predict_edb_data_calculate_percentile.go 12 KB

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  1. package models
  2. import (
  3. "encoding/json"
  4. "errors"
  5. "eta_gn/eta_index_lib/global"
  6. "eta_gn/eta_index_lib/utils"
  7. "fmt"
  8. "gorm.io/gorm"
  9. "github.com/shopspring/decimal"
  10. "reflect"
  11. "strconv"
  12. "strings"
  13. "time"
  14. )
  15. // PredictPercentile 预测累计值年初至今
  16. type PredictPercentile struct {
  17. }
  18. // Add 添加
  19. func (obj PredictPercentile) Add(params BatchSaveCalculateBatchParams) (edbInfo *EdbInfo, latestDateStr string, latestValue float64, err error, errMsg string) {
  20. req := params.Req
  21. fromEdbInfo := params.FromEdbInfo
  22. edbCode := params.EdbCode
  23. to := global.DEFAULT_DmSQL.Begin()
  24. defer func() {
  25. if err != nil {
  26. to.Rollback()
  27. } else {
  28. to.Commit()
  29. }
  30. }()
  31. edbInfo = &EdbInfo{
  32. //EdbInfoId: 0,
  33. SourceName: obj.GetSourceName(),
  34. Source: obj.GetSource(),
  35. EdbCode: edbCode,
  36. EdbName: req.EdbName,
  37. EdbNameSource: req.EdbName,
  38. Frequency: req.Frequency,
  39. Unit: req.Unit,
  40. StartDate: "",
  41. EndDate: "",
  42. ClassifyId: req.ClassifyId,
  43. SysUserId: params.SysUserId,
  44. SysUserRealName: params.SysUserRealName,
  45. UniqueCode: params.UniqueCode,
  46. CreateTime: time.Now(),
  47. ModifyTime: time.Now(),
  48. MinValue: 0,
  49. MaxValue: 0,
  50. CalculateFormula: req.Formula,
  51. EdbType: 2,
  52. Sort: GetAddEdbMaxSortByClassifyId(req.ClassifyId, utils.PREDICT_EDB_INFO_TYPE),
  53. MoveType: 0,
  54. MoveFrequency: "",
  55. NoUpdate: 0,
  56. ServerUrl: "",
  57. EdbInfoType: 1,
  58. EdbNameEn: req.EdbName,
  59. UnitEn: req.Unit,
  60. LatestDate: "",
  61. LatestValue: 0,
  62. ChartImage: "",
  63. Calendar: "",
  64. }
  65. tmpErr := to.Create(edbInfo).Error
  66. if tmpErr != nil {
  67. err = tmpErr
  68. return
  69. }
  70. //关联关系
  71. {
  72. calculateMappingItem := new(EdbInfoCalculateMapping)
  73. calculateMappingItem.CreateTime = time.Now()
  74. calculateMappingItem.ModifyTime = time.Now()
  75. calculateMappingItem.Sort = 1
  76. calculateMappingItem.EdbCode = edbCode
  77. calculateMappingItem.EdbInfoId = edbInfo.EdbInfoId
  78. calculateMappingItem.FromEdbInfoId = fromEdbInfo.EdbInfoId
  79. calculateMappingItem.FromEdbCode = fromEdbInfo.EdbCode
  80. calculateMappingItem.FromEdbName = fromEdbInfo.EdbName
  81. calculateMappingItem.FromSource = fromEdbInfo.Source
  82. calculateMappingItem.FromSourceName = fromEdbInfo.SourceName
  83. calculateMappingItem.FromTag = ""
  84. calculateMappingItem.Source = edbInfo.Source
  85. calculateMappingItem.SourceName = edbInfo.SourceName
  86. err = to.Create(calculateMappingItem).Error
  87. if err != nil {
  88. return
  89. }
  90. }
  91. //计算数据
  92. latestDateStr, latestValue, err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode, "")
  93. return
  94. }
  95. // Edit 编辑
  96. func (obj PredictPercentile) Edit(params BatchSaveCalculateBatchParams) (latestDateStr string, latestValue float64, err error, errMsg string) {
  97. req := params.Req
  98. edbInfo := params.EdbInfo
  99. fromEdbInfo := params.FromEdbInfo
  100. latestDateStr = edbInfo.LatestDate
  101. latestValue = edbInfo.LatestValue
  102. to := global.DEFAULT_DmSQL.Begin()
