[CountDate] = userIdMap
	} else {
		currentUserActivity[CountDate][userId] = userId
	}

}

func setUserMetrics(userMetrics map[string]int, user *User, start_time int64, end_time int64, dateRecord UserBusinessAnalysis) {
	//ActivateRegistUser      int   `xorm:"NOT NULL DEFAULT 0"`
	//NotActivateRegistUser   int   `xorm:"NOT NULL DEFAULT 0"`
	//HasActivityUser         int   `xorm:"NOT NULL DEFAULT 0"`
	//TotalActivateRegistUser int   `xorm:"NOT NULL DEFAULT 0"`
	//TotalHasActivityUser
	regist_time := user.CreatedUnix.AsTime().Unix()
	if regist_time >= start_time && regist_time <= end_time {
		if user.IsActive {
			userMetrics["ActivateRegistUser"] = getMapKeyStringValue("ActivateRegistUser", userMetrics) + 1
		} else {
			userMetrics["NotActivateRegistUser"] = getMapKeyStringValue("NotActivateRegistUser", userMetrics) + 1
		}
	}
	if user.IsActive {
		userMetrics["TotalActivateRegistUser"] = getMapKeyStringValue("TotalActivateRegistUser", userMetrics) + 1
	}

	if getUserActivate(dateRecord) > 0 {
		userMetrics["HasActivityUser"] = getMapKeyStringValue("HasActivityUser", userMetrics) + 1
	}

}

func getParaWeight() map[string]float64 {
	result := make(map[string]float64)
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()
	statictisSess.Select("*").Table(new(UserAnalysisPara))
	paraList := make([]*UserAnalysisPara, 0)
	statictisSess.Find(&paraList)
	for _, paraRecord := range paraList {
		result[paraRecord.Key] = paraRecord.Value
	}
	return result
}

func getUserIndexFromAnalysisAll(dateRecord UserBusinessAnalysisAll, ParaWeight map[string]float64) float64 {
	var result float64
	// 	PR数	0.20
	// commit数	0.20
	// 提出任务数	0.20
	// 评论数	0.20
	// 关注项目数	0.10
	// 点赞项目数	0.10
	// 登录次数	0.10
	result = float64(dateRecord.CodeMergeCount) * getParaWeightValue("CodeMergeCount", ParaWeight, 0.2)
	result += float64(dateRecord.CommitCount) * getParaWeightValue("CommitCount", ParaWeight, 0.2)
	log.Info("1 result=" + fmt.Sprint(result))
	result += float64(dateRecord.IssueCount) * getParaWeightValue("IssueCount", ParaWeight, 0.2)
	result += float64(dateRecord.CommentCount) * getParaWeightValue("CommentCount", ParaWeight, 0.2)
	result += float64(dateRecord.FocusRepoCount) * getParaWeightValue("FocusRepoCount", ParaWeight, 0.1)
	result += float64(dateRecord.StarRepoCount) * getParaWeightValue("StarRepoCount", ParaWeight, 0.1)
	result += float64(dateRecord.LoginCount) * getParaWeightValue("LoginCount", ParaWeight, 0.1)
	result += float64(dateRecord.WatchedCount) * getParaWeightValue("WatchedCount", ParaWeight, 0.3)
	codeLine := float64(dateRecord.CommitCodeSize)
	limitCodeLine := getParaWeightValue("LimitCommitCodeSize", ParaWeight, 1000)
	if codeLine >= limitCodeLine {
		codeLine = limitCodeLine
	}
	result += codeLine * getParaWeightValue("CommitCodeSize", ParaWeight, 0.01)
	result += float64(dateRecord.SolveIssueCount) * getParaWeightValue("SolveIssueCount", ParaWeight, 0.2)
	result += float64(dateRecord.EncyclopediasCount) * getParaWeightValue("EncyclopediasCount", ParaWeight, 0.1)
	result += float64(dateRecord.CreateRepoCount) * getParaWeightValue("CreateRepoCount", ParaWeight, 0.05)
	result += float64(dateRecord.CloudBrainTaskNum) * getParaWeightValue("CloudBrainTaskNum", ParaWeight, 0.3)
	result += float64(dateRecord.CommitModelCount) * getParaWeightValue("CommitModelCount", ParaWeight, 0.2)
	result += dateRecord.OpenIIndex * getParaWeightValue("OpenIIndex", ParaWeight, 0.1)

