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- package models
- import (
- "errors"
- "eta/eta_index_lib/utils"
- "fmt"
- "github.com/beego/beego/v2/client/orm"
- "github.com/shopspring/decimal"
- "reflect"
- "strconv"
- "strings"
- "time"
- )
- // ExponentialSmoothing 指数修匀
- type ExponentialSmoothing struct{}
- // Add 添加
- func (obj ExponentialSmoothing) Add(params AddCalculateBatchParams) (edbInfo *EdbInfo, err error, errMsg string) {
- req := params.Req
- fromEdbInfo := params.FromEdbInfo
- edbCode := params.EdbCode
- o := orm.NewOrm()
- to, err := o.Begin()
- if err != nil {
- return
- }
- defer func() {
- if err != nil {
- _ = to.Rollback()
- fmt.Println(reflect.TypeOf(obj).Name(), ";Add,Err:"+err.Error())
- } else {
- _ = to.Commit()
- }
- }()
- edbInfo = new(EdbInfo)
- edbInfo.Source = obj.GetSource()
- edbInfo.SourceName = obj.GetSourceName()
- edbInfo.EdbCode = edbCode
- edbInfo.EdbName = req.EdbName
- edbInfo.EdbNameSource = req.EdbName
- edbInfo.Frequency = req.Frequency
- edbInfo.Unit = req.Unit
- edbInfo.ClassifyId = req.ClassifyId
- edbInfo.SysUserId = params.SysUserId
- edbInfo.SysUserRealName = params.SysUserRealName
- edbInfo.CreateTime = time.Now()
- edbInfo.ModifyTime = time.Now()
- edbInfo.UniqueCode = params.UniqueCode
- edbInfo.CalculateFormula = req.Formula
- edbInfo.EdbNameEn = req.EdbName
- edbInfo.UnitEn = req.Unit
- edbInfo.EdbType = obj.GetEdbType()
- edbInfo.Sort = GetAddEdbMaxSortByClassifyId(req.ClassifyId, utils.EDB_INFO_TYPE)
- newEdbInfoId, tmpErr := to.Insert(edbInfo)
- if tmpErr != nil {
- err = tmpErr
- return
- }
- edbInfo.EdbInfoId = int(newEdbInfoId)
- //关联关系
- {
- calculateMappingItem := new(EdbInfoCalculateMapping)
- calculateMappingItem.CreateTime = time.Now()
- calculateMappingItem.ModifyTime = time.Now()
- calculateMappingItem.Sort = 1
- calculateMappingItem.EdbCode = 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 = ""
- calculateMappingItem.Source = edbInfo.Source
- calculateMappingItem.SourceName = edbInfo.SourceName
- calculateMappingItem.FromSubSource = fromEdbInfo.SubSource
- _, err = to.Insert(calculateMappingItem)
- if err != nil {
- return
- }
- }
- //计算数据
- err = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
- return
- }
- // Edit 编辑
- func (obj ExponentialSmoothing) Edit(params EditCalculateBatchParams) (err error, errMsg string) {
- req := params.Req
- edbInfo := params.EdbInfo
- fromEdbInfo := params.FromEdbInfo
- o := orm.NewOrm()
- to, err := o.Begin()
- if err != nil {
- return
- }
- defer func() {
- if err != nil {
- _ = to.Rollback()
- fmt.Println(reflect.TypeOf(obj).Name(), ";Edit,Err:"+err.Error())
- } else {
- _ = to.Commit()
- }
- }()
- tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
- oldEdbInfo := *edbInfo
- //修改指标信息
- edbInfo.EdbName = req.EdbName
- edbInfo.EdbNameSource = req.EdbName
- edbInfo.Frequency = req.Frequency
- edbInfo.Unit = req.Unit
- edbInfo.ClassifyId = req.ClassifyId
- edbInfo.CalculateFormula = req.Formula
- edbInfo.EdbNameEn = req.EdbNameEn
- edbInfo.UnitEn = req.UnitEn
- edbInfo.ModifyTime = time.Now()
- _, err = to.Update(edbInfo, "EdbName", "EdbNameSource", "Frequency", "Unit", "ClassifyId", "CalculateFormula", "ModifyTime", "EdbNameEn", "UnitEn")
- if err != nil {
- return
- }
- var existCondition string
- var existPars []interface{}
- existCondition += " AND edb_info_id=? AND from_edb_info_id=? "
- existPars = append(existPars, edbInfo.EdbInfoId, req.FromEdbInfoId)
- //判断计算指标是否被更换
