planner.go 14 KB

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  1. // Copyright 2022-2023 EMQ Technologies Co., Ltd.
  2. //
  3. // Licensed under the Apache License, Version 2.0 (the "License");
  4. // you may not use this file except in compliance with the License.
  5. // You may obtain a copy of the License at
  6. //
  7. // http://www.apache.org/licenses/LICENSE-2.0
  8. //
  9. // Unless required by applicable law or agreed to in writing, software
  10. // distributed under the License is distributed on an "AS IS" BASIS,
  11. // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. // See the License for the specific language governing permissions and
  13. // limitations under the License.
  14. package planner
  15. import (
  16. "errors"
  17. "fmt"
  18. "github.com/lf-edge/ekuiper/internal/conf"
  19. store2 "github.com/lf-edge/ekuiper/internal/pkg/store"
  20. "github.com/lf-edge/ekuiper/internal/topo"
  21. "github.com/lf-edge/ekuiper/internal/topo/node"
  22. "github.com/lf-edge/ekuiper/internal/topo/operator"
  23. "github.com/lf-edge/ekuiper/internal/xsql"
  24. "github.com/lf-edge/ekuiper/pkg/api"
  25. "github.com/lf-edge/ekuiper/pkg/ast"
  26. "github.com/lf-edge/ekuiper/pkg/kv"
  27. )
  28. func Plan(rule *api.Rule) (*topo.Topo, error) {
  29. if rule.Sql != "" {
  30. return PlanSQLWithSourcesAndSinks(rule, nil, nil)
  31. } else {
  32. return PlanByGraph(rule)
  33. }
  34. }
  35. // PlanSQLWithSourcesAndSinks For test only
  36. func PlanSQLWithSourcesAndSinks(rule *api.Rule, sources []*node.SourceNode, sinks []*node.SinkNode) (*topo.Topo, error) {
  37. sql := rule.Sql
  38. conf.Log.Infof("Init rule with options %+v", rule.Options)
  39. stmt, err := xsql.GetStatementFromSql(sql)
  40. if err != nil {
  41. return nil, err
  42. }
  43. // validation
  44. streamsFromStmt := xsql.GetStreams(stmt)
  45. //if len(sources) > 0 && len(sources) != len(streamsFromStmt) {
  46. // return nil, fmt.Errorf("Invalid parameter sources or streams, the length cannot match the statement, expect %d sources.", len(streamsFromStmt))
  47. //}
  48. if rule.Options.SendMetaToSink && (len(streamsFromStmt) > 1 || stmt.Dimensions != nil) {
  49. return nil, fmt.Errorf("Invalid option sendMetaToSink, it can not be applied to window")
  50. }
  51. store, err := store2.GetKV("stream")
  52. if err != nil {
  53. return nil, err
  54. }
  55. // Create the logical plan and optimize. Logical plans are a linked list
  56. lp, err := createLogicalPlan(stmt, rule.Options, store)
  57. if err != nil {
  58. return nil, err
  59. }
  60. tp, err := createTopo(rule, lp, sources, sinks, streamsFromStmt)
  61. if err != nil {
  62. return nil, err
  63. }
  64. return tp, nil
  65. }
  66. func createTopo(rule *api.Rule, lp LogicalPlan, sources []*node.SourceNode, sinks []*node.SinkNode, streamsFromStmt []string) (*topo.Topo, error) {
  67. // Create topology
  68. tp, err := topo.NewWithNameAndQos(rule.Id, rule.Options.Qos, rule.Options.CheckpointInterval)
  69. if err != nil {
  70. return nil, err
  71. }
  72. input, _, err := buildOps(lp, tp, rule.Options, sources, streamsFromStmt, 0)
  73. if err != nil {