	result += float64(dateRecord.CollectDataset) * getParaWeightValue("CollectDataset", ParaWeight, 0.1)
	result += float64(dateRecord.CollectedDataset) * getParaWeightValue("CollectedDataset", ParaWeight, 0.1)
	result += float64(dateRecord.RecommendDataset) * getParaWeightValue("RecommendDataset", ParaWeight, 0.2)
	result += float64(dateRecord.CollectImage) * getParaWeightValue("CollectImage", ParaWeight, 0.1)
	result += float64(dateRecord.CollectedImage) * getParaWeightValue("CollectedImage", ParaWeight, 0.1)
	result += float64(dateRecord.RecommendImage) * getParaWeightValue("RecommendImage", ParaWeight, 0.2)

	return result
}

func getUserActivate(dateRecord UserBusinessAnalysis) int {
	var result int
	result += dateRecord.CodeMergeCount
	result += dateRecord.CommitCount
	result += dateRecord.IssueCount
	result += dateRecord.CommentCount
	result += dateRecord.FocusRepoCount
	result += dateRecord.StarRepoCount
	result += dateRecord.SolveIssueCount
	result += dateRecord.EncyclopediasCount
	result += dateRecord.CreateRepoCount
	result += dateRecord.CloudBrainTaskNum
	result += dateRecord.CommitModelCount
	result += dateRecord.CommitDatasetNum
	result += dateRecord.FocusOtherUser
	result += dateRecord.CollectDataset
	result += dateRecord.CollectImage
	result += dateRecord.CommitCodeSize
	return result
}

func getUserIndex(dateRecord UserBusinessAnalysis, ParaWeight map[string]float64) float64 {
	var result float64
	// 	PR数	0.20
	// commit数	0.20
	// 提出任务数	0.20
	// 评论数	0.20
	// 关注项目数	0.10
	// 点赞项目数	0.10
	// 登录次数	0.10
	result = float64(dateRecord.CodeMergeCount) * getParaWeightValue("CodeMergeCount", ParaWeight, 0.2)
	result += float64(dateRecord.CommitCount) * getParaWeightValue("CommitCount", ParaWeight, 0.2)
	log.Info("2 result=" + fmt.Sprint(result))
	result += float64(dateRecord.IssueCount) * getParaWeightValue("IssueCount", ParaWeight, 0.2)
	result += float64(dateRecord.CommentCount) * getParaWeightValue("CommentCount", ParaWeight, 0.2)
	result += float64(dateRecord.FocusRepoCount) * getParaWeightValue("FocusRepoCount", ParaWeight, 0.1)
	result += float64(dateRecord.StarRepoCount) * getParaWeightValue("StarRepoCount", ParaWeight, 0.1)
	result += float64(dateRecord.LoginCount) * getParaWeightValue("LoginCount", ParaWeight, 0.1)
	result += float64(dateRecord.WatchedCount) * getParaWeightValue("WatchedCount", ParaWeight, 0.3)
	codeLine := float64(dateRecord.CommitCodeSize)
	limitCodeLine := getParaWeightValue("LimitCommitCodeSize", ParaWeight, 1000)
	if codeLine >= limitCodeLine {
		codeLine = limitCodeLine
	}
	result += codeLine * getParaWeightValue("CommitCodeSize", ParaWeight, 0.01)
	result += float64(dateRecord.SolveIssueCount) * getParaWeightValue("SolveIssueCount", ParaWeight, 0.2)
	result += float64(dateRecord.EncyclopediasCount) * getParaWeightValue("EncyclopediasCount", ParaWeight, 0.1)
	result += float64(dateRecord.CreateRepoCount) * getParaWeightValue("CreateRepoCount", ParaWeight, 0.05)
	result += float64(dateRecord.CloudBrainTaskNum) * getParaWeightValue("CloudBrainTaskNum", ParaWeight, 0.3)
	result += float64(dateRecord.CommitModelCount) * getParaWeightValue("CommitModelCount", ParaWeight, 0.2)
	result += dateRecord.OpenIIndex * getParaWeightValue("OpenIIndex", ParaWeight, 0.1)

