edb_data_calculate_zsxy.go 11 KB

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  1. package models
  2. import (
  3. "errors"
  4. "eta/eta_index_lib/global"
  5. "eta/eta_index_lib/utils"
  6. "fmt"
  7. "github.com/shopspring/decimal"
  8. "gorm.io/gorm"
  9. "reflect"
  10. "strconv"
  11. "strings"
  12. "time"
  13. )
  14. // ExponentialSmoothing 指数修匀
  15. type ExponentialSmoothing struct{}
  16. // Add 添加
  17. func (obj ExponentialSmoothing) 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_DB.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. //关联关系
  54. {
  55. calculateMappingItem := new(EdbInfoCalculateMapping)
  56. calculateMappingItem.CreateTime = time.Now()
  57. calculateMappingItem.ModifyTime = time.Now()
  58. calculateMappingItem.Sort = 1
  59. calculateMappingItem.EdbCode = edbCode
  60. calculateMappingItem.EdbInfoId = edbInfo.EdbInfoId
  61. calculateMappingItem.FromEdbInfoId = fromEdbInfo.EdbInfoId
  62. calculateMappingItem.FromEdbCode = fromEdbInfo.EdbCode
  63. calculateMappingItem.FromEdbName = fromEdbInfo.EdbName
  64. calculateMappingItem.FromSource = fromEdbInfo.Source
  65. calculateMappingItem.FromSourceName = fromEdbInfo.SourceName
  66. calculateMappingItem.FromTag = ""
  67. calculateMappingItem.Source = edbInfo.Source
  68. calculateMappingItem.SourceName = edbInfo.SourceName
  69. calculateMappingItem.FromSubSource = fromEdbInfo.SubSource
  70. err = to.Create(calculateMappingItem).Error
  71. if err != nil {
  72. return
  73. }
  74. }
  75. //计算数据
  76. err = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  77. return
  78. }
  79. // Edit 编辑
  80. func (obj ExponentialSmoothing) Edit(params EditCalculateBatchParams) (err error, errMsg string) {
  81. req := params.Req
  82. edbInfo := params.EdbInfo
  83. fromEdbInfo := params.FromEdbInfo
  84. to := global.DEFAULT_DB.Begin()
  85. defer func() {
  86. if err != nil {
  87. to.Rollback()
  88. } else {
  89. to.Commit()
  90. }
  91. }()
  92. tableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  93. oldEdbInfo := *edbInfo
  94. //修改指标信息
  95. edbInfo.EdbName = req.EdbName
  96. edbInfo.EdbNameSource = req.EdbName
  97. edbInfo.Frequency = req.Frequency
  98. edbInfo.Unit = req.Unit
  99. edbInfo.ClassifyId = req.ClassifyId
  100. edbInfo.CalculateFormula = req.Formula
  101. edbInfo.EdbNameEn = req.EdbNameEn
  102. edbInfo.UnitEn = req.UnitEn
  103. edbInfo.ModifyTime = time.Now()
  104. err = to.Model(edbInfo).Select([]string{"EdbName", "EdbNameSource", "Frequency", "Unit", "ClassifyId", "CalculateFormula", "ModifyTime", "EdbNameEn", "UnitEn"}).Updates(edbInfo).Error
  105. if err != nil {
  106. return
  107. }
  108. var existCondition string
  109. var existPars []interface{}
  110. existCondition += " AND edb_info_id=? AND from_edb_info_id=? "
  111. existPars = append(existPars, edbInfo.EdbInfoId, req.FromEdbInfoId)
  112. //判断计算指标是否被更换
  113. count, err := GetEdbInfoCalculateCountByCondition(existCondition, existPars)
  114. if err != nil {
  115. err = errors.New("判断指标是否改变失败,Err:" + err.Error())
  116. return
  117. }
  118. if count > 0 { // 指标未被替换,无需处理逻辑
  119. // 如果相关配置更改了,那么重新计算
  120. if oldEdbInfo.CalculateFormula != edbInfo.CalculateFormula {
  121. err = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  122. }
  123. return
  124. }
  125. //删除,计算指标关联的,基础指标的关联关系
  126. sql := ` DELETE FROM edb_info_calculate_mapping WHERE edb_info_id = ? `
  127. err = to.Exec(sql, edbInfo.EdbInfoId).Error
  128. if err != nil {
  129. return
  130. }
  131. //清空原有数据
  132. sql = ` DELETE FROM ` + tableName + ` WHERE edb_info_id = ? `
