Class

org.apache.spark.sql.catalyst.expressions.aggregate

ImperativeAggregate

Related Doc: package aggregate

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abstract class ImperativeAggregate extends AggregateFunction with CodegenFallback

API for aggregation functions that are expressed in terms of imperative initialize(), update(), and merge() functions which operate on Row-based aggregation buffers.

Within these functions, code should access fields of the mutable aggregation buffer by adding the bufferSchema-relative field number to mutableAggBufferOffset then using this new field number to access the buffer Row. This is necessary because this aggregation function's buffer is embedded inside of a larger shared aggregation buffer when an aggregation operator evaluates multiple aggregate functions at the same time.

We need to perform similar field number arithmetic when merging multiple intermediate aggregate buffers together in merge() (in this case, use inputAggBufferOffset when accessing the input buffer).

Correct ImperativeAggregate evaluation depends on the correctness of mutableAggBufferOffset and inputAggBufferOffset, but not on the correctness of the attribute ids in aggBufferAttributes and inputAggBufferAttributes.

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Inherited
  1. ImperativeAggregate
  2. CodegenFallback
  3. AggregateFunction
  4. Expression
  5. TreeNode
  6. Product
  7. Equals
  8. AnyRef
  9. Any
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Visibility
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Instance Constructors

  1. new ImperativeAggregate()

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Abstract Value Members

  1. abstract def aggBufferAttributes: Seq[AttributeReference]

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    Attributes of fields in aggBufferSchema.

    Attributes of fields in aggBufferSchema.

    Definition Classes
    AggregateFunction
  2. abstract def aggBufferSchema: StructType

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    The schema of the aggregation buffer.

    The schema of the aggregation buffer.

    Definition Classes
    AggregateFunction
  3. abstract def canEqual(that: Any): Boolean

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    Definition Classes
    Equals
  4. abstract def children: Seq[Expression]

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    Returns a Seq of the children of this node.

    Returns a Seq of the children of this node. Children should not change. Immutability required for containsChild optimization

    Definition Classes
    TreeNode
  5. abstract def dataType: DataType

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    Returns the DataType of the result of evaluating this expression.

    Returns the DataType of the result of evaluating this expression. It is invalid to query the dataType of an unresolved expression (i.e., when resolved == false).

    Definition Classes
    Expression
  6. abstract def eval(input: InternalRow = null): Any

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    Returns the result of evaluating this expression on a given input Row

    Returns the result of evaluating this expression on a given input Row

    Definition Classes
    Expression
  7. abstract def initialize(mutableAggBuffer: InternalRow): Unit

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    Initializes the mutable aggregation buffer located in mutableAggBuffer.

    Initializes the mutable aggregation buffer located in mutableAggBuffer.

    Use fieldNumber + mutableAggBufferOffset to access fields of mutableAggBuffer.

  8. abstract def inputAggBufferAttributes: Seq[AttributeReference]

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    Attributes of fields in input aggregation buffers (immutable aggregation buffers that are merged with mutable aggregation buffers in the merge() function or merge expressions).

    Attributes of fields in input aggregation buffers (immutable aggregation buffers that are merged with mutable aggregation buffers in the merge() function or merge expressions). These attributes are created automatically by cloning the aggBufferAttributes.

    Definition Classes
    AggregateFunction
  9. abstract val inputAggBufferOffset: Int

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    The offset of this function's start buffer value in the underlying shared input aggregation buffer.

    The offset of this function's start buffer value in the underlying shared input aggregation buffer. An input aggregation buffer is used when we merge two aggregation buffers together in the update() function and is immutable (we merge an input aggregation buffer and a mutable aggregation buffer and then store the new buffer values to the mutable aggregation buffer).

    An input aggregation buffer may contain extra fields, such as grouping keys, at its start, so mutableAggBufferOffset and inputAggBufferOffset are often different.

    For example, say we have a grouping expression, key, and two aggregate functions, avg(x) and avg(y). In the shared input aggregation buffer, the position of the first buffer value of avg(x) will be 1 and the position of the first buffer value of avg(y) will be 3 (position 0 is used for the value of key):

    avg(x) inputAggBufferOffset = 1
             |
             v
    +--------+--------+--------+--------+--------+
    |  key   |  sum1  | count1 |  sum2  | count2 |
    +--------+--------+--------+--------+--------+
                               ^
                               |
                 avg(y) inputAggBufferOffset = 3
    Attributes
    protected
  10. abstract def merge(mutableAggBuffer: InternalRow, inputAggBuffer: InternalRow): Unit

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    Combines new intermediate results from the inputAggBuffer with the existing intermediate results in the mutableAggBuffer.