	result += float64(dateRecord.CollectDataset) * getParaWeightValue("CollectDataset", ParaWeight, 0.1)
	result += float64(dateRecord.CollectedDataset) * getParaWeightValue("CollectedDataset", ParaWeight, 0.1)
	result += float64(dateRecord.RecommendDataset) * getParaWeightValue("RecommendDataset", ParaWeight, 0.2)
	result += float64(dateRecord.CollectImage) * getParaWeightValue("CollectImage", ParaWeight, 0.1)
	result += float64(dateRecord.CollectedImage) * getParaWeightValue("CollectedImage", ParaWeight, 0.1)
	result += float64(dateRecord.RecommendImage) * getParaWeightValue("RecommendImage", ParaWeight, 0.2)

	return result
}

func getParaWeightValue(key string, valueMap map[string]float64, defaultValue float64) float64 {
	if _, ok := valueMap[key]; !ok {
		return defaultValue
	} else {
		return valueMap[key]
	}
}

func getMapKeyStringValue(key string, valueMap map[string]int) int {
	if _, ok := valueMap[key]; !ok {
		return 0
	} else {
		return valueMap[key]
	}
}

func getMapValue(userId int64, valueMap map[int64]int) int {
	if _, ok := valueMap[userId]; !ok {
		return 0
	} else {
		return valueMap[userId]
	}
}

func getInt(str string) int {
	re, err := strconv.ParseInt(str, 10, 32)
	if err != nil {
		return 0
	}
	return int(re)
}

func CounDataByDate(wikiCountMap map[string]int, startTime time.Time, endTime time.Time) {
	CounDataByDateAndReCount(wikiCountMap, startTime, endTime, false)
}

func querySolveIssue(start_unix int64, end_unix int64) map[int64]int {
	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)
	cond := "issue.is_closed=true and issue.closed_unix>=" + fmt.Sprint(start_unix) + " and issue.closed_unix<=" + fmt.Sprint(end_unix)

	count, err := sess.Table("issue_assignees").Join("inner", "issue", "issue.id=issue_assignees.issue_id").Where(cond).Count(new(IssueAssignees))
	if err != nil {
		log.Info("query issue error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		issueAssigneesList := make([]*IssueAssignees, 0)
		sess.Select("issue_assignees.*").Table("issue_assignees").
			Join("inner", "issue", "issue.id=issue_assignees.issue_id").
			Where(cond).OrderBy("issue_assignees.id asc").Limit(PAGE_SIZE, int(indexTotal))

		sess.Find(&issueAssigneesList)

		log.Info("query IssueAssignees size=" + fmt.Sprint(len(issueAssigneesList)))
		for _, issueAssigneesRecord := range issueAssigneesList {
			if _, ok := resultMap[issueAssigneesRecord.AssigneeID]; !ok {
				resultMap[issueAssigneesRecord.AssigneeID] = 1
			} else {
				resultMap[issueAssigneesRecord.AssigneeID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	return resultMap
}

func queryPullRequest(start_unix int64, end_unix int64) map[int64]int {
	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)
	cond := "pull_request.merged_unix>=" + fmt.Sprint(start_unix) + " and pull_request.merged_unix<=" + fmt.Sprint(end_unix)
	count, err := sess.Table("issue").Join("inner", "pull_request", "issue.id=pull_request.issue_id").Where(cond).Count(new(Issue))
	if err != nil {
		log.Info("query issue error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		issueList := make([]*Issue, 0)
		sess.Select("issue.*").Table("issue").Join("inner", "pull_request", "issue.id=pull_request.issue_id").Where(cond).OrderBy("issue.id asc").Limit(PAGE_SIZE, int(indexTotal))
		sess.Find(&issueList)
		log.Info("query issue(PR) size=" + fmt.Sprint(len(issueList)))
		for _, issueRecord := range issueList {
			if _, ok := resultMap[issueRecord.PosterID]; !ok {
				resultMap[issueRecord.PosterID] = 1
			} else {
				resultMap[issueRecord.PosterID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return resultMap
}

func queryCommitAction(start_unix int64, end_unix int64, actionType int64) map[int64]int {
	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)

	cond := "user_id=act_user_id and op_type=" + fmt.Sprint(actionType) + " and created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)

	count, err := sess.Where(cond).Count(new(Action))
	if err != nil {
		log.Info("query action error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,user_id,op_type,act_user_id").Table("action").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		actionList := make([]*Action, 0)
		sess.Find(&actionList)

		log.Info("query action size=" + fmt.Sprint(len(actionList)))
		for _, actionRecord := range actionList {
			if _, ok := resultMap[actionRecord.UserID]; !ok {
				resultMap[actionRecord.UserID] = 1
			} else {
				resultMap[actionRecord.UserID] += 1
			}
		}

