edb_data_calculate_percentile.go 13 KB

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  1. package models
  2. import (
  3. "encoding/json"
  4. "errors"
  5. "eta/eta_index_lib/utils"
  6. "fmt"
  7. "github.com/beego/beego/v2/client/orm"
  8. "github.com/shopspring/decimal"
  9. "reflect"
  10. "strconv"
  11. "strings"
  12. "time"
  13. )
  14. // Percentile 百分位
  15. type Percentile struct {
  16. }
  17. // Add 添加
  18. func (obj Percentile) Add(params AddCalculateBatchParams) (edbInfo *EdbInfo, err error, errMsg string) {
  19. req := params.Req
  20. fromEdbInfo := params.FromEdbInfo
  21. edbCode := params.EdbCode
  22. o := orm.NewOrm()
  23. to, err := o.Begin()
  24. if err != nil {
  25. return
  26. }
  27. defer func() {
  28. if err != nil {
  29. _ = to.Rollback()
  30. fmt.Println(reflect.TypeOf(obj).Name(), ";Add,Err:"+err.Error())
  31. } else {
  32. _ = to.Commit()
  33. }
  34. }()
  35. edbInfo = new(EdbInfo)
  36. edbInfo.Source = obj.GetSource()
  37. edbInfo.SourceName = obj.GetSourceName()
  38. edbInfo.EdbCode = edbCode
  39. edbInfo.EdbName = req.EdbName
  40. edbInfo.EdbNameSource = req.EdbName
  41. edbInfo.Frequency = req.Frequency
  42. edbInfo.Unit = req.Unit
  43. edbInfo.ClassifyId = req.ClassifyId
  44. edbInfo.SysUserId = params.SysUserId
  45. edbInfo.SysUserRealName = params.SysUserRealName
  46. edbInfo.CreateTime = time.Now()
  47. edbInfo.ModifyTime = time.Now()
  48. edbInfo.UniqueCode = params.UniqueCode
  49. edbInfo.CalculateFormula = req.Formula
  50. edbInfo.EdbType = obj.GetEdbType()
  51. newEdbInfoId, tmpErr := to.Insert(edbInfo)
  52. if tmpErr != nil {
  53. err = tmpErr
  54. return
  55. }
  56. edbInfo.EdbInfoId = int(newEdbInfoId)
  57. //关联关系
  58. {
  59. calculateMappingItem := new(EdbInfoCalculateMapping)
  60. calculateMappingItem.CreateTime = time.Now()
  61. calculateMappingItem.ModifyTime = time.Now()
  62. calculateMappingItem.Sort = 1
  63. calculateMappingItem.EdbCode = edbCode
  64. calculateMappingItem.EdbInfoId = edbInfo.EdbInfoId
  65. calculateMappingItem.FromEdbInfoId = fromEdbInfo.EdbInfoId
  66. calculateMappingItem.FromEdbCode = fromEdbInfo.EdbCode
  67. calculateMappingItem.FromEdbName = fromEdbInfo.EdbName
  68. calculateMappingItem.FromSource = fromEdbInfo.Source
  69. calculateMappingItem.FromSourceName = fromEdbInfo.SourceName
  70. calculateMappingItem.FromTag = ""
  71. calculateMappingItem.Source = edbInfo.Source
  72. calculateMappingItem.SourceName = edbInfo.SourceName
  73. calculateMappingItem.FromSubSource = fromEdbInfo.SubSource
  74. _, err = to.Insert(calculateMappingItem)
  75. if err != nil {
  76. return
  77. }
  78. }
  79. //计算数据
  80. err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  81. return
  82. }
  83. // Edit 编辑
  84. func (obj Percentile) Edit(params EditCalculateBatchParams) (err error, errMsg string) {
  85. req := params.Req
  86. edbInfo := params.EdbInfo
  87. fromEdbInfo := params.FromEdbInfo
  88. o := orm.NewOrm()
  89. to, err := o.Begin()
  90. if err != nil {
  91. return
  92. }
  93. defer func() {
  94. if err != nil {
  95. _ = to.Rollback()
  96. fmt.Println(reflect.TypeOf(obj).Name(), ";Edit,Err:"+err.Error())
  97. } else {
  98. _ = to.Commit()
  99. }
  100. }()
  101. tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  102. oldEdbInfo := *edbInfo
  103. //修改指标信息
  104. edbInfo.EdbName = req.EdbName
  105. edbInfo.EdbNameSource = req.EdbName
  106. edbInfo.Frequency = req.Frequency
  107. edbInfo.Unit = req.Unit
