preprocessor.go 12 KB

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  1. package plans
  2. import (
  3. "encoding/json"
  4. "fmt"
  5. "github.com/emqx/kuiper/common"
  6. "github.com/emqx/kuiper/xsql"
  7. "github.com/emqx/kuiper/xstream/api"
  8. "reflect"
  9. "strconv"
  10. "strings"
  11. "time"
  12. )
  13. type Preprocessor struct {
  14. streamStmt *xsql.StreamStmt
  15. fields xsql.Fields
  16. isEventTime bool
  17. timestampField string
  18. timestampFormat string
  19. }
  20. func NewPreprocessor(s *xsql.StreamStmt, fs xsql.Fields, iet bool) (*Preprocessor, error) {
  21. p := &Preprocessor{streamStmt: s, fields: fs, isEventTime: iet}
  22. if iet {
  23. if tf, ok := s.Options["TIMESTAMP"]; ok {
  24. p.timestampField = tf
  25. } else {
  26. return nil, fmt.Errorf("preprocessor is set to be event time but stream option TIMESTAMP not found")
  27. }
  28. if ts, ok := s.Options["TIMESTAMP_FORMAT"]; ok {
  29. p.timestampFormat = ts
  30. }
  31. }
  32. return p, nil
  33. }
  34. /*
  35. * input: *xsql.Tuple
  36. * output: *xsql.Tuple
  37. */
  38. func (p *Preprocessor) Apply(ctx api.StreamContext, data interface{}) interface{} {
  39. log := ctx.GetLogger()
  40. tuple, ok := data.(*xsql.Tuple)
  41. if !ok {
  42. return fmt.Errorf("expect tuple data type")
  43. }
  44. log.Debugf("preprocessor receive %s", tuple.Message)
  45. result := make(map[string]interface{})
  46. if p.streamStmt.StreamFields != nil {
  47. for _, f := range p.streamStmt.StreamFields {
  48. fname := strings.ToLower(f.Name)
  49. if e := p.addRecField(f.FieldType, result, tuple.Message, fname); e != nil {
  50. return fmt.Errorf("error in preprocessor: %s", e)
  51. }
  52. }
  53. } else {
  54. result = tuple.Message
  55. }
  56. //If the field has alias name, then evaluate the alias field before transfer it to proceeding operators, and put it into result.
  57. //Otherwise, the GROUP BY, ORDER BY statement cannot get the value.
  58. for _, f := range p.fields {
  59. if f.AName != "" && (!xsql.HasAggFuncs(f.Expr)) {
  60. ve := &xsql.ValuerEval{Valuer: xsql.MultiValuer(tuple, &xsql.FunctionValuer{})}
  61. v := ve.Eval(f.Expr)
  62. if _, ok := v.(error); ok {
  63. return v
  64. } else {
  65. result[strings.ToLower(f.AName)] = v
  66. }
  67. }
  68. }
  69. tuple.Message = result
  70. if p.isEventTime {
  71. if t, ok := result[p.timestampField]; ok {
  72. if ts, err := common.InterfaceToUnixMilli(t, p.timestampFormat); err != nil {
  73. return fmt.Errorf("cannot convert timestamp field %s to timestamp with error %v", p.timestampField, err)
  74. } else {
  75. tuple.Timestamp = ts
  76. log.Debugf("preprocessor calculate timstamp %d", tuple.Timestamp)
  77. }
  78. } else {
  79. return fmt.Errorf("cannot find timestamp field %s in tuple %v", p.timestampField, result)
  80. }
  81. }
  82. return tuple
  83. }
  84. func (p *Preprocessor) parseTime(s string) (time.Time, error) {
  85. if f, ok := p.streamStmt.Options["TIMESTAMP_FORMAT"]; ok {
  86. return common.ParseTime(s, f)
  87. } else {
  88. return time.Parse(common.JSISO, s)
  89. }
  90. }
  91. func (p *Preprocessor) addRecField(ft xsql.FieldType, r map[string]interface{}, j map[string]interface{}, n string) error {
  92. if t, ok := j[n]; ok {