		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	return resultMap
}

func queryCreateIssue(start_unix int64, end_unix int64) map[int64]int {

	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)
	cond := "is_pull=false and created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)

	count, err := sess.Where(cond).Count(new(Issue))
	if err != nil {
		log.Info("query Issue error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,poster_id").Table("issue").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		issueList := make([]*Issue, 0)
		sess.Find(&issueList)
		log.Info("query issue size=" + fmt.Sprint(len(issueList)))
		for _, issueRecord := range issueList {
			if _, ok := resultMap[issueRecord.PosterID]; !ok {
				resultMap[issueRecord.PosterID] = 1
			} else {
				resultMap[issueRecord.PosterID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return resultMap

}

func queryComment(start_unix int64, end_unix int64) map[int64]int {

	sess := x.NewSession()
	defer sess.Close()
	cond := "created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	resultMap := make(map[int64]int)
	count, err := sess.Where(cond).Count(new(Comment))
	if err != nil {
		log.Info("query Comment error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,type,poster_id").Table("comment").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		commentList := make([]*Comment, 0)
		sess.Find(&commentList)
		log.Info("query Comment size=" + fmt.Sprint(len(commentList)))
		for _, commentRecord := range commentList {
			if _, ok := resultMap[commentRecord.PosterID]; !ok {
				resultMap[commentRecord.PosterID] = 1
			} else {
				resultMap[commentRecord.PosterID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return resultMap
}

func queryWatch(start_unix int64, end_unix int64) map[int64]int {

	sess := x.NewSession()
	defer sess.Close()

	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)

	resultMap := make(map[int64]int)
	count, err := sess.Where(cond).Count(new(Watch))
	if err != nil {
		log.Info("query issue error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		watchList := make([]*Watch, 0)
		sess.Select("id,user_id,repo_id").Table("watch").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		sess.Find(&watchList)

		log.Info("query Watch size=" + fmt.Sprint(len(watchList)))
		for _, watchRecord := range watchList {
			if _, ok := resultMap[watchRecord.UserID]; !ok {
				resultMap[watchRecord.UserID] = 1
			} else {
				resultMap[watchRecord.UserID] += 1
			}
		}

		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	return resultMap

}

func queryStar(start_unix int64, end_unix int64) map[int64]int {

	sess := x.NewSession()
	defer sess.Close()

	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	resultMap := make(map[int64]int)

	count, err := sess.Where(cond).Count(new(Star))
	if err != nil {
		log.Info("query star error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,uid,repo_id").Table("star").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		starList := make([]*Star, 0)
		sess.Find(&starList)

		log.Info("query Star size=" + fmt.Sprint(len(starList)))
		for _, starRecord := range starList {
			if _, ok := resultMap[starRecord.UID]; !ok {
				resultMap[starRecord.UID] = 1
			} else {
				resultMap[starRecord.UID] += 1
			}
		}

		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return resultMap
}

func queryFollow(start_unix int64, end_unix int64) (map[int64]int, map[int64]int) {

	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)
	resultFocusedByOtherMap := make(map[int64]int)
	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)

	count, err := sess.Where(cond).Count(new(Follow))
	if err != nil {
		log.Info("query follow error. return.")
		return resultMap, resultFocusedByOtherMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,user_id,follow_id").Table("follow").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		followList := make([]*Follow, 0)
		sess.Find(&followList)

		log.Info("query Follow size=" + fmt.Sprint(len(followList)))
		for _, followRecord := range followList {
			if _, ok := resultMap[followRecord.FollowID]; !ok {
				resultMap[followRecord.FollowID] = 1
			} else {
				resultMap[followRecord.FollowID] += 1
			}
			if _, ok := resultFocusedByOtherMap[followRecord.UserID]; !ok {
				resultFocusedByOtherMap[followRecord.UserID] = 1
			} else {
				resultFocusedByOtherMap[followRecord.UserID] += 1
			}
		}

