eta_index_lib/models/edb_ths_hf.go

package models

import (
	"encoding/json"
	"eta/eta_index_lib/models/mgo"
	"eta/eta_index_lib/utils"
	"fmt"
	"github.com/beego/beego/v2/client/orm"
	"github.com/shopspring/decimal"
	"go.mongodb.org/mongo-driver/bson"
	"reflect"
	"sort"
	"time"
)

// EdbThsHf 自有数据
type EdbThsHf struct{}

// GetSource 获取来源编码id
func (obj EdbThsHf) GetSource() int {
	return utils.DATA_SOURCE_THS
}

// GetSubSource 获取子来源编码id
func (obj EdbThsHf) GetSubSource() int {
	return utils.DATA_SUB_SOURCE_HIGH_FREQUENCY
}

// GetSourceName 获取来源名称
func (obj EdbThsHf) GetSourceName() string {
	return utils.DATA_SOURCE_NAME_THS
}

// GetEdbType 获取指标类型
func (obj EdbThsHf) GetEdbType() int {
	return utils.DEFAULT_EDB_TYPE
}

// ThsHfAddBaseParams
// @Description: 基础指标的添加参数
type ThsHfAddBaseParams struct {
	EdbCode         string `description:"指标编码"`
	EdbName         string `description:"指标名称"`
	Unit            string `description:"单位"`
	Frequency       string `description:"频度"`
	Sort            int    `description:"排序"`
	ClassifyId      int    `description:"所属分类"`
	SysUserId       int    `description:"用户id"`
	SysUserRealName string `description:"用户真实名称"`
	UniqueCode      string `description:"唯一编码"`
	ConvertRule     string `description:"转换规则"`
}

// ThsHfEditBaseParams
// @Description: 基础指标的修改参数
type ThsHfEditBaseParams struct {
	EdbCode         string   `description:"指标编码"`
	EdbName         string   `description:"指标名称"`
	EdbNameEn       string   `description:"指标名称（英文）"`
	Unit            string   `description:"单位"`
	UnitEn          string   `description:"单位（英文）"`
	ClassifyId      int      `description:"所属分类"`
	SysUserId       int      `description:"用户id"`
	SysUserRealName string   `description:"用户真实名称"`
	UniqueCode      string   `description:"编码"`
	Lang            string   `description:"语言版本"`
	EdbInfo         *EdbInfo `description:"指标信息"`
}

type ThsHfRefreshBaseParams struct {
	EdbInfo   *EdbInfo
	StartDate string
	EndDate   string
}

// Add
// @Description: 添加指标
func (obj EdbThsHf) Add(params ThsHfAddBaseParams, baseIndex *BaseFromThsHfIndex) (edbInfo *EdbInfo, err error) {
	o := orm.NewOrm()
	tx, e := o.Begin()
	if e != nil {
		err = fmt.Errorf("orm begin err: %v", e)
		return
	}
	defer func() {
		if err != nil {
			_ = tx.Rollback()
			utils.FileLog.Info(fmt.Sprintf("%s err: %v", reflect.TypeOf(obj).Name(), err))
			return
		}
		_ = tx.Commit()
	}()

	// 新增指标
	edbInfo = new(EdbInfo)
	edbInfo.Source = obj.GetSource()
	edbInfo.SubSource = obj.GetSubSource()
	edbInfo.SourceName = obj.GetSourceName()
	edbInfo.EdbType = obj.GetEdbType()
	edbInfo.EdbCode = params.EdbCode
	edbInfo.EdbName = params.EdbName
	edbInfo.EdbNameEn = params.EdbName
	edbInfo.EdbNameSource = params.EdbName
	edbInfo.Frequency = params.Frequency
	edbInfo.Unit = params.Unit
	edbInfo.UnitEn = params.Unit
	edbInfo.StartDate = baseIndex.StartDate.Format(utils.FormatDate) // 默认取源指标的时间, 刷新完成后更新
	edbInfo.EndDate = baseIndex.EndDate.Format(utils.FormatDate)
	edbInfo.ClassifyId = params.ClassifyId
	edbInfo.SysUserId = params.SysUserId
	edbInfo.SysUserRealName = params.SysUserRealName
	edbInfo.Sort = params.Sort
	edbInfo.TerminalCode = baseIndex.TerminalCode
	edbInfo.UniqueCode = params.UniqueCode
	edbInfo.CreateTime = time.Now()
	edbInfo.ModifyTime = time.Now()
	edbInfoId, e := tx.Insert(edbInfo)
	if e != nil {
		err = fmt.Errorf("insert edb err: %v", e)
		return
	}
	edbInfo.EdbInfoId = int(edbInfoId)

