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. "github.com/shopspring/decimal"
  9. "gorm.io/gorm"
  10. "reflect"
  11. "strconv"
  12. "strings"
  13. "time"
  14. )
  15. type Percentile struct {
  16. }
  17. func (obj Percentile) Add(params AddCalculateBatchParams) (edbInfo *EdbInfo, err error, errMsg string) {
  18. req := params.Req
  19. fromEdbInfo := params.FromEdbInfo
  20. edbCode := params.EdbCode
  21. to := global.DEFAULT_DmSQL.Begin()
  22. defer func() {
  23. if err != nil {
  24. to.Rollback()
  25. } else {
  26. to.Commit()
  27. }
  28. }()
  29. edbInfo = new(EdbInfo)
  30. edbInfo.Source = obj.GetSource()
  31. edbInfo.SourceName = obj.GetSourceName()
  32. edbInfo.EdbCode = edbCode
  33. edbInfo.EdbName = req.EdbName
  34. edbInfo.EdbNameSource = req.EdbName
  35. edbInfo.Frequency = req.Frequency
  36. edbInfo.Unit = req.Unit
  37. edbInfo.ClassifyId = req.ClassifyId
  38. edbInfo.SysUserId = params.SysUserId
  39. edbInfo.SysUserRealName = params.SysUserRealName
  40. edbInfo.CreateTime = time.Now()
  41. edbInfo.ModifyTime = time.Now()
  42. edbInfo.UniqueCode = params.UniqueCode
  43. edbInfo.CalculateFormula = req.Formula
  44. edbInfo.EdbNameEn = req.EdbName
  45. edbInfo.UnitEn = req.Unit
  46. edbInfo.EdbType = obj.GetEdbType()
  47. edbInfo.Sort = GetAddEdbMaxSortByClassifyId(req.ClassifyId, utils.EDB_INFO_TYPE)
  48. tmpErr := to.Create(edbInfo).Error
  49. if tmpErr != nil {
  50. err = tmpErr
  51. return
  52. }
  53. {
  54. calculateMappingItem := new(EdbInfoCalculateMapping)
  55. calculateMappingItem.CreateTime = time.Now()
  56. calculateMappingItem.ModifyTime = time.Now()
  57. calculateMappingItem.Sort = 1
  58. calculateMappingItem.EdbCode = edbCode
  59. calculateMappingItem.EdbInfoId = edbInfo.EdbInfoId
  60. calculateMappingItem.FromEdbInfoId = fromEdbInfo.EdbInfoId
  61. calculateMappingItem.FromEdbCode = fromEdbInfo.EdbCode
  62. calculateMappingItem.FromEdbName = fromEdbInfo.EdbName
  63. calculateMappingItem.FromSource = fromEdbInfo.Source
  64. calculateMappingItem.FromSourceName = fromEdbInfo.SourceName
  65. calculateMappingItem.FromTag = ""
  66. calculateMappingItem.Source = edbInfo.Source
  67. calculateMappingItem.SourceName = edbInfo.SourceName
  68. calculateMappingItem.FromSubSource = fromEdbInfo.SubSource
  69. err = to.Create(calculateMappingItem).Error
  70. if err != nil {
  71. return
  72. }
  73. }
  74. err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  75. return
  76. }
  77. func (obj Percentile) Edit(params EditCalculateBatchParams) (err error, errMsg string) {
  78. req := params.Req
  79. edbInfo := params.EdbInfo
  80. fromEdbInfo := params.FromEdbInfo
  81. to := global.DEFAULT_DmSQL.Begin()
  82. defer func() {
  83. if err != nil {
  84. to.Rollback()
  85. } else {
  86. to.Commit()
  87. }
  88. }()
  89. tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  90. oldEdbInfo := *edbInfo
  91. edbInfo.EdbName = req.EdbName
  92. edbInfo.EdbNameSource = req.EdbName
  93. edbInfo.Frequency = req.Frequency
  94. edbInfo.Unit = req.Unit
  95. edbInfo.ClassifyId = req.ClassifyId
  96. edbInfo.CalculateFormula = req.Formula
  97. edbInfo.EdbNameEn = req.EdbNameEn
  98. edbInfo.UnitEn = req.UnitEn
  99. edbInfo.ModifyTime = time.Now()
  100. err = to.Model(edbInfo).Select([]string{"EdbName", "EdbNameSource", "Frequency", "Unit", "ClassifyId", "CalculateFormula", "ModifyTime", "EdbNameEn", "UnitEn"}).Updates(edbInfo).Error