  74. return nil, err
  75. }
  76. inputs := []api.Emitter{input}
  77. // Add actions
  78. if len(sinks) > 0 { // For use of mock sink in testing
  79. for _, sink := range sinks {
  80. tp.AddSink(inputs, sink)
  81. }
  82. } else {
  83. for i, m := range rule.Actions {
  84. for name, action := range m {
  85. props, ok := action.(map[string]interface{})
  86. if !ok {
  87. return nil, fmt.Errorf("expect map[string]interface{} type for the action properties, but found %v", action)
  88. }
  89. tp.AddSink(inputs, node.NewSinkNode(fmt.Sprintf("%s_%d", name, i), name, props))
  90. }
  91. }
  92. }
  93. return tp, nil
  94. }
  95. func buildOps(lp LogicalPlan, tp *topo.Topo, options *api.RuleOption, sources []*node.SourceNode, streamsFromStmt []string, index int) (api.Emitter, int, error) {
  96. var inputs []api.Emitter
  97. newIndex := index
  98. for _, c := range lp.Children() {
  99. input, ni, err := buildOps(c, tp, options, sources, streamsFromStmt, newIndex)
  100. if err != nil {
  101. return nil, 0, err
  102. }
  103. newIndex = ni
  104. inputs = append(inputs, input)
  105. }
  106. newIndex++
  107. var (
  108. op api.Emitter
  109. err error
  110. )
  111. switch t := lp.(type) {
  112. case *DataSourcePlan:
  113. srcNode, err := transformSourceNode(t, sources, options)
  114. if err != nil {
  115. return nil, 0, err
  116. }
  117. tp.AddSrc(srcNode)
  118. inputs = []api.Emitter{srcNode}
  119. op = srcNode
  120. case *WatermarkPlan:
  121. op = node.NewWatermarkOp(fmt.Sprintf("%d_watermark", newIndex), t.Emitters, options)
  122. case *AnalyticFuncsPlan:
  123. op = Transform(&operator.AnalyticFuncsOp{Funcs: t.funcs}, fmt.Sprintf("%d_analytic", newIndex), options)
  124. case *WindowPlan:
  125. if t.condition != nil {
  126. wfilterOp := Transform(&operator.FilterOp{Condition: t.condition}, fmt.Sprintf("%d_windowFilter", newIndex), options)
  127. wfilterOp.SetConcurrency(options.Concurrency)
  128. tp.AddOperator(inputs, wfilterOp)
  129. inputs = []api.Emitter{wfilterOp}
  130. }
  131. l, i := convertFromDuration(t)
  132. var rawInterval int
  133. switch t.wtype {
  134. case ast.TUMBLING_WINDOW, ast.SESSION_WINDOW:
  135. rawInterval = t.length
  136. case ast.HOPPING_WINDOW:
  137. rawInterval = t.interval
  138. }
  139. op, err = node.NewWindowOp(fmt.Sprintf("%d_window", newIndex), node.WindowConfig{
  140. Type: t.wtype,
  141. Length: l,
  142. Interval: i,
  143. RawInterval: rawInterval,
  144. TimeUnit: t.timeUnit,
  145. }, options)
  146. if err != nil {
  147. return nil, 0, err
  148. }
  149. case *LookupPlan:
  150. op, err = node.NewLookupNode(t.joinExpr.Name, t.fields, t.keys, t.joinExpr.JoinType, t.valvars, t.options, options)
  151. case *JoinAlignPlan:
  152. op, err = node.NewJoinAlignNode(fmt.Sprintf("%d_join_aligner", newIndex), t.Emitters, options)
  153. case *JoinPlan:
  154. op = Transform(&operator.JoinOp{Joins: t.joins, From: t.from}, fmt.Sprintf("%d_join", newIndex), options)
  155. case *FilterPlan:
  156. op = Transform(&operator.FilterOp{Condition: t.condition}, fmt.Sprintf("%d_filter", newIndex), options)
  157. case *AggregatePlan:
