org.apache.spark.sql.execution.aggregate

HashAggregateExec

case class HashAggregateExec(requiredChildDistributionExpressions: Option[Seq[Expression]], groupingExpressions: Seq[NamedExpression], aggregateExpressions: Seq[AggregateExpression], aggregateAttributes: Seq[Attribute], initialInputBufferOffset: Int, resultExpressions: Seq[NamedExpression], child: SparkPlan) extends SparkPlan with UnaryExecNode with CodegenSupport with Product with Serializable

Hash-based aggregate operator that can also fallback to sorting when data exceeds memory size.

Linear Supertypes
CodegenSupport, UnaryExecNode, SparkPlan, Serializable, Serializable, Logging, QueryPlan[SparkPlan], TreeNode[SparkPlan], Product, Equals, AnyRef, Any
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Inherited
  1. HashAggregateExec
  2. CodegenSupport
  3. UnaryExecNode
  4. SparkPlan
  5. Serializable
  6. Serializable
  7. Logging
  8. QueryPlan
  9. TreeNode
  10. Product
  11. Equals
  12. AnyRef
  13. Any
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  1. Public
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Instance Constructors

  1. new HashAggregateExec(requiredChildDistributionExpressions: Option[Seq[Expression]], groupingExpressions: Seq[NamedExpression], aggregateExpressions: Seq[AggregateExpression], aggregateAttributes: Seq[Attribute], initialInputBufferOffset: Int, resultExpressions: Seq[NamedExpression], child: SparkPlan)

Value Members

  1. final def !=(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef
  2. final def !=(arg0: Any): Boolean

    Definition Classes
    Any
  3. final def ##(): Int

    Definition Classes
    AnyRef → Any
  4. final def ==(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef
  5. final def ==(arg0: Any): Boolean

    Definition Classes
    Any
  6. val aggregateAttributes: Seq[Attribute]

  7. val aggregateExpressions: Seq[AggregateExpression]

  8. lazy val allAttributes: AttributeSeq

    Definition Classes
    HashAggregateExec → QueryPlan
  9. def apply(number: Int): TreeNode[_]

    Definition Classes
    TreeNode
  10. def argString: String

    Definition Classes
    TreeNode
  11. def asCode: String

    Definition Classes
    TreeNode
  12. final def asInstanceOf[T0]: T0

    Definition Classes
    Any
  13. lazy val canonicalized: SparkPlan

    Attributes
    protected
    Definition Classes
    QueryPlan
  14. val child: SparkPlan

    Definition Classes
    HashAggregateExecUnaryExecNode
  15. final def children: Seq[SparkPlan]

    Definition Classes
    UnaryExecNode → TreeNode
  16. lazy val cleanArgs: Seq[Any]

    Attributes
    protected
    Definition Classes
    QueryPlan
  17. def cleanExpression(e: Expression): Expression

    Attributes
    protected
    Definition Classes
    QueryPlan
  18. def clone(): AnyRef

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  19. def collect[B](pf: PartialFunction[SparkPlan, B]): Seq[B]

    Definition Classes
    TreeNode
  20. def collectFirst[B](pf: PartialFunction[SparkPlan, B]): Option[B]

    Definition Classes
    TreeNode
  21. def collectLeaves(): Seq[SparkPlan]

    Definition Classes
    TreeNode
  22. lazy val constraints: ExpressionSet

    Definition Classes
    QueryPlan
  23. final def consume(ctx: CodegenContext, outputVars: Seq[ExprCode], row: String = null): String

    Consume the generated columns or row from current SparkPlan, call its parent's doConsume().

    Consume the generated columns or row from current SparkPlan, call its parent's doConsume().

    Definition Classes
    CodegenSupport
  24. lazy val containsChild: Set[TreeNode[_]]

    Definition Classes
    TreeNode
  25. def createHashMap(): UnsafeFixedWidthAggregationMap

    This is called by generated Java class, should be public.

  26. def createUnsafeJoiner(): UnsafeRowJoiner

    This is called by generated Java class, should be public.

  27. def doConsume(ctx: CodegenContext, input: Seq[ExprCode], row: ExprCode): String

    Generate the Java source code to process the rows from child SparkPlan.

    Generate the Java source code to process the rows from child SparkPlan.

    This should be override by subclass to support codegen.

