A sequence of elements supporting sequential and parallel aggregate
operations. The following example illustrates an aggregate operation using
Stream
and IntStream
:
int sum = widgets.stream()
.filter(w -> w.getColor() == RED)
.mapToInt(w -> w.getWeight())
.sum();
widgets
is a Collection<Widget>
. We create
a stream of Widget
objects via Collection.stream()
,
filter it to produce a stream containing only the red widgets, and then
transform it into a stream of int
values representing the weight of
each red widget. Then this stream is summed to produce a total weight.
In addition to Stream
, which is a stream of object references,
there are primitive specializations for IntStream
, LongStream
,
and DoubleStream
, all of which are referred to as "streams" and
conform to the characteristics and restrictions described here.
To perform a computation, stream
operations are composed into a
stream pipeline. A stream pipeline consists of a source (which
might be an array, a collection, a generator function, an I/O channel,
etc), zero or more intermediate operations (which transform a
stream into another stream, such as filter(Predicate)
), and a
terminal operation (which produces a result or side-effect, such
as count()
or forEach(Consumer)
).
Streams are lazy; computation on the source data is only performed when the
terminal operation is initiated, and source elements are consumed only
as needed.
Collections and streams, while bearing some superficial similarities,
have different goals. Collections are primarily concerned with the efficient
management of, and access to, their elements. By contrast, streams do not
provide a means to directly access or manipulate their elements, and are
instead concerned with declaratively describing their source and the
computational operations which will be performed in aggregate on that source.
However, if the provided stream operations do not offer the desired
functionality, the BaseStream.iterator()
and BaseStream.spliterator()
operations
can be used to perform a controlled traversal.
A stream pipeline, like the "widgets" example above, can be viewed as
a query on the stream source. Unless the source was explicitly
designed for concurrent modification (such as a ConcurrentHashMap
),
unpredictable or erroneous behavior may result from modifying the stream
source while it is being queried.
Most stream operations accept parameters that describe user-specified
behavior, such as the lambda expression w -> w.getWeight()
passed to
mapToInt
in the example above. To preserve correct behavior,
these behavioral parameters:
- must be non-interfering (they do not modify the stream source); and
- in most cases must be stateless (their result should not depend on any state that might change during execution of the stream pipeline).
Such parameters are always instances of a
functional interface such
as Function
, and are often lambda expressions or
method references. Unless otherwise specified these parameters must be
non-null.
A stream should be operated on (invoking an intermediate or terminal stream
operation) only once. This rules out, for example, "forked" streams, where
the same source feeds two or more pipelines, or multiple traversals of the
same stream. A stream implementation may throw IllegalStateException
if it detects that the stream is being reused. However, since some stream
operations may return their receiver rather than a new stream object, it may
not be possible to detect reuse in all cases.
Streams have a BaseStream.close()
method and implement AutoCloseable
,
but nearly all stream instances do not actually need to be closed after use.
Generally, only streams whose source is an IO channel will require closing. Most streams
are backed by collections, arrays, or generating functions, which require no
special resource management. (If a stream does require closing, it can be
declared as a resource in a try
-with-resources statement.)
Stream pipelines may execute either sequentially or in
parallel. This
execution mode is a property of the stream. Streams are created
with an initial choice of sequential or parallel execution. (For example,
Collection.stream()
creates a sequential stream,
and Collection.parallelStream()
creates
a parallel one.) This choice of execution mode may be modified by the
BaseStream.sequential()
or BaseStream.parallel()
methods, and may be queried with
the BaseStream.isParallel()
method.
Nested Class Summary
interface | Stream.Builder<T> | A mutable builder for a Stream . |
Public Method Summary
abstract boolean | |
abstract boolean | |
static <T> Builder<T> |
builder()
Returns a builder for a
Stream . |
abstract <R, A> R |
collect(Collector<? super T, A, R> collector)
Performs a mutable
reduction operation on the elements of this stream using a
Collector . |
abstract <R> R |
collect(Supplier<R> supplier, BiConsumer<R, ? super T> accumulator, BiConsumer<R, R> combiner)
Performs a mutable
reduction operation on the elements of this stream.
|
static <T> Stream<T> | |
abstract long |
count()
Returns the count of elements in this stream.