	// 新增指标关联
	edbMapping := new(BaseFromEdbMapping)
	edbMapping.BaseFromIndexId = baseIndex.BaseFromThsHfIndexId
	edbMapping.BaseIndexCode = baseIndex.IndexCode
	edbMapping.EdbInfoId = edbInfo.EdbInfoId
	edbMapping.EdbCode = edbInfo.EdbCode
	edbMapping.Source = obj.GetSource()
	edbMapping.SubSource = obj.GetSubSource()
	edbMapping.ConvertRule = params.ConvertRule
	edbMapping.CreateTime = time.Now().Local()
	edbMapping.ModifyTime = time.Now().Local()
	edbMappingId, e := tx.Insert(edbMapping)
	if e != nil {
		err = fmt.Errorf("insert base edb mapping err: %v", e)
		return
	}
	edbMapping.Id = int(edbMappingId)

	// 刷新数据
	err = obj.Refresh(edbInfo, edbMapping, "")
	return
}

func (obj EdbThsHf) Refresh(edbInfo *EdbInfo, edbBaseMapping *BaseFromEdbMapping, startDate string) (err error) {
	if utils.UseMongo {
		return obj.refreshByMongo(edbInfo, edbBaseMapping, startDate)
	}
	return obj.refreshByMysql(edbInfo, edbBaseMapping, startDate)
}

func (obj EdbThsHf) refreshByMysql(edbInfo *EdbInfo, edbBaseMapping *BaseFromEdbMapping, startDate string) (err error) {
	if edbInfo == nil || edbBaseMapping == nil {
		err = fmt.Errorf("指标信息/关联信息有误, EdbInfo: %v, EdbBaseMapping: %v", edbInfo, edbBaseMapping)
		return
	}

	// 真实数据的最大日期, 插入规则配置的日期
	var realDataMaxDate, edbDataInsertConfigDate time.Time
	var edbDataInsertConfig *EdbDataInsertConfig
	var isFindConfigDateRealData bool
	{
		conf, e := GetEdbDataInsertConfigByEdbId(edbInfo.EdbInfoId)
		if e != nil && e.Error() != utils.ErrNoRow() {
			err = fmt.Errorf("GetEdbDataInsertConfigByEdbId err: %v", e)
			return
		}
		edbDataInsertConfig = conf
		if edbDataInsertConfig != nil {
			edbDataInsertConfigDate = edbDataInsertConfig.Date
		}
	}

	// 查询时间为开始时间-3d
	var queryDate string
	if startDate != "" {
		st, e := time.ParseInLocation(utils.FormatDate, startDate, time.Local)
		if e != nil {
			err = fmt.Errorf("刷新开始时间有误, %v", e)
			return
		}
		queryDate = st.AddDate(0, 0, -3).Format(utils.FormatDate)
	}

	// 源指标数据
	baseDataList := make([]*BaseFromThsHfData, 0)
	{
		ob := new(BaseFromThsHfData)
		cond := fmt.Sprintf(" AND %s = ?", ob.Cols().IndexCode)
		pars := make([]interface{}, 0)
		pars = append(pars, edbBaseMapping.BaseIndexCode)
		if queryDate != "" {
			cond += fmt.Sprintf(" AND %s >= ?", ob.Cols().DataTime)
			pars = append(pars, queryDate)
		}
		list, e := ob.GetItemsByCondition(cond, pars, []string{}, fmt.Sprintf("%s ASC", ob.Cols().DataTime))
		if e != nil {
			err = fmt.Errorf("获取数据源数据失败, %v", e)
			return
		}
		baseDataList = list
	}

	// 转换数据
	convertRule := new(ThsHfIndexConvert2EdbRule)
	if e := json.Unmarshal([]byte(edbBaseMapping.ConvertRule), &convertRule); e != nil {
		err = fmt.Errorf("转换规则有误, %v", e)
		return
	}
	convertOriginData := make([]*ThsHfConvertOriginData, 0)
	for _, v := range baseDataList {
		convertOriginData = append(convertOriginData, &ThsHfConvertOriginData{
			DataTime: v.DataTime,
			Value:    v.Value,
		})
	}
	convertData, e := ThsHfConvertData2DayByRule(convertOriginData, convertRule)
	if e != nil {
		err = fmt.Errorf("转换数据失败, %v", e)
		return
	}
	if len(convertData) == 0 {
		utils.FileLog.Info("同花顺高频-转换无数据, EdbCode: %s", edbInfo.EdbCode)
		return
	}

