window_op.go 12 KB

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  1. package nodes
  2. import (
  3. "encoding/gob"
  4. "fmt"
  5. "github.com/benbjohnson/clock"
  6. "github.com/emqx/kuiper/common"
  7. "github.com/emqx/kuiper/xsql"
  8. "github.com/emqx/kuiper/xstream/api"
  9. "math"
  10. "time"
  11. )
  12. type WindowConfig struct {
  13. Type xsql.WindowType
  14. Length int
  15. Interval int //If interval is not set, it is equals to Length
  16. }
  17. type WindowOperator struct {
  18. *defaultSinkNode
  19. window *WindowConfig
  20. interval int
  21. isEventTime bool
  22. watermarkGenerator *WatermarkGenerator //For event time only
  23. statManager StatManager
  24. ticker *clock.Ticker //For processing time only
  25. // states
  26. triggerTime int64
  27. msgCount int
  28. }
  29. const WINDOW_INPUTS_KEY = "$$windowInputs"
  30. const TRIGGER_TIME_KEY = "$$triggerTime"
  31. const MSG_COUNT_KEY = "$$msgCount"
  32. func init() {
  33. gob.Register([]*xsql.Tuple{})
  34. }
  35. func NewWindowOp(name string, w WindowConfig, isEventTime bool, lateTolerance int64, streams []string, bufferLength int) (*WindowOperator, error) {
  36. o := new(WindowOperator)
  37. o.defaultSinkNode = &defaultSinkNode{
  38. input: make(chan interface{}, bufferLength),
  39. defaultNode: &defaultNode{
  40. outputs: make(map[string]chan<- interface{}),
  41. name: name,
  42. },
  43. }
  44. o.isEventTime = isEventTime
  45. o.window = &w
  46. if o.window.Interval == 0 && o.window.Type == xsql.COUNT_WINDOW {
  47. //if no interval value is set and it's count window, then set interval to length value.
  48. o.window.Interval = o.window.Length
  49. }
  50. if isEventTime {
  51. //Create watermark generator
  52. if w, err := NewWatermarkGenerator(o.window, lateTolerance, streams, o.input); err != nil {
  53. return nil, err
  54. } else {
  55. o.watermarkGenerator = w
  56. }
  57. }
  58. return o, nil
  59. }
  60. // Exec is the entry point for the executor
  61. // input: *xsql.Tuple from preprocessor
  62. // output: xsql.WindowTuplesSet
  63. func (o *WindowOperator) Exec(ctx api.StreamContext, errCh chan<- error) {
  64. o.ctx = ctx
  65. log := ctx.GetLogger()
  66. log.Debugf("Window operator %s is started", o.name)
  67. if len(o.outputs) <= 0 {
  68. go func() { errCh <- fmt.Errorf("no output channel found") }()
  69. return
  70. }
  71. stats, err := NewStatManager("op", ctx)
  72. if err != nil {
  73. go func() { errCh <- err }()
  74. return
  75. }
  76. o.statManager = stats
  77. var inputs []*xsql.Tuple
  78. if s, err := ctx.GetState(WINDOW_INPUTS_KEY); err == nil {
  79. switch st := s.(type) {
  80. case []*xsql.Tuple:
  81. inputs = st
  82. log.Infof("Restore window state %+v", inputs)
  83. case nil:
  84. log.Debugf("Restore window state, nothing")
  85. default:
  86. errCh <- fmt.Errorf("restore window state `inputs` %v error, invalid type", st)
  87. }
  88. } else {
  89. log.Warnf("Restore window state fails: %s", err)
  90. }
  91. o.triggerTime = 0
  92. if s, err := ctx.GetState(TRIGGER_TIME_KEY); err == nil && s != nil {
  93. if si, ok := s.(int64); ok {
  94. o.triggerTime = si
  95. } else {
  96. errCh <- fmt.Errorf("restore window state `triggerTime` %v error, invalid type", s)
  97. }
  98. }
  99. o.msgCount = 0
  100. if s, err := ctx.GetState(MSG_COUNT_KEY); err == nil && s != nil {
  101. if si, ok := s.(int); ok {
  102. o.msgCount = si