  133. err = to.Exec(sql, edbInfo.EdbInfoId).Error
  134. if err != nil {
  135. return
  136. }
  137. //关联关系
  138. {
  139. calculateMappingItem := &EdbInfoCalculateMapping{
  140. EdbInfoCalculateMappingId: 0,
  141. EdbInfoId: edbInfo.EdbInfoId,
  142. Source: obj.GetSource(),
  143. SourceName: obj.GetSourceName(),
  144. EdbCode: edbInfo.EdbCode,
  145. FromEdbInfoId: fromEdbInfo.EdbInfoId,
  146. FromEdbCode: fromEdbInfo.EdbCode,
  147. FromEdbName: fromEdbInfo.EdbName,
  148. FromSource: fromEdbInfo.Source,
  149. FromSourceName: fromEdbInfo.SourceName,
  150. FromTag: "",
  151. Sort: 1,
  152. CreateTime: time.Now(),
  153. ModifyTime: time.Now(),
  154. FromSubSource: fromEdbInfo.SubSource,
  155. }
  156. err = to.Create(calculateMappingItem).Error
  157. if err != nil {
  158. return
  159. }
  160. }
  161. //计算数据
  162. err = obj.refresh(to, edbInfo, fromEdbInfo, edbInfo.EdbCode)
  163. return
  164. }
  165. // Refresh 刷新
  166. func (obj ExponentialSmoothing) Refresh(params RefreshParams) (err error, errMsg string) {
  167. calculateMapping, err := GetEdbInfoCalculateMappingDetail(params.EdbInfo.EdbInfoId)
  168. if err != nil {
  169. errMsg = "GetEdbInfoCalculateLjzzyDetail Err:" + err.Error()
  170. return
  171. }
  172. fromEdbInfo, err := GetEdbInfoById(calculateMapping.FromEdbInfoId)
  173. if err != nil {
  174. errMsg = "GetEdbInfoById Err:" + err.Error()
  175. return
  176. }
  177. to := global.DEFAULT_DB.Begin()
  178. defer func() {
  179. if err != nil {
  180. to.Rollback()
  181. } else {
  182. to.Commit()
  183. }
  184. }()
  185. // 计算数据
  186. err = obj.refresh(to, params.EdbInfo, fromEdbInfo, params.EdbInfo.EdbCode)
  187. return
  188. }
  189. // GetSource 获取来源编码id
  190. func (obj ExponentialSmoothing) GetSource() int {
  191. return utils.DATA_SOURCE_CALCULATE_ZSXY
  192. }
  193. // GetSourceName 获取来源名称
  194. func (obj ExponentialSmoothing) GetSourceName() string {
  195. return utils.DATA_SOURCE_NAME_CALCULATE_ZSXY
  196. }
  197. // GetEdbType 获取指标类型
  198. func (obj ExponentialSmoothing) GetEdbType() int {
  199. return utils.CALCULATE_EDB_TYPE
  200. }
  201. func (obj ExponentialSmoothing) refresh(to *gorm.DB, edbInfo, fromEdbInfo *EdbInfo, edbCode string) (err error) {
  202. edbInfoId := edbInfo.EdbInfoId
  203. dataTableName := GetEdbDataTableName(edbInfo.Source, edbInfo.SubSource)
  204. edbInfoIdStr := strconv.Itoa(edbInfoId)
  205. // 获取标准差图表的指标数据
  206. fromDataList, err := CalculateExponentialSmoothingData(fromEdbInfo, edbInfo.CalculateFormula)
  207. if err != nil {
  208. return err
  209. }
  210. //获取指标所有数据
  211. existDataList, err := GetAllEdbDataListByTo(to, edbInfoId, edbInfo.Source, edbInfo.SubSource)
  212. if err != nil {
  213. return err
  214. }
  215. existDataMap := make(map[string]string)
  216. removeDataTimeMap := make(map[string]int) //需要移除的日期数据
  217. for _, v := range existDataList {
  218. existDataMap[v.DataTime] = v.Value
  219. removeDataTimeMap[v.DataTime] = 1
  220. }
  221. needAddDateMap := make(map[time.Time]int)
  222. addSql := ` INSERT INTO ` + dataTableName + `(edb_info_id,edb_code,data_time,value,create_time,modify_time,data_timestamp) values `
  223. addSql = utils.ReplaceDriverKeywords("", addSql)
  224. var isAdd bool
  225. for _, tmpData := range fromDataList {
  226. currDateStr := tmpData.DataTime
  227. currTime, tmpErr := time.ParseInLocation(utils.FormatDate, currDateStr, time.Local)
  228. if tmpErr != nil {
  229. err = tmpErr
  230. return
  231. }
  232. // 当前的实际值
  233. saveValue := decimal.NewFromFloat(tmpData.Value).Round(4).String()