- count, err := GetEdbInfoCalculateCountByCondition(existCondition, existPars)
- if err != nil {
- err = errors.New("判断指标是否改变失败,Err:" + err.Error())
- return
- }
- if count > 0 { // 指标未被替换,无需处理逻辑
- // 如果相关配置更改了,那么重新计算
- if oldEdbInfo.CalculateFormula != edbInfo.CalculateFormula {
- err = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
- }
- return
- }
- //删除,计算指标关联的,基础指标的关联关系
- sql := ` DELETE FROM edb_info_calculate_mapping WHERE edb_info_id = ? `
- _, err = to.Raw(sql, edbInfo.EdbInfoId).Exec()
- if err != nil {
- return
- }
- //清空原有数据
- sql = ` DELETE FROM ` + tableName + ` WHERE edb_info_id = ? `
- _, err = to.Raw(sql, edbInfo.EdbInfoId).Exec()
- if err != nil {
- return
- }
- //关联关系
- {
- calculateMappingItem := &EdbInfoCalculateMapping{
- EdbInfoCalculateMappingId: 0,
- EdbInfoId: edbInfo.EdbInfoId,
- Source: obj.GetSource(),
- SourceName: obj.GetSourceName(),
- EdbCode: edbInfo.EdbCode,
- FromEdbInfoId: fromEdbInfo.EdbInfoId,
- FromEdbCode: fromEdbInfo.EdbCode,
- FromEdbName: fromEdbInfo.EdbName,
- FromSource: fromEdbInfo.Source,
- FromSourceName: fromEdbInfo.SourceName,
- FromTag: "",
- Sort: 1,
- CreateTime: time.Now(),
- ModifyTime: time.Now(),
- FromSubSource: fromEdbInfo.SubSource,
- }
- _, err = to.Insert(calculateMappingItem)
- if err != nil {
- return
- }
- }
- //计算数据
- err = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
- return
- }
- // Refresh 刷新
- func (obj ExponentialSmoothing) Refresh(params RefreshParams) (err error, errMsg string) {
- calculateMapping, err := GetEdbInfoCalculateMappingDetail(params.EdbInfo.EdbInfoId)
- if err != nil {
- errMsg = "GetEdbInfoCalculateLjzzyDetail Err:" + err.Error()
- return
- }
- fromEdbInfo, err := GetEdbInfoById(calculateMapping.FromEdbInfoId)
- if err != nil {
- errMsg = "GetEdbInfoById Err:" + err.Error()
- return
- }
- o := orm.NewOrm()
- to, err := o.Begin()
- if err != nil {
- return
- }
- defer func() {
- if err != nil {
- _ = to.Rollback()
- fmt.Println(reflect.TypeOf(obj).Name(), ";Refresh,Err:"+err.Error())
- } else {
- _ = to.Commit()
- }
- }()
- // 计算数据
- err = obj.refresh(to, params.EdbInfo, fromEdbInfo, params.EdbInfo.EdbCode)
- return
- }
- // GetSource 获取来源编码id
- func (obj ExponentialSmoothing) GetSource() int {
- return utils.DATA_SOURCE_CALCULATE_ZSXY
- }
- // GetSourceName 获取来源名称
- func (obj ExponentialSmoothing) GetSourceName() string {
- return utils.DATA_SOURCE_NAME_CALCULATE_ZSXY
- }
- // GetEdbType 获取指标类型
- func (obj ExponentialSmoothing) GetEdbType() int {
- return utils.CALCULATE_EDB_TYPE
- }
- func (obj ExponentialSmoothing) refresh(to orm.TxOrmer, edbInfo, fromEdbInfo *EdbInfo, edbCode string) (err error) {
- edbInfoId := edbInfo.EdbInfoId
- dataTableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
- edbInfoIdStr := strconv.Itoa(edbInfoId)
- // 获取标准差图表的指标数据
- fromDataList, err := CalculateExponentialSmoothingData(fromEdbInfo, edbInfo.CalculateFormula)
- if err != nil {
- return err
- }
- //获取指标所有数据
- existDataList := make([]*EdbData, 0)
- sql := `SELECT * FROM %s WHERE edb_info_id=? `
- sql = fmt.Sprintf(sql, dataTableName)
- _, err = to.Raw(sql, edbInfoId).QueryRows(&existDataList)
- if err != nil {
- return err
- }
- existDataMap := make(map[string]string)
- removeDataTimeMap := make(map[string]int) //需要移除的日期数据
- for _, v := range existDataList {
- existDataMap[v.DataTime] = v.Value
- removeDataTimeMap[v.DataTime] = 1
- }
- needAddDateMap := make(map[time.Time]int)