  101. if err != nil {
  102. return
  103. }
  104. var existCondition string
  105. var existPars []interface{}
  106. existCondition += " AND edb_info_id=? AND from_edb_info_id=? "
  107. existPars = append(existPars, edbInfo.EdbInfoId, req.FromEdbInfoId)
  108. count, err := GetEdbInfoCalculateCountByCondition(existCondition, existPars)
  109. if err != nil {
  110. err = errors.New("判断指标是否改变失败,Err:" + err.Error())
  111. return
  112. }
  113. if count > 0 { // 指标未被替换,无需处理逻辑
  114. if oldEdbInfo.CalculateFormula != edbInfo.CalculateFormula {
  115. err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  116. }
  117. return
  118. }
  119. sql := ` DELETE FROM edb_info_calculate_mapping WHERE edb_info_id = ? `
  120. err = to.Exec(sql, edbInfo.EdbInfoId).Error
  121. if err != nil {
  122. return
  123. }
  124. sql = ` DELETE FROM ` + tableName + ` WHERE edb_info_id = ? `
  125. err = to.Exec(sql, edbInfo.EdbInfoId).Error
  126. if err != nil {
  127. return
  128. }
  129. {
  130. calculateMappingItem := &EdbInfoCalculateMapping{
  131. EdbInfoCalculateMappingId: 0,
  132. EdbInfoId: edbInfo.EdbInfoId,
  133. Source: obj.GetSource(),
  134. SourceName: obj.GetSourceName(),
  135. EdbCode: edbInfo.EdbCode,
  136. FromEdbInfoId: fromEdbInfo.EdbInfoId,
  137. FromEdbCode: fromEdbInfo.EdbCode,
  138. FromEdbName: fromEdbInfo.EdbName,
  139. FromSource: fromEdbInfo.Source,
  140. FromSourceName: fromEdbInfo.SourceName,
  141. FromTag: "",
  142. Sort: 1,
  143. CreateTime: time.Now(),
  144. ModifyTime: time.Now(),
  145. FromSubSource: fromEdbInfo.SubSource,
  146. }
  147. err = to.Create(calculateMappingItem).Error
  148. if err != nil {
  149. return
  150. }
  151. }
  152. err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  153. return
  154. }
  155. func (obj Percentile) Refresh(params RefreshParams) (err error, errMsg string) {
  156. calculateMapping, err := GetEdbInfoCalculateMappingDetail(params.EdbInfo.EdbInfoId)
  157. if err != nil {
  158. errMsg = "GetEdbInfoCalculateLjzzyDetail Err:" + err.Error()
  159. return
  160. }
  161. fromEdbInfo, err := GetEdbInfoById(calculateMapping.FromEdbInfoId)
  162. if err != nil {
  163. errMsg = "GetEdbInfoById Err:" + err.Error()
  164. return
  165. }
  166. to := global.DEFAULT_DmSQL.Begin()
  167. defer func() {
  168. if err != nil {
  169. to.Rollback()
  170. } else {
  171. to.Commit()
  172. }
  173. }()
  174. err, errMsg = obj.refresh(to, params.EdbInfo, fromEdbInfo, params.EdbInfo.EdbCode)
  175. return
  176. }
  177. func (obj Percentile) GetSource() int {
  178. return utils.DATA_SOURCE_CALCULATE_PERCENTILE
  179. }
  180. func (obj Percentile) GetSourceName() string {
  181. return utils.DATA_SOURCE_NAME_CALCULATE_PERCENTILE
  182. }
  183. func (obj Percentile) GetEdbType() int {
  184. return utils.CALCULATE_EDB_TYPE
  185. }
  186. type PercentileConfig struct {
  187. CalculateValue int `description:"时间长度期数"`
  188. CalculateUnit string `description:"时间长度频度"`
  189. PercentType int `description:"百分位:0-数据区间(兼容历史数据); 1-数据个数;"`
  190. }
  191. func (obj Percentile) refresh(to *gorm.DB, edbInfo, fromEdbInfo *EdbInfo, edbCode string) (err error, errMsg string) {
  192. edbInfoId := edbInfo.EdbInfoId
  193. dataTableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  194. edbInfoIdStr := strconv.Itoa(edbInfoId)
  195. var percentileConfig PercentileConfig
  196. err = json.Unmarshal([]byte(edbInfo.CalculateFormula), &percentileConfig)