    For example, Filter will generate the code like this:

    # code to evaluate the predicate expression, result is isNull1 and value2 if (isNull1 || !value2) continue; # call consume(), which will call parent.doConsume()

    Note: A plan can either consume the rows as UnsafeRow (row), or a list of variables (input).

    Definition Classes
    HashAggregateExecCodegenSupport
  28. def doExecute(): RDD[InternalRow]

    Overridden by concrete implementations of SparkPlan.

    Overridden by concrete implementations of SparkPlan. Produces the result of the query as an RDD[InternalRow]

    Attributes
    protected
    Definition Classes
    HashAggregateExecSparkPlan
  29. def doExecuteBroadcast[T](): Broadcast[T]

    Overridden by concrete implementations of SparkPlan.

    Overridden by concrete implementations of SparkPlan. Produces the result of the query as a broadcast variable.

    Attributes
    protected[org.apache.spark.sql]
    Definition Classes
    SparkPlan
  30. def doPrepare(): Unit

    Overridden by concrete implementations of SparkPlan.

    Overridden by concrete implementations of SparkPlan. It is guaranteed to run before any execute of SparkPlan. This is helpful if we want to set up some state before executing the query, e.g., BroadcastHashJoin uses it to broadcast asynchronously.

    Note: the prepare method has already walked down the tree, so the implementation doesn't need to call children's prepare methods.

    This will only be called once, protected by this.

    Attributes
    protected
    Definition Classes
    SparkPlan
  31. def doProduce(ctx: CodegenContext): String

    Generate the Java source code to process, should be overridden by subclass to support codegen.

    Generate the Java source code to process, should be overridden by subclass to support codegen.

    doProduce() usually generate the framework, for example, aggregation could generate this:

    if (!initialized) { # create a hash map, then build the aggregation hash map # call child.produce() initialized = true; } while (hashmap.hasNext()) { row = hashmap.next(); # build the aggregation results # create variables for results # call consume(), which will call parent.doConsume() if (shouldStop()) return; }

    Attributes
    protected
    Definition Classes
    HashAggregateExecCodegenSupport
  32. final def eq(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef
  33. def evaluateRequiredVariables(attributes: Seq[Attribute], variables: Seq[ExprCode], required: AttributeSet): String

    Returns source code to evaluate the variables for required attributes, and clear the code of evaluated variables, to prevent them to be evaluated twice.

    Returns source code to evaluate the variables for required attributes, and clear the code of evaluated variables, to prevent them to be evaluated twice.

    Attributes
    protected
    Definition Classes
    CodegenSupport
  34. def evaluateVariables(variables: Seq[ExprCode]): String

    Returns source code to evaluate all the variables, and clear the code of them, to prevent them to be evaluated twice.

    Returns source code to evaluate all the variables, and clear the code of them, to prevent them to be evaluated twice.

    Attributes
    protected
    Definition Classes
    CodegenSupport
  35. final def execute(): RDD[InternalRow]

    Returns the result of this query as an RDD[InternalRow] by delegating to doExecute after preparations.

    Returns the result of this query as an RDD[InternalRow] by delegating to doExecute after preparations.

    Concrete implementations of SparkPlan should override doExecute.

    Definition Classes
    SparkPlan
  36. final def executeBroadcast[T](): Broadcast[T]

    Returns the result of this query as a broadcast variable by delegating to doExecuteBroadcast after preparations.

    Returns the result of this query as a broadcast variable by delegating to doExecuteBroadcast after preparations.

    Concrete implementations of SparkPlan should override doExecuteBroadcast.

    Definition Classes
    SparkPlan
  37. def executeCollect(): Array[InternalRow]

    Runs this query returning the result as an array.

    Runs this query returning the result as an array.

    Definition Classes
    SparkPlan
  38. def executeCollectPublic(): Array[Row]

    Runs this query returning the result as an array, using external Row format.

    Runs this query returning the result as an array, using external Row format.

    Definition Classes
    SparkPlan
  39. final def executeQuery[T](query: ⇒ T): T

    Execute a query after preparing the query and adding query plan information to created RDDs for visualization.

    Execute a query after preparing the query and adding query plan information to created RDDs for visualization.

    Attributes
    protected
    Definition Classes
    SparkPlan
  40. def executeTake(n: Int): Array[InternalRow]

    Runs this query returning the first n rows as an array.

    Runs this query returning the first n rows as an array.

    This is modeled after RDD.take but never runs any job locally on the driver.

    Definition Classes
    SparkPlan
  41. def executeToIterator(): Iterator[InternalRow]

    Runs this query returning the result as an iterator of InternalRow.