		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	return resultMap, resultFocusedByOtherMap
}

func queryRecommedDataSet(start_unix int64, end_unix int64) map[int64]int {
	sess := x.NewSession()
	defer sess.Close()
	userIdDdatasetMap := make(map[int64]int)
	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix) + " and recommend=true"
	count, err := sess.Where(cond).Count(new(Dataset))
	if err != nil {
		log.Info("query recommend dataset error. return.")
		return userIdDdatasetMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,user_id,recommend").Where(cond).Table(new(Dataset)).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		datasetList := make([]*Dataset, 0)
		sess.Find(&datasetList)
		log.Info("query datasetList size=" + fmt.Sprint(len(datasetList)))
		for _, datasetRecord := range datasetList {
			if _, ok := userIdDdatasetMap[datasetRecord.UserID]; !ok {
				userIdDdatasetMap[datasetRecord.UserID] = 1
			} else {
				userIdDdatasetMap[datasetRecord.UserID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return userIdDdatasetMap
}

func queryAllDataSet() (map[int64]int64, map[int64]int64) {
	sess := x.NewSession()
	defer sess.Close()
	datasetUserIdMap := make(map[int64]int64)
	userIdDdatasetMap := make(map[int64]int64)
	count, err := sess.Count(new(Dataset))
	if err != nil {
		log.Info("query dataset error. return.")
		return datasetUserIdMap, userIdDdatasetMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,user_id").Table(new(Dataset)).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		datasetList := make([]*Dataset, 0)
		sess.Find(&datasetList)
		log.Info("query datasetList size=" + fmt.Sprint(len(datasetList)))
		for _, datasetRecord := range datasetList {
			datasetUserIdMap[datasetRecord.ID] = datasetRecord.UserID
			if _, ok := userIdDdatasetMap[datasetRecord.UserID]; !ok {
				userIdDdatasetMap[datasetRecord.UserID] = 1
			} else {
				userIdDdatasetMap[datasetRecord.UserID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return datasetUserIdMap, userIdDdatasetMap
}

func queryRecommedImage(start_unix int64, end_unix int64) map[int64]int {
	sess := x.NewSession()
	defer sess.Close()
	userIdImageMap := make(map[int64]int)
	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix) + " and type=5"
	count, err := sess.Where(cond).Count(new(Image))
	if err != nil {
		log.Info("query recommend image error. return.")
		return userIdImageMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,uid,type").Where(cond).Table(new(Image)).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		imageList := make([]*Image, 0)
		sess.Find(&imageList)
		log.Info("query imageList size=" + fmt.Sprint(len(imageList)))
		for _, imageRecord := range imageList {
			if _, ok := userIdImageMap[imageRecord.UID]; !ok {
				userIdImageMap[imageRecord.UID] = 1
			} else {
				userIdImageMap[imageRecord.UID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return userIdImageMap
}

func queryAllImage() (map[int64]int64, map[int64]int64) {
	sess := x.NewSession()
	defer sess.Close()
	imageUserIdMap := make(map[int64]int64)
	userIdDImageMap := make(map[int64]int64)
	count, err := sess.Count(new(Image))
	if err != nil {
		log.Info("query image error. return.")
		return imageUserIdMap, userIdDImageMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,uid").Table(new(Image)).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		imageList := make([]*Image, 0)
		sess.Find(&imageList)
		log.Info("query imageList size=" + fmt.Sprint(len(imageList)))
		for _, imageRecord := range imageList {
			imageUserIdMap[imageRecord.ID] = imageRecord.UID
			if _, ok := userIdDImageMap[imageRecord.UID]; !ok {
				userIdDImageMap[imageRecord.UID] = 1
			} else {
				userIdDImageMap[imageRecord.UID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return imageUserIdMap, userIdDImageMap
}

