Packages

object PartitionPruning extends Rule[LogicalPlan] with PredicateHelper with JoinSelectionHelper

Dynamic partition pruning optimization is performed based on the type and selectivity of the join operation. During query optimization, we insert a predicate on the filterable table using the filter from the other side of the join and a custom wrapper called DynamicPruning.

The basic mechanism for DPP inserts a duplicated subquery with the filter from the other side, when the following conditions are met: (1) the table to prune is filterable by the JOIN key (2) the join operation is one of the following types: INNER, LEFT SEMI, LEFT OUTER (partitioned on right), or RIGHT OUTER (partitioned on left)

In order to enable partition pruning directly in broadcasts, we use a custom DynamicPruning clause that incorporates the In clause with the subquery and the benefit estimation. During query planning, when the join type is known, we use the following mechanism: (1) if the join is a broadcast hash join, we replace the duplicated subquery with the reused results of the broadcast, (2) else if the estimated benefit of partition pruning outweighs the overhead of running the subquery query twice, we keep the duplicated subquery (3) otherwise, we drop the subquery.

Linear Supertypes
JoinSelectionHelper, PredicateHelper, AliasHelper, Rule[LogicalPlan], Logging, SQLConfHelper, AnyRef, Any
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Inherited
  1. PartitionPruning
  2. JoinSelectionHelper
  3. PredicateHelper
  4. AliasHelper
  5. Rule
  6. Logging
  7. SQLConfHelper
  8. AnyRef
  9. Any
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Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##: Int
    Definition Classes
    AnyRef → Any
  3. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  4. def apply(plan: LogicalPlan): LogicalPlan
    Definition Classes
    PartitionPruning → Rule
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. def buildBalancedPredicate(expressions: Seq[Expression], op: (Expression, Expression) => Expression): Expression
    Attributes
    protected
    Definition Classes
    PredicateHelper
  7. def canBroadcastBySize(plan: LogicalPlan, conf: SQLConf): Boolean
    Definition Classes
    JoinSelectionHelper
  8. def canBuildBroadcastLeft(joinType: JoinType): Boolean
    Definition Classes
    JoinSelectionHelper
  9. def canBuildBroadcastRight(joinType: JoinType): Boolean
    Definition Classes
    JoinSelectionHelper
  10. def canBuildShuffledHashJoinLeft(joinType: JoinType): Boolean
    Definition Classes
    JoinSelectionHelper
  11. def canBuildShuffledHashJoinRight(joinType: JoinType): Boolean
    Definition Classes
    JoinSelectionHelper
  12. def canEvaluate(expr: Expression, plan: LogicalPlan): Boolean
    Attributes
    protected
    Definition Classes
    PredicateHelper
  13. def canEvaluateWithinJoin(expr: Expression): Boolean
    Attributes
    protected
    Definition Classes
    PredicateHelper
  14. def canPlanAsBroadcastHashJoin(join: Join, conf: SQLConf): Boolean
    Definition Classes
    JoinSelectionHelper
  15. def canPruneLeft(joinType: JoinType): Boolean
    Definition Classes
    JoinSelectionHelper
  16. def canPruneRight(joinType: JoinType): Boolean
    Definition Classes
    JoinSelectionHelper
  17. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.CloneNotSupportedException]) @native()
  18. def conf: SQLConf
    Definition Classes
    SQLConfHelper
  19. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  20. def equals(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef → Any
  21. def extractPredicatesWithinOutputSet(condition: Expression, outputSet: AttributeSet): Option[Expression]
    Attributes
    protected
    Definition Classes
    PredicateHelper
  22. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.Throwable])
  23. def findExpressionAndTrackLineageDown(exp: Expression, plan: LogicalPlan): Option[(Expression, LogicalPlan)]
    Definition Classes
    PredicateHelper
  24. def getAliasMap(exprs: Seq[NamedExpression]): AttributeMap[Alias]
    Attributes
    protected
    Definition Classes
    AliasHelper
  25. def getAliasMap(plan: Aggregate): AttributeMap[Alias]
    Attributes
    protected
    Definition Classes
    AliasHelper
  26. def getAliasMap(plan: Project): AttributeMap[Alias]
    Attributes
    protected
    Definition Classes
    AliasHelper
  27. def getBroadcastBuildSide(left: LogicalPlan, right: LogicalPlan, joinType: JoinType, hint: JoinHint, hintOnly: Boolean, conf: SQLConf): Option[BuildSide]
    Definition Classes
    JoinSelectionHelper
  28. final def getClass(): Class[_ <: AnyRef]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  29. def getFilterableTableScan(a: Expression, plan: LogicalPlan): Option[LogicalPlan]

    Searches for a table scan that can be filtered for a given column in a logical plan.