    Runs this query returning the result as an iterator of InternalRow.

    Note: this will trigger multiple jobs (one for each partition).

    Definition Classes
    SparkPlan
  42. final def expressions: Seq[Expression]

    Definition Classes
    QueryPlan
  43. def fastEquals(other: TreeNode[_]): Boolean

    Definition Classes
    TreeNode
  44. def finalize(): Unit

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  45. def find(f: (SparkPlan) ⇒ Boolean): Option[SparkPlan]

    Definition Classes
    TreeNode
  46. def finishAggregate(hashMap: UnsafeFixedWidthAggregationMap, sorter: UnsafeKVExternalSorter, peakMemory: SQLMetric, spillSize: SQLMetric): KVIterator[UnsafeRow, UnsafeRow]

    Called by generated Java class to finish the aggregate and return a KVIterator.

  47. def flatMap[A](f: (SparkPlan) ⇒ TraversableOnce[A]): Seq[A]

    Definition Classes
    TreeNode
  48. def foreach(f: (SparkPlan) ⇒ Unit): Unit

    Definition Classes
    TreeNode
  49. def foreachUp(f: (SparkPlan) ⇒ Unit): Unit

    Definition Classes
    TreeNode
  50. def generateTreeString(depth: Int, lastChildren: Seq[Boolean], builder: StringBuilder, verbose: Boolean, prefix: String): StringBuilder

    Definition Classes
    TreeNode
  51. final def getClass(): Class[_]

    Definition Classes
    AnyRef → Any
  52. def getEmptyAggregationBuffer(): InternalRow

  53. def getRelevantConstraints(constraints: Set[Expression]): Set[Expression]

    Attributes
    protected
    Definition Classes
    QueryPlan
  54. def getTaskMemoryManager(): TaskMemoryManager

  55. val groupingExpressions: Seq[NamedExpression]

  56. def hashCode(): Int

    Definition Classes
    TreeNode → AnyRef → Any
  57. val initialInputBufferOffset: Int

  58. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Attributes
    protected
    Definition Classes
    Logging
  59. def innerChildren: Seq[QueryPlan[_]]

    Attributes
    protected
    Definition Classes
    QueryPlan → TreeNode
  60. def inputRDDs(): Seq[RDD[InternalRow]]

    Returns all the RDDs of InternalRow which generates the input rows.

    Returns all the RDDs of InternalRow which generates the input rows.

    Note: right now we support up to two RDDs.

    Definition Classes
    HashAggregateExecCodegenSupport
  61. def inputSet: AttributeSet

    Definition Classes
    QueryPlan
  62. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any
  63. def isTraceEnabled(): Boolean

    Attributes
    protected
    Definition Classes
    Logging
  64. def jsonFields: List[(String, JValue)]

    Attributes
    protected
    Definition Classes
    TreeNode
  65. def log: Logger

    Attributes
    protected
    Definition Classes
    Logging
  66. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging
  67. def logDebug(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging
  68. def logError(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging
  69. def logError(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging
  70. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging
  71. def logInfo(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging
  72. def logName: String

    Attributes
    protected
    Definition Classes
    Logging
  73. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging
  74. def logTrace(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging
  75. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

    Attributes
    protected
    Definition Classes
    Logging
  76. def logWarning(msg: ⇒ String): Unit

    Attributes
    protected
    Definition Classes
    Logging
  77. def longMetric(name: String): SQLMetric

    Return a LongSQLMetric according to the name.

    Return a LongSQLMetric according to the name.

    Definition Classes
    SparkPlan
  78. def makeCopy(newArgs: Array[AnyRef]): SparkPlan

    Overridden make copy also propagates sqlContext to copied plan.

    Overridden make copy also propagates sqlContext to copied plan.

    Definition Classes
    SparkPlan → TreeNode
  79. def map[A](f: (SparkPlan) ⇒ A): Seq[A]

    Definition Classes
    TreeNode
  80. def mapChildren(f: (SparkPlan) ⇒ SparkPlan): SparkPlan

    Definition Classes
    TreeNode
  81. def mapExpressions(f: (Expression) ⇒ Expression): HashAggregateExec.this.type

    Definition Classes
    QueryPlan
  82. def mapProductIterator[B](f: (Any) ⇒ B)(implicit arg0: ClassTag[B]): Array[B]

    Attributes
    protected
    Definition Classes
    TreeNode
  83. def metadata: Map[String, String]

    Return all metadata that describes more details of this SparkPlan.