  158. op = Transform(&operator.AggregateOp{Dimensions: t.dimensions}, fmt.Sprintf("%d_aggregate", newIndex), options)
  159. case *HavingPlan:
  160. op = Transform(&operator.HavingOp{Condition: t.condition}, fmt.Sprintf("%d_having", newIndex), options)
  161. case *OrderPlan:
  162. op = Transform(&operator.OrderOp{SortFields: t.SortFields}, fmt.Sprintf("%d_order", newIndex), options)
  163. case *ProjectPlan:
  164. op = Transform(&operator.ProjectOp{ColNames: t.colNames, AliasNames: t.aliasNames, AliasFields: t.aliasFields, ExprFields: t.exprFields, IsAggregate: t.isAggregate, AllWildcard: t.allWildcard, WildcardEmitters: t.wildcardEmitters, ExprNames: t.exprNames, SendMeta: t.sendMeta}, fmt.Sprintf("%d_project", newIndex), options)
  165. case *ProjectSetPlan:
  166. op = Transform(&operator.ProjectSetOperator{SrfMapping: t.SrfMapping}, fmt.Sprintf("%d_projectset", newIndex), options)
  167. default:
  168. err = fmt.Errorf("unknown logical plan %v", t)
  169. }
  170. if err != nil {
  171. return nil, 0, err
  172. }
  173. if uop, ok := op.(*node.UnaryOperator); ok {
  174. uop.SetConcurrency(options.Concurrency)
  175. }
  176. if onode, ok := op.(node.OperatorNode); ok {
  177. tp.AddOperator(inputs, onode)
  178. }
  179. return op, newIndex, nil
  180. }
  181. func convertFromDuration(t *WindowPlan) (int64, int64) {
  182. var unit int64 = 1
  183. switch t.timeUnit {
  184. case ast.DD:
  185. unit = 24 * 3600 * 1000
  186. case ast.HH:
  187. unit = 3600 * 1000
  188. case ast.MI:
  189. unit = 60 * 1000
  190. case ast.SS:
  191. unit = 1000
  192. case ast.MS:
  193. unit = 1
  194. }
  195. return int64(t.length) * unit, int64(t.interval) * unit
  196. }
  197. func transformSourceNode(t *DataSourcePlan, sources []*node.SourceNode, options *api.RuleOption) (*node.SourceNode, error) {
  198. isSchemaless := t.isSchemaless
  199. switch t.streamStmt.StreamType {
  200. case ast.TypeStream:
  201. var (
  202. pp node.UnOperation
  203. err error
  204. )
  205. if t.iet || (!isSchemaless && (t.streamStmt.Options.STRICT_VALIDATION || t.isBinary)) {
  206. pp, err = operator.NewPreprocessor(isSchemaless, t.streamFields, t.allMeta, t.metaFields, t.iet, t.timestampField, t.timestampFormat, t.isBinary, t.streamStmt.Options.STRICT_VALIDATION)
  207. if err != nil {
  208. return nil, err
  209. }
  210. }
  211. var srcNode *node.SourceNode
  212. if len(sources) == 0 {
  213. var sourceNode *node.SourceNode
  214. schema := t.streamFields
  215. if t.isSchemaless {
  216. schema = nil
  217. }
  218. sourceNode = node.NewSourceNode(string(t.name), t.streamStmt.StreamType, pp, t.streamStmt.Options, options.SendError, schema)
  219. srcNode = sourceNode
  220. } else {
  221. srcNode = getMockSource(sources, string(t.name))
  222. if srcNode == nil {
  223. return nil, fmt.Errorf("can't find predefined source %s", t.name)
  224. }
  225. }
  226. return srcNode, nil
  227. case ast.TypeTable:
  228. pp, err := operator.NewTableProcessor(isSchemaless, string(t.name), t.streamFields, t.streamStmt.Options)
  229. if err != nil {
  230. return nil, err
  231. }
  232. var srcNode *node.SourceNode
  233. if len(sources) > 0 {