    Combines new intermediate results from the inputAggBuffer with the existing intermediate results in the mutableAggBuffer.

    Use fieldNumber + mutableAggBufferOffset to access fields of mutableAggBuffer. Use fieldNumber + inputAggBufferOffset to access fields of inputAggBuffer.

  11. abstract val mutableAggBufferOffset: Int

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    The offset of this function's first buffer value in the underlying shared mutable aggregation buffer.

    The offset of this function's first buffer value in the underlying shared mutable aggregation buffer.

    For example, we have two aggregate functions avg(x) and avg(y), which share the same aggregation buffer. In this shared buffer, the position of the first buffer value of avg(x) will be 0 and the position of the first buffer value of avg(y) will be 2:

    avg(x) mutableAggBufferOffset = 0
            |
            v
            +--------+--------+--------+--------+
            |  sum1  | count1 |  sum2  | count2 |
            +--------+--------+--------+--------+
                              ^
                              |
               avg(y) mutableAggBufferOffset = 2
    Attributes
    protected
  12. abstract def nullable: Boolean

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    Definition Classes
    Expression
  13. abstract def productArity: Int

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    Definition Classes
    Product
  14. abstract def productElement(n: Int): Any

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    Definition Classes
    Product
  15. abstract def update(mutableAggBuffer: InternalRow, inputRow: InternalRow): Unit

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    Updates its aggregation buffer, located in mutableAggBuffer, based on the given inputRow.

    Updates its aggregation buffer, located in mutableAggBuffer, based on the given inputRow.

    Use fieldNumber + mutableAggBufferOffset to access fields of mutableAggBuffer.

  16. abstract def withNewInputAggBufferOffset(newInputAggBufferOffset: Int): ImperativeAggregate

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    Returns a copy of this ImperativeAggregate with an updated mutableAggBufferOffset.

    Returns a copy of this ImperativeAggregate with an updated mutableAggBufferOffset. This new copy's attributes may have different ids than the original.

  17. abstract def withNewMutableAggBufferOffset(newMutableAggBufferOffset: Int): ImperativeAggregate

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    Returns a copy of this ImperativeAggregate with an updated mutableAggBufferOffset.

    Returns a copy of this ImperativeAggregate with an updated mutableAggBufferOffset. This new copy's attributes may have different ids than the original.

Concrete Value Members

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

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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

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    Definition Classes
    AnyRef → Any
  4. def apply(number: Int): TreeNode[_]

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    Returns the tree node at the specified number, used primarily for interactive debugging.

    Returns the tree node at the specified number, used primarily for interactive debugging. Numbers for each node can be found in the numberedTreeString.

    Note that this cannot return BaseType because logical plan's plan node might return physical plan for innerChildren, e.g. in-memory relation logical plan node has a reference to the physical plan node it is referencing.

    Definition Classes
    TreeNode
  5. def argString: String

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    Returns a string representing the arguments to this node, minus any children

    Returns a string representing the arguments to this node, minus any children

    Definition Classes
    TreeNode
  6. def asCode: String

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    Returns a 'scala code' representation of this TreeNode and its children.

    Returns a 'scala code' representation of this TreeNode and its children. Intended for use when debugging where the prettier toString function is obfuscating the actual structure. In the case of 'pure' TreeNodes that only contain primitives and other TreeNodes, the result can be pasted in the REPL to build an equivalent Tree.

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

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    Definition Classes
    Any
  8. lazy val canonicalized: Expression

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    Returns an expression where a best effort attempt has been made to transform this in a way that preserves the result but removes cosmetic variations (case sensitivity, ordering for commutative operations, etc.) See Canonicalize for more details.

    Returns an expression where a best effort attempt has been made to transform this in a way that preserves the result but removes cosmetic variations (case sensitivity, ordering for commutative operations, etc.) See Canonicalize for more details.

    deterministic expressions where this.canonicalized == other.canonicalized will always evaluate to the same result.

    Definition Classes
    Expression
  9. def checkInputDataTypes(): TypeCheckResult

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    Checks the input data types, returns TypeCheckResult.success if it's valid, or returns a TypeCheckResult with an error message if invalid.

    Checks the input data types, returns TypeCheckResult.success if it's valid, or returns a TypeCheckResult with an error message if invalid. Note: it's not valid to call this method until childrenResolved == true.

    Definition Classes
    Expression
  10. def childrenResolved: Boolean

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    Returns true if all the children of this expression have been resolved to a specific schema and false if any still contains any unresolved placeholders.