  197. if err != nil {
  198. return
  199. }
  200. fromDataList, err, errMsg := obj.getPercentileData(fromEdbInfo, percentileConfig.CalculateValue, percentileConfig.CalculateUnit, percentileConfig.PercentType)
  201. if err != nil {
  202. return
  203. }
  204. existDataList, err := GetAllEdbDataListByTo(to, edbInfoId, edbInfo.Source, edbInfo.SubSource)
  205. if err != nil {
  206. return
  207. }
  208. existDataMap := make(map[string]string)
  209. removeDataTimeMap := make(map[string]int) //需要移除的日期数据
  210. for _, v := range existDataList {
  211. existDataMap[v.DataTime] = v.Value
  212. removeDataTimeMap[v.DataTime] = 1
  213. }
  214. needAddDateMap := make(map[time.Time]int)
  215. addSql := ` INSERT INTO ` + dataTableName + `(edb_info_id,edb_code,data_time,value,create_time,modify_time,data_timestamp) values `
  216. var isAdd bool
  217. for _, tmpData := range fromDataList {
  218. currDateStr := tmpData.DataTime
  219. currTime, tmpErr := time.ParseInLocation(utils.FormatDate, currDateStr, time.Local)
  220. if tmpErr != nil {
  221. err = tmpErr
  222. return
  223. }
  224. saveValue := decimal.NewFromFloat(tmpData.Value).Round(4).String()
  225. existVal, ok := existDataMap[currDateStr]
  226. if ok {
  227. delete(removeDataTimeMap, currDateStr)
  228. if existVal != saveValue {
  229. sql := ` UPDATE %s SET value=?,modify_time=NOW() WHERE edb_info_id=? AND data_time=? `
  230. sql = fmt.Sprintf(sql, dataTableName)
  231. err = to.Exec(sql, saveValue, edbInfoId, currDateStr).Error
  232. if err != nil {
  233. return
  234. }
  235. }
  236. continue
  237. }
  238. timestamp := currTime.UnixNano() / 1e6
  239. timeStr := fmt.Sprintf("%d", timestamp)
  240. if _, existOk := needAddDateMap[currTime]; !existOk {
  241. addSql += GetAddSql(edbInfoIdStr, edbCode, currDateStr, timeStr, saveValue)
  242. isAdd = true
  243. }
  244. needAddDateMap[currTime] = 1
  245. }
  246. {
  247. removeDateList := make([]string, 0)
  248. for dateTime := range removeDataTimeMap {
  249. removeDateList = append(removeDateList, dateTime)
  250. }
  251. removeNum := len(removeDateList)
  252. if removeNum > 0 {
  253. sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (`+utils.GetOrmInReplace(removeNum)+`) `, dataTableName)
  254. err = to.Exec(sql, edbInfo.EdbInfoId, removeDateList).Error
  255. if err != nil {
  256. fmt.Println(reflect.TypeOf(obj).Name(), " add data ;delete Err", err.Error())
  257. err = fmt.Errorf("删除不存在的指标数据失败,Err:" + err.Error())
  258. return
  259. }
  260. }
  261. }
  262. if isAdd {
  263. addSql = strings.TrimRight(addSql, ",")
  264. err = to.Exec(addSql).Error
  265. if err != nil {
  266. fmt.Println(reflect.TypeOf(obj).Name(), " add data Err", err.Error())
  267. return
  268. }
  269. }
  270. return
  271. }
  272. func (obj Percentile) calculate(edbInfoId int, date, edbInfoIdStr, edbCode, dataTableName, addSql string, val float64, dataMap, existDataMap map[string]string, to *gorm.DB) (newSql string, isAdd bool, err error) {
  273. newSql = addSql
  274. saveValue := utils.SubFloatToString(val, 4)
  275. if existVal, ok := dataMap[date]; !ok {
  276. dataTime, _ := time.ParseInLocation(utils.FormatDate, date, time.Local)
  277. timestamp := dataTime.UnixNano() / 1e6
  278. timeStr := fmt.Sprintf("%d", timestamp)
  279. if _, existOk := existDataMap[date]; !existOk {
  280. newSql += GetAddSql(edbInfoIdStr, edbCode, date, timeStr, saveValue)