  234. srcNode = getMockSource(sources, string(t.name))
  235. }
  236. if srcNode == nil {
  237. schema := t.streamFields
  238. if t.isSchemaless {
  239. schema = nil
  240. }
  241. srcNode = node.NewSourceNode(string(t.name), t.streamStmt.StreamType, pp, t.streamStmt.Options, options.SendError, schema)
  242. }
  243. return srcNode, nil
  244. }
  245. return nil, fmt.Errorf("unknown stream type %d", t.streamStmt.StreamType)
  246. }
  247. func getMockSource(sources []*node.SourceNode, name string) *node.SourceNode {
  248. for _, source := range sources {
  249. if name == source.GetName() {
  250. return source
  251. }
  252. }
  253. return nil
  254. }
  255. func createLogicalPlan(stmt *ast.SelectStatement, opt *api.RuleOption, store kv.KeyValue) (LogicalPlan, error) {
  256. dimensions := stmt.Dimensions
  257. var (
  258. p LogicalPlan
  259. children []LogicalPlan
  260. // If there are tables, the plan graph will be different for join/window
  261. lookupTableChildren map[string]*ast.Options
  262. scanTableChildren []LogicalPlan
  263. scanTableEmitters []string
  264. streamEmitters []string
  265. w *ast.Window
  266. ds ast.Dimensions
  267. )
  268. streamStmts, analyticFuncs, err := decorateStmt(stmt, store)
  269. if err != nil {
  270. return nil, err
  271. }
  272. for _, sInfo := range streamStmts {
  273. if sInfo.stmt.StreamType == ast.TypeTable && sInfo.stmt.Options.KIND == ast.StreamKindLookup {
  274. if lookupTableChildren == nil {
  275. lookupTableChildren = make(map[string]*ast.Options)
  276. }
  277. lookupTableChildren[string(sInfo.stmt.Name)] = sInfo.stmt.Options
  278. } else {
  279. p = DataSourcePlan{
  280. name: sInfo.stmt.Name,
  281. streamStmt: sInfo.stmt,
  282. streamFields: sInfo.schema.ToJsonSchema(),
  283. isSchemaless: sInfo.schema == nil,
  284. iet: opt.IsEventTime,
  285. allMeta: opt.SendMetaToSink,
  286. }.Init()
  287. if sInfo.stmt.StreamType == ast.TypeStream {
  288. children = append(children, p)
  289. streamEmitters = append(streamEmitters, string(sInfo.stmt.Name))
  290. } else {
  291. scanTableChildren = append(scanTableChildren, p)
  292. scanTableEmitters = append(scanTableEmitters, string(sInfo.stmt.Name))
  293. }
  294. }
  295. }
  296. if opt.IsEventTime {
  297. p = WatermarkPlan{
  298. Emitters: streamEmitters,
  299. }.Init()
  300. p.SetChildren(children)
  301. children = []LogicalPlan{p}
  302. }
  303. if len(analyticFuncs) > 0 {
  304. p = AnalyticFuncsPlan{
  305. funcs: analyticFuncs,
  306. }.Init()
  307. p.SetChildren(children)
  308. children = []LogicalPlan{p}
  309. }
  310. if dimensions != nil {
  311. w = dimensions.GetWindow()
  312. if w != nil {
  313. if len(children) == 0 {
  314. return nil, errors.New("cannot run window for TABLE sources")
  315. }
  316. wp := WindowPlan{
  317. wtype: w.WindowType,
  318. length: w.Length.Val,
  319. isEventTime: opt.IsEventTime,
  320. }.Init()
  321. if w.Interval != nil {
  322. wp.interval = w.Interval.Val
  323. } else if w.WindowType == ast.COUNT_WINDOW {
  324. // if no interval value is set, and it's a count window, then set interval to length value.