    Return all metadata that describes more details of this SparkPlan.

    Definition Classes
    SparkPlan
  84. def metricTerm(ctx: CodegenContext, name: String): String

    Creates a metric using the specified name.

    Creates a metric using the specified name.

    returns

    name of the variable representing the metric

    Definition Classes
    CodegenSupport
  85. lazy val metrics: Map[String, SQLMetric]

    Definition Classes
    HashAggregateExecSparkPlan
  86. def missingInput: AttributeSet

    Definition Classes
    QueryPlan
  87. final def ne(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef
  88. def newMutableProjection(expressions: Seq[Expression], inputSchema: Seq[Attribute], useSubexprElimination: Boolean = false): MutableProjection

    Attributes
    protected
    Definition Classes
    SparkPlan
  89. def newNaturalAscendingOrdering(dataTypes: Seq[DataType]): Ordering[InternalRow]

    Creates a row ordering for the given schema, in natural ascending order.

    Creates a row ordering for the given schema, in natural ascending order.

    Attributes
    protected
    Definition Classes
    SparkPlan
  90. def newOrdering(order: Seq[SortOrder], inputSchema: Seq[Attribute]): Ordering[InternalRow]

    Attributes
    protected
    Definition Classes
    SparkPlan
  91. def newPredicate(expression: Expression, inputSchema: Seq[Attribute]): Predicate

    Attributes
    protected
    Definition Classes
    SparkPlan
  92. def nodeName: String

    Definition Classes
    TreeNode
  93. final def notify(): Unit

    Definition Classes
    AnyRef
  94. final def notifyAll(): Unit

    Definition Classes
    AnyRef
  95. def numberedTreeString: String

    Definition Classes
    TreeNode
  96. val origin: Origin

    Definition Classes
    TreeNode
  97. def otherCopyArgs: Seq[AnyRef]

    Attributes
    protected
    Definition Classes
    TreeNode
  98. def output: Seq[Attribute]

    Definition Classes
    HashAggregateExec → QueryPlan
  99. def outputOrdering: Seq[SortOrder]

    Specifies how data is ordered in each partition.

    Specifies how data is ordered in each partition.

    Definition Classes
    SparkPlan
  100. def outputPartitioning: Partitioning

    Specifies how data is partitioned across different nodes in the cluster.

    Specifies how data is partitioned across different nodes in the cluster.

    Definition Classes
    HashAggregateExecSparkPlan
  101. def outputSet: AttributeSet

    Definition Classes
    QueryPlan
  102. def p(number: Int): SparkPlan

    Definition Classes
    TreeNode
  103. var parent: CodegenSupport

    Which SparkPlan is calling produce() of this one.

    Which SparkPlan is calling produce() of this one. It's itself for the first SparkPlan.

    Attributes
    protected
    Definition Classes
    CodegenSupport
  104. final def prepare(): Unit

    Prepare a SparkPlan for execution.

    Prepare a SparkPlan for execution. It's idempotent.

    Definition Classes
    SparkPlan
  105. def prepareSubqueries(): Unit

    Finds scalar subquery expressions in this plan node and starts evaluating them.

    Finds scalar subquery expressions in this plan node and starts evaluating them.

    Attributes
    protected
    Definition Classes
    SparkPlan
  106. def prettyJson: String

    Definition Classes
    TreeNode
  107. def printSchema(): Unit

    Definition Classes
    QueryPlan
  108. final def produce(ctx: CodegenContext, parent: CodegenSupport): String

    Returns Java source code to process the rows from input RDD.

    Returns Java source code to process the rows from input RDD.

    Definition Classes
    CodegenSupport
  109. def producedAttributes: AttributeSet

    Definition Classes
    HashAggregateExec → QueryPlan
  110. def references: AttributeSet

    Definition Classes
    QueryPlan
  111. def requiredChildDistribution: List[Distribution]

    Specifies any partition requirements on the input data for this operator.

    Specifies any partition requirements on the input data for this operator.

    Definition Classes
    HashAggregateExecSparkPlan
  112. val requiredChildDistributionExpressions: Option[Seq[Expression]]

  113. def requiredChildOrdering: Seq[Seq[SortOrder]]

    Specifies sort order for each partition requirements on the input data for this operator.

    Specifies sort order for each partition requirements on the input data for this operator.