|
abstract Stream<T> |
distinct()
Returns a stream consisting of the distinct elements (according to
Object.equals(Object) ) of this stream. |
static <T> Stream<T> |
empty()
Returns an empty sequential
Stream . |
abstract Stream<T> | |
abstract Optional<T> | |
abstract Optional<T> | |
abstract <R> Stream<R> | |
abstract DoubleStream |
flatMapToDouble(Function<? super T, ? extends DoubleStream> mapper)
Returns an
DoubleStream consisting of the results of replacing
each element of this stream with the contents of a mapped stream produced
by applying the provided mapping function to each element. |
abstract IntStream |
flatMapToInt(Function<? super T, ? extends IntStream> mapper)
Returns an
IntStream consisting of the results of replacing each
element of this stream with the contents of a mapped stream produced by
applying the provided mapping function to each element. |
abstract LongStream |
flatMapToLong(Function<? super T, ? extends LongStream> mapper)
Returns an
LongStream consisting of the results of replacing each
element of this stream with the contents of a mapped stream produced by
applying the provided mapping function to each element. |
abstract void | |
abstract void |
forEachOrdered(Consumer<? super T> action)
Performs an action for each element of this stream, in the encounter
order of the stream if the stream has a defined encounter order.
|
static <T> Stream<T> | |
static <T> Stream<T> |
iterate(T seed, UnaryOperator<T> f)
Returns an infinite sequential ordered
Stream produced by iterative
application of a function f to an initial element seed ,
producing a Stream consisting of seed , f(seed) ,
f(f(seed)) , etc. |
abstract Stream<T> |
limit(long maxSize)
Returns a stream consisting of the elements of this stream, truncated
to be no longer than
maxSize in length. |
abstract <R> Stream<R> | |
abstract DoubleStream |
mapToDouble(ToDoubleFunction<? super T> mapper)
Returns a
DoubleStream consisting of the results of applying the
given function to the elements of this stream. |
abstract IntStream |
mapToInt(ToIntFunction<? super T> mapper)
Returns an
IntStream consisting of the results of applying the
given function to the elements of this stream. |
abstract LongStream |
mapToLong(ToLongFunction<? super T> mapper)
Returns a
LongStream consisting of the results of applying the
given function to the elements of this stream. |
abstract Optional<T> |
max(Comparator<? super T> comparator)
Returns the maximum element of this stream according to the provided
Comparator . |
abstract Optional<T> |
min(Comparator<? super T> comparator)
Returns the minimum element of this stream according to the provided
Comparator . |
abstract boolean | |
static <T> Stream<T> |
of(T t)
Returns a sequential
Stream containing a single element. |
static <T> Stream<T> |
of(T... values)
Returns a sequential ordered stream whose elements are the specified values.
|
abstract Stream<T> | |
abstract T |
reduce(T identity, BinaryOperator<T> accumulator)
Performs a reduction on the
elements of this stream, using the provided identity value and an
associative
accumulation function, and returns the reduced value.
|
abstract Optional<T> |
reduce(BinaryOperator<T> accumulator)
Performs a reduction on the
elements of this stream, using an
associative accumulation
function, and returns an
Optional describing the reduced value,
if any. |
abstract <U> U |
reduce(U identity, BiFunction<U, ? super T, U> accumulator, BinaryOperator<U> combiner)
Performs a reduction on the
elements of this stream, using the provided identity, accumulation and
combining functions.
|
abstract Stream<T> |
skip(long n)
Returns a stream consisting of the remaining elements of this stream
after discarding the first
n elements of the stream. |
abstract Stream<T> |
sorted(Comparator<? super T> comparator)
Returns a stream consisting of the elements of this stream, sorted
according to the provided
Comparator . |
abstract Stream<T> |
sorted()
Returns a stream consisting of the elements of this stream, sorted
according to natural order.
|
abstract Object[] |
toArray()
Returns an array containing the elements of this stream.
|
abstract <A> A[] |
toArray(IntFunction<A[]> generator)
Returns an array containing the elements of this stream, using the
provided
generator function to allocate the returned array, as
well as any additional arrays that might be required for a partitioned
execution or for resizing. |
Inherited Method Summary
Public Methods
public abstract boolean allMatch (Predicate<? super T> predicate)
Returns whether all elements of this stream match the provided predicate.