func queryDatasetStars(start_unix int64, end_unix int64) (map[int64]int, map[int64]int) {
	sess := x.NewSession()
	defer sess.Close()
	datasetCollect := make(map[int64]int)
	datasetCollected := make(map[int64]int)
	datasetUserIdMap, _ := queryAllDataSet()
	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	count, err := sess.Where(cond).Count(new(DatasetStar))
	if err != nil {
		log.Info("query follow error. return.")
		return datasetCollect, datasetCollected
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,uid,dataset_id").Table(new(DatasetStar)).Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		datasetStarList := make([]*DatasetStar, 0)
		sess.Find(&datasetStarList)
		log.Info("query datasetStarList size=" + fmt.Sprint(len(datasetStarList)))
		for _, datasetStarRecord := range datasetStarList {
			if _, ok := datasetCollect[datasetStarRecord.UID]; !ok {
				datasetCollect[datasetStarRecord.UID] = 1
			} else {
				datasetCollect[datasetStarRecord.UID] += 1
			}
			if _, ok := datasetCollected[datasetUserIdMap[datasetStarRecord.DatasetID]]; !ok {
				datasetCollected[datasetUserIdMap[datasetStarRecord.DatasetID]] = 1
			} else {
				datasetCollected[datasetUserIdMap[datasetStarRecord.DatasetID]] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return datasetCollect, datasetCollected
}

func queryImageStars(start_unix int64, end_unix int64) (map[int64]int, map[int64]int) {
	sess := x.NewSession()
	defer sess.Close()
	imageCollect := make(map[int64]int)
	imageCollected := make(map[int64]int)
	imageUserIdMap, _ := queryAllDataSet()
	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	count, err := sess.Where(cond).Count(new(ImageStar))
	if err != nil {
		log.Info("query follow error. return.")
		return imageCollect, imageCollected
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,uid,dataset_id").Table(new(ImageStar)).Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		imageStarList := make([]*ImageStar, 0)
		sess.Find(&imageStarList)
		log.Info("query imageStarList size=" + fmt.Sprint(len(imageStarList)))
		for _, imageStarRecord := range imageStarList {
			if _, ok := imageCollect[imageStarRecord.UID]; !ok {
				imageCollect[imageStarRecord.UID] = 1
			} else {
				imageCollect[imageStarRecord.UID] += 1
			}
			if _, ok := imageCollected[imageUserIdMap[imageStarRecord.ImageID]]; !ok {
				imageCollected[imageUserIdMap[imageStarRecord.ImageID]] = 1
			} else {
				imageCollected[imageUserIdMap[imageStarRecord.ImageID]] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return imageCollect, imageCollected
}

func queryDatasetSize(start_unix int64, end_unix int64) (map[int64]int, map[int64]int) {
	sess := x.NewSession()
	defer sess.Close()
	resultSizeMap := make(map[int64]int)
	resultNumMap := make(map[int64]int)
	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)

	count, err := sess.Where(cond).Count(new(Attachment))
	if err != nil {
		log.Info("query attachment error. return.")
		return resultSizeMap, resultNumMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,uploader_id,size").Table("attachment").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		attachmentList := make([]*Attachment, 0)
		sess.Find(&attachmentList)

		log.Info("query Attachment size=" + fmt.Sprint(len(attachmentList)))
		for _, attachRecord := range attachmentList {
			if _, ok := resultSizeMap[attachRecord.UploaderID]; !ok {
				resultSizeMap[attachRecord.UploaderID] = int(attachRecord.Size / (1024 * 1024)) //MB
				resultNumMap[attachRecord.UploaderID] = 1
			} else {
				resultSizeMap[attachRecord.UploaderID] += int(attachRecord.Size / (1024 * 1024)) //MB
				resultNumMap[attachRecord.UploaderID] += 1
			}
		}

		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	return resultSizeMap, resultNumMap
}

func queryUserCreateRepo(start_unix int64, end_unix int64) map[int64]int {
	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)

	cond := "is_fork=false and created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	count, err := sess.Where(cond).Count(new(Repository))
	if err != nil {
		log.Info("query Repository error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,owner_id,name").Table("repository").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		repoList := make([]*Repository, 0)
		sess.Find(&repoList)
		log.Info("query Repository size=" + fmt.Sprint(len(repoList)))
		for _, repoRecord := range repoList {
			if _, ok := resultMap[repoRecord.OwnerID]; !ok {
				resultMap[repoRecord.OwnerID] = 1
			} else {
				resultMap[repoRecord.OwnerID] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	return resultMap
}

func queryUserRepoOpenIIndex(start_unix int64, end_unix int64) map[int64]float64 {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()