    Searches for a table scan that can be filtered for a given column in a logical plan.

    This methods tries to find either a v1 or Hive serde partitioned scan for a given partition column or a v2 scan that support runtime filtering on a given attribute.

  30. def getShuffleHashJoinBuildSide(left: LogicalPlan, right: LogicalPlan, joinType: JoinType, hint: JoinHint, hintOnly: Boolean, conf: SQLConf): Option[BuildSide]
    Definition Classes
    JoinSelectionHelper
  31. def getSmallerSide(left: LogicalPlan, right: LogicalPlan): BuildSide
    Definition Classes
    JoinSelectionHelper
  32. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  33. def hintToBroadcastLeft(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  34. def hintToBroadcastRight(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  35. def hintToNotBroadcastLeft(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  36. def hintToNotBroadcastRight(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  37. def hintToPreferShuffleHashJoin(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  38. def hintToPreferShuffleHashJoinLeft(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  39. def hintToPreferShuffleHashJoinRight(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  40. def hintToShuffleHashJoin(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  41. def hintToShuffleHashJoinLeft(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  42. def hintToShuffleHashJoinRight(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  43. def hintToShuffleReplicateNL(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  44. def hintToSortMergeJoin(hint: JoinHint): Boolean
    Definition Classes
    JoinSelectionHelper
  45. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  46. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  47. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  48. def isLikelySelective(e: Expression): Boolean
    Definition Classes
    PredicateHelper
  49. def isNullIntolerant(expr: Expression): Boolean
    Attributes
    protected
    Definition Classes
    PredicateHelper
  50. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  51. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  52. def logDebug(msg: => String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  53. def logDebug(msg: => String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  54. def logError(msg: => String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  55. def logError(msg: => String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  56. def logInfo(msg: => String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  57. def logInfo(msg: => String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  58. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  59. def logTrace(msg: => String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  60. def logTrace(msg: => String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  61. def logWarning(msg: => String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  62. def logWarning(msg: => String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  63. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  64. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  65. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  66. def outputWithNullability(output: Seq[Attribute], nonNullAttrExprIds: Seq[ExprId]): Seq[Attribute]
    Attributes
    protected
    Definition Classes
    PredicateHelper
  67. def replaceAlias(expr: Expression, aliasMap: AttributeMap[Alias]): Expression
    Attributes
    protected
    Definition Classes
    AliasHelper
  68. def replaceAliasButKeepName(expr: NamedExpression, aliasMap: AttributeMap[Alias]): NamedExpression
    Attributes
    protected
    Definition Classes
    AliasHelper
  69. lazy val ruleId: RuleId
    Attributes
    protected
    Definition Classes
    Rule
  70. val ruleName: String
    Definition Classes
    Rule
  71. def splitConjunctivePredicates(condition: Expression): Seq[Expression]
    Attributes
    protected
    Definition Classes
    PredicateHelper
  72. def splitDisjunctivePredicates(condition: Expression): Seq[Expression]
    Attributes
    protected
    Definition Classes
    PredicateHelper
  73. final def synchronized[T0](arg0: => T0): T0
    Definition Classes
    AnyRef
  74. def toString(): String
    Definition Classes
    AnyRef → Any
  75. def trimAliases(e: Expression): Expression
    Attributes
    protected
    Definition Classes
    AliasHelper
  76. def trimNonTopLevelAliases[T <: Expression](e: T): T
    Attributes
    protected
    Definition Classes
    AliasHelper
  77. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  78. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  79. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException]) @native()

Inherited from JoinSelectionHelper

Inherited from PredicateHelper

Inherited from AliasHelper

Inherited from Rule[LogicalPlan]

Inherited from Logging

Inherited from SQLConfHelper

Inherited from AnyRef

Inherited from Any

Ungrouped