package models import ( "encoding/json" "errors" "eta_gn/eta_index_lib/global" "eta_gn/eta_index_lib/utils" "fmt" "github.com/dengsgo/math-engine/engine" "github.com/shopspring/decimal" "gorm.io/gorm" "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) { to := global.DEFAULT_DmSQL.Begin() defer func() { if err != nil { tmpErr := to.Rollback().Error 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().Error if tmpErr != nil { errMsg := fmt.Sprintf("AddPredictCalculate commit Err:%s" + tmpErr.Error()) utils.FileLog.Info(errMsg) } }() // 修改指标信息 err = edbInfo.Update( []string{"EdbName", "Frequency", "Unit", "ClassifyId", "CalculateFormula", "EmptyType", "MaxEmptyType", "Extra", "EdbNameEn", "UnitEn"}, ) 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.Exec(sql, edbInfo.EdbInfoId).Error 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.CreateInBatches(calculateMappingList, len(calculateMappingList)).Error } //数据表 tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource) //清空原有数据 sql = ` DELETE FROM ` + tableName + ` WHERE edb_info_id = ? ` err = to.Exec(sql, edbInfo.EdbInfoId).Error if err != nil { return } return } func AddPredictCalculateData(edbInfoIdList []*EdbInfo, edbInfoTag map[string]int, edbInfo *EdbInfo, edbCode, formulaStr string, edbInfoIdBytes []string) (latestDateStr string, latestValue float64, err error) { to := global.DEFAULT_DmSQL.Begin() defer func() { if err != nil { fmt.Println("AddPredictCalculateData Calculate,Err:" + err.Error()) _ = to.Rollback() } else { _ = to.Commit() } }() latestDateStr, latestValue, err = refreshAllPredictCalculate(to, edbInfoIdList, edbInfoTag, edbInfo.EdbInfoId, edbInfo.Source, edbInfo.SubSource, edbCode, formulaStr, "", edbInfoIdBytes, edbInfo.EmptyType, edbInfo.MaxEmptyType, edbInfo.Extra) return } // RefreshAllPredictCalculate 刷新预测计算指标的全部数据 func RefreshAllPredictCalculate(edbInfoIdList []*EdbInfo, edbInfoTag map[string]int, edbInfoId, source, subSource int, edbCode, formulaStr, startDate string, edbInfoIdBytes []string, emptyType, maxEmptyType int, extra string) (latestDateStr string, latestValue float64, err error) { to := global.DEFAULT_DmSQL.Begin() defer func() { if err != nil { fmt.Println("RefreshAllCalculate,Err:" + err.Error()) _ = to.Rollback() } else { _ = to.Commit() } }() latestDateStr, latestValue, err = refreshAllPredictCalculate(to, edbInfoIdList, edbInfoTag, edbInfoId, source, subSource, edbCode, formulaStr, startDate, edbInfoIdBytes, emptyType, maxEmptyType, extra) return } // refreshAllPredictCalculate 刷新预测计算指标的全部数据 func refreshAllPredictCalculate(to *gorm.DB, edbInfoIdList []*EdbInfo, edbInfoTag map[string]int, edbInfoId, source, subSource int, edbCode, formulaStr, startDate string, edbInfoIdBytes []string, emptyType, maxEmptyType int, extra string) (latestDateStr string, latestValue float64, err error) { fmt.Println("startDate:", startDate) // 最小的结束日期 , 最晚的数据开始日期 var newLatestDate, minLatestDate, maxStartDate time.Time dateList := make([]string, 0) // 第一个指标的日期数据 realSaveDataMap := make(map[string]map[int]float64) saveDataMap := make(map[string]map[int]float64) dateMap := make(map[string]struct{}) // 最终的日期数据 dateTagConfig := "" if extra != "" { var dateConfig CalculateEdbExtra err = json.Unmarshal([]byte(extra), &dateConfig) if err != nil { err = fmt.Errorf("refreshAllCalculate,extra解析失败,Err:%s", err.Error()) return } dateTagConfig = dateConfig.DateTag } for edbInfoIndex, v := range edbInfoIdList { // 单独存储max、min函数里的指标的数据 tmpNewLatestDate, 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 newLatestDate.IsZero() || tmpNewLatestDate.Before(newLatestDate) { newLatestDate = tmpNewLatestDate } // 获取关联指标数据 dataList, tmpErr := GetPredictEdbDataListAllByStartDate(v, 1, startDate) if tmpErr != nil { err = tmpErr return } 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 } if dateTagConfig == "all" { if _, ok := dateMap[dv.DataTime]; !ok { dateList = append(dateList, dv.DataTime) dateMap[dv.DataTime] = struct{}{} } } else if dateTagConfig == "" { // 默认取第一个指标的时间序列 if edbInfoIndex == 0 { if _, ok := dateMap[dv.DataTime]; !ok { dateList = append(dateList, dv.DataTime) dateMap[dv.DataTime] = struct{}{} } } } else { if eId, ok := edbInfoTag[dateTagConfig]; ok { if v.EdbInfoId == eId { if _, ok1 := dateMap[dv.DataTime]; !ok1 { dateList = append(dateList, dv.DataTime) dateMap[dv.DataTime] = struct{}{} } } } } } } // 处理最大日期和最小日期 for _, v := range dateList { tmpDate, _ := time.ParseInLocation(utils.FormatDate, v, time.Local) if minLatestDate.IsZero() || tmpDate.After(minLatestDate) { minLatestDate = tmpDate } if maxStartDate.IsZero() || tmpDate.Before(maxStartDate) { maxStartDate = tmpDate } } //数据处理,将日期内不全的数据做填补 HandleDateSaveDataMap(dateList, maxStartDate, minLatestDate, realSaveDataMap, saveDataMap, edbInfoIdList, emptyType) formulaDateSlice, formulaDateMap, err := utils.HandleFormulaJson(formulaStr, minLatestDate) if err != nil { return } 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 var sql string dataTableName := GetEdbDataTableName(source, subSource) //获取指标所有数据 dataList, err := GetAllEdbDataListByTo(to, edbInfoId, source, subSource) 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 // 判断是否特殊处理max和min函数 maxDealFlag := false if emptyType == 4 && maxEmptyType == 2 { maxDealFlag = true } for sk, sv := range saveDataMap { if _, ok := dateMap[sk]; !ok { //不在最终的日期序列里面不计算 continue } // 当空值处理类型选择了不计算时,只要有一个指标在某个日期没有值(即空值),则计算指标在该日期没有值 if emptyType == 1 { if len(sv) != len(edbInfoIdList) { continue } } // 根据时间范围,选择对应的公式 formulaMap := make(map[string]string) formulaStr = "" for _, fv := range formulaDateSlice { if sk < fv { if f, ok := formulaDateMap[fv]; ok { formulaStr = f formulaMap, err = utils.CheckFormula(formulaStr) if err != nil { err = fmt.Errorf("公式错误,请重新填写") return } } break } } if formulaStr == "" { continue } svMax := make(map[int]float64) if maxDealFlag { // 特殊处理max和min函数,如果原本的值为空,则选择空值参与运算 if svMaxData, ok := realSaveDataMap[sk]; ok { svMax = svMaxData } } formulaStr = strings.ToUpper(formulaStr) formulaFormStr := ReplaceFormula(edbInfoIdList, sv, svMax, formulaMap, formulaStr, edbInfoIdBytes, maxDealFlag) if formulaFormStr != "" { fmt.Println(fmt.Sprintf("date %s:formulaFormStr:%s", sk, formulaFormStr)) calVal, err := engine.ParseAndExec(formulaFormStr) if err != nil { // 分母为0的报错,忽略该循环 if utils.IsDivideZero(err) { removeDateList = append(removeDateList, sk) continue } err = errors.New("计算失败:获取计算值失败 Err:" + err.Error() + ";formulaStr:" + formulaFormStr) return "", 0, err } nanCheck := fmt.Sprintf("%0.f", calVal) // 分母为0.0的报错 if nanCheck == "NaN" || nanCheck == "+Inf" || nanCheck == "-Inf" { removeDateList = append(removeDateList, sk) continue } saveValue := decimal.NewFromFloat(calVal).Round(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 "", 0, err } 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.Exec(sql, saveValue, edbInfoId, sk).Error if err != nil { return "", 0, err } } } } 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 = global.DEFAULT_DmSQL.Exec(addSql).Error 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, subSource) sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (%s) `, tableName, removeDateStr) err = to.Exec(sql, edbInfoId).Error 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 } } //查询预测日期 if !newLatestDate.IsZero() { latestDateStr = newLatestDate.Format(utils.FormatDate) sql = fmt.Sprintf(` SELECT * FROM %s WHERE edb_info_id = ? and data_time <= ? ORDER BY data_time desc limit 1`, dataTableName) var latestDate EdbData e := to.Raw(sql, edbInfoId, latestDateStr).Find(&latestDate).Error if e != nil { if e.Error() == utils.ErrNoRow() { //首个日期的值 sql = fmt.Sprintf(` SELECT * FROM %s WHERE edb_info_id = ? ORDER BY data_time ASC limit 1`, dataTableName) e = to.Raw(sql, edbInfoId).Find(&latestDate).Error if e != nil { err = fmt.Errorf("查询最新日期失败,Err:" + e.Error()) return } floatValue, _ := strconv.ParseFloat(latestDate.Value, 64) latestDateStr = latestDate.DataTime latestValue = floatValue } else { err = fmt.Errorf("查询最新日期失败,Err:" + e.Error()) return } } else { floatValue, _ := strconv.ParseFloat(latestDate.Value, 64) latestDateStr = latestDate.DataTime latestValue = floatValue } } return }