T
- the type of the aggregation resultACC
- the type of the aggregation accumulator. The accumulator is used to keep the
aggregated values which are needed to compute an aggregation result.
AggregateFunction represents its state using accumulator, thereby the state of the
AggregateFunction must be put into the accumulator.@PublicEvolving public abstract class AggregateFunction<T,ACC> extends UserDefinedAggregateFunction<T,ACC>
The behavior of an AggregateFunction
can be defined by implementing a series of custom
methods. An AggregateFunction
needs at least three methods:
There are a few other methods that can be optional to have:
All these methods must be declared publicly, not static, and named exactly as the names
mentioned above. The method UserDefinedAggregateFunction.createAccumulator()
is defined in the
UserDefinedAggregateFunction
function, and method getValue(ACC)
is defined in
the AggregateFunction
while other methods are explained below.
Processes the input values and update the provided accumulator instance. The method
accumulate can be overloaded with different custom types and arguments. An AggregateFunction
requires at least one accumulate() method.
param: accumulator the accumulator which contains the current aggregated results
param: [user defined inputs] the input value (usually obtained from a new arrived data).
public void accumulate(ACC accumulator, [user defined inputs])
Retracts the input values from the accumulator instance. The current design assumes the
inputs are the values that have been previously accumulated. The method retract can be
overloaded with different custom types and arguments. This function must be implemented for
data stream bounded OVER aggregates.
param: accumulator the accumulator which contains the current aggregated results
param: [user defined inputs] the input value (usually obtained from a new arrived data).
public void retract(ACC accumulator, [user defined inputs])
Merges a group of accumulator instances into one accumulator instance. This function must be
implemented for data stream session window grouping aggregates and data set grouping aggregates.
param: accumulator the accumulator which will keep the merged aggregate results. It should
be noted that the accumulator may contain the previous aggregated
results. Therefore user should not replace or clean this instance in the
custom merge method.
param: its an java.lang.Iterable pointed to a group of accumulators that will be
merged.
public void merge(ACC accumulator, java.lang.Iterable<ACC> iterable)
Resets the accumulator for this AggregateFunction. This function must be implemented for
data set grouping aggregates.
param: accumulator the accumulator which needs to be reset
public void resetAccumulator(ACC accumulator)
If this aggregate function can only be applied in an OVER window, this can be declared using the
requirement FunctionRequirement.OVER_WINDOW_ONLY
in getRequirements()
.
Constructor and Description |
---|
AggregateFunction() |
Modifier and Type | Method and Description |
---|---|
FunctionKind |
getKind()
Returns the kind of function this definition describes.
|
Set<FunctionRequirement> |
getRequirements()
Returns the set of requirements this definition demands.
|
abstract T |
getValue(ACC accumulator)
Called every time when an aggregation result should be materialized.
|
boolean |
requiresOver()
Deprecated.
Use
getRequirements() instead. |
createAccumulator, getAccumulatorType, getResultType
close, functionIdentifier, open, toString
clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait
isDeterministic
public abstract T getValue(ACC accumulator)
accumulator
- the accumulator which contains the current
aggregated results@Deprecated public boolean requiresOver()
getRequirements()
instead.true
if this AggregateFunction
can only be applied in an
OVER window.true
if the AggregateFunction
requires an OVER window,
false
otherwise.public final FunctionKind getKind()
FunctionDefinition
public Set<FunctionRequirement> getRequirements()
FunctionDefinition
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