- addSql := ` INSERT INTO ` + dataTableName + `(edb_info_id,edb_code,data_time,value,create_time,modify_time,data_timestamp) values `
- var isAdd bool
- for _, tmpData := range fromDataList {
- currDateStr := tmpData.DataTime
- currTime, tmpErr := time.ParseInLocation(utils.FormatDate, currDateStr, time.Local)
- if tmpErr != nil {
- err = tmpErr
- return
- }
- // 当前的实际值
- saveValue := decimal.NewFromFloat(tmpData.Value).Round(4).String()
- existVal, ok := existDataMap[currDateStr]
- // 如果库中已经存在该数据的话,那么就进行值的变更操作
- if ok {
- //校验待删除日期数据里面是否存在该元素,如果存在的话,那么移除该日期
- delete(removeDataTimeMap, currDateStr)
- if existVal != saveValue {
- sql := ` UPDATE %s SET value=?,modify_time=NOW() WHERE edb_info_id=? AND data_time=? `
- sql = fmt.Sprintf(sql, dataTableName)
- _, err = to.Raw(sql, saveValue, edbInfoId, currDateStr).Exec()
- if err != nil {
- return
- }
- }
- continue
- }
- // 库中不存在该日期的数据
- timestamp := currTime.UnixNano() / 1e6
- timeStr := fmt.Sprintf("%d", timestamp)
- if _, existOk := needAddDateMap[currTime]; !existOk {
- addSql += GetAddSql(edbInfoIdStr, edbCode, currDateStr, timeStr, saveValue)
- isAdd = true
- }
- needAddDateMap[currTime] = 1
- }
- //删除已经不存在的指标数据(由于该指标当日的数据删除了)
- {
- removeDateList := make([]string, 0)
- for dateTime := range removeDataTimeMap {
- removeDateList = append(removeDateList, dateTime)
- }
- removeNum := len(removeDateList)
- if removeNum > 0 {
- sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (`+utils.GetOrmInReplace(removeNum)+`) `, dataTableName)
- _, err = to.Raw(sql, edbInfo.EdbInfoId, removeDateList).Exec()
- if err != nil {
- fmt.Println(reflect.TypeOf(obj).Name(), " add data ;delete Err", err.Error())
- err = fmt.Errorf("删除不存在的指标数据失败,Err:" + err.Error())
- return
- }
- }
- }
- if isAdd {
- addSql = strings.TrimRight(addSql, ",")
- _, err = to.Raw(addSql).Exec()
- if err != nil {
- fmt.Println(reflect.TypeOf(obj).Name(), " add data Err", err.Error())
- return
- }
- }
- return
- }
- // CalculateExponentialSmoothingData 计算指数修匀
- func CalculateExponentialSmoothingData(fromEdbInfo *EdbInfo, strAlpha string) (newDataList []EdbInfoSearchData, err error) {
- alpha, _ := strconv.ParseFloat(strAlpha, 64)
- if alpha <= 0 || alpha >= 1 {
- err = fmt.Errorf("alpha值有误: %v", alpha)
- return
- }
- // 获取时间基准指标在时间区间内的值
- dataList := make([]*EdbInfoSearchData, 0)
- switch fromEdbInfo.EdbInfoType {
- case 0:
- //获取来源指标的数据
- dataList, err = GetEdbDataListAll(fromEdbInfo.Source, fromEdbInfo.SubSource,
- FindEdbDataListAllCond{
- EdbInfoId: fromEdbInfo.EdbInfoId,
- }, 1)
- case 1:
- dataList, err = GetPredictEdbDataListAllByStartDate(fromEdbInfo, 1, "")
- default:
- err = errors.New(fmt.Sprint("获取失败,指标base类型异常", fromEdbInfo.EdbInfoType))
- return
- }
- var preVal float64
- alphaDecimal := decimal.NewFromFloat(alpha)
- subAlpha := decimal.NewFromFloat(1).Sub(alphaDecimal)
- for k, d := range dataList {
- // 首期的值以原始值作为指数修匀的计算值
- if k == 0 {
- newDataList = append(newDataList, EdbInfoSearchData{
- EdbDataId: k,
- DataTime: dataList[k].DataTime,
- Value: d.Value,
- })
- preVal = d.Value
- continue
- }
- // 上一期的值参与计算
- preDecimal := decimal.NewFromFloat(preVal)
- valDecimal := decimal.NewFromFloat(d.Value)
- partA := alphaDecimal.Mul(valDecimal)
- partB := subAlpha.Mul(preDecimal)
- res, _ := (partA.Add(partB)).Float64()
- preVal = res
- newDataList = append(newDataList, EdbInfoSearchData{
- EdbDataId: k,
- DataTime: dataList[k].DataTime,
- Value: res,
- })
- }
- return
- }
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