  103. } else {
  104. errCh <- fmt.Errorf("restore window state `msgCount` %v error, invalid type", s)
  105. }
  106. }
  107. log.Infof("Start with window state triggerTime: %d, msgCount: %d", o.triggerTime, o.msgCount)
  108. if o.isEventTime {
  109. go o.execEventWindow(ctx, inputs, errCh)
  110. } else {
  111. go o.execProcessingWindow(ctx, inputs, errCh)
  112. }
  113. }
  114. func (o *WindowOperator) execProcessingWindow(ctx api.StreamContext, inputs []*xsql.Tuple, errCh chan<- error) {
  115. log := ctx.GetLogger()
  116. var (
  117. c <-chan time.Time
  118. timeoutTicker *clock.Timer
  119. timeout <-chan time.Time
  120. )
  121. switch o.window.Type {
  122. case xsql.NOT_WINDOW:
  123. case xsql.TUMBLING_WINDOW:
  124. o.ticker = common.GetTicker(o.window.Length)
  125. o.interval = o.window.Length
  126. case xsql.HOPPING_WINDOW:
  127. o.ticker = common.GetTicker(o.window.Interval)
  128. o.interval = o.window.Interval
  129. case xsql.SLIDING_WINDOW:
  130. o.interval = o.window.Length
  131. case xsql.SESSION_WINDOW:
  132. o.ticker = common.GetTicker(o.window.Length)
  133. o.interval = o.window.Interval
  134. case xsql.COUNT_WINDOW:
  135. o.interval = o.window.Interval
  136. }
  137. if o.ticker != nil {
  138. c = o.ticker.C
  139. //resume previous window
  140. if len(inputs) > 0 && o.triggerTime > 0 {
  141. nextTick := common.GetNowInMilli() + int64(o.interval)
  142. next := o.triggerTime
  143. switch o.window.Type {
  144. case xsql.TUMBLING_WINDOW, xsql.HOPPING_WINDOW:
  145. for {
  146. next = next + int64(o.interval)
  147. if next > nextTick {
  148. break
  149. }
  150. log.Debugf("triggered by restore inputs")
  151. inputs, _ = o.scan(inputs, next, ctx)
  152. ctx.PutState(WINDOW_INPUTS_KEY, inputs)
  153. ctx.PutState(TRIGGER_TIME_KEY, o.triggerTime)
  154. }
  155. case xsql.SESSION_WINDOW:
  156. timeout, duration := int64(o.window.Interval), int64(o.window.Length)
  157. for {
  158. et := inputs[0].Timestamp
  159. tick := et + (duration - et%duration)
  160. if et%duration == 0 {
  161. tick = et
  162. }
  163. var p int64
  164. for _, tuple := range inputs {
  165. var r int64 = math.MaxInt64
  166. if p > 0 {
  167. if tuple.Timestamp-p > timeout {
  168. r = p + timeout
  169. }
  170. }
  171. if tuple.Timestamp > tick {
  172. if tick-duration > et && tick < r {
  173. r = tick
  174. }
  175. tick += duration
  176. }
  177. if r < math.MaxInt64 {
  178. next = r
  179. break
  180. }
  181. p = tuple.Timestamp
  182. }
  183. if next > nextTick {
  184. break
  185. }
  186. log.Debugf("triggered by restore inputs")
  187. inputs, _ = o.scan(inputs, next, ctx)
  188. ctx.PutState(WINDOW_INPUTS_KEY, inputs)
  189. ctx.PutState(TRIGGER_TIME_KEY, o.triggerTime)
  190. }
  191. }
  192. }
  193. }
  194. for {
  195. select {
  196. // process incoming item
  197. case item, opened := <-o.input:
  198. processed := false
  199. if item, processed = o.preprocess(item); processed {
  200. break
  201. }
  202. o.statManager.IncTotalRecordsIn()
  203. o.statManager.ProcessTimeStart()
  204. if !opened {
  205. o.statManager.IncTotalExceptions()
  206. break
  207. }
  208. switch d := item.(type) {
  209. case error:
  210. o.Broadcast(d)
  211. o.statManager.IncTotalExceptions()
  212. case *xsql.Tuple:
  213. log.Debugf("Event window receive tuple %s", d.Message)
  214. inputs = append(inputs, d)
  215. switch o.window.Type {
  216. case xsql.NOT_WINDOW:
  217. inputs, _ = o.scan(inputs, d.Timestamp, ctx)
  218. case xsql.SLIDING_WINDOW:
  219. inputs, _ = o.scan(inputs, d.Timestamp, ctx)
  220. case xsql.SESSION_WINDOW:
  221. if timeoutTicker != nil {
  222. timeoutTicker.Stop()
  223. timeoutTicker.Reset(time.Duration(o.window.Interval) * time.Millisecond)
  224. } else {
  225. timeoutTicker = common.GetTimer(o.window.Interval)
  226. timeout = timeoutTicker.C
  227. }
  228. case xsql.COUNT_WINDOW:
  229. o.msgCount++
  230. log.Debugf(fmt.Sprintf("msgCount: %d", o.msgCount))
  231. if o.msgCount%o.window.Interval != 0 {
  232. continue
  233. } else {
  234. o.msgCount = 0
  235. }
  236. if tl, er := NewTupleList(inputs, o.window.Length); er != nil {
  237. log.Error(fmt.Sprintf("Found error when trying to "))
  238. errCh <- er
  239. } else {
  240. log.Debugf(fmt.Sprintf("It has %d of count window.", tl.count()))
  241. for tl.hasMoreCountWindow() {
  242. tsets := tl.nextCountWindow()
  243. log.Debugf("Sent: %v", tsets)
  244. //blocking if one of the channel is full
  245. o.Broadcast(tsets)
  246. o.statManager.IncTotalRecordsOut()
  247. }
  248. inputs = tl.getRestTuples()
  249. }
  250. }
  251. o.statManager.ProcessTimeEnd()
  252. o.statManager.SetBufferLength(int64(len(o.input)))
  253. ctx.PutState(WINDOW_INPUTS_KEY, inputs)
  254. ctx.PutState(MSG_COUNT_KEY, o.msgCount)
  255. default:
  256. o.Broadcast(fmt.Errorf("run Window error: expect xsql.Tuple type but got %[1]T(%[1]v)", d))
  257. o.statManager.IncTotalExceptions()
  258. }
  259. case now := <-c:
  260. n := common.TimeToUnixMilli(now)
  261. if o.window.Type == xsql.SESSION_WINDOW {
  262. lastTriggerTime := o.triggerTime
  263. o.triggerTime = n
  264. log.Debugf("session window update trigger time %d with %d inputs", n, len(inputs))
  265. if len(inputs) == 0 || lastTriggerTime < inputs[0].Timestamp {
  266. log.Debugf("session window last trigger time %d < first tuple %d", lastTriggerTime, inputs[0].Timestamp)
  267. break
  268. }
  269. }
  270. if len(inputs) > 0 {
  271. o.statManager.ProcessTimeStart()
  272. log.Debugf("triggered by ticker at %d", n)
  273. inputs, _ = o.scan(inputs, n, ctx)
  274. o.statManager.ProcessTimeEnd()
  275. ctx.PutState(WINDOW_INPUTS_KEY, inputs)
  276. ctx.PutState(TRIGGER_TIME_KEY, o.triggerTime)
  277. }
  278. case now := <-timeout:
  279. if len(inputs) > 0 {
  280. o.statManager.ProcessTimeStart()
  281. log.Debugf("triggered by timeout")
  282. inputs, _ = o.scan(inputs, common.TimeToUnixMilli(now), ctx)
  283. //expire all inputs, so that when timer scan there is no item
  284. inputs = make([]*xsql.Tuple, 0)
  285. o.statManager.ProcessTimeEnd()
  286. ctx.PutState(WINDOW_INPUTS_KEY, inputs)
  287. ctx.PutState(TRIGGER_TIME_KEY, o.triggerTime)
  288. }
  289. // is cancelling
  290. case <-ctx.Done():
  291. log.Infoln("Cancelling window....")
  292. if o.ticker != nil {
  293. o.ticker.Stop()
  294. }
  295. return
  296. }
  297. }
  298. }
  299. type TupleList struct {
  300. tuples []*xsql.Tuple
  301. index int //Current index
  302. size int //The size for count window
  303. }
  304. func NewTupleList(tuples []*xsql.Tuple, windowSize int) (TupleList, error) {
  305. if windowSize <= 0 {
  306. return TupleList{}, fmt.Errorf("Window size should not be less than zero.")
  307. } else if tuples == nil || len(tuples) == 0 {
  308. return TupleList{}, fmt.Errorf("The tuples should not be nil or empty.")