  281. isAdd = true
  282. }
  283. existDataMap[date] = date
  284. } else {
  285. if existVal != saveValue {
  286. sql := ` UPDATE %s SET value=?,modify_time=NOW() WHERE edb_info_id=? AND data_time=? `
  287. sql = fmt.Sprintf(sql, dataTableName)
  288. err = to.Exec(sql, saveValue, edbInfoId, date).Error
  289. }
  290. }
  291. return
  292. }
  293. func (obj Percentile) getPercentileData(fromEdbInfo *EdbInfo, calculateValue int, calculateUnit string, percentType int) (newDataList []EdbInfoSearchData, err error, errMsg string) {
  294. dataList := make([]*EdbInfoSearchData, 0)
  295. switch fromEdbInfo.EdbInfoType {
  296. case 0:
  297. dataList, err = GetEdbDataListAll(fromEdbInfo.Source, fromEdbInfo.SubSource, FindEdbDataListAllCond{
  298. EdbInfoId: fromEdbInfo.EdbInfoId,
  299. }, 1)
  300. case 1:
  301. dataList, err = GetPredictEdbDataListAllByStartDate(fromEdbInfo, 1, "")
  302. default:
  303. err = errors.New(fmt.Sprint("获取失败,指标base类型异常", fromEdbInfo.EdbInfoType))
  304. return
  305. }
  306. moveUnitDays, ok := utils.FrequencyDaysMap[calculateUnit]
  307. if !ok {
  308. errMsg = `错误的周期`
  309. err = errors.New(errMsg)
  310. return
  311. }
  312. calculateDay := calculateValue * moveUnitDays
  313. newDataList = make([]EdbInfoSearchData, 0)
  314. dataMap := make(map[time.Time]float64, 0)
  315. for _, tmpData := range dataList {
  316. currDateTime, _ := time.ParseInLocation(utils.FormatDate, tmpData.DataTime, time.Local)
  317. dataMap[currDateTime] = tmpData.Value
  318. }
  319. if percentType == utils.PercentCalculateTypeRange {
  320. for i, tmpData := range dataList {
  321. currDateTime, _ := time.ParseInLocation(utils.FormatDate, tmpData.DataTime, time.Local)
  322. maxVal := tmpData.Value
  323. minVal := tmpData.Value
  324. for k := 0; k < calculateDay; k++ {
  325. preVal, ok2 := dataMap[currDateTime.AddDate(0, 0, -k)]
  326. if ok2 {
  327. if preVal > maxVal {
  328. maxVal = preVal
  329. }
  330. if preVal < minVal {
  331. minVal = preVal
  332. }
  333. }
  334. }
  335. if maxVal == minVal {
  336. continue
  337. }
  338. tmpV := (tmpData.Value - minVal) / (maxVal - minVal) * 100
  339. tmpV, _ = decimal.NewFromFloat(tmpV).Round(4).Float64()
  340. newDataList = append(newDataList, EdbInfoSearchData{
  341. EdbDataId: i,
  342. DataTime: dataList[i].DataTime,
  343. Value: tmpV,
  344. })
  345. }
  346. }
  347. maxDay := len(dataList) // 往前找数据的边界
  348. if percentType == utils.PercentCalculateTypeNum {
  349. for i, d := range dataList {
  350. s2 := decimal.NewFromFloat(d.Value)
  351. t2, _ := time.ParseInLocation(utils.FormatDate, d.DataTime, time.Local)
  352. var bigN, tinyN int
  353. for k := 0; k < maxDay; k++ {
  354. if bigN >= calculateDay {
  355. break
  356. }
  357. preVal, preOk := dataMap[t2.AddDate(0, 0, -k)]
  358. if !preOk {
  359. continue
  360. }
  361. bigN += 1
  362. if decimal.NewFromFloat(preVal).LessThanOrEqual(s2) {
  363. tinyN += 1
  364. }
  365. }
  366. if bigN <= 1 {
  367. continue
  368. }
  369. numerator := decimal.NewFromInt(int64(tinyN - 1))
  370. denominator := decimal.NewFromInt(int64(bigN - 1))
  371. percentVal, _ := numerator.Div(denominator).Mul(decimal.NewFromFloat(100)).Round(4).Float64()
  372. newDataList = append(newDataList, EdbInfoSearchData{
  373. EdbDataId: i,
  374. DataTime: dataList[i].DataTime,
  375. Value: percentVal,
  376. })
  377. }
  378. }
  379. return
  380. }