  325. wp.interval = w.Length.Val
  326. }
  327. if w.TimeUnit != nil {
  328. wp.timeUnit = w.TimeUnit.Val
  329. }
  330. if w.Filter != nil {
  331. wp.condition = w.Filter
  332. }
  333. // TODO calculate limit
  334. // TODO incremental aggregate
  335. wp.SetChildren(children)
  336. children = []LogicalPlan{wp}
  337. p = wp
  338. }
  339. }
  340. if stmt.Joins != nil {
  341. if len(lookupTableChildren) == 0 && len(scanTableChildren) == 0 && w == nil {
  342. return nil, errors.New("a time window or count window is required to join multiple streams")
  343. }
  344. if len(lookupTableChildren) > 0 {
  345. var joins []ast.Join
  346. for _, join := range stmt.Joins {
  347. if streamOpt, ok := lookupTableChildren[join.Name]; ok {
  348. lookupPlan := LookupPlan{
  349. joinExpr: join,
  350. options: streamOpt,
  351. }
  352. if !lookupPlan.validateAndExtractCondition() {
  353. return nil, fmt.Errorf("join condition %s is invalid, at least one equi-join predicate is required", join.Expr)
  354. }
  355. p = lookupPlan.Init()
  356. p.SetChildren(children)
  357. children = []LogicalPlan{p}
  358. delete(lookupTableChildren, join.Name)
  359. } else {
  360. joins = append(joins, join)
  361. }
  362. }
  363. if len(lookupTableChildren) > 0 {
  364. return nil, fmt.Errorf("cannot find lookup table %v in any join", lookupTableChildren)
  365. }
  366. stmt.Joins = joins
  367. }
  368. // Not all joins are lookup joins, so we need to create a join plan for the remaining joins
  369. if len(stmt.Joins) > 0 {
  370. if len(scanTableChildren) > 0 {
  371. p = JoinAlignPlan{
  372. Emitters: scanTableEmitters,
  373. }.Init()
  374. p.SetChildren(append(children, scanTableChildren...))
  375. children = []LogicalPlan{p}
  376. }
  377. // TODO extract on filter
  378. p = JoinPlan{
  379. from: stmt.Sources[0].(*ast.Table),
  380. joins: stmt.Joins,
  381. }.Init()
  382. p.SetChildren(children)
  383. children = []LogicalPlan{p}
  384. }
  385. }
  386. if stmt.Condition != nil {
  387. p = FilterPlan{
  388. condition: stmt.Condition,
  389. }.Init()
  390. p.SetChildren(children)
  391. children = []LogicalPlan{p}
  392. }
  393. if dimensions != nil {
  394. ds = dimensions.GetGroups()
  395. if ds != nil && len(ds) > 0 {
  396. p = AggregatePlan{
  397. dimensions: ds,
  398. }.Init()
  399. p.SetChildren(children)
  400. children = []LogicalPlan{p}
  401. }
  402. }
  403. if stmt.Having != nil {
  404. p = HavingPlan{
  405. condition: stmt.Having,
  406. }.Init()
  407. p.SetChildren(children)
  408. children = []LogicalPlan{p}
  409. }
  410. if stmt.SortFields != nil {
  411. p = OrderPlan{
  412. SortFields: stmt.SortFields,
  413. }.Init()
  414. p.SetChildren(children)
  415. children = []LogicalPlan{p}
  416. }
  417. if stmt.Fields != nil {
  418. p = ProjectPlan{
  419. fields: stmt.Fields,
  420. isAggregate: xsql.IsAggStatement(stmt),
  421. sendMeta: opt.SendMetaToSink,
  422. }.Init()
  423. p.SetChildren(children)
  424. children = []LogicalPlan{p}
  425. }
  426. srfMapping := extractSRFMapping(stmt)
  427. if len(srfMapping) > 0 {
  428. p = ProjectSetPlan{
  429. SrfMapping: srfMapping,
  430. }.Init()
  431. p.SetChildren(children)
  432. }
  433. return optimize(p)
  434. }
  435. // extractSRFMapping extracts the set-returning-function in the field
  436. func extractSRFMapping(stmt *ast.SelectStatement) map[string]struct{} {
  437. m := make(map[string]struct{})
  438. for _, field := range stmt.Fields {
  439. var curExpr ast.Expr
  440. var name string
  441. if len(field.AName) > 0 {
  442. curExpr = field.Expr.(*ast.FieldRef).AliasRef.Expression
  443. name = field.AName
  444. } else {
  445. curExpr = field.Expr
  446. name = field.Name
  447. }
  448. if f, ok := curExpr.(*ast.Call); ok && f.FuncType == ast.FuncTypeSrf {
  449. m[name] = struct{}{}
  450. }
  451. }
  452. return m
  453. }
  454. func Transform(op node.UnOperation, name string, options *api.RuleOption) *node.UnaryOperator {
  455. unaryOperator := node.New(name, options)
  456. unaryOperator.SetOperation(op)
  457. return unaryOperator
  458. }