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- package services
- import (
- "errors"
- "eta/eta_forum_hub/models"
- "eta/eta_forum_hub/models/mgodb"
- "eta/eta_forum_hub/services/elastic"
- "eta/eta_forum_hub/utils"
- "fmt"
- "github.com/shopspring/decimal"
- "math"
- "sort"
- "strconv"
- "time"
- )
- // BatchAddOrUpdateEdbInfo 添加批量添加指标到指标库
- func BatchAddOrUpdateEdbInfo(edbList []*models.EdbInfo, edbMapping []*models.EdbInfoCalculateMapping, sysUserId int, sysUserRealName string) (newList []*models.EdbInfo, err error, errMsg string, isSendEmail bool) {
- isSendEmail = true
- edbCodeMap := make(map[string]*models.EdbInfo)
- for _, v := range edbList {
- tmp, e, msg, _ := AddOrUpdateEdbInfo(v, sysUserId, sysUserRealName)
- if e != nil {
- err = fmt.Errorf("添加指标失败:%s,%s", e.Error(), msg)
- errMsg = "添加指标失败"
- return
- }
- newList = append(newList, tmp)
- edbCodeMap[tmp.EdbCode] = tmp
- }
- //批量添加指标的mapping信息
- calculateMappingItemList := make([]*models.EdbInfoCalculateMapping, 0)
- for _, v := range edbMapping {
- edbInfo, ok := edbCodeMap[v.EdbCode]
- if !ok {
- continue
- }
- fromEdbInfo, ok := edbCodeMap[v.FromEdbCode]
- if !ok {
- continue
- }
- calculateMappingItem := new(models.EdbInfoCalculateMapping)
- calculateMappingItem.CreateTime = time.Now()
- calculateMappingItem.ModifyTime = time.Now()
- calculateMappingItem.Sort = v.Sort
- calculateMappingItem.EdbCode = edbInfo.EdbCode
- calculateMappingItem.EdbInfoId = edbInfo.EdbInfoId
- calculateMappingItem.FromEdbInfoId = fromEdbInfo.EdbInfoId
- calculateMappingItem.FromEdbCode = fromEdbInfo.EdbCode
- calculateMappingItem.FromEdbName = fromEdbInfo.EdbName
- calculateMappingItem.FromSource = fromEdbInfo.Source
- calculateMappingItem.FromSourceName = fromEdbInfo.SourceName
- calculateMappingItem.FromTag = v.FromTag
- calculateMappingItem.Source = edbInfo.Source
- calculateMappingItem.SourceName = edbInfo.SourceName
- calculateMappingItem.FromSubSource = edbInfo.SubSource
- calculateMappingItemList = append(calculateMappingItemList, calculateMappingItem)
- }
- if len(calculateMappingItemList) > 0 {
- err = models.AddEdbInfoCalculateMappingMulti(calculateMappingItemList)
- if err != nil {
- errMsg = "指标映射关系添加失败"
- err = fmt.Errorf("指标映射关系添加失败, %s", err.Error())
- return
- }
- }
- return
- }
- // AddOrUpdateEdbInfo 添加指标到指标库
- func AddOrUpdateEdbInfo(edbItem *models.EdbInfo, sysUserId int, sysUserRealName string) (edbInfo *models.EdbInfo, err error, errMsg string, isSendEmail bool) {
- isSendEmail = true
- //判断指标是否存在
- edbInfo, err = models.GetEdbInfoByEdbCode(edbItem.EdbCode)
- if err != nil {
- if err.Error() == utils.ErrNoRow() {
- err = nil
- } else {
- errMsg = "判断指标名称是否存在失败"
- err = errors.New("判断指标名称是否存在失败,Err:" + err.Error())
- return
- }
- }
- var edbInfoId int64
- // 指标已存在
- if edbInfo != nil && edbInfo.EdbInfoId > 0 {
- edbInfoId = int64(edbInfo.EdbInfoId)
- // 更新指标信息
- edbInfo.Source = edbItem.Source
- edbInfo.SourceName = edbItem.SourceName
- edbInfo.EdbType = edbItem.EdbType
- edbInfo.EdbCode = edbItem.EdbCode
- edbInfo.EdbName = edbItem.EdbName