    Returns true if all the children of this expression have been resolved to a specific schema and false if any still contains any unresolved placeholders.

    Definition Classes
    Expression
  11. def clone(): AnyRef

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

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    Returns a Seq containing the result of applying a partial function to all elements in this tree on which the function is defined.

    Returns a Seq containing the result of applying a partial function to all elements in this tree on which the function is defined.

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

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    Finds and returns the first TreeNode of the tree for which the given partial function is defined (pre-order), and applies the partial function to it.

    Finds and returns the first TreeNode of the tree for which the given partial function is defined (pre-order), and applies the partial function to it.

    Definition Classes
    TreeNode
  14. def collectLeaves(): Seq[Expression]

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    Returns a Seq containing the leaves in this tree.

    Returns a Seq containing the leaves in this tree.

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

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    Definition Classes
    TreeNode
  16. def defaultResult: Option[Literal]

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    Result of the aggregate function when the input is empty.

    Result of the aggregate function when the input is empty. This is currently only used for the proper rewriting of distinct aggregate functions.

    Definition Classes
    AggregateFunction
  17. def deterministic: Boolean

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    Returns true when the current expression always return the same result for fixed inputs from children.

    Returns true when the current expression always return the same result for fixed inputs from children.

    Note that this means that an expression should be considered as non-deterministic if: - it relies on some mutable internal state, or - it relies on some implicit input that is not part of the children expression list. - it has non-deterministic child or children.

    An example would be SparkPartitionID that relies on the partition id returned by TaskContext. By default leaf expressions are deterministic as Nil.forall(_.deterministic) returns true.

    Definition Classes
    Expression
  18. def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode

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    Returns Java source code that can be compiled to evaluate this expression.

    Returns Java source code that can be compiled to evaluate this expression. The default behavior is to call the eval method of the expression. Concrete expression implementations should override this to do actual code generation.

    ctx

    a CodegenContext

    ev

    an ExprCode with unique terms.

    returns

    an ExprCode containing the Java source code to generate the given expression

    Attributes
    protected
    Definition Classes
    CodegenFallbackExpression
  19. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  20. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  21. def fastEquals(other: TreeNode[_]): Boolean

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    Faster version of equality which short-circuits when two treeNodes are the same instance.

    Faster version of equality which short-circuits when two treeNodes are the same instance. We don't just override Object.equals, as doing so prevents the scala compiler from generating case class equals methods

    Definition Classes
    TreeNode
  22. def finalize(): Unit

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

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    Find the first TreeNode that satisfies the condition specified by f.

    Find the first TreeNode that satisfies the condition specified by f. The condition is recursively applied to this node and all of its children (pre-order).

    Definition Classes
    TreeNode
  24. def flatArguments: Iterator[Any]

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    Attributes
    protected
    Definition Classes
    Expression
  25. def flatMap[A](f: (Expression) ⇒ TraversableOnce[A]): Seq[A]

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    Returns a Seq by applying a function to all nodes in this tree and using the elements of the resulting collections.

    Returns a Seq by applying a function to all nodes in this tree and using the elements of the resulting collections.

    Definition Classes
    TreeNode
  26. final def foldable: Boolean

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    An aggregate function is not foldable.

    An aggregate function is not foldable.

    Definition Classes
    AggregateFunctionExpression
  27. def foreach(f: (Expression) ⇒ Unit): Unit

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    Runs the given function on this node and then recursively on children.

    Runs the given function on this node and then recursively on children.

    f

    the function to be applied to each node in the tree.

    Definition Classes
    TreeNode
  28. def foreachUp(f: (Expression) ⇒ Unit): Unit

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    Runs the given function recursively on children then on this node.

    Runs the given function recursively on children then on this node.

    f

    the function to be applied to each node in the tree.

    Definition Classes
    TreeNode
  29. def genCode(ctx: CodegenContext): ExprCode

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    Returns an ExprCode, that contains the Java source code to generate the result of evaluating the expression on an input row.

    Returns an ExprCode, that contains the Java source code to generate the result of evaluating the expression on an input row.

    ctx

    a CodegenContext

    returns

    ExprCode

    Definition Classes
    Expression
  30. def generateTreeString(depth: Int, lastChildren: Seq[Boolean], builder: StringBuilder, verbose: Boolean, prefix: String = "", addSuffix: Boolean = false): StringBuilder

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    Appends the string represent of this node and its children to the given StringBuilder.

    Appends the string represent of this node and its children to the given StringBuilder.

