T
- the type of input elements to the reduction operationA
- the mutable accumulation type of the reduction operation (often hidden as an implementation detail)R
- the result type of the reduction operationpublic interface Collector<T,A,R>
A mutable reduction operation that accumulates input elements into a mutable result container, optionally transforming the accumulated result into a final representation after all input elements have been processed. Reduction operations can be performed either sequentially or in parallel.
Examples of mutable reduction operations include: accumulating elements into a Collection
; concatenating strings using a StringBuilder
; computing summary information about elements such as sum, min, max, or average; computing "pivot table" summaries such as "maximum valued transaction by seller", etc. The class Collectors
provides implementations of many common mutable reductions.
A Collector
is specified by four functions that work together to accumulate entries into a mutable result container, and optionally perform a final transform on the result. They are:
supplier()
)accumulator()
)combiner()
)finisher()
)Collectors also have a set of characteristics, such as Collector.Characteristics.CONCURRENT
, that provide hints that can be used by a reduction implementation to provide better performance.
A sequential implementation of a reduction using a collector would create a single result container using the supplier function, and invoke the accumulator function once for each input element. A parallel implementation would partition the input, create a result container for each partition, accumulate the contents of each partition into a subresult for that partition, and then use the combiner function to merge the subresults into a combined result.
To ensure that sequential and parallel executions produce equivalent results, the collector functions must satisfy an identity and an associativity constraints.
The identity constraint says that for any partially accumulated result, combining it with an empty result container must produce an equivalent result. That is, for a partially accumulated result a
that is the result of any series of accumulator and combiner invocations, a
must be equivalent to combiner.apply(a, supplier.get())
.
The associativity constraint says that splitting the computation must produce an equivalent result. That is, for any input elements t1
and t2
, the results r1
and r2
in the computation below must be equivalent:
A a1 = supplier.get(); accumulator.accept(a1, t1); accumulator.accept(a1, t2); R r1 = finisher.apply(a1); // result without splitting A a2 = supplier.get(); accumulator.accept(a2, t1); A a3 = supplier.get(); accumulator.accept(a3, t2); R r2 = finisher.apply(combiner.apply(a2, a3)); // result with splitting
For collectors that do not have the UNORDERED
characteristic, two accumulated results a1
and a2
are equivalent if finisher.apply(a1).equals(finisher.apply(a2))
. For unordered collectors, equivalence is relaxed to allow for non-equality related to differences in order. (For example, an unordered collector that accumulated elements to a List
would consider two lists equivalent if they contained the same elements, ignoring order.)
Libraries that implement reduction based on Collector
, such as Stream.collect(Collector)
, must adhere to the following constraints:
Collector
needing to implement any additional synchronization. The reduction implementation must manage that the input is properly partitioned, that partitions are processed in isolation, and combining happens only after accumulation is complete.Collector.Characteristics.UNORDERED
characteristics or if the originating data is unordered.In addition to the predefined implementations in Collectors
, the static factory methods of(Supplier, BiConsumer, BinaryOperator, Characteristics...)
can be used to construct collectors. For example, you could create a collector that accumulates widgets into a TreeSet
with:
Collector<Widget, ?, TreeSet<Widget>> intoSet = Collector.of(TreeSet::new, TreeSet::add, (left, right) -> { left.addAll(right); return left; });(This behavior is also implemented by the predefined collector
Collectors.toCollection(Supplier)
).Collector
should produce a result equivalent to: R container = collector.supplier().get(); for (T t : data) collector.accumulator().accept(container, t); return collector.finisher().apply(container);
However, the library is free to partition the input, perform the reduction on the partitions, and then use the combiner function to combine the partial results to achieve a parallel reduction. (Depending on the specific reduction operation, this may perform better or worse, depending on the relative cost of the accumulator and combiner functions.)
Collectors are designed to be composed; many of the methods in Collectors
are functions that take a collector and produce a new collector. For example, given the following collector that computes the sum of the salaries of a stream of employees:
Collector<Employee, ?, Integer> summingSalaries = Collectors.summingInt(Employee::getSalary))If we wanted to create a collector to tabulate the sum of salaries by department, we could reuse the "sum of salaries" logic using
Collectors.groupingBy(Function, Collector)
: Collector<Employee, ?, Map<Department, Integer>> summingSalariesByDept = Collectors.groupingBy(Employee::getDepartment, summingSalaries);
Stream.collect(Collector)
, Collectors
Modifier and Type | Interface and Description |
---|---|
static class |
Collector.Characteristics Characteristics indicating properties of a |
Supplier<A> supplier()
A function that creates and returns a new mutable result container.
BiConsumer<A,T> accumulator()
A function that folds a value into a mutable result container.
BinaryOperator<A> combiner()
A function that accepts two partial results and merges them. The combiner function may fold state from one argument into the other and return that, or may return a new result container.
Function<A,R> finisher()
Perform the final transformation from the intermediate accumulation type A
to the final result type R
.
If the characteristic IDENTITY_TRANSFORM
is set, this function may be presumed to be an identity transform with an unchecked cast from A
to R
.
Set<Collector.Characteristics> characteristics()
Returns a Set
of Collector.Characteristics
indicating the characteristics of this Collector. This set should be immutable.
static <T,R> Collector<T,R,R> of(Supplier<R> supplier, BiConsumer<R,T> accumulator, BinaryOperator<R> combiner, Collector.Characteristics... characteristics)
Returns a new Collector
described by the given supplier
, accumulator
, and combiner
functions. The resulting Collector
has the Collector.Characteristics.IDENTITY_FINISH
characteristic.
T
- The type of input elements for the new collectorR
- The type of intermediate accumulation result, and final result, for the new collectorsupplier
- The supplier function for the new collectoraccumulator
- The accumulator function for the new collectorcombiner
- The combiner function for the new collectorcharacteristics
- The collector characteristics for the new collectorCollector
NullPointerException
- if any argument is nullstatic <T,A,R> Collector<T,A,R> of(Supplier<A> supplier, BiConsumer<A,T> accumulator, BinaryOperator<A> combiner, Function<A,R> finisher, Collector.Characteristics... characteristics)
Returns a new Collector
described by the given supplier
, accumulator
, combiner
, and finisher
functions.
T
- The type of input elements for the new collectorA
- The intermediate accumulation type of the new collectorR
- The final result type of the new collectorsupplier
- The supplier function for the new collectoraccumulator
- The accumulator function for the new collectorcombiner
- The combiner function for the new collectorfinisher
- The finisher function for the new collectorcharacteristics
- The collector characteristics for the new collectorCollector
NullPointerException
- if any argument is null
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