	// 获取已有数据
	dataOb := new(EdbDataThsHf)
	dataExists := make(map[string]*EdbDataThsHf)
	searchExistMap := make(map[string]*EdbInfoSearchData)
	{
		cond := fmt.Sprintf(" AND %s = ?", dataOb.Cols().EdbInfoId)
		pars := make([]interface{}, 0)
		pars = append(pars, edbInfo.EdbInfoId)
		if queryDate != "" {
			cond += fmt.Sprintf(" AND %s >= ?", dataOb.Cols().DataTime)
			pars = append(pars, queryDate)
		}
		list, e := dataOb.GetItemsByCondition(cond, pars, []string{}, "")
		if e != nil {
			err = fmt.Errorf("获取指标数据失败, %v", e)
			return
		}
		for _, v := range list {
			dataExists[v.DataTime.Format(utils.FormatDate)] = v
			searchExistMap[v.DataTime.Format(utils.FormatDate)] = &EdbInfoSearchData{
				EdbDataId:     v.EdbDataId,
				EdbInfoId:     v.EdbInfoId,
				DataTime:      v.DataTime.Format(utils.FormatDate),
				Value:         v.Value,
				EdbCode:       v.EdbCode,
				DataTimestamp: v.DataTimestamp,
			}
		}
	}

	// 比对数据
	insertExist := make(map[string]bool)
	insertData := make([]*EdbDataThsHf, 0)
	updateData := make([]*EdbDataThsHf, 0)
	for k, v := range convertData {
		strDate := k.Format(utils.FormatDate)

		// 手动插入数据的判断
		if realDataMaxDate.IsZero() || k.After(realDataMaxDate) {
			realDataMaxDate = k
		}
		if edbDataInsertConfigDate.IsZero() || k.Equal(edbDataInsertConfigDate) {
			isFindConfigDateRealData = true
		}

		// 入库值
		saveVal := decimal.NewFromFloat(v).Round(4).String()
		d, e := decimal.NewFromString(saveVal)
		if e != nil {
			utils.FileLog.Info(fmt.Sprintf("EdbDataThsHf NewFromString err: %v", e))
			continue
		}
		saveFloat, _ := d.Float64()

		// 更新
		exists := dataExists[strDate]
		if exists != nil {
			existVal := decimal.NewFromFloat(exists.Value).Round(4).String()
			if saveVal != existVal {
				exists.Value = saveFloat
				updateData = append(updateData, exists)
			}
			continue
		}

		// 新增
		if insertExist[strDate] {
			continue
		}
		insertExist[strDate] = true

		timestamp := k.UnixNano() / 1e6
		insertData = append(insertData, &EdbDataThsHf{
			EdbInfoId:     edbInfo.EdbInfoId,
			EdbCode:       edbInfo.EdbCode,
			DataTime:      k,
			Value:         saveFloat,
			CreateTime:    time.Now(),
			ModifyTime:    time.Now(),
			DataTimestamp: timestamp,
		})
	}

	// 批量新增/更新
	if len(insertData) > 0 {
		if e = dataOb.CreateMulti(insertData); e != nil {
			err = fmt.Errorf("批量新增指标数据失败, %v", e)
			return
		}
	}
	if len(updateData) > 0 {
		if e = dataOb.MultiUpdateValue(updateData); e != nil {
			err = fmt.Errorf("批量更新指标数据失败, %v", e)
			return
		}
	}

	// 处理手工数据补充的配置
	HandleConfigInsertEdbData(realDataMaxDate, edbDataInsertConfig, edbInfo.EdbInfoId, obj.GetSource(), obj.GetSubSource(), searchExistMap, isFindConfigDateRealData)
	return
}

func (obj EdbThsHf) refreshByMongo(edbInfo *EdbInfo, edbBaseMapping *BaseFromEdbMapping, startDate string) (err error) {
	defer func() {
		if err != nil {
			utils.FileLog.Info(fmt.Sprintf("refreshByMongo, err: %v", err))
		}
	}()

	var realDataMaxDate, edbDataInsertConfigDate time.Time
	var edbDataInsertConfig *EdbDataInsertConfig
	var isFindConfigDateRealData bool //是否找到配置日期的实际数据的值
	{
		insertConfig, e := GetEdbDataInsertConfigByEdbId(edbInfo.EdbInfoId)
		if e != nil && e.Error() != utils.ErrNoRow() {
			err = fmt.Errorf("GetEdbDataInsertConfigByEdbId, err: %v", e)
			return
		}
		edbDataInsertConfig = insertConfig
		if edbDataInsertConfig != nil {
			edbDataInsertConfigDate = edbDataInsertConfig.Date
		}
	}