- edbInfo.EdbNameSource = edbItem.EdbNameSource
- edbInfo.Frequency = edbItem.Frequency
- edbInfo.Unit = edbItem.Unit
- edbInfo.StartDate = edbItem.StartDate
- edbInfo.EndDate = edbItem.EndDate
- edbInfo.ClassifyId = edbItem.ClassifyId
- edbInfo.SysUserId = sysUserId
- edbInfo.SysUserRealName = sysUserRealName
- edbInfo.ModifyTime = time.Now()
- edbInfo.ServerUrl = edbItem.ServerUrl
- edbInfo.Sort = edbItem.Sort
- edbInfo.DataDateType = edbItem.DataDateType
- edbInfo.TerminalCode = edbItem.TerminalCode
- edbInfo.SourceIndexName = edbItem.SourceIndexName
- edbInfo.MaxValue = edbItem.MaxValue
- edbInfo.MinValue = edbItem.MinValue
- edbInfo.EdbInfoType = edbItem.EdbInfoType
- edbInfo.LatestDate = edbItem.LatestDate
- edbInfo.LatestValue = edbItem.LatestValue
- edbInfo.CalculateFormula = edbItem.CalculateFormula
- edbInfo.ManualSave = edbItem.ManualSave
- edbInfo.MoveType = edbItem.MoveType
- edbInfo.MoveFrequency = edbItem.MoveFrequency
- edbInfo.NoUpdate = edbItem.NoUpdate
- edbInfo.EdbNameEn = edbItem.EdbNameEn
- edbInfo.UnitEn = edbItem.UnitEn
- edbInfo.ChartImage = edbItem.ChartImage
- edbInfo.Calendar = edbItem.Calendar
- edbInfo.EmptyType = edbItem.EmptyType
- edbInfo.MaxEmptyType = edbItem.MaxEmptyType
- edbInfo.DataUpdateTime = edbItem.DataUpdateTime
- edbInfo.ErDataUpdateDate = edbItem.ErDataUpdateDate
- edbInfo.EndValue = edbItem.EndValue
- edbInfo.SubSource = edbItem.SubSource
- edbInfo.SubSourceName = edbItem.SubSourceName
- edbInfo.IndicatorCode = edbItem.IndicatorCode
- edbInfo.StockCode = edbItem.StockCode
- edbInfo.Extra = edbItem.Extra
- err = edbInfo.Update([]string{})
- if err != nil {
- errMsg = "保存失败"
- err = errors.New("保存失败,Err:" + err.Error())
- return
- }
- //同时删除指标的映射信息
- err = models.DeleteEdbInfoMapping(edbInfoId)
- if err != nil {
- errMsg = "删除指标映射信息失败"
- err = errors.New("删除指标映射信息失败,Err:" + err.Error())
- return
- }
- } else {
- edbInfo = new(models.EdbInfo)
- edbInfo.Source = edbItem.Source
- edbInfo.SourceName = edbItem.SourceName
- edbInfo.EdbType = edbItem.EdbType
- edbInfo.EdbCode = edbItem.EdbCode
- edbInfo.EdbName = edbItem.EdbName
- edbInfo.EdbNameSource = edbItem.EdbNameSource
- edbInfo.Frequency = edbItem.Frequency
- edbInfo.Unit = edbItem.Unit
- edbInfo.StartDate = edbItem.StartDate
- edbInfo.EndDate = edbItem.EndDate
- edbInfo.ClassifyId = edbItem.ClassifyId
- edbInfo.SysUserId = sysUserId
- edbInfo.SysUserRealName = sysUserRealName
- edbInfo.CreateTime = time.Now()
- edbInfo.ModifyTime = time.Now()
- edbInfo.ServerUrl = edbItem.ServerUrl
- edbInfo.Sort = edbItem.Sort
- edbInfo.DataDateType = edbItem.DataDateType
- edbInfo.TerminalCode = edbItem.TerminalCode
- edbInfo.SourceIndexName = edbItem.SourceIndexName
- //timestamp := strconv.FormatInt(time.Now().UnixNano(), 10)
- //edbInfo.UniqueCode = utils.MD5(utils.DATA_PREFIX + "_" + timestamp)
- edbInfo.UniqueCode = edbItem.UniqueCode
- edbInfo.MaxValue = edbItem.MaxValue
- edbInfo.MinValue = edbItem.MinValue
- edbInfo.EdbInfoType = edbItem.EdbInfoType
- edbInfo.LatestDate = edbItem.LatestDate