    Definition Classes
    SparkPlan
  114. def resetMetrics(): Unit

    Reset all the metrics.

    Reset all the metrics.

    Definition Classes
    SparkPlan
  115. val resultExpressions: Seq[NamedExpression]

  116. def sameResult(plan: SparkPlan): Boolean

    Definition Classes
    QueryPlan
  117. lazy val schema: StructType

    Definition Classes
    QueryPlan
  118. def schemaString: String

    Definition Classes
    QueryPlan
  119. def simpleString: String

    Definition Classes
    HashAggregateExec → QueryPlan → TreeNode
  120. def sparkContext: SparkContext

    Attributes
    protected
    Definition Classes
    SparkPlan
  121. final val sqlContext: SQLContext

    A handle to the SQL Context that was used to create this plan.

    A handle to the SQL Context that was used to create this plan. Since many operators need access to the sqlContext for RDD operations or configuration this field is automatically populated by the query planning infrastructure.

    Definition Classes
    SparkPlan
  122. def statePrefix: String

    Attributes
    protected
    Definition Classes
    QueryPlan
  123. def stringArgs: Iterator[Any]

    Attributes
    protected
    Definition Classes
    TreeNode
  124. val subexpressionEliminationEnabled: Boolean

    Definition Classes
    SparkPlan
  125. def subqueries: Seq[SparkPlan]

    Definition Classes
    QueryPlan
  126. def supportCodegen: Boolean

    Whether this SparkPlan support whole stage codegen or not.

    Whether this SparkPlan support whole stage codegen or not.

    Definition Classes
    HashAggregateExecCodegenSupport
  127. final def synchronized[T0](arg0: ⇒ T0): T0

    Definition Classes
    AnyRef
  128. def toJSON: String

    Definition Classes
    TreeNode
  129. def toString(): String

    Definition Classes
    TreeNode → AnyRef → Any
  130. def transform(rule: PartialFunction[SparkPlan, SparkPlan]): SparkPlan

    Definition Classes
    TreeNode
  131. def transformAllExpressions(rule: PartialFunction[Expression, Expression]): HashAggregateExec.this.type

    Definition Classes
    QueryPlan
  132. def transformDown(rule: PartialFunction[SparkPlan, SparkPlan]): SparkPlan

    Definition Classes
    TreeNode
  133. def transformExpressions(rule: PartialFunction[Expression, Expression]): HashAggregateExec.this.type

    Definition Classes
    QueryPlan
  134. def transformExpressionsDown(rule: PartialFunction[Expression, Expression]): HashAggregateExec.this.type

    Definition Classes
    QueryPlan
  135. def transformExpressionsUp(rule: PartialFunction[Expression, Expression]): HashAggregateExec.this.type

    Definition Classes
    QueryPlan
  136. def transformUp(rule: PartialFunction[SparkPlan, SparkPlan]): SparkPlan

    Definition Classes
    TreeNode
  137. def treeString(verbose: Boolean): String

    Definition Classes
    TreeNode
  138. def treeString: String

    Definition Classes
    TreeNode
  139. def usedInputs: AttributeSet

    The subset of inputSet those should be evaluated before this plan.

    The subset of inputSet those should be evaluated before this plan.

    We will use this to insert some code to access those columns that are actually used by current plan before calling doConsume().

    Definition Classes
    HashAggregateExecCodegenSupport
  140. def validConstraints: Set[Expression]

    Attributes
    protected
    Definition Classes
    QueryPlan
  141. def verboseString: String

    Definition Classes
    HashAggregateExec → QueryPlan → TreeNode
  142. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  143. final def wait(arg0: Long, arg1: Int): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  144. final def wait(arg0: Long): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  145. def waitForSubqueries(): Unit

    Blocks the thread until all subqueries finish evaluation and update the results.

    Blocks the thread until all subqueries finish evaluation and update the results.

    Attributes
    protected
    Definition Classes
    SparkPlan
  146. def withNewChildren(newChildren: Seq[SparkPlan]): SparkPlan

    Definition Classes
    TreeNode

Inherited from CodegenSupport

Inherited from UnaryExecNode

Inherited from SparkPlan

Inherited from Serializable

Inherited from Serializable

Inherited from Logging

Inherited from QueryPlan[SparkPlan]

Inherited from TreeNode[SparkPlan]

Inherited from Product

Inherited from Equals

Inherited from AnyRef

Inherited from Any

Ungrouped