  108. edbInfo.ClassifyId = req.ClassifyId
  109. edbInfo.CalculateFormula = req.Formula
  110. edbInfo.ModifyTime = time.Now()
  111. _, err = to.Update(edbInfo, "EdbName", "EdbNameSource", "Frequency", "Unit", "ClassifyId", "CalculateFormula", "ModifyTime")
  112. if err != nil {
  113. return
  114. }
  115. var existCondition string
  116. var existPars []interface{}
  117. existCondition += " AND edb_info_id=? AND from_edb_info_id=? "
  118. existPars = append(existPars, edbInfo.EdbInfoId, req.FromEdbInfoId)
  119. //判断计算指标是否被更换
  120. count, err := GetEdbInfoCalculateCountByCondition(existCondition, existPars)
  121. if err != nil {
  122. err = errors.New("判断指标是否改变失败,Err:" + err.Error())
  123. return
  124. }
  125. if count > 0 { // 指标未被替换,无需处理逻辑
  126. // 如果相关配置更改了,那么重新计算
  127. if oldEdbInfo.CalculateFormula != edbInfo.CalculateFormula {
  128. err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  129. }
  130. return
  131. }
  132. //删除,计算指标关联的,基础指标的关联关系
  133. sql := ` DELETE FROM edb_info_calculate_mapping WHERE edb_info_id = ? `
  134. _, err = to.Raw(sql, edbInfo.EdbInfoId).Exec()
  135. if err != nil {
  136. return
  137. }
  138. //清空原有数据
  139. sql = ` DELETE FROM ` + tableName + ` WHERE edb_info_id = ? `
  140. _, err = to.Raw(sql, edbInfo.EdbInfoId).Exec()
  141. if err != nil {
  142. return
  143. }
  144. //关联关系
  145. {
  146. calculateMappingItem := &EdbInfoCalculateMapping{
  147. EdbInfoCalculateMappingId: 0,
  148. EdbInfoId: edbInfo.EdbInfoId,
  149. Source: obj.GetSource(),
  150. SourceName: obj.GetSourceName(),
  151. EdbCode: edbInfo.EdbCode,
  152. FromEdbInfoId: fromEdbInfo.EdbInfoId,
  153. FromEdbCode: fromEdbInfo.EdbCode,
  154. FromEdbName: fromEdbInfo.EdbName,
  155. FromSource: fromEdbInfo.Source,
  156. FromSourceName: fromEdbInfo.SourceName,
  157. FromTag: "",
  158. Sort: 1,
  159. CreateTime: time.Now(),
  160. ModifyTime: time.Now(),
  161. FromSubSource: fromEdbInfo.SubSource,
  162. }
  163. _, err = to.Insert(calculateMappingItem)
  164. if err != nil {
  165. return
  166. }
  167. }
  168. //计算数据
  169. err, errMsg = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  170. return
  171. }
  172. // Refresh 刷新
  173. func (obj Percentile) Refresh(params RefreshParams) (err error, errMsg string) {
  174. calculateMapping, err := GetEdbInfoCalculateMappingDetail(params.EdbInfo.EdbInfoId)
  175. if err != nil {
  176. errMsg = "GetEdbInfoCalculateLjzzyDetail Err:" + err.Error()
  177. return
  178. }
  179. fromEdbInfo, err := GetEdbInfoById(calculateMapping.FromEdbInfoId)
  180. if err != nil {
  181. errMsg = "GetEdbInfoById Err:" + err.Error()
  182. return
  183. }
  184. o := orm.NewOrm()
  185. to, err := o.Begin()
  186. if err != nil {
  187. return
  188. }
  189. defer func() {
  190. if err != nil {
  191. _ = to.Rollback()
  192. fmt.Println(reflect.TypeOf(obj).Name(), ";Refresh,Err:"+err.Error())
  193. } else {
  194. _ = to.Commit()
  195. }
  196. }()
  197. // 计算数据
  198. err, errMsg = obj.refresh(to, params.EdbInfo, fromEdbInfo, params.EdbInfo.EdbCode)
  199. return
  200. }
  201. // GetSource 获取来源编码id
  202. func (obj Percentile) GetSource() int {
  203. return utils.DATA_SOURCE_CALCULATE_PERCENTILE
  204. }
  205. // GetSourceName 获取来源名称
  206. func (obj Percentile) GetSourceName() string {
  207. return utils.DATA_SOURCE_NAME_CALCULATE_PERCENTILE
  208. }
  209. // GetEdbType 获取指标类型
  210. func (obj Percentile) GetEdbType() int {
  211. return utils.CALCULATE_EDB_TYPE