  103. defer func() {
  104. if err != nil {
  105. to.Rollback()
  106. } else {
  107. to.Commit()
  108. }
  109. }()
  110. tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  111. var isRecalculate bool
  112. if edbInfo.CalculateFormula != req.Formula {
  113. isRecalculate = true
  114. }
  115. //修改指标信息
  116. switch params.Lang {
  117. case utils.EnLangVersion:
  118. edbInfo.EdbNameEn = req.EdbName
  119. edbInfo.UnitEn = req.Unit
  120. default:
  121. edbInfo.EdbName = req.EdbName
  122. edbInfo.Unit = req.Unit
  123. edbInfo.EdbNameSource = req.EdbName
  124. }
  125. edbInfo.Frequency = req.Frequency
  126. edbInfo.ClassifyId = req.ClassifyId
  127. edbInfo.CalculateFormula = req.Formula
  128. edbInfo.ModifyTime = time.Now()
  129. err = to.Model(edbInfo).Select([]string{"EdbName", "EdbNameSource", "Frequency", "Unit", "ClassifyId", "CalculateFormula", "ModifyTime", "EdbNameEn", "UnitEn"}).Updates(edbInfo).Error
  130. if err != nil {
  131. return
  132. }
  133. var existCondition string
  134. var existPars []interface{}
  135. existCondition += " AND edb_info_id=? AND from_edb_info_id=? "
  136. existPars = append(existPars, edbInfo.EdbInfoId, req.FromEdbInfoId)
  137. //判断计算指标是否被更换
  138. count, err := GetEdbInfoCalculateCountByCondition(existCondition, existPars)
  139. if err != nil {
  140. err = errors.New("判断指标是否改变失败,Err:" + err.Error())
  141. return
  142. }
  143. if count > 0 { // 指标未被替换,无需删除关联数据
  144. // 频度被换了,需要重新计算
  145. if isRecalculate {
  146. latestDateStr, latestValue, err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode, "")
  147. }
  148. return
  149. }
  150. //删除,计算指标关联的,基础指标的关联关系
  151. sql := ` DELETE FROM edb_info_calculate_mapping WHERE edb_info_id = ? `
  152. err = to.Exec(sql, edbInfo.EdbInfoId).Error
  153. if err != nil {
  154. return
  155. }
  156. //清空原有数据
  157. sql = ` DELETE FROM ` + tableName + ` WHERE edb_info_id = ? `
  158. err = to.Exec(sql, edbInfo.EdbInfoId).Error
  159. if err != nil {
  160. return
  161. }
  162. //关联关系
  163. {
  164. calculateMappingItem := &EdbInfoCalculateMapping{
  165. EdbInfoCalculateMappingId: 0,
  166. EdbInfoId: edbInfo.EdbInfoId,
  167. Source: obj.GetSource(),
  168. SourceName: obj.GetSourceName(),
  169. EdbCode: edbInfo.EdbCode,
  170. FromEdbInfoId: fromEdbInfo.EdbInfoId,
  171. FromEdbCode: fromEdbInfo.EdbCode,
  172. FromEdbName: fromEdbInfo.EdbName,
  173. FromSource: fromEdbInfo.Source,
  174. FromSourceName: fromEdbInfo.SourceName,
  175. FromTag: "",
  176. Sort: 1,
  177. CreateTime: time.Now(),
  178. ModifyTime: time.Now(),
  179. }
  180. err = to.Create(calculateMappingItem).Error
  181. if err != nil {
  182. return
  183. }
  184. }
  185. //计算数据
  186. latestDateStr, latestValue, err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode, "")
  187. return
  188. }
  189. // Refresh 刷新
  190. func (obj PredictPercentile) Refresh(params RefreshParams) (latestDateStr string, latestValue float64, err error, errMsg string) {
  191. calculateMapping, err := GetEdbInfoCalculateMappingDetail(params.EdbInfo.EdbInfoId)
  192. if err != nil {
  193. return
  194. }
  195. fromEdbInfo, err := GetEdbInfoById(calculateMapping.FromEdbInfoId)
  196. if err != nil {
  197. errMsg = "GetEdbInfoById Err:" + err.Error()
  198. return
  199. }
  200. to := global.DEFAULT_DmSQL.Begin()