- edbInfo.LatestValue = edbItem.LatestValue
- edbInfo.CalculateFormula = edbItem.CalculateFormula
- edbInfo.ManualSave = edbItem.ManualSave
- edbInfo.MoveType = edbItem.MoveType
- edbInfo.MoveFrequency = edbItem.MoveFrequency
- edbInfo.NoUpdate = edbItem.NoUpdate
- edbInfo.EdbNameEn = edbItem.EdbNameEn
- edbInfo.UnitEn = edbItem.UnitEn
- edbInfo.ChartImage = edbItem.ChartImage
- edbInfo.Calendar = edbItem.Calendar
- edbInfo.EmptyType = edbItem.EmptyType
- edbInfo.MaxEmptyType = edbItem.MaxEmptyType
- edbInfo.DataUpdateTime = edbItem.DataUpdateTime
- edbInfo.ErDataUpdateDate = edbItem.ErDataUpdateDate
- edbInfo.EndValue = edbItem.EndValue
- edbInfo.SubSource = edbItem.SubSource
- edbInfo.SubSourceName = edbItem.SubSourceName
- edbInfo.IndicatorCode = edbItem.IndicatorCode
- edbInfo.StockCode = edbItem.StockCode
- edbInfo.Extra = edbItem.Extra
- edbInfoId, err = models.AddEdbInfo(edbInfo)
- if err != nil {
- errMsg = "保存失败"
- err = errors.New("保存失败,Err:" + err.Error())
- return
- }
- edbInfo.EdbInfoId = int(edbInfoId)
- }
- if edbInfo.EdbType == 1 {
- err = mgodb.ModifyEdbDataEdbInfoId(edbInfoId, edbInfo.EdbCode)
- if err != nil {
- errMsg = "保存失败"
- err = errors.New("更新指标数据失败,Err:" + err.Error())
- return
- }
- } else {
- err = mgodb.ModifyEdbCalculateDataEdbInfoId(edbInfoId, edbInfo.EdbCode)
- if err != nil {
- errMsg = "保存失败"
- err = errors.New("更新指标数据失败,Err:" + err.Error())
- return
- }
- }
- // 更新es
- go AddOrEditEdbInfoToEs(edbInfo.EdbInfoId)
- return
- }
- // 批量删除指标,
- func BatchDeleteEdbInfo(edbInfoIds []int) (err error, errMsg string) {
- for _, v := range edbInfoIds {
- //查询单个指标是否允许删除
- err, errMsg = DeleteEdbInfo(v)
- if err != nil {
- errMsg = "删除指标失败"
- return
- }
- }
- return
- }
- // 删除单个指标
- func DeleteEdbInfo(edbInfoId int) (err error, errMsg string) {
- //判断指标是否存在
- info, err := models.GetEdbInfoById(edbInfoId)
- if err != nil {
- if err.Error() == utils.ErrNoRow() {
- err = nil
- return
- } else {
- errMsg = "判断指标名称是否存在失败"
- err = errors.New("判断指标名称是否存在失败,Err:" + err.Error())
- return
- }
- }
- //判断指标是否用于作图,如果用于作图,则不可删除
- chartCount, tmpErr := models.GetChartEdbMappingCount(edbInfoId)
- if tmpErr != nil && tmpErr.Error() != utils.ErrNoRow() {
- errMsg = "删除失败"
- err = errors.New("判断指标是否被用于作图失败,Err:" + tmpErr.Error())
- return
- }
- if chartCount > 0 {
- errMsg = "当前指标已用作画图,不可删除"
- return
- }
- //判断指标是否用作其他指标的计算
- calculateCount, tmpErr := models.GetEdbInfoCalculateMappingCount(edbInfoId)
- if tmpErr != nil {
- errMsg = "删除失败"
- err = errors.New("判断指标是否被用于计算失败,GetEdbInfoCalculateCount Err:" + tmpErr.Error())
- return
- }
- if calculateCount > 0 {
- errMsg = "当前指标已用作,指标运算,不可删除"
- return
- }
- // 删除指标,删除映射关系,删除指标数据
- err = models.DeleteEdbInfo(edbInfoId)
- if err != nil {
- errMsg = "删除失败"
- err = errors.New("删除指标失败,Err:" + err.Error())
- return
- }
- if info.EdbType == 1 {
- err = mgodb.DeleteEdbInfoDataByEdbInfoId(edbInfoId)
- if err != nil {
- errMsg = "删除失败"
- err = errors.New("删除指标数据失败,Err:" + err.Error())
- return
- }
- } else {
- err = mgodb.DeleteEdbInfoCalculateDataByEdbInfoId(edbInfoId)