  212. }
  213. // PercentileConfig 百分位的配置
  214. type PercentileConfig struct {
  215. CalculateValue int `description:"时间长度期数"`
  216. CalculateUnit string `description:"时间长度频度"`
  217. }
  218. // refresh 刷新
  219. func (obj Percentile) refresh(to orm.TxOrmer, edbInfo, fromEdbInfo *EdbInfo, edbCode string) (err error, errMsg string) {
  220. edbInfoId := edbInfo.EdbInfoId
  221. dataTableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  222. edbInfoIdStr := strconv.Itoa(edbInfoId)
  223. var percentileConfig PercentileConfig
  224. err = json.Unmarshal([]byte(edbInfo.CalculateFormula), &percentileConfig)
  225. if err != nil {
  226. return
  227. }
  228. // 获取百分位的指标数据
  229. fromDataList, err, errMsg := obj.getPercentileData(fromEdbInfo, percentileConfig.CalculateValue, percentileConfig.CalculateUnit)
  230. if err != nil {
  231. return
  232. }
  233. //获取指标所有数据
  234. existDataList := make([]*EdbData, 0)
  235. sql := `SELECT * FROM %s WHERE edb_info_id=? `
  236. sql = fmt.Sprintf(sql, dataTableName)
  237. _, err = to.Raw(sql, edbInfoId).QueryRows(&existDataList)
  238. if err != nil {
  239. return
  240. }
  241. existDataMap := make(map[string]string)
  242. removeDataTimeMap := make(map[string]int) //需要移除的日期数据
  243. for _, v := range existDataList {
  244. existDataMap[v.DataTime] = v.Value
  245. removeDataTimeMap[v.DataTime] = 1
  246. }
  247. needAddDateMap := make(map[time.Time]int)
  248. addSql := ` INSERT INTO ` + dataTableName + `(edb_info_id,edb_code,data_time,value,create_time,modify_time,data_timestamp) values `
  249. var isAdd bool
  250. for _, tmpData := range fromDataList {
  251. currDateStr := tmpData.DataTime
  252. currTime, tmpErr := time.ParseInLocation(utils.FormatDate, currDateStr, time.Local)
  253. if tmpErr != nil {
  254. err = tmpErr
  255. return
  256. }
  257. // 当前的实际值
  258. saveValue := decimal.NewFromFloat(tmpData.Value).Round(4).String()
  259. existVal, ok := existDataMap[currDateStr]
  260. // 如果库中已经存在该数据的话,那么就进行值的变更操作
  261. if ok {
  262. //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
  263. delete(removeDataTimeMap, currDateStr)
  264. if existVal != saveValue {
  265. sql := ` UPDATE %s SET value=?,modify_time=NOW() WHERE edb_info_id=? AND data_time=? `
  266. sql = fmt.Sprintf(sql, dataTableName)
  267. _, err = to.Raw(sql, saveValue, edbInfoId, currDateStr).Exec()
  268. if err != nil {
  269. return
  270. }
  271. }
  272. continue
  273. }
  274. // 库中不存在该日期的数据
  275. timestamp := currTime.UnixNano() / 1e6
  276. timeStr := fmt.Sprintf("%d", timestamp)
  277. if _, existOk := needAddDateMap[currTime]; !existOk {
  278. addSql += GetAddSql(edbInfoIdStr, edbCode, currDateStr, timeStr, saveValue)
  279. isAdd = true
  280. }
  281. needAddDateMap[currTime] = 1
  282. }
  283. //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)
  284. {
  285. removeDateList := make([]string, 0)
  286. for dateTime := range removeDataTimeMap {
  287. removeDateList = append(removeDateList, dateTime)
  288. }
  289. removeNum := len(removeDateList)
  290. if removeNum > 0 {
  291. sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (`+utils.GetOrmInReplace(removeNum)+`) `, dataTableName)
  292. _, err = to.Raw(sql, edbInfo.EdbInfoId, removeDateList).Exec()
  293. if err != nil {
  294. fmt.Println(reflect.TypeOf(obj).Name(), " add data ;delete Err", err.Error())
  295. err = fmt.Errorf("删除不存在的指标数据失败,Err:" + err.Error())
  296. return
  297. }
  298. }
  299. }
  300. if isAdd {