	statictisSess.Select("id,repo_id,radar_total").Table("repo_statistic").Where("created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)).OrderBy("id desc")
	repoStatisticList := make([]*RepoStatistic, 0)
	statictisSess.Find(&repoStatisticList)
	repoOpenIIndexMap := make(map[int64]float64)
	log.Info("query repo_statistic size=" + fmt.Sprint(len(repoStatisticList)))
	for _, repoRecord := range repoStatisticList {
		if _, ok := repoOpenIIndexMap[repoRecord.RepoID]; !ok {
			repoOpenIIndexMap[repoRecord.RepoID] = repoRecord.RadarTotal
		}
	}

	sess := x.NewSession()
	defer sess.Close()
	sess.Select("id,owner_id,name").Table("repository").Where("is_fork=false")
	repoList := make([]*Repository, 0)
	sess.Find(&repoList)

	userMap := make(map[int64]float64)

	log.Info("query Repository size=" + fmt.Sprint(len(repoList)))
	for _, repoRecord := range repoList {
		if _, ok := userMap[repoRecord.OwnerID]; !ok {
			if _, ok := repoOpenIIndexMap[repoRecord.ID]; ok {
				userMap[repoRecord.OwnerID] = repoOpenIIndexMap[repoRecord.ID]
			}
		}
	}

	//query collaboration
	sess.Select("repo_id,user_id,mode").Table("collaboration")
	collaborationList := make([]*Collaboration, 0)
	sess.Find(&collaborationList)

	log.Info("query collaborationList size=" + fmt.Sprint(len(collaborationList)))

	for _, collaborationRecord := range collaborationList {
		if _, ok := userMap[collaborationRecord.UserID]; !ok {
			if _, ok := repoOpenIIndexMap[collaborationRecord.RepoID]; ok {
				userMap[collaborationRecord.UserID] = repoOpenIIndexMap[collaborationRecord.RepoID]
			}
		} else {
			if _, ok := repoOpenIIndexMap[collaborationRecord.RepoID]; ok {
				userMap[collaborationRecord.UserID] += repoOpenIIndexMap[collaborationRecord.RepoID]
			}
		}
	}

	log.Info("user openi index size=" + fmt.Sprint(len(userMap)))

	return userMap
}

func queryLoginCount(start_unix int64, end_unix int64) map[int64]int {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()

	resultMap := make(map[int64]int)
	cond := "created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	count, err := statictisSess.Where(cond).Count(new(UserLoginLog))
	if err != nil {
		log.Info("query UserLoginLog error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		statictisSess.Select("id,u_id").Table("user_login_log").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		userLoginLogList := make([]*UserLoginLog, 0)
		statictisSess.Find(&userLoginLogList)
		log.Info("query user login size=" + fmt.Sprint(len(userLoginLogList)))
		for _, loginRecord := range userLoginLogList {
			if _, ok := resultMap[loginRecord.UId]; !ok {
				resultMap[loginRecord.UId] = 1
			} else {
				resultMap[loginRecord.UId] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	log.Info("user login size=" + fmt.Sprint(len(resultMap)))
	return resultMap
}

func queryCommitCodeSize(start_unix int64, end_unix int64) map[int64]int {
	statictisSess := xStatistic.NewSession()
	defer statictisSess.Close()

	resultMap := make(map[int64]int)
	cond := "count_date>=" + fmt.Sprint(start_unix) + " and count_date<=" + fmt.Sprint(end_unix)
	count, err := statictisSess.Where(cond).Count(new(UserBusinessAnalysis))
	if err != nil {
		log.Info("query commit code size error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		statictisSess.Select("id,commit_code_size").Table("user_business_analysis").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		userBusinessAnalysisList := make([]*UserBusinessAnalysis, 0)
		statictisSess.Find(&userBusinessAnalysisList)
		log.Info("query user login size=" + fmt.Sprint(len(userBusinessAnalysisList)))
		for _, analysisRecord := range userBusinessAnalysisList {
			if _, ok := resultMap[analysisRecord.ID]; !ok {
				resultMap[analysisRecord.ID] = analysisRecord.CommitCodeSize
			} else {
				resultMap[analysisRecord.ID] += analysisRecord.CommitCodeSize
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	log.Info("user commit code size=" + fmt.Sprint(len(resultMap)))
	return resultMap
}