  309. }
  310. tl := TupleList{tuples: tuples, size: windowSize}
  311. return tl, nil
  312. }
  313. func (tl *TupleList) hasMoreCountWindow() bool {
  314. if len(tl.tuples) < tl.size {
  315. return false
  316. }
  317. return tl.index == 0
  318. }
  319. func (tl *TupleList) count() int {
  320. if len(tl.tuples) < tl.size {
  321. return 0
  322. } else {
  323. return 1
  324. }
  325. }
  326. func (tl *TupleList) nextCountWindow() xsql.WindowTuplesSet {
  327. var results xsql.WindowTuplesSet = make([]xsql.WindowTuples, 0)
  328. var subT []*xsql.Tuple
  329. subT = tl.tuples[len(tl.tuples)-tl.size : len(tl.tuples)]
  330. for _, tuple := range subT {
  331. results = results.AddTuple(tuple)
  332. }
  333. tl.index = tl.index + 1
  334. return results
  335. }
  336. func (tl *TupleList) getRestTuples() []*xsql.Tuple {
  337. if len(tl.tuples) < tl.size {
  338. return tl.tuples
  339. }
  340. return tl.tuples[len(tl.tuples)-tl.size+1:]
  341. }
  342. func (o *WindowOperator) scan(inputs []*xsql.Tuple, triggerTime int64, ctx api.StreamContext) ([]*xsql.Tuple, bool) {
  343. log := ctx.GetLogger()
  344. log.Debugf("window %s triggered at %s(%d)", o.name, time.Unix(triggerTime/1000, triggerTime%1000), triggerTime)
  345. var delta int64
  346. if o.window.Type == xsql.HOPPING_WINDOW || o.window.Type == xsql.SLIDING_WINDOW {
  347. delta = o.calDelta(triggerTime, delta, log)
  348. }
  349. var results xsql.WindowTuplesSet = make([]xsql.WindowTuples, 0)
  350. i := 0
  351. //Sync table
  352. for _, tuple := range inputs {
  353. if o.window.Type == xsql.HOPPING_WINDOW || o.window.Type == xsql.SLIDING_WINDOW {
  354. diff := o.triggerTime - tuple.Timestamp
  355. if diff > int64(o.window.Length)+delta {
  356. log.Debugf("diff: %d, length: %d, delta: %d", diff, o.window.Length, delta)
  357. log.Debugf("tuple %s emitted at %d expired", tuple, tuple.Timestamp)
  358. //Expired tuple, remove it by not adding back to inputs
  359. continue
  360. }
  361. //Added back all inputs for non expired events
  362. inputs[i] = tuple
  363. i++
  364. } else if tuple.Timestamp > triggerTime {
  365. //Only added back early arrived events
  366. inputs[i] = tuple
  367. i++
  368. }
  369. if tuple.Timestamp <= triggerTime {
  370. results = results.AddTuple(tuple)
  371. }
  372. }
  373. triggered := false
  374. if len(results) > 0 {
  375. log.Debugf("window %s triggered for %d tuples", o.name, len(inputs))
  376. if o.isEventTime {
  377. results.Sort()
  378. }
  379. log.Debugf("Sent: %v", results)
  380. //blocking if one of the channel is full
  381. o.Broadcast(results)
  382. triggered = true
  383. o.statManager.IncTotalRecordsOut()
  384. log.Debugf("done scan")
  385. }
  386. return inputs[:i], triggered
  387. }
  388. func (o *WindowOperator) calDelta(triggerTime int64, delta int64, log api.Logger) int64 {
  389. lastTriggerTime := o.triggerTime
  390. o.triggerTime = triggerTime
  391. if lastTriggerTime <= 0 {
  392. delta = math.MaxInt16 //max int, all events for the initial window
  393. } else {
  394. if !o.isEventTime && o.window.Interval > 0 {
  395. delta = o.triggerTime - lastTriggerTime - int64(o.window.Interval)
  396. if delta > 100 {
  397. log.Warnf("Possible long computation in window; Previous eviction time: %d, current eviction time: %d", lastTriggerTime, o.triggerTime)
  398. }
  399. } else {
  400. delta = 0
  401. }
  402. }
  403. return delta
  404. }
  405. func (o *WindowOperator) GetMetrics() [][]interface{} {
  406. if o.statManager != nil {
  407. return [][]interface{}{
  408. o.statManager.GetMetrics(),
  409. }
  410. } else {
  411. return nil
  412. }
  413. }