	// 查询时间为开始时间-3d
	var queryDate string
	if startDate != "" {
		st, e := time.ParseInLocation(utils.FormatDate, startDate, time.Local)
		if e != nil {
			err = fmt.Errorf("刷新开始时间有误, %v", e)
			return
		}
		queryDate = st.AddDate(0, 0, -3).Format(utils.FormatDate)
	}

	// 获取源指标数据
	baseDataList, e := obj.getBaseIndexDataByMongo(edbBaseMapping.BaseIndexCode, queryDate)
	if e != nil {
		err = fmt.Errorf("getBaseIndexDataByMongo, err: %v", e)
		return
	}

	// 转换数据
	convertRule := new(ThsHfIndexConvert2EdbRule)
	if e := json.Unmarshal([]byte(edbBaseMapping.ConvertRule), &convertRule); e != nil {
		err = fmt.Errorf("转换规则有误, %v", e)
		return
	}
	convertOriginData := make([]*ThsHfConvertOriginData, 0)
	for _, v := range baseDataList {
		convertOriginData = append(convertOriginData, &ThsHfConvertOriginData{
			DataTime: v.DataTime,
			Value:    v.Value,
		})
	}
	convertData, e := ThsHfConvertData2DayByRule(convertOriginData, convertRule)
	if e != nil {
		err = fmt.Errorf("转换数据失败, %v", e)
		return
	}
	if len(convertData) == 0 {
		utils.FileLog.Info("同花顺高频-转换无数据, EdbCode: %s", edbInfo.EdbCode)
		return
	}

	//获取指标所有数据
	existDataList := make([]*mgo.EdbDataThsHf, 0)
	mogDataObj := new(mgo.EdbDataThsHf)
	{
		// 构建查询条件
		queryConditions := bson.M{
			"edb_code": edbInfo.EdbCode,
		}

		if queryDate != `` {
			//获取已存在的所有数据
			startDateTime, e := time.ParseInLocation(utils.FormatDate, queryDate, time.Local)
			if e != nil {
				err = fmt.Errorf("startDateTime parse err: %v", e)
				return
			}
			queryConditions["data_time"] = bson.M{"$gte": startDateTime}
		}
		existDataList, e = mogDataObj.GetAllDataList(queryConditions, []string{"data_time"})
		if e != nil {
			err = fmt.Errorf("GetAllDataList, err: %v", e)
			return
		}
	}

	existDataMap := make(map[string]*mgo.EdbDataThsHf)
	//removeDataTimeMap := make(map[string]bool) //需要移除的日期数据
	for _, v := range existDataList {
		tmpDate := v.DataTime.Format(utils.FormatDate)
		existDataMap[tmpDate] = v
		//removeDataTimeMap[tmpDate] = true
	}

	// 待添加的数据集
	addDataList := make([]interface{}, 0)
	updateDataList := make([]mgo.EdbDataThsHf, 0)

	insertExist := make(map[string]bool)
	for k, v := range convertData {
		strDate := k.Format(utils.FormatDate)

		// 手动插入数据的判断
		if realDataMaxDate.IsZero() || k.After(realDataMaxDate) {
			realDataMaxDate = k
		}
		if edbDataInsertConfigDate.IsZero() || k.Equal(edbDataInsertConfigDate) {
			isFindConfigDateRealData = true
		}

		// 入库值
		saveVal := decimal.NewFromFloat(v).Round(4).String()
		d, e := decimal.NewFromString(saveVal)
		if e != nil {
			utils.FileLog.Info(fmt.Sprintf("EdbDataThsHf NewFromString err: %v", e))
			continue
		}
		saveFloat, _ := d.Float64()

		// 更新
		exists := existDataMap[strDate]
		if exists != nil {
			existVal := decimal.NewFromFloat(exists.Value).Round(4).String()
			if saveVal != existVal {
				exists.Value = saveFloat
				updateDataList = append(updateDataList, *exists)
			}
			continue
		}

