package models import ( "errors" "eta/eta_index_lib/utils" "fmt" "github.com/beego/beego/v2/client/orm" "github.com/shopspring/decimal" "github.com/yidane/formula" "strconv" "strings" "time" ) // PredictEdbInfoCalculateSaveReq 预测计算(运算)指标请求参数 type PredictEdbInfoCalculateSaveReq struct { AdminId int `description:"添加人id"` AdminName string `description:"添加人名称"` EdbName string `description:"指标名称"` Frequency string `description:"频率"` Unit string `description:"单位"` ClassifyId int `description:"分类id"` CalculateFormula string `description:"计算公式"` EdbInfoIdArr []struct { EdbInfoId int `description:"指标id"` FromTag string `description:"指标对应标签"` } } // PredictCalculateItems 预测计算(运算)指标信息 type PredictCalculateItems struct { EdbInfoId int DataMap map[string]float64 } // EditPredictCalculate 新增预测计算(运算)指标 func EditPredictCalculate(edbInfo *EdbInfo, calculateMappingList []*EdbInfoCalculateMapping) (err error) { o := orm.NewOrm() to, err := o.Begin() if err != nil { return } defer func() { if err != nil { tmpErr := to.Rollback() errMsg := fmt.Sprintf("AddPredictCalculate Err:%s" + err.Error()) if tmpErr != nil { errMsg += `;rollback失败:` + tmpErr.Error() } utils.FileLog.Info(errMsg) return } tmpErr := to.Commit() if tmpErr != nil { errMsg := fmt.Sprintf("AddPredictCalculate commit Err:%s" + tmpErr.Error()) utils.FileLog.Info(errMsg) } }() // 修改指标信息 _, err = to.Update(edbInfo, "EdbName", "Frequency", "Unit", "ClassifyId", "CalculateFormula") if err != nil { 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 { err = errors.New("删除计算指标关联关系失败,Err:" + err.Error()) return } // 插入新的关系表 if len(calculateMappingList) > 0 { _, err = to.InsertMulti(len(calculateMappingList), calculateMappingList) } //数据表 tableName := GetEdbDataTableName(edbInfo.Source) //清空原有数据 sql = ` DELETE FROM ` + tableName + ` WHERE edb_info_id = ? ` _, err = o.Raw(sql, edbInfo.EdbInfoId).Exec() if err != nil { return } return } // AddPredictCalculateData 新增预测计算(运算)指标的数据 func AddPredictCalculateDataBak(edbInfoIdList []*EdbInfo, edbInfoId int, edbCode, formulaStr string, edbInfoIdBytes []string) (latestDateStr string, latestValue float64, err error) { o := orm.NewOrm() defer func() { if err != nil { utils.FileLog.Info(fmt.Sprintf("Calculate Err:%s" + err.Error())) } }() var minLatestDate time.Time oldSaveDataMap := make(map[string]map[int]float64) saveDataMap := make(map[string]map[int]float64) dateList := make([]string, 0) for edbInfoIndex, v := range edbInfoIdList { tmpLatestDate, tmpErr := time.ParseInLocation(utils.FormatDate, v.LatestDate, time.Local) if tmpErr != nil { err = errors.New(`最近的日期格式化失败;日期:` + v.LatestDate + `;err:` + tmpErr.Error()) return } // 如果不存在最小的真实数据日期,那么将当前指标的真实数据日期给赋值; // 如果存在最小的真实数据日期,同时当前指标的真实数据日期 早于 最小的真实数据日期, 那么将当前指标的真实数据日期给赋值; if minLatestDate.IsZero() || tmpLatestDate.Before(minLatestDate) { minLatestDate = tmpLatestDate } dataList, tmpErr := GetPredictEdbDataListAll(v, 1) if tmpErr != nil { err = tmpErr return } dataMap := make(map[string]float64) for _, dv := range dataList { // 现有实际数据 if val, ok := oldSaveDataMap[dv.DataTime]; ok { if _, ok := val[v.EdbInfoId]; !ok { val[v.EdbInfoId] = dv.Value } } else { temp := make(map[int]float64) temp[v.EdbInfoId] = dv.Value oldSaveDataMap[dv.DataTime] = temp } // 待处理的数据 if val, ok := saveDataMap[dv.DataTime]; ok { if _, ok := val[v.EdbInfoId]; !ok { val[v.EdbInfoId] = dv.Value } } else { temp := make(map[int]float64) temp[v.EdbInfoId] = dv.Value saveDataMap[dv.DataTime] = temp } // 以第一个指标的日期作为基准日期 if edbInfoIndex == 0 { dateList = append(dateList, dv.DataTime) } } item := new(PredictCalculateItems) item.EdbInfoId = v.EdbInfoId item.DataMap = dataMap } //数据处理,将日期内不全的数据做补全 handleDateSaveDataMap(dateList, oldSaveDataMap, saveDataMap, edbInfoIdList) formulaMap := utils.CheckFormula(formulaStr) addSql := ` INSERT INTO edb_data_predict_calculate (edb_info_id,edb_code,data_time,value,create_time,modify_time,data_timestamp) values ` nowStr := time.Now().Format(utils.FormatDateTime) var isAdd bool if !minLatestDate.IsZero() { latestDateStr = minLatestDate.Format(utils.FormatDate) } for sk, sv := range saveDataMap { formulaStr = strings.ToUpper(formulaStr) formulaFormStr := ReplaceFormula(edbInfoIdList, sv, formulaMap, formulaStr, edbInfoIdBytes) if formulaStr == "" { return } if formulaFormStr != "" { expression := formula.NewExpression(formulaFormStr) calResult, tmpErr := expression.Evaluate() if tmpErr != nil { err = errors.New("计算失败:Err:" + tmpErr.Error() + ";formulaStr:" + formulaFormStr) fmt.Println(err) return } calVal, tmpErr := calResult.Float64() if tmpErr != nil { err = errors.New("计算失败:获取计算值失败 Err:" + tmpErr.Error() + ";formulaStr:" + formulaFormStr) fmt.Println(err) return } //需要存入的数据 { if latestDateStr == sk { latestValue, _ = decimal.NewFromFloat(calVal).Truncate(4).Float64() //保留4位小数 } dataTime, _ := time.ParseInLocation(utils.FormatDate, sk, time.Local) timestamp := dataTime.UnixNano() / 1e6 timeStr := fmt.Sprintf("%d", timestamp) addSql += "(" addSql += strconv.Itoa(edbInfoId) + "," + "'" + edbCode + "'" + "," + "'" + sk + "'" + "," + utils.SubFloatToString(calVal, 4) + "," + "'" + nowStr + "'" + "," + "'" + nowStr + "'" + "," + "'" + timeStr + "'" addSql += ")," isAdd = true } } else { fmt.Println("formulaFormStr is empty") } } if isAdd { addSql = strings.TrimRight(addSql, ",") _, err = o.Raw(addSql).Exec() if err != nil { fmt.Println("AddPredictCalculate Err:" + err.Error()) //errMsg = " tx.Exec Err :" + err.Error() return } } return } func AddPredictCalculateData(edbInfoIdList []*EdbInfo, edbInfo *EdbInfo, edbCode, formulaStr string, edbInfoIdBytes []string) (latestDateStr string, latestValue float64, err error) { o := orm.NewOrm() to, err := o.Begin() if err != nil { return } defer func() { if err != nil { fmt.Println("AddPredictCalculateData Calculate,Err:" + err.Error()) _ = to.Rollback() } else { _ = to.Commit() } }() latestDateStr, latestValue, err = refreshAllPredictCalculate(to, edbInfoIdList, edbInfo.EdbInfoId, edbInfo.Source, edbCode, formulaStr, "", edbInfoIdBytes) return } // RefreshAllPredictCalculate 刷新预测计算指标的全部数据 func RefreshAllPredictCalculate(edbInfoIdList []*EdbInfo, edbInfoId, source int, edbCode, formulaStr, startDate string, edbInfoIdBytes []string) (latestDateStr string, latestValue float64, err error) { o := orm.NewOrm() to, err := o.Begin() if err != nil { return } defer func() { if err != nil { fmt.Println("RefreshAllCalculate,Err:" + err.Error()) _ = to.Rollback() } else { _ = to.Commit() } }() latestDateStr, latestValue, err = refreshAllPredictCalculate(to, edbInfoIdList, edbInfoId, source, edbCode, formulaStr, startDate, edbInfoIdBytes) return } // refreshAllPredictCalculate 刷新预测计算指标的全部数据 func refreshAllPredictCalculate(to orm.TxOrmer, edbInfoIdList []*EdbInfo, edbInfoId, source int, edbCode, formulaStr, startDate string, edbInfoIdBytes []string) (latestDateStr string, latestValue float64, err error) { fmt.Println("startDate:", startDate) var minLatestDate time.Time realSaveDataMap := make(map[string]map[int]float64) saveDataMap := make(map[string]map[int]float64) dateList := make([]string, 0) for edbInfoIndex, v := range edbInfoIdList { tmpLatestDate, tmpErr := time.ParseInLocation(utils.FormatDate, v.LatestDate, time.Local) if tmpErr != nil { err = errors.New(`最近的日期格式化失败;日期:` + v.LatestDate + `;err:` + tmpErr.Error()) return } if minLatestDate.IsZero() || tmpLatestDate.Before(minLatestDate) { minLatestDate = tmpLatestDate } // 获取关联指标数据 dataList, tmpErr := GetPredictEdbDataListAllByStartDate(v, 1, startDate) if tmpErr != nil { err = tmpErr return } dataMap := make(map[string]float64) for _, dv := range dataList { // 现有实际数据 if val, ok := realSaveDataMap[dv.DataTime]; ok { if _, ok := val[v.EdbInfoId]; !ok { val[v.EdbInfoId] = dv.Value } } else { temp := make(map[int]float64) temp[v.EdbInfoId] = dv.Value realSaveDataMap[dv.DataTime] = temp } // 待处理的数据 if val, ok := saveDataMap[dv.DataTime]; ok { if _, ok := val[v.EdbInfoId]; !ok { val[v.EdbInfoId] = dv.Value } } else { temp := make(map[int]float64) temp[v.EdbInfoId] = dv.Value saveDataMap[dv.DataTime] = temp } // 以第一个指标的日期作为基准日期 if edbInfoIndex == 0 { dateList = append(dateList, dv.DataTime) } } item := new(CalculateItems) item.EdbInfoId = v.EdbInfoId item.DataMap = dataMap } //数据处理,将日期内不全的数据做补全 handleDateSaveDataMap(dateList, realSaveDataMap, saveDataMap, edbInfoIdList) formulaMap := utils.CheckFormula(formulaStr) addSql := ` INSERT INTO edb_data_predict_calculate (edb_info_id,edb_code,data_time,value,create_time,modify_time,data_timestamp) values ` var isAdd bool if !minLatestDate.IsZero() { latestDateStr = minLatestDate.Format(utils.FormatDate) } //获取指标所有数据 dataList := make([]*EdbData, 0) dataTableName := GetEdbDataTableName(source) sql := `SELECT * FROM %s WHERE edb_info_id=? ` sql = fmt.Sprintf(sql, dataTableName) _, err = to.Raw(sql, edbInfoId).QueryRows(&dataList) if err != nil { return } dataMap := make(map[string]string) for _, v := range dataList { dataMap[v.DataTime] = v.Value } edbInfoIdStr := strconv.Itoa(edbInfoId) existDataMap := make(map[string]string) removeDateList := make([]string, 0) //需要移除的日期 for sk, sv := range saveDataMap { //fmt.Println(sk, sv) formulaStr = strings.ToUpper(formulaStr) formulaFormStr := ReplaceFormula(edbInfoIdList, sv, formulaMap, formulaStr, edbInfoIdBytes) if formulaFormStr != "" { //utils.FileLog.Info(fmt.Sprintf("formulaFormStr:%s", formulaFormStr)) expression := formula.NewExpression(formulaFormStr) calResult, tmpErr := expression.Evaluate() if tmpErr != nil { // 分母为0的报错 if strings.Contains(err.Error(), "divide by zero") { removeDateList = append(removeDateList, sk) continue } err = errors.New("计算失败:Err:" + tmpErr.Error() + ";formulaStr:" + formulaFormStr) fmt.Println(err) return } calVal, tmpErr := calResult.Float64() if tmpErr != nil { err = errors.New("计算失败:获取计算值失败 Err:" + tmpErr.Error() + ";formulaStr:" + formulaFormStr) fmt.Println(err) return } // 最近实际日期的实际数据 if latestDateStr == sk { latestValue, _ = decimal.NewFromFloat(calVal).Truncate(4).Float64() //保留4位小数 } saveValue := decimal.NewFromFloat(calVal).RoundCeil(4).String() //utils.SubFloatToString(calVal, 4) if existVal, ok := dataMap[sk]; !ok { dataTime, _ := time.ParseInLocation(utils.FormatDate, sk, time.Local) timestamp := dataTime.UnixNano() / 1e6 timeStr := fmt.Sprintf("%d", timestamp) if _, existOk := existDataMap[sk]; !existOk { addSql += GetAddSql(edbInfoIdStr, edbCode, sk, timeStr, saveValue) isAdd = true } existDataMap[sk] = sk } else { existValDecimal, tmpErr := decimal.NewFromString(existVal) if tmpErr != nil { err = tmpErr return } existStr := existValDecimal.String() if existStr != 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, sk).Exec() if err != nil { return } } } } else { //计算公式异常,那么就移除该指标 removeDateList = append(removeDateList, sk) continue } } if isAdd { addSql = strings.TrimRight(addSql, ",") _, err = to.Raw(addSql).Exec() if err != nil { fmt.Println("RefreshAllCalculate add Err", err.Error()) return } } if len(removeDateList) > 0 { removeDateStr := strings.Join(removeDateList, `","`) removeDateStr = `"` + removeDateStr + `"` //如果拼接指标变更了,那么需要删除所有的指标数据 tableName := GetEdbDataTableName(source) sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (%s) `, tableName, removeDateStr) _, err = to.Raw(sql, edbInfoId).Exec() if err != nil { err = fmt.Errorf("删除计算失败的计算指标数据失败,Err:" + err.Error()) return } } return }