  93. v := reflect.ValueOf(t)
  94. jtype := v.Kind()
  95. switch st := ft.(type) {
  96. case *xsql.BasicType:
  97. switch st.Type {
  98. case xsql.UNKNOWN:
  99. return fmt.Errorf("invalid data type unknown defined for %s, please check the stream definition", t)
  100. case xsql.BIGINT:
  101. if jtype == reflect.Int {
  102. r[n] = t.(int)
  103. } else if jtype == reflect.Float64 {
  104. r[n] = int(t.(float64))
  105. } else if jtype == reflect.String {
  106. if i, err := strconv.Atoi(t.(string)); err != nil {
  107. return fmt.Errorf("invalid data type for %s, expect bigint but found %s", n, t)
  108. } else {
  109. r[n] = i
  110. }
  111. } else {
  112. return fmt.Errorf("invalid data type for %s, expect bigint but found %s", n, t)
  113. }
  114. case xsql.FLOAT:
  115. if jtype == reflect.Float64 {
  116. r[n] = t.(float64)
  117. } else if jtype == reflect.String {
  118. if f, err := strconv.ParseFloat(t.(string), 64); err != nil {
  119. return fmt.Errorf("invalid data type for %s, expect float but found %s", n, t)
  120. } else {
  121. r[n] = f
  122. }
  123. } else {
  124. return fmt.Errorf("invalid data type for %s, expect float but found %s", n, t)
  125. }
  126. case xsql.STRINGS:
  127. if jtype == reflect.String {
  128. r[n] = t.(string)
  129. } else {
  130. return fmt.Errorf("invalid data type for %s, expect string but found %s", n, t)
  131. }
  132. case xsql.DATETIME:
  133. switch jtype {
  134. case reflect.Int:
  135. ai := t.(int64)
  136. r[n] = common.TimeFromUnixMilli(ai)
  137. case reflect.Float64:
  138. ai := int64(t.(float64))
  139. r[n] = common.TimeFromUnixMilli(ai)
  140. case reflect.String:
  141. if t, err := p.parseTime(t.(string)); err != nil {
  142. return fmt.Errorf("invalid data type for %s, cannot convert to datetime: %s", n, err)
  143. } else {
  144. r[n] = t
  145. }
  146. default:
  147. return fmt.Errorf("invalid data type for %s, expect datatime but find %v", n, t)
  148. }
  149. case xsql.BOOLEAN:
  150. if jtype == reflect.Bool {
  151. r[n] = t.(bool)
  152. } else if jtype == reflect.String {
  153. if i, err := strconv.ParseBool(t.(string)); err != nil {
  154. return fmt.Errorf("invalid data type for %s, expect boolean but found %s", n, t)
  155. } else {
  156. r[n] = i
  157. }
  158. } else {
  159. return fmt.Errorf("invalid data type for %s, expect boolean but found %s", n, t)
  160. }
  161. default:
  162. return fmt.Errorf("invalid data type for %s, it is not supported yet", st)
  163. }
  164. case *xsql.ArrayType:
  165. var s []interface{}
  166. if jtype == reflect.Slice {
  167. s = t.([]interface{})
  168. } else if jtype == reflect.String {
  169. err := json.Unmarshal([]byte(t.(string)), &s)
  170. if err != nil {
  171. return fmt.Errorf("invalid data type for %s, expect array but found %s", n, t)
  172. }
  173. } else {
  174. return fmt.Errorf("invalid data type for %s, expect array but found %s", n, t)
  175. }
  176. if tempArr, err := p.addArrayField(st, s); err != nil {
  177. return err
  178. } else {
  179. r[n] = tempArr
  180. }
  181. case *xsql.RecType:
  182. nextJ := make(map[string]interface{})
  183. if jtype == reflect.Map {
  184. nextJ, ok = t.(map[string]interface{})
  185. if !ok {
  186. return fmt.Errorf("invalid data type for %s, expect map but found %s", n, t)