		// 新增
		if insertExist[strDate] {
			continue
		}
		insertExist[strDate] = true

		timestamp := k.UnixNano() / 1e6
		addDataList = append(addDataList, &mgo.EdbDataThsHf{
			EdbInfoId:     edbInfo.EdbInfoId,
			EdbCode:       edbInfo.EdbCode,
			DataTime:      k,
			Value:         saveFloat,
			CreateTime:    time.Now(),
			ModifyTime:    time.Now(),
			DataTimestamp: timestamp,
		})
	}

	// 入库
	{
		coll := mogDataObj.GetCollection()

		//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([]time.Time, 0)
		//	for dateTime := range removeDataTimeMap {
		//		//获取已存在的所有数据
		//		tmpDateTime, e := time.ParseInLocation(utils.FormatDate, dateTime, time.Local)
		//		if e != nil {
		//			err = fmt.Errorf("tmpDateTime parse err: %v", e)
		//			return
		//		}
		//		removeDateList = append(removeDateList, tmpDateTime)
		//	}
		//	removeNum := len(removeDateList)
		//	if removeNum > 0 {
		//		if e = mogDataObj.RemoveManyByColl(coll, bson.M{"edb_code": edbInfo.EdbCode, "data_time": bson.M{"$in": removeDateList}}); e != nil {
		//			err = fmt.Errorf("RemoveManyByColl, err: %v", e)
		//			return
		//		}
		//	}
		//}

		// 插入新数据
		if len(addDataList) > 0 {
			if e = mogDataObj.BatchInsertDataByColl(coll, 500, addDataList); e != nil {
				err = fmt.Errorf("BatchInsertDataByColl, err: %v", e)
				return
			}
		}

		// 修改历史数据
		if len(updateDataList) > 0 {
			for _, v := range updateDataList {
				if e = mogDataObj.UpdateDataByColl(coll, bson.M{"_id": v.ID}, bson.M{"$set": bson.M{"value": v.Value, "modify_time": v.ModifyTime}}); e != nil {
					err = fmt.Errorf("UpdateDataByColl, err: %v", e)
					return
				}
			}
		}
	}

	// 处理手工数据补充的配置
	obj.HandleConfigInsertEdbDataByMongo(realDataMaxDate, edbDataInsertConfig, edbInfo.EdbInfoId, edbInfo.Source, edbInfo.SubSource, existDataMap, isFindConfigDateRealData)
	return
}

type ThsHfConvertOriginData struct {
	DataTime time.Time `description:"数据日期（至时分秒）"`
	Value    float64   `description:"数据值"`
}

// ThsHfConvertData2DayByRule 原指标数据转换为日度数据
func ThsHfConvertData2DayByRule(originData []*ThsHfConvertOriginData, convertRule *ThsHfIndexConvert2EdbRule) (timeData map[time.Time]float64, err error) {
	// PS: originData为期望开始日期前三日(有两天非交易日, 那么周一的前日应当算上周五的)至结束日期的数据
	timeData = make(map[time.Time]float64)
	if len(originData) == 0 || convertRule == nil {
		return
	}
	if !utils.InArrayByInt([]int{1, 2}, convertRule.ConvertType) {
		err = fmt.Errorf("取值类型有误, ConvertType: %d", convertRule.ConvertType)
		return
	}

	// 升序排序
	sort.Slice(originData, func(i, j int) bool {
		return originData[i].DataTime.Before(originData[j].DataTime)
	})

	// 将数据根据日期进行分组
	var sortDates []string
	groupDateData := make(map[string][]*ThsHfConvertOriginData)
	for _, v := range originData {
		d := v.DataTime.Format(utils.FormatDate)
		if !utils.InArrayByStr(sortDates, d) {
			sortDates = append(sortDates, d)
		}
		if groupDateData[d] == nil {
			groupDateData[d] = make([]*ThsHfConvertOriginData, 0)
		}
		groupDateData[d] = append(groupDateData[d], v)
	}

	// 取值方式-指定时间的值
	if convertRule.ConvertType == 1 {
		for k, v := range sortDates {
			todayTime, e := time.ParseInLocation(utils.FormatDate, v, time.Local)
			if e != nil {
				utils.FileLog.Info("当日日期转换有误, date: %s, err: %v", v, e)
				continue
			}
			var timeTarget time.Time
			dateData := make([]*ThsHfConvertOriginData, 0)