    The i-th element in lastChildren indicates whether the ancestor of the current node at depth i + 1 is the last child of its own parent node. The depth of the root node is 0, and lastChildren for the root node should be empty.

    Note that this traversal (numbering) order must be the same as getNodeNumbered.

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

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    Definition Classes
    AnyRef → Any
  32. def hashCode(): Int

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    Definition Classes
    TreeNode → AnyRef → Any
  33. def innerChildren: Seq[TreeNode[_]]

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    All the nodes that should be shown as a inner nested tree of this node.

    All the nodes that should be shown as a inner nested tree of this node. For example, this can be used to show sub-queries.

    Attributes
    protected
    Definition Classes
    TreeNode
  34. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  35. def jsonFields: List[JField]

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    Attributes
    protected
    Definition Classes
    TreeNode
  36. def makeCopy(newArgs: Array[AnyRef]): Expression

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    Creates a copy of this type of tree node after a transformation.

    Creates a copy of this type of tree node after a transformation. Must be overridden by child classes that have constructor arguments that are not present in the productIterator.

    newArgs

    the new product arguments.

    Definition Classes
    TreeNode
  37. def map[A](f: (Expression) ⇒ A): Seq[A]

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    Returns a Seq containing the result of applying the given function to each node in this tree in a preorder traversal.

    Returns a Seq containing the result of applying the given function to each node in this tree in a preorder traversal.

    f

    the function to be applied.

    Definition Classes
    TreeNode
  38. def mapChildren(f: (Expression) ⇒ Expression): Expression

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    Returns a copy of this node where f has been applied to all the nodes children.

    Returns a copy of this node where f has been applied to all the nodes children.

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

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    Efficient alternative to productIterator.map(f).toArray.

    Efficient alternative to productIterator.map(f).toArray.

    Attributes
    protected
    Definition Classes
    TreeNode
  40. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  41. def nodeName: String

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    Returns the name of this type of TreeNode.

    Returns the name of this type of TreeNode. Defaults to the class name. Note that we remove the "Exec" suffix for physical operators here.

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

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

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    Definition Classes
    AnyRef
  44. def numberedTreeString: String

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    Returns a string representation of the nodes in this tree, where each operator is numbered.

    Returns a string representation of the nodes in this tree, where each operator is numbered. The numbers can be used with TreeNode.apply to easily access specific subtrees.

    The numbers are based on depth-first traversal of the tree (with innerChildren traversed first before children).

    Definition Classes
    TreeNode
  45. val origin: Origin

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

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    Args to the constructor that should be copied, but not transformed.

    Args to the constructor that should be copied, but not transformed. These are appended to the transformed args automatically by makeCopy

    Attributes
    protected
    Definition Classes
    TreeNode
  47. def p(number: Int): Expression

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    Returns the tree node at the specified number, used primarily for interactive debugging.

    Returns the tree node at the specified number, used primarily for interactive debugging. Numbers for each node can be found in the numberedTreeString.

    This is a variant of apply that returns the node as BaseType (if the type matches).

    Definition Classes
    TreeNode
  48. def prettyJson: String

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    Definition Classes
    TreeNode
  49. def prettyName: String

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    Returns a user-facing string representation of this expression's name.

    Returns a user-facing string representation of this expression's name. This should usually match the name of the function in SQL.

    Definition Classes
    Expression
  50. def productIterator: Iterator[Any]

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    Definition Classes
    Product
  51. def productPrefix: String

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    Definition Classes
    Product
  52. def references: AttributeSet

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    Definition Classes
    Expression
  53. lazy val resolved: Boolean

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    Returns true if this expression and all its children have been resolved to a specific schema and input data types checking passed, and false if it still contains any unresolved placeholders or has data types mismatch.

    Returns true if this expression and all its children have been resolved to a specific schema and input data types checking passed, and false if it still contains any unresolved placeholders or has data types mismatch. Implementations of expressions should override this if the resolution of this type of expression involves more than just the resolution of its children and type checking.

    Definition Classes
    Expression
  54. def semanticEquals(other: Expression): Boolean

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    Returns true when two expressions will always compute the same result, even if they differ cosmetically (i.e.

    Returns true when two expressions will always compute the same result, even if they differ cosmetically (i.e. capitalization of names in attributes may be different).

    See Canonicalize for more details.

    Definition Classes
    Expression
  55. def semanticHash(): Int

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    Returns a hashCode for the calculation performed by this expression.

    Returns a hashCode for the calculation performed by this expression. Unlike the standard hashCode, an attempt has been made to eliminate cosmetic differences.

    See Canonicalize for more details.

    Definition Classes
    Expression
  56. def simpleString: String

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    ONE line description of this node.