  234. existVal, ok := existDataMap[currDateStr]
  235. // 如果库中已经存在该数据的话,那么就进行值的变更操作
  236. if ok {
  237. //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
  238. delete(removeDataTimeMap, currDateStr)
  239. if existVal != saveValue {
  240. sql := ` UPDATE %s SET value=?,modify_time=NOW() WHERE edb_info_id=? AND data_time=? `
  241. sql = fmt.Sprintf(sql, dataTableName)
  242. err = to.Exec(sql, saveValue, edbInfoId, currDateStr).Error
  243. if err != nil {
  244. return
  245. }
  246. }
  247. continue
  248. }
  249. // 库中不存在该日期的数据
  250. timestamp := currTime.UnixNano() / 1e6
  251. timeStr := fmt.Sprintf("%d", timestamp)
  252. if _, existOk := needAddDateMap[currTime]; !existOk {
  253. addSql += GetAddSql(edbInfoIdStr, edbCode, currDateStr, timeStr, saveValue)
  254. isAdd = true
  255. }
  256. needAddDateMap[currTime] = 1
  257. }
  258. //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)
  259. {
  260. removeDateList := make([]string, 0)
  261. for dateTime := range removeDataTimeMap {
  262. removeDateList = append(removeDateList, dateTime)
  263. }
  264. removeNum := len(removeDateList)
  265. if removeNum > 0 {
  266. sql := fmt.Sprintf(` DELETE FROM %s WHERE edb_info_id = ? and data_time in (`+utils.GetOrmInReplace(removeNum)+`) `, dataTableName)
  267. err = to.Exec(sql, edbInfo.EdbInfoId, removeDateList).Error
  268. if err != nil {
  269. fmt.Println(reflect.TypeOf(obj).Name(), " add data ;delete Err", err.Error())
  270. err = fmt.Errorf("删除不存在的指标数据失败,Err:" + err.Error())
  271. return
  272. }
  273. }
  274. }
  275. if isAdd {
  276. addSql = strings.TrimRight(addSql, ",")
  277. err = to.Exec(addSql).Error
  278. if err != nil {
  279. fmt.Println(reflect.TypeOf(obj).Name(), " add data Err", err.Error())
  280. return
  281. }
  282. }
  283. return
  284. }
  285. // CalculateExponentialSmoothingData 计算指数修匀
  286. func CalculateExponentialSmoothingData(fromEdbInfo *EdbInfo, strAlpha string) (newDataList []EdbInfoSearchData, err error) {
  287. alpha, _ := strconv.ParseFloat(strAlpha, 64)
  288. if alpha <= 0 || alpha >= 1 {
  289. err = fmt.Errorf("alpha值有误: %v", alpha)
  290. return
  291. }
  292. // 获取时间基准指标在时间区间内的值
  293. dataList := make([]*EdbInfoSearchData, 0)
  294. switch fromEdbInfo.EdbInfoType {
  295. case 0:
  296. //获取来源指标的数据
  297. dataList, err = GetEdbDataListAll(fromEdbInfo.Source, fromEdbInfo.SubSource,
  298. FindEdbDataListAllCond{
  299. EdbInfoId: fromEdbInfo.EdbInfoId,
  300. }, 1)
  301. case 1:
  302. dataList, err = GetPredictEdbDataListAllByStartDate(fromEdbInfo, 1, "")
  303. default:
  304. err = errors.New(fmt.Sprint("获取失败,指标base类型异常", fromEdbInfo.EdbInfoType))
  305. return
  306. }
  307. var preVal float64
  308. alphaDecimal := decimal.NewFromFloat(alpha)
  309. subAlpha := decimal.NewFromFloat(1).Sub(alphaDecimal)
  310. for k, d := range dataList {
  311. // 首期的值以原始值作为指数修匀的计算值
  312. if k == 0 {
  313. newDataList = append(newDataList, EdbInfoSearchData{
  314. EdbDataId: k,
  315. DataTime: dataList[k].DataTime,
  316. Value: d.Value,
  317. })
  318. preVal = d.Value
  319. continue
  320. }
  321. // 上一期的值参与计算
  322. preDecimal := decimal.NewFromFloat(preVal)
  323. valDecimal := decimal.NewFromFloat(d.Value)
  324. partA := alphaDecimal.Mul(valDecimal)
  325. partB := subAlpha.Mul(preDecimal)
  326. res, _ := (partA.Add(partB)).Float64()
  327. preVal = res
  328. newDataList = append(newDataList, EdbInfoSearchData{
  329. EdbDataId: k,
  330. DataTime: dataList[k].DataTime,
  331. Value: res,
  332. })
  333. }
  334. return
  335. }