			// 当日
			if convertRule.ConvertFixed.FixedDay == 1 {
				tg, e := time.ParseInLocation(utils.FormatDateTime, fmt.Sprintf("%s %s", v, convertRule.ConvertFixed.FixedTime), time.Local)
				if e != nil {
					utils.FileLog.Info(fmt.Sprintf("当日timeTarget转换有误, %v", e))
					continue
				}
				timeTarget = tg

				dt := groupDateData[v]
				if dt == nil {
					utils.FileLog.Info(fmt.Sprintf("%s当日无数据", v))
					continue
				}
				if len(dt) == 0 {
					continue
				}
				dateData = dt
			}

			// 前一日
			if convertRule.ConvertFixed.FixedDay == 2 {
				if k < 1 {
					utils.FileLog.Info(fmt.Sprintf("%s前日无数据", v))
					continue
				}
				preDate := sortDates[k-1]

				tg, e := time.ParseInLocation(utils.FormatDateTime, fmt.Sprintf("%s %s", preDate, convertRule.ConvertFixed.FixedTime), time.Local)
				if e != nil {
					utils.FileLog.Info(fmt.Sprintf("前日timeTarget转换有误, %v", e))
					continue
				}
				timeTarget = tg

				dt := groupDateData[preDate]
				if dt == nil {
					utils.FileLog.Info(fmt.Sprintf("%s前日无数据", v))
					continue
				}
				if len(dt) == 0 {
					continue
				}
				dateData = dt
			}
			if len(dateData) == 0 {
				utils.FileLog.Info("日期%s无数据序列", v)
				continue
			}

			// 重新获取数据序列中, 时间在目标时间点之后的
			newDateData := make([]*ThsHfConvertOriginData, 0)
			for kv, dv := range dateData {
				if dv.DataTime.Before(timeTarget) {
					continue
				}
				// 由于升序排列, 直接取之后所有的数据
				newDateData = append(newDateData, dateData[kv:]...)
				break
			}

			// 取重组后当日数据中的第一个(有可能目标时间点无值, 那么取之后时间最近的值)
			if len(newDateData) == 0 {
				utils.FileLog.Info("日期%s无有效数据", v)
				continue
			}
			timeData[todayTime] = newDateData[0].Value
		}
		return
	}

	// 取值方式-区间计算值
	for k, v := range sortDates {
		todayTime, e := time.ParseInLocation(utils.FormatDate, v, time.Local)
		if e != nil {
			utils.FileLog.Info("当日日期转换有误, date: %s, err: %v", v, e)
			continue
		}
		var thisDate, preDate string
		thisDate = v
		if k > 1 {
			preDate = sortDates[k-1]
		}
		var startTimeTarget, endTimeTarget time.Time

		// 起始时间-当日/前一日
		if convertRule.ConvertArea.StartDay == 1 {
			tg, e := time.ParseInLocation(utils.FormatDateTime, fmt.Sprintf("%s %s", thisDate, convertRule.ConvertArea.StartTime), time.Local)
			if e != nil {
				utils.FileLog.Info(fmt.Sprintf("当日startTimeTarget转换有误, %v", e))
				continue
			}
			startTimeTarget = tg
		}
		if convertRule.ConvertArea.StartDay == 2 {
			if preDate == "" {
				utils.FileLog.Info(fmt.Sprintf("%s前日无数据", v))
				continue
			}
			tg, e := time.ParseInLocation(utils.FormatDateTime, fmt.Sprintf("%s %s", preDate, convertRule.ConvertArea.StartTime), time.Local)
			if e != nil {
				utils.FileLog.Info(fmt.Sprintf("前日startTimeTarget转换有误, %v", e))
				continue
			}
			startTimeTarget = tg
		}

		// 截止时间-当日/前一日
		if convertRule.ConvertArea.EndDay == 1 {
			tg, e := time.ParseInLocation(utils.FormatDateTime, fmt.Sprintf("%s %s", thisDate, convertRule.ConvertArea.EndTime), time.Local)
			if e != nil {
				utils.FileLog.Info(fmt.Sprintf("当日endTimeTarget转换有误, %v", e))
				continue
			}
			endTimeTarget = tg
		}
		if convertRule.ConvertArea.EndDay == 2 {
			if preDate == "" {
				utils.FileLog.Info(fmt.Sprintf("%s前日无数据", v))
				continue
			}
			tg, e := time.ParseInLocation(utils.FormatDateTime, fmt.Sprintf("%s %s", preDate, convertRule.ConvertArea.EndTime), time.Local)
			if e != nil {
				utils.FileLog.Info(fmt.Sprintf("前日endTimeTarget转换有误, %v", e))
				continue
			}
			endTimeTarget = tg
		}
		if startTimeTarget.IsZero() || endTimeTarget.IsZero() {
			utils.FileLog.Info(fmt.Sprintf("起始截止时间有误, start: %v, end: %v", startTimeTarget, endTimeTarget))
			continue
		}