    ONE line description of this node.

    Definition Classes
    ExpressionTreeNode
  57. def sql(isDistinct: Boolean): String

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    Definition Classes
    AggregateFunction
  58. def sql: String

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    Returns SQL representation of this expression.

    Returns SQL representation of this expression. For expressions extending NonSQLExpression, this method may return an arbitrary user facing string.

    Definition Classes
    Expression
  59. def stringArgs: Iterator[Any]

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    The arguments that should be included in the arg string.

    The arguments that should be included in the arg string. Defaults to the productIterator.

    Attributes
    protected
    Definition Classes
    TreeNode
  60. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  61. def toAggString(isDistinct: Boolean): String

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    String representation used in explain plans.

    String representation used in explain plans.

    Definition Classes
    AggregateFunction
  62. def toAggregateExpression(isDistinct: Boolean): AggregateExpression

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    Wraps this AggregateFunction in an AggregateExpression and set isDistinct field of the AggregateExpression to the given value because AggregateExpression is the container of an AggregateFunction, aggregation mode, and the flag indicating if this aggregation is distinct aggregation or not.

    Wraps this AggregateFunction in an AggregateExpression and set isDistinct field of the AggregateExpression to the given value because AggregateExpression is the container of an AggregateFunction, aggregation mode, and the flag indicating if this aggregation is distinct aggregation or not. An AggregateFunction should not be used without being wrapped in an AggregateExpression.

    Definition Classes
    AggregateFunction
  63. def toAggregateExpression(): AggregateExpression

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    Wraps this AggregateFunction in an AggregateExpression because AggregateExpression is the container of an AggregateFunction, aggregation mode, and the flag indicating if this aggregation is distinct aggregation or not.

    Wraps this AggregateFunction in an AggregateExpression because AggregateExpression is the container of an AggregateFunction, aggregation mode, and the flag indicating if this aggregation is distinct aggregation or not. An AggregateFunction should not be used without being wrapped in an AggregateExpression.

    Definition Classes
    AggregateFunction
  64. def toJSON: String

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    Definition Classes
    TreeNode
  65. def toString(): String

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    Definition Classes
    ExpressionTreeNode → AnyRef → Any
  66. def transform(rule: PartialFunction[Expression, Expression]): Expression

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    Returns a copy of this node where rule has been recursively applied to the tree.

    Returns a copy of this node where rule has been recursively applied to the tree. When rule does not apply to a given node it is left unchanged. Users should not expect a specific directionality. If a specific directionality is needed, transformDown or transformUp should be used.

    rule

    the function use to transform this nodes children

    Definition Classes
    TreeNode
  67. def transformDown(rule: PartialFunction[Expression, Expression]): Expression

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    Returns a copy of this node where rule has been recursively applied to it and all of its children (pre-order).

    Returns a copy of this node where rule has been recursively applied to it and all of its children (pre-order). When rule does not apply to a given node it is left unchanged.

    rule

    the function used to transform this nodes children

    Definition Classes
    TreeNode
  68. def transformUp(rule: PartialFunction[Expression, Expression]): Expression

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    Returns a copy of this node where rule has been recursively applied first to all of its children and then itself (post-order).

    Returns a copy of this node where rule has been recursively applied first to all of its children and then itself (post-order). When rule does not apply to a given node, it is left unchanged.

    rule

    the function use to transform this nodes children

    Definition Classes
    TreeNode
  69. def treeString(verbose: Boolean, addSuffix: Boolean = false): String

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    Definition Classes
    TreeNode
  70. def treeString: String

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    Returns a string representation of the nodes in this tree

    Returns a string representation of the nodes in this tree

    Definition Classes
    TreeNode
  71. final def verboseString: String

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    ONE line description of this node with more information

    ONE line description of this node with more information

    Definition Classes
    ExpressionTreeNode
  72. def verboseStringWithSuffix: String

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    ONE line description of this node with some suffix information

    ONE line description of this node with some suffix information

    Definition Classes
    TreeNode
  73. final def wait(): Unit

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  76. def withNewChildren(newChildren: Seq[Expression]): Expression

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    Returns a copy of this node with the children replaced.

    Returns a copy of this node with the children replaced. TODO: Validate somewhere (in debug mode?) that children are ordered correctly.

    Definition Classes
    TreeNode

Inherited from CodegenFallback

Inherited from AggregateFunction

Inherited from Expression

Inherited from TreeNode[Expression]

Inherited from Product

Inherited from Equals

Inherited from AnyRef

Inherited from Any

Ungrouped