func queryUserModel(start_unix int64, end_unix int64) map[int64]int {
	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)
	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	count, err := sess.Where(cond).Count(new(AiModelManage))
	if err != nil {
		log.Info("query AiModelManage error. return.")
		return resultMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,user_id").Table("ai_model_manage").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		aiModelList := make([]*AiModelManage, 0)
		sess.Find(&aiModelList)
		log.Info("query AiModelManage size=" + fmt.Sprint(len(aiModelList)))
		for _, aiModelRecord := range aiModelList {
			if _, ok := resultMap[aiModelRecord.UserId]; !ok {
				resultMap[aiModelRecord.UserId] = 1
			} else {
				resultMap[aiModelRecord.UserId] += 1
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}
	return resultMap
}

func queryCloudBrainTask(start_unix int64, end_unix int64) (map[int64]int, map[string]int) {
	sess := x.NewSession()
	defer sess.Close()
	resultMap := make(map[int64]int)
	resultItemMap := make(map[string]int)

	cond := " created_unix>=" + fmt.Sprint(start_unix) + " and created_unix<=" + fmt.Sprint(end_unix)
	count, err := sess.Where(cond).Count(new(Cloudbrain))
	if err != nil {
		log.Info("query cloudbrain error. return.")
		return resultMap, resultItemMap
	}
	var indexTotal int64
	indexTotal = 0
	for {
		sess.Select("id,job_type,user_id,duration,train_job_duration,type").Table("cloudbrain").Where(cond).OrderBy("id asc").Limit(PAGE_SIZE, int(indexTotal))
		cloudTaskList := make([]*Cloudbrain, 0)
		sess.Find(&cloudTaskList)
		log.Info("query cloudbrain size=" + fmt.Sprint(len(cloudTaskList)))
		for _, cloudTaskRecord := range cloudTaskList {
			if _, ok := resultMap[cloudTaskRecord.UserID]; !ok {
				resultMap[cloudTaskRecord.UserID] = 1
			} else {
				resultMap[cloudTaskRecord.UserID] += 1
			}
			setMapKey("CloudBrainRunTime", cloudTaskRecord.UserID, int(cloudTaskRecord.Duration), resultItemMap)
			if cloudTaskRecord.Type == 1 { //npu
				if cloudTaskRecord.JobType == "TRAIN" {
					setMapKey("NpuTrainJob", cloudTaskRecord.UserID, 1, resultItemMap)
				} else if cloudTaskRecord.JobType == "INFERENCE" {
					setMapKey("NpuInferenceJob", cloudTaskRecord.UserID, 1, resultItemMap)
				} else {
					setMapKey("NpuDebugJob", cloudTaskRecord.UserID, 1, resultItemMap)
				}
			} else { //type=0  gpu
				if cloudTaskRecord.JobType == "TRAIN" {
					setMapKey("GpuTrainJob", cloudTaskRecord.UserID, 1, resultItemMap)
				} else if cloudTaskRecord.JobType == "BENCHMARK" {
					setMapKey("GpuBenchMarkJob", cloudTaskRecord.UserID, 1, resultItemMap)
				} else {
					setMapKey("GpuDebugJob", cloudTaskRecord.UserID, 1, resultItemMap)
				}
			}
		}
		indexTotal += PAGE_SIZE
		if indexTotal >= count {
			break
		}
	}

	return resultMap, resultItemMap
}
func setMapKey(key string, userId int64, value int, resultItemMap map[string]int) {
	newKey := fmt.Sprint(userId) + "_" + key
	if _, ok := resultItemMap[newKey]; !ok {
		resultItemMap[newKey] = value
	} else {
		resultItemMap[newKey] += value
	}
}

func subMonth(t1, t2 time.Time) (month int) {
	y1 := t1.Year()
	y2 := t2.Year()
	m1 := int(t1.Month())
	m2 := int(t2.Month())
	d1 := t1.Day()
	d2 := t2.Day()

	yearInterval := y1 - y2
	// 如果 d1的 月-日 小于 d2的 月-日 那么 yearInterval-- 这样就得到了相差的年数
	if m1 < m2 || m1 == m2 && d1 < d2 {
		yearInterval--
	}
	// 获取月数差值
	monthInterval := (m1 + 12) - m2
	if d1 < d2 {
		monthInterval--
	}
	monthInterval %= 12
	month = yearInterval*12 + monthInterval
	if month == 0 {
		month = 1
	}
	return month
}