  201. defer func() {
  202. if err != nil {
  203. to.Rollback()
  204. } else {
  205. to.Commit()
  206. }
  207. }()
  208. // 计算数据
  209. latestDateStr, latestValue, err, errMsg = obj.refresh(to, params.EdbInfo, fromEdbInfo, params.EdbInfo.EdbCode, params.StartDate)
  210. return
  211. }
  212. // GetSource 获取来源编码id
  213. func (obj PredictPercentile) GetSource() int {
  214. return utils.DATA_SOURCE_PREDICT_CALCULATE_PERCENTILE
  215. }
  216. // GetSourceName 获取来源名称
  217. func (obj PredictPercentile) GetSourceName() string {
  218. return utils.DATA_SOURCE_NAME_PREDICT_CALCULATE_PERCENTILE
  219. }
  220. func (obj PredictPercentile) refresh(to *gorm.DB, edbInfo, fromEdbInfo *EdbInfo, edbCode, startDate string) (latestDateStr string, latestValue float64, err error, errMsg string) {
  221. edbInfoId := edbInfo.EdbInfoId
  222. dataTableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  223. edbInfoIdStr := strconv.Itoa(edbInfoId)
  224. var percentileConfig PercentileConfig
  225. err = json.Unmarshal([]byte(edbInfo.CalculateFormula), &percentileConfig)
  226. if err != nil {
  227. return
  228. }
  229. // 获取百分位的指标数据
  230. fromDataList, err, errMsg := obj.getPercentileData(fromEdbInfo, percentileConfig.CalculateValue, percentileConfig.CalculateUnit)
  231. if err != nil {
  232. return
  233. }
  234. //获取指标所有数据
  235. existDataList, err := GetAllEdbDataListByTo(to, edbInfoId, edbInfo.Source, edbInfo.SubSource)
  236. if err != nil {
  237. return
  238. }
  239. existDataMap := make(map[string]string)
  240. removeDataTimeMap := make(map[string]int) //需要移除的日期数据
  241. for _, v := range existDataList {
  242. existDataMap[v.DataTime] = v.Value
  243. removeDataTimeMap[v.DataTime] = 1
  244. }
  245. needAddDateMap := make(map[time.Time]int)
  246. addSql := ` INSERT INTO ` + dataTableName + `(edb_info_id,edb_code,data_time,value,create_time,modify_time,data_timestamp) values `
  247. var isAdd bool
  248. for _, tmpData := range fromDataList {
  249. currDateStr := tmpData.DataTime
  250. currTime, tmpErr := time.ParseInLocation(utils.FormatDate, currDateStr, time.Local)
  251. if tmpErr != nil {
  252. err = tmpErr
  253. return
  254. }
  255. // 当前的实际值
  256. saveValue := decimal.NewFromFloat(tmpData.Value).Round(4).String()
  257. existVal, ok := existDataMap[currDateStr]
  258. // 如果库中已经存在该数据的话,那么就进行值的变更操作
  259. if ok {
  260. //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
  261. delete(removeDataTimeMap, currDateStr)
  262. if existVal != saveValue {
  263. sql := ` UPDATE %s SET value=?,modify_time=NOW() WHERE edb_info_id=? AND data_time=? `
  264. sql = fmt.Sprintf(sql, dataTableName)
  265. err = to.Exec(sql, saveValue, edbInfoId, currDateStr).Error
  266. if err != nil {
  267. return
  268. }
  269. }
  270. continue
  271. }
  272. // 库中不存在该日期的数据
  273. timestamp := currTime.UnixNano() / 1e6
  274. timeStr := fmt.Sprintf("%d", timestamp)
  275. if _, existOk := needAddDateMap[currTime]; !existOk {
  276. addSql += GetAddSql(edbInfoIdStr, edbCode, currDateStr, timeStr, saveValue)
  277. isAdd = true
  278. }
  279. needAddDateMap[currTime] = 1
  280. }
  281. //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)
  282. {
  283. removeDateList := make([]string, 0)
  284. for dateTime := range removeDataTimeMap {