  187. }
  188. } else if jtype == reflect.String {
  189. err := json.Unmarshal([]byte(t.(string)), &nextJ)
  190. if err != nil {
  191. return fmt.Errorf("invalid data type for %s, expect map but found %s", n, t)
  192. }
  193. } else {
  194. return fmt.Errorf("invalid data type for %s, expect struct but found %s", n, t)
  195. }
  196. nextR := make(map[string]interface{})
  197. for _, nextF := range st.StreamFields {
  198. nextP := strings.ToLower(nextF.Name)
  199. if e := p.addRecField(nextF.FieldType, nextR, nextJ, nextP); e != nil {
  200. return e
  201. }
  202. }
  203. r[n] = nextR
  204. default:
  205. return fmt.Errorf("unsupported type %T", st)
  206. }
  207. return nil
  208. } else {
  209. return fmt.Errorf("invalid data %s, field %s not found", j, n)
  210. }
  211. }
  212. //ft must be xsql.ArrayType
  213. //side effect: r[p] will be set to the new array
  214. func (p *Preprocessor) addArrayField(ft *xsql.ArrayType, srcSlice []interface{}) (interface{}, error) {
  215. if ft.FieldType != nil { //complex type array or struct
  216. switch st := ft.FieldType.(type) { //Only two complex types supported here
  217. case *xsql.ArrayType: //TODO handle array of array. Now the type is treated as interface{}
  218. var tempSlice [][]interface{}
  219. var s []interface{}
  220. for i, t := range srcSlice {
  221. jtype := reflect.ValueOf(t).Kind()
  222. if jtype == reflect.Slice || jtype == reflect.Array {
  223. s = t.([]interface{})
  224. } else if jtype == reflect.String {
  225. err := json.Unmarshal([]byte(t.(string)), &s)
  226. if err != nil {
  227. return nil, fmt.Errorf("invalid data type for [%d], expect array but found %s", i, t)
  228. }
  229. } else {
  230. return nil, fmt.Errorf("invalid data type for [%d], expect array but found %s", i, t)
  231. }
  232. if tempArr, err := p.addArrayField(st, s); err != nil {
  233. return nil, err
  234. } else {
  235. tempSlice = append(tempSlice, tempArr.([]interface{}))
  236. }
  237. }
  238. return tempSlice, nil
  239. case *xsql.RecType:
  240. var tempSlice []map[string]interface{}
  241. for i, t := range srcSlice {
  242. jtype := reflect.ValueOf(t).Kind()
  243. j := make(map[string]interface{})
  244. var ok bool
  245. if jtype == reflect.Map {
  246. j, ok = t.(map[string]interface{})
  247. if !ok {
  248. return nil, fmt.Errorf("invalid data type for [%d], expect map but found %s", i, t)
  249. }
  250. } else if jtype == reflect.String {
  251. err := json.Unmarshal([]byte(t.(string)), &j)
  252. if err != nil {
  253. return nil, fmt.Errorf("invalid data type for [%d], expect map but found %s", i, t)
  254. }
  255. } else {
  256. return nil, fmt.Errorf("invalid data type for [%d], expect map but found %s", i, t)
  257. }
  258. r := make(map[string]interface{})
  259. for _, f := range st.StreamFields {
  260. n := f.Name
  261. if e := p.addRecField(f.FieldType, r, j, n); e != nil {
  262. return nil, e
  263. }
  264. }
  265. tempSlice = append(tempSlice, r)
  266. }
  267. return tempSlice, nil
  268. default:
  269. return nil, fmt.Errorf("unsupported type %T", st)
  270. }
  271. } else { //basic type
  272. switch ft.Type {
  273. case xsql.UNKNOWN:
  274. return nil, fmt.Errorf("invalid data type unknown defined for %s, please checke the stream definition", srcSlice)
  275. case xsql.BIGINT:
  276. var tempSlice []int
  277. for i, t := range srcSlice {
  278. jtype := reflect.ValueOf(t).Kind()
  279. if jtype == reflect.Float64 {
  280. tempSlice = append(tempSlice, int(t.(float64)))
  281. } else if jtype == reflect.String {
  282. if v, err := strconv.Atoi(t.(string)); err != nil {
  283. return nil, fmt.Errorf("invalid data type for [%d], expect float but found %s", i, t)
  284. } else {
  285. tempSlice = append(tempSlice, v)
  286. }
  287. } else {
  288. return nil, fmt.Errorf("invalid data type for [%d], expect float but found %s", i, t)
  289. }
  290. }
  291. return tempSlice, nil
  292. case xsql.FLOAT:
  293. var tempSlice []float64
  294. for i, t := range srcSlice {
  295. jtype := reflect.ValueOf(t).Kind()
  296. if jtype == reflect.Float64 {
  297. tempSlice = append(tempSlice, t.(float64))
  298. } else if jtype == reflect.String {
  299. if f, err := strconv.ParseFloat(t.(string), 64); err != nil {
  300. return nil, fmt.Errorf("invalid data type for [%d], expect float but found %s", i, t)
  301. } else {
  302. tempSlice = append(tempSlice, f)
  303. }
  304. } else {
  305. return nil, fmt.Errorf("invalid data type for [%d], expect float but found %s", i, t)
  306. }
  307. }
  308. return tempSlice, nil
  309. case xsql.STRINGS:
  310. var tempSlice []string
  311. for i, t := range srcSlice {
  312. if reflect.ValueOf(t).Kind() == reflect.String {
  313. tempSlice = append(tempSlice, t.(string))
  314. } else {
  315. return nil, fmt.Errorf("invalid data type for [%d], expect string but found %s", i, t)
  316. }
  317. }
  318. return tempSlice, nil
  319. case xsql.DATETIME:
  320. var tempSlice []time.Time
  321. for i, t := range srcSlice {
  322. jtype := reflect.ValueOf(t).Kind()
  323. switch jtype {
  324. case reflect.Int:
  325. ai := t.(int64)
  326. tempSlice = append(tempSlice, common.TimeFromUnixMilli(ai))
  327. case reflect.Float64:
  328. ai := int64(t.(float64))
  329. tempSlice = append(tempSlice, common.TimeFromUnixMilli(ai))
  330. case reflect.String:
  331. if ai, err := p.parseTime(t.(string)); err != nil {
  332. return nil, fmt.Errorf("invalid data type for %s, cannot convert to datetime: %s", t, err)
  333. } else {
  334. tempSlice = append(tempSlice, ai)
  335. }
  336. default:
  337. return nil, fmt.Errorf("invalid data type for [%d], expect datetime but found %v", i, t)
  338. }
  339. }
  340. return tempSlice, nil
  341. case xsql.BOOLEAN:
  342. var tempSlice []bool
  343. for i, t := range srcSlice {
  344. jtype := reflect.ValueOf(t).Kind()
  345. if jtype == reflect.Bool {
  346. tempSlice = append(tempSlice, t.(bool))
  347. } else if jtype == reflect.String {
  348. if v, err := strconv.ParseBool(t.(string)); err != nil {
  349. return nil, fmt.Errorf("invalid data type for [%d], expect boolean but found %s", i, t)
  350. } else {
  351. tempSlice = append(tempSlice, v)
  352. }
  353. } else {
  354. return nil, fmt.Errorf("invalid data type for [%d], expect boolean but found %s", i, t)
  355. }
  356. }
  357. return tempSlice, nil
  358. default:
  359. return nil, fmt.Errorf("invalid data type for %T, datetime type is not supported yet", ft.Type)
  360. }
  361. }
  362. }