		// 合并前日当日数据
		dateData := make([]*ThsHfConvertOriginData, 0)
		if convertRule.ConvertArea.StartDay == 1 && convertRule.ConvertArea.EndDay == 1 {
			// 起始截止均为当日
			dateData = groupDateData[thisDate]
			if dateData == nil {
				utils.FileLog.Info(fmt.Sprintf("%s当日无数据", thisDate))
				continue
			}
			if len(dateData) == 0 {
				utils.FileLog.Info(fmt.Sprintf("%s当日无数据", thisDate))
				continue
			}
		} else {
			if preDate == "" {
				continue
			}
			// 起始截止时间含前日
			preData := groupDateData[preDate]
			if preData == nil {
				utils.FileLog.Info(fmt.Sprintf("%s前日无数据", thisDate))
				continue
			}
			if len(preData) == 0 {
				utils.FileLog.Info(fmt.Sprintf("%s前日无数据", thisDate))
				continue
			}
			thisData := groupDateData[thisDate]
			if thisData == nil {
				utils.FileLog.Info(fmt.Sprintf("%s当日无数据", thisDate))
				continue
			}
			if len(thisData) == 0 {
				utils.FileLog.Info(fmt.Sprintf("%s当日无数据", thisDate))
				continue
			}
			dateData = append(dateData, preData...)
			dateData = append(dateData, thisData...)
		}
		if len(dateData) == 0 {
			utils.FileLog.Info("日期%s无数据序列", v)
			continue
		}

		// 重组时间区间内的数据
		newDateData := make([]*ThsHfConvertOriginData, 0)
		for _, dv := range dateData {
			if dv.DataTime.Before(startTimeTarget) || dv.DataTime.After(endTimeTarget) {
				continue
			}
			newDateData = append(newDateData, dv)
		}
		if len(newDateData) == 0 {
			utils.FileLog.Info(fmt.Sprintf("时间区间内无数据, start: %v, end: %v", startTimeTarget, endTimeTarget))
			continue
		}

		// 取出区间内的均值/最值
		var avgVal, minVal, maxVal, sumVal float64
		minVal, maxVal = newDateData[0].Value, newDateData[0].Value
		for _, nv := range newDateData {
			sumVal += nv.Value
			if nv.Value > maxVal {
				maxVal = nv.Value
			}
			if nv.Value < minVal {
				minVal = nv.Value
			}
		}
		avgVal = sumVal / float64(len(newDateData))

		switch convertRule.ConvertArea.CalculateType {
		case 1:
			timeData[todayTime] = avgVal
		case 2:
			timeData[todayTime] = maxVal
		case 3:
			timeData[todayTime] = minVal
		default:
			utils.FileLog.Info(fmt.Sprintf("计算方式有误, CalculateType: %d", convertRule.ConvertArea.CalculateType))
		}
	}
	return
}

func (obj EdbThsHf) getBaseIndexDataByMongo(baseIndexCode, startDate string) (newDataList []EdbInfoMgoData, err error) {
	newDataList = make([]EdbInfoMgoData, 0)

	// 获取数据源的指标数据
	mogDataObj := new(mgo.BaseFromThsHfData)

	// 构建查询条件
	queryConditions := bson.M{
		"index_code": baseIndexCode,
	}

	if startDate != `` {
		//获取已存在的所有数据
		startDateTime, tmpErr := time.ParseInLocation(utils.FormatDate, startDate, time.Local)
		if tmpErr != nil {
			err = tmpErr
			return
		}
		queryConditions["data_time"] = bson.M{"$gte": startDateTime}
	}

	baseDataList, err := mogDataObj.GetAllDataList(queryConditions, []string{"data_time"})
	if err != nil {
		fmt.Println("GetAllDataList Err:" + err.Error())
		return
	}

	for _, v := range baseDataList {
		newDataList = append(newDataList, EdbInfoMgoData{
			//EdbDataId: v.ID,
			DataTime: v.DataTime,
			Value:    v.Value,
			EdbCode:  v.IndexCode,
		})
	}
	return
}