May not evaluate the predicate on all elements if not necessary for
determining the result. If the stream is empty then true
is
returned and the predicate is not evaluated.
This is a short-circuiting terminal operation.
Parameters
predicate | a non-interfering, stateless predicate to apply to elements of this stream |
---|
Returns
true
if either all elements of the stream match the provided predicate or the stream is empty, otherwisefalse
public abstract boolean anyMatch (Predicate<? super T> predicate)
Returns whether any elements of this stream match the provided
predicate. May not evaluate the predicate on all elements if not
necessary for determining the result. If the stream is empty then
false
is returned and the predicate is not evaluated.
This is a short-circuiting terminal operation.
Parameters
predicate | a non-interfering, stateless predicate to apply to elements of this stream |
---|
Returns
true
if any elements of the stream match the provided predicate, otherwisefalse
public abstract R collect (Collector<? super T, A, R> collector)
Performs a mutable
reduction operation on the elements of this stream using a
Collector
. A Collector
encapsulates the functions used as arguments to
collect(Supplier, BiConsumer, BiConsumer)
, allowing for reuse of
collection strategies and composition of collect operations such as
multiple-level grouping or partitioning.
If the stream is parallel, and the Collector
is concurrent
, and
either the stream is unordered or the collector is
unordered
,
then a concurrent reduction will be performed (see Collector
for
details on concurrent reduction.)
This is a terminal operation.
When executed in parallel, multiple intermediate results may be
instantiated, populated, and merged so as to maintain isolation of
mutable data structures. Therefore, even when executed in parallel
with non-thread-safe data structures (such as ArrayList
), no
additional synchronization is needed for a parallel reduction.
Parameters
collector | the Collector describing the reduction |
---|
Returns
- the result of the reduction
public abstract R collect (Supplier<R> supplier, BiConsumer<R, ? super T> accumulator, BiConsumer<R, R> combiner)
Performs a mutable
reduction operation on the elements of this stream. A mutable
reduction is one in which the reduced value is a mutable result container,
such as an ArrayList
, and elements are incorporated by updating
the state of the result rather than by replacing the result. This
produces a result equivalent to:
R result = supplier.get();
for (T element : this stream)
accumulator.accept(result, element);
return result;
Like reduce(Object, BinaryOperator)
, collect
operations
can be parallelized without requiring additional synchronization.
This is a terminal operation.
Parameters
supplier | a function that creates a new result container. For a parallel execution, this function may be called multiple times and must return a fresh value each time. |
---|---|
accumulator | an associative, non-interfering, stateless function for incorporating an additional element into a result |
combiner | an associative, non-interfering, stateless function for combining two values, which must be compatible with the accumulator function |
Returns
- the result of the reduction
public static Stream<T> concat (Stream<? extends T> a, Stream<? extends T> b)
Creates a lazily concatenated stream whose elements are all the elements of the first stream followed by all the elements of the second stream. The resulting stream is ordered if both of the input streams are ordered, and parallel if either of the input streams is parallel. When the resulting stream is closed, the close handlers for both input streams are invoked.
Parameters
a | the first stream |
---|---|
b | the second stream |
Returns
- the concatenation of the two input streams
public abstract long count ()
Returns the count of elements in this stream. This is a special case of a reduction and is equivalent to:
return mapToLong(e -> 1L).sum();
This is a terminal operation.
Returns
- the count of elements in this stream
public abstract Stream<T> distinct ()
Returns a stream consisting of the distinct elements (according to
Object.equals(Object)
) of this stream.
For ordered streams, the selection of distinct elements is stable (for duplicated elements, the element appearing first in the encounter order is preserved.) For unordered streams, no stability guarantees are made.
This is a stateful intermediate operation.
Returns
- the new stream
public static Stream<T> empty ()
Returns an empty sequential Stream
.
Returns
- an empty sequential stream
public abstract Stream<T> filter (Predicate<? super T> predicate)
Returns a stream consisting of the elements of this stream that match the given predicate.
This is an intermediate operation.