  285. removeDateList = append(removeDateList, dateTime)
  286. }
  287. removeNum := len(removeDateList)
  288. if removeNum > 0 {
  289. sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (`+utils.GetOrmInReplace(removeNum)+`) `, dataTableName)
  290. err = to.Exec(sql, edbInfo.EdbInfoId, removeDateList).Error
  291. if err != nil {
  292. fmt.Println(reflect.TypeOf(obj).Name(), " add data ;delete Err", err.Error())
  293. err = fmt.Errorf("删除不存在的指标数据失败,Err:" + err.Error())
  294. return
  295. }
  296. }
  297. }
  298. if isAdd {
  299. addSql = strings.TrimRight(addSql, ",")
  300. err = to.Exec(addSql).Error
  301. if err != nil {
  302. fmt.Println(reflect.TypeOf(obj).Name(), " add data Err", err.Error())
  303. return
  304. }
  305. }
  306. //确定实际数据的最终值
  307. {
  308. finalLast, tmpErr := GetFinalLastByTo(to, edbInfoId, edbInfo.Source, edbInfo.SubSource, fromEdbInfo.LatestDate)
  309. if tmpErr != nil && tmpErr.Error() != utils.ErrNoRow() {
  310. return
  311. }
  312. if tmpErr == nil {
  313. latestDateStr = finalLast.DataTime
  314. latestValue = finalLast.Value
  315. }
  316. }
  317. return
  318. }
  319. // GetPercentileData 获取百分位的指标数据
  320. func (obj PredictPercentile) getPercentileData(fromEdbInfo *EdbInfo, calculateValue int, calculateUnit string) (newDataList []EdbInfoSearchData, err error, errMsg string) {
  321. // 获取时间基准指标在时间区间内的值
  322. dataList := make([]*EdbInfoSearchData, 0)
  323. switch fromEdbInfo.EdbInfoType {
  324. case 0:
  325. //获取来源指标的数据
  326. dataList, err = GetEdbDataListAll(fromEdbInfo.Source, fromEdbInfo.SubSource, FindEdbDataListAllCond{
  327. EdbInfoId: fromEdbInfo.EdbInfoId,
  328. }, 1)
  329. case 1:
  330. dataList, err = GetPredictEdbDataListAllByStartDate(fromEdbInfo, 1, "")
  331. default:
  332. err = errors.New(fmt.Sprint("获取失败,指标base类型异常", fromEdbInfo.EdbInfoType))
  333. return
  334. }
  335. moveUnitDays, ok := utils.FrequencyDaysMap[calculateUnit]
  336. if !ok {
  337. errMsg = `错误的周期`
  338. err = errors.New(errMsg)
  339. return
  340. }
  341. calculateDay := calculateValue * moveUnitDays
  342. // 指标对应的所有数据
  343. newDataList = make([]EdbInfoSearchData, 0)
  344. dataMap := make(map[time.Time]float64, 0)
  345. for _, tmpData := range dataList {
  346. currDateTime, _ := time.ParseInLocation(utils.FormatDate, tmpData.DataTime, time.Local)
  347. dataMap[currDateTime] = tmpData.Value
  348. }
  349. //百分位:对所选指标滚动地取对应时间长度的数据值,取最大值Max,最小值Min,计算Max-Min,百分位=(现值-Min)/(Max-Min),Max=Min时不予计算。
  350. for i, tmpData := range dataList {
  351. currDateTime, _ := time.ParseInLocation(utils.FormatDate, tmpData.DataTime, time.Local)
  352. maxVal := tmpData.Value
  353. minVal := tmpData.Value
  354. for k := 0; k < calculateDay; k++ {
  355. preVal, ok2 := dataMap[currDateTime.AddDate(0, 0, -k)]
  356. if ok2 {
  357. if preVal > maxVal {
  358. maxVal = preVal
  359. }
  360. if preVal < minVal {
  361. minVal = preVal
  362. }
  363. }
  364. }
  365. if maxVal == minVal {
  366. continue
  367. }
  368. tmpV := (tmpData.Value - minVal) / (maxVal - minVal) * 100
  369. tmpV, _ = decimal.NewFromFloat(tmpV).Round(4).Float64()
  370. //百分位=(现值-Min)/(Max-Min)
  371. newDataList = append(newDataList, EdbInfoSearchData{
  372. EdbDataId: i,
  373. DataTime: dataList[i].DataTime,
  374. Value: tmpV,
  375. })
  376. }
  377. return
  378. }