func (obj EdbThsHf) HandleConfigInsertEdbDataByMongo(realDataMaxDate time.Time, edbDataInsertConfig *EdbDataInsertConfig, edbInfoId, source, subSource int, existMap map[string]*mgo.EdbDataThsHf, isFindConfigDateRealData bool) {
	if edbDataInsertConfig == nil {
		return
	}
	var err error
	defer func() {
		if err != nil {
			utils.FileLog.Info(fmt.Sprintf("ThsHf-HandleConfigInsertEdbDataByMongo, err: %v", err))
		}
	}()

	edbDataInsertConfigDate := edbDataInsertConfig.Date // 配置的日期

	// 如果存在真实数据的最大日期  && 存在配置插入数据的最大日期  && 真实数据的最大日期 晚于/等于 配置插入数据的最大日期
	if realDataMaxDate.After(edbDataInsertConfigDate) || realDataMaxDate.Equal(edbDataInsertConfigDate) {
		go DeleteEdbDataInsertConfigByEdbId(edbInfoId)

		mogDataObj := mgo.EdbDataThsHf{}
		coll := mogDataObj.GetCollection()
		edbDataInsertConfigDateStr := edbDataInsertConfigDate.Format(utils.FormatDate)
		// 如果没有找到找到配置日期的实际数据，那么就直接删除
		if item, ok := existMap[edbDataInsertConfigDateStr]; ok && !isFindConfigDateRealData {
			mogDataObj.RemoveManyByColl(coll, bson.M{"_id": item.ID})
		}
	} else {
		o := orm.NewOrm()
		edbDataInsertConfig.RealDate = realDataMaxDate
		_, err = o.Update(edbDataInsertConfig, "RealDate")
	}
	return
}

func (obj EdbThsHf) UnifiedModifyEdbInfoMaxAndMinInfo(edbInfo *EdbInfo) (err error) {
	if utils.UseMongo {
		edbInfoMaxAndMinInfo, tmpErr := obj.getEdbInfoMaxAndMinInfoByMongo(edbInfo.EdbCode)
		// 如果正常获取到了，那就去修改指标的最大最小值
		if tmpErr == nil && edbInfoMaxAndMinInfo != nil {
			err = ModifyEdbInfoMaxAndMinInfo(edbInfo.EdbInfoId, edbInfoMaxAndMinInfo)
		} else {
			// 清空的目的是为了避免异常返回
			err = nil
		}
	} else {
		err, _ = UnifiedModifyEdbInfoMaxAndMinInfo(edbInfo)
	}

	return
}

func (obj EdbThsHf) getEdbInfoMaxAndMinInfoByMongo(edbCode string) (item *EdbInfoMaxAndMinInfo, err error) {
	mogDataObj := new(mgo.EdbDataThsHf)
	pipeline := []bson.M{
		{"$match": bson.M{"edb_code": edbCode}},
		{"$group": bson.M{
			"_id":       nil,
			"min_date":  bson.M{"$min": "$data_time"},
			"max_date":  bson.M{"$max": "$data_time"},
			"min_value": bson.M{"$min": "$value"},
			"max_value": bson.M{"$max": "$value"},
		}},
		{"$project": bson.M{"_id": 0}}, // 可选，如果不需要_id字段
	}
	result, err := mogDataObj.GetEdbInfoMaxAndMinInfo(pipeline)
	if err != nil {
		fmt.Println("EdbDataBusiness getEdbDataBusinessList Err:" + err.Error())
		return
	}

	if !result.MaxDate.IsZero() {
		whereQuery := bson.M{"edb_code": edbCode, "data_time": result.MaxDate}
		selectParam := bson.D{{"value", 1}, {"_id", 0}}
		latestValue, tmpErr := mogDataObj.GetLatestValue(whereQuery, selectParam)
		if tmpErr != nil {
			err = tmpErr
			return
		}
		result.LatestValue = latestValue.Value
		result.EndValue = latestValue.Value
	}

	item = &EdbInfoMaxAndMinInfo{
		MinDate:     result.MinDate.Format(utils.FormatDate),
		MaxDate:     result.MaxDate.Format(utils.FormatDate),
		MinValue:    result.MinValue,
		MaxValue:    result.MaxValue,
		LatestValue: result.LatestValue,
		LatestDate:  result.LatestDate.Format(utils.FormatDate),
		EndValue:    result.EndValue,
	}

	return
}