Parameters
predicate | a non-interfering, stateless predicate to apply to each element to determine if it should be included |
---|
Returns
- the new stream
public abstract Optional<T> findAny ()
Returns an Optional
describing some element of the stream, or an
empty Optional
if the stream is empty.
This is a short-circuiting terminal operation.
The behavior of this operation is explicitly nondeterministic; it is
free to select any element in the stream. This is to allow for maximal
performance in parallel operations; the cost is that multiple invocations
on the same source may not return the same result. (If a stable result
is desired, use findFirst()
instead.)
Returns
- an
Optional
describing some element of this stream, or an emptyOptional
if the stream is empty
Throws
NullPointerException | if the element selected is null |
---|
See Also
public abstract Optional<T> findFirst ()
Returns an Optional
describing the first element of this stream,
or an empty Optional
if the stream is empty. If the stream has
no encounter order, then any element may be returned.
This is a short-circuiting terminal operation.
Returns
- an
Optional
describing the first element of this stream, or an emptyOptional
if the stream is empty
Throws
NullPointerException | if the element selected is null |
---|
public abstract Stream<R> flatMap (Function<? super T, ? extends Stream<? extends R>> mapper)
Returns a stream consisting of the results of replacing each element of
this stream with the contents of a mapped stream produced by applying
the provided mapping function to each element. Each mapped stream is
closed
after its contents
have been placed into this stream. (If a mapped stream is null
an empty stream is used, instead.)
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element which produces a stream of new values |
---|
Returns
- the new stream
public abstract DoubleStream flatMapToDouble (Function<? super T, ? extends DoubleStream> mapper)
Returns an DoubleStream
consisting of the results of replacing
each element of this stream with the contents of a mapped stream produced
by applying the provided mapping function to each element. Each mapped
stream is closed
after its
contents have placed been into this stream. (If a mapped stream is
null
an empty stream is used, instead.)
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element which produces a stream of new values |
---|
Returns
- the new stream
See Also
public abstract IntStream flatMapToInt (Function<? super T, ? extends IntStream> mapper)
Returns an IntStream
consisting of the results of replacing each
element of this stream with the contents of a mapped stream produced by
applying the provided mapping function to each element. Each mapped
stream is closed
after its
contents have been placed into this stream. (If a mapped stream is
null
an empty stream is used, instead.)
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element which produces a stream of new values |
---|
Returns
- the new stream
See Also
public abstract LongStream flatMapToLong (Function<? super T, ? extends LongStream> mapper)
Returns an LongStream
consisting of the results of replacing each
element of this stream with the contents of a mapped stream produced by
applying the provided mapping function to each element. Each mapped
stream is closed
after its
contents have been placed into this stream. (If a mapped stream is
null
an empty stream is used, instead.)
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element which produces a stream of new values |
---|
Returns
- the new stream
See Also
public abstract void forEach (Consumer<? super T> action)
Performs an action for each element of this stream.
This is a terminal operation.
The behavior of this operation is explicitly nondeterministic. For parallel stream pipelines, this operation does not guarantee to respect the encounter order of the stream, as doing so would sacrifice the benefit of parallelism. For any given element, the action may be performed at whatever time and in whatever thread the library chooses. If the action accesses shared state, it is responsible for providing the required synchronization.
Parameters
action | a non-interfering action to perform on the elements |
---|
public abstract void forEachOrdered (Consumer<? super T> action)
Performs an action for each element of this stream, in the encounter order of the stream if the stream has a defined encounter order.
This is a terminal operation.
This operation processes the elements one at a time, in encounter order if one exists. Performing the action for one element happens-before performing the action for subsequent elements, but for any given element, the action may be performed in whatever thread the library chooses.
Parameters
action | a non-interfering action to perform on the elements |
---|
See Also
public static Stream<T> generate (Supplier<T> s)
Returns an infinite sequential unordered stream where each element is
generated by the provided Supplier
. This is suitable for
generating constant streams, streams of random elements, etc.
Parameters
s | the Supplier of generated elements |
---|
Returns
- a new infinite sequential unordered
Stream
public static Stream<T> iterate (T seed, UnaryOperator<T> f)
Returns an infinite sequential ordered Stream
produced by iterative
application of a function f
to an initial element seed
,
producing a Stream
consisting of seed
, f(seed)
,
f