  301. addSql = strings.TrimRight(addSql, ",")
  302. _, err = to.Raw(addSql).Exec()
  303. if err != nil {
  304. fmt.Println(reflect.TypeOf(obj).Name(), " add data Err", err.Error())
  305. return
  306. }
  307. }
  308. return
  309. }
  310. func (obj Percentile) calculate(edbInfoId int, date, edbInfoIdStr, edbCode, dataTableName, addSql string, val float64, dataMap, existDataMap map[string]string, to orm.TxOrmer) (newSql string, isAdd bool, err error) {
  311. newSql = addSql
  312. saveValue := utils.SubFloatToString(val, 4)
  313. //判断数据是否存在
  314. if existVal, ok := dataMap[date]; !ok {
  315. dataTime, _ := time.ParseInLocation(utils.FormatDate, date, time.Local)
  316. timestamp := dataTime.UnixNano() / 1e6
  317. timeStr := fmt.Sprintf("%d", timestamp)
  318. if _, existOk := existDataMap[date]; !existOk {
  319. newSql += GetAddSql(edbInfoIdStr, edbCode, date, timeStr, saveValue)
  320. isAdd = true
  321. }
  322. existDataMap[date] = date
  323. } else {
  324. if existVal != saveValue {
  325. sql := ` UPDATE %s SET value=?,modify_time=NOW() WHERE edb_info_id=? AND data_time=? `
  326. sql = fmt.Sprintf(sql, dataTableName)
  327. _, err = to.Raw(sql, saveValue, edbInfoId, date).Exec()
  328. }
  329. }
  330. return
  331. }
  332. // GetPercentileData 获取百分位图表的指标数据
  333. func (obj Percentile) getPercentileData(fromEdbInfo *EdbInfo, calculateValue int, calculateUnit string) (newDataList []EdbInfoSearchData, err error, errMsg string) {
  334. // 获取时间基准指标在时间区间内的值
  335. dataList := make([]*EdbInfoSearchData, 0)
  336. switch fromEdbInfo.EdbInfoType {
  337. case 0:
  338. var condition string
  339. var pars []interface{}
  340. condition += " AND edb_info_id=? "
  341. pars = append(pars, fromEdbInfo.EdbInfoId)
  342. //获取来源指标的数据
  343. dataList, err = GetEdbDataListAll(condition, pars, fromEdbInfo.Source, fromEdbInfo.SubSource, 1)
  344. case 1:
  345. dataList, err = GetPredictEdbDataListAllByStartDate(fromEdbInfo, 1, "")
  346. default:
  347. err = errors.New(fmt.Sprint("获取失败,指标base类型异常", fromEdbInfo.EdbInfoType))
  348. return
  349. }
  350. moveUnitDays, ok := utils.FrequencyDaysMap[calculateUnit]
  351. if !ok {
  352. errMsg = `错误的周期`
  353. err = errors.New(errMsg)
  354. return
  355. }
  356. calculateDay := calculateValue * moveUnitDays
  357. // 指标对应的所有数据
  358. newDataList = make([]EdbInfoSearchData, 0)
  359. dataMap := make(map[time.Time]float64, 0)
  360. for _, tmpData := range dataList {
  361. currDateTime, _ := time.ParseInLocation(utils.FormatDate, tmpData.DataTime, time.Local)
  362. dataMap[currDateTime] = tmpData.Value
  363. }
  364. //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。
  365. for i, tmpData := range dataList {
  366. currDateTime, _ := time.ParseInLocation(utils.FormatDate, tmpData.DataTime, time.Local)
  367. maxVal := tmpData.Value
  368. minVal := tmpData.Value
  369. for k := 0; k < calculateDay; k++ {
  370. preVal, ok2 := dataMap[currDateTime.AddDate(0, 0, -k)]
  371. if ok2 {
  372. if preVal > maxVal {
  373. maxVal = preVal
  374. }
  375. if preVal < minVal {
  376. minVal = preVal
  377. }
  378. }
  379. }
  380. if maxVal == minVal {
  381. continue
  382. }
  383. tmpV := (tmpData.Value - minVal) / (maxVal - minVal) * 100
  384. tmpV, _ = decimal.NewFromFloat(tmpV).Round(4).Float64()
  385. //百分位=(现值-Min)/(Max-Min)
  386. newDataList = append(newDataList, EdbInfoSearchData{
  387. EdbDataId: i,
  388. DataTime: dataList[i].DataTime,
  389. Value: tmpV,
  390. })
  391. }
  392. return
  393. }