- if err != nil {
- errMsg = "删除失败"
- err = errors.New("删除指标数据失败,Err:" + err.Error())
- return
- }
- }
- // 删除es中的数据
- go DeleteEdbInfoToEs(edbInfoId)
- return
- }
- // AddOrEditEdbInfoToEs 添加/修改ES中的指标
- func AddOrEditEdbInfoToEs(edbInfoId int) {
- //添加es
- itemInfo, _ := models.GetEdbInfoByCondition("AND edb_info_id=?", []interface{}{edbInfoId})
- go elastic.EsAddOrEditEdbInfoData(utils.DATA_INDEX_NAME, strconv.Itoa(itemInfo.EdbInfoId), itemInfo)
- }
- // 获取频度的英文版
- func GetFrequencyEn(frequency string) (frequencyEn string) {
- switch frequency {
- case "日度":
- frequencyEn = "day"
- return
- case "周度":
- frequencyEn = "week"
- return
- case "旬度":
- frequencyEn = "ten days"
- return
- case "月度":
- frequencyEn = "month"
- return
- case "季度":
- frequencyEn = "quarter"
- return
- case "年度":
- frequencyEn = "year"
- return
- }
- return
- }
- func GetLeadUnitEn(unit string) (unitEn string) {
- switch unit {
- case "天":
- unitEn = "day"
- return
- case "周":
- unitEn = "week"
- return
- case "月":
- unitEn = "month"
- return
- case "季":
- unitEn = "quarter"
- return
- case "年":
- unitEn = "year"
- return
- }
- return
- }
- // HandleDataByLinearRegressionToList 插值法补充数据(线性方程式)
- func HandleDataByLinearRegressionToList(edbInfoDataList []*models.EdbDataList, handleDataMap map[string]float64) (dataTimeList []string, valueList []float64, err error) {
- if len(edbInfoDataList) < 2 {
- return
- }
- var startEdbInfoData *models.EdbDataList
- for _, v := range edbInfoDataList {
- handleDataMap[v.DataTime] = v.Value
- dataTimeList = append(dataTimeList, v.DataTime)
- // 第一个数据就给过滤了,给后面的试用
- if startEdbInfoData == nil {
- startEdbInfoData = v
- //startEdbInfoData.DataTime = startEdbInfoData.DataTime[:5]+ "01-01"
- continue
- }
- // 获取两条数据之间相差的天数
- startDataTime, _ := time.ParseInLocation(utils.FormatDate, startEdbInfoData.DataTime, time.Local)
- currDataTime, _ := time.ParseInLocation(utils.FormatDate, v.DataTime, time.Local)
- betweenHour := int(currDataTime.Sub(startDataTime).Hours())
- betweenDay := betweenHour / 24
- // 如果相差一天,那么过滤
- if betweenDay <= 1 {
- startEdbInfoData = v
- continue
- }
- // 生成线性方程式
- var a, b float64
- {
- coordinateData := make([]utils.Coordinate, 0)
- tmpCoordinate1 := utils.Coordinate{
- X: 1,
- Y: startEdbInfoData.Value,
- }
- coordinateData = append(coordinateData, tmpCoordinate1)
- tmpCoordinate2 := utils.Coordinate{
- X: float64(betweenDay) + 1,
- Y: v.Value,
- }
- coordinateData = append(coordinateData, tmpCoordinate2)
- a, b = utils.GetLinearResult(coordinateData)
- if math.IsNaN(a) || math.IsNaN(b) {
- err = errors.New("线性方程公式生成失败")
- return
- }
- }
- // 生成对应的值
- {
- for i := 1; i < betweenDay; i++ {
- tmpDataTime := startDataTime.AddDate(0, 0, i)
- aDecimal := decimal.NewFromFloat(a)
- xDecimal := decimal.NewFromInt(int64(i) + 1)
- bDecimal := decimal.NewFromFloat(b)
- val, _ := aDecimal.Mul(xDecimal).Add(bDecimal).Round(4).Float64()
- handleDataMap[tmpDataTime.Format(utils.FormatDate)] = val
- dataTimeList = append(dataTimeList, tmpDataTime.Format(utils.FormatDate))
- valueList = append(valueList, val)
- }
- }
- startEdbInfoData = v
- }
- return
- }
- // HandleDataByLinearRegressionToList 保证生成365个数据点的线性插值法
- func HandleDataByLinearRegressionToListV2(edbInfoDataList []*models.EdbDataList, handleDataMap map[string]float64) (dataTimeList []string, valueList []float64, err error) {
- if len(edbInfoDataList) < 2 {
- return
- }
- // 确保至少有两天数据来生成线性方程
- if len(edbInfoDataList) < 2 {
- err = errors.New("至少需要两天的数据来执行线性插值")
- return
- }
- // 对数据按日期排序,确保顺序正确
- sort.Slice(edbInfoDataList, func(i, j int) bool {
- t1, _ := time.ParseInLocation(utils.FormatDate, edbInfoDataList[i].DataTime, time.Local)
- t2, _ := time.ParseInLocation(utils.FormatDate, edbInfoDataList[j].DataTime, time.Local)
- return t1.Before(t2)
- })
- startEdbInfoData := edbInfoDataList[0]
- endEdbInfoData := edbInfoDataList[len(edbInfoDataList)-1]
- // 计算起始和结束日期间实际的天数
- startDate, _ := time.ParseInLocation(utils.FormatDate, startEdbInfoData.DataTime, time.Local)
- endDate, _ := time.ParseInLocation(utils.FormatDate, endEdbInfoData.DataTime, time.Local)
- actualDays := endDate.Sub(startDate).Hours() / 24
- // 生成365个数据点,首先处理已有数据
- for _, v := range edbInfoDataList {
- handleDataMap[v.DataTime] = v.Value
- dataTimeList = append(dataTimeList, v.DataTime)
- valueList = append(valueList, v.Value)
- }
- // 如果已有数据跨越天数不足365天,则对缺失的日期进行线性插值
- if actualDays < 365 {
- // 使用已有数据点生成线性方程(这里简化处理,实际可能需更细致处理边界情况)
- var a, b float64
- coordinateData := []utils.Coordinate{
- {X: 1, Y: startEdbInfoData.Value},
- {X: float64(len(edbInfoDataList)), Y: endEdbInfoData.Value},
- }
- a, b = utils.GetLinearResult(coordinateData)
- if math.IsNaN(a) || math.IsNaN(b) {
- err = errors.New("线性方程公式生成失败")
- return
- }
- // 对剩余日期进行插值
- for i := 1; i < 365; i++ {
- day := startDate.AddDate(0, 0, i)
- if _, exists := handleDataMap[day.Format(utils.FormatDate)]; !exists {
- aDecimal := decimal.NewFromFloat(a)
- xDecimal := decimal.NewFromInt(int64(i) + 1)
- bDecimal := decimal.NewFromFloat(b)
- val, _ := aDecimal.Mul(xDecimal).Add(bDecimal).Round(4).Float64()
- handleDataMap[day.Format(utils.FormatDate)] = val
- dataTimeList = append(dataTimeList, day.Format(utils.FormatDate))
- valueList = append(valueList, val)
- }
- }
- }
- return
- }
- func GetRefreshEdbInfoFromBase(edbInfoId, source int) (baseEdbInfoArr, calculateInfoArr []*models.EdbInfo, err error) {
- calculateList, err := models.GetEdbInfoCalculateMap(edbInfoId, source)
- if err != nil && err.Error() != utils.ErrNoRow() {
- return
- }
- for _, item := range calculateList {
- if item.EdbInfoId == edbInfoId { // 如果查出来关联的指标就是自己的话,那么就过滤
- continue
- }
- if item.EdbType == 1 {
- baseEdbInfoArr = append(baseEdbInfoArr, item)
- } else {
- calculateInfoArr = append(calculateInfoArr, item)
- newBaseEdbInfoArr, newCalculateInfoArr, _ := GetRefreshEdbInfoFromBase(item.EdbInfoId, item.Source)
- baseEdbInfoArr = append(baseEdbInfoArr, newBaseEdbInfoArr...)
- calculateInfoArr = append(calculateInfoArr, newCalculateInfoArr...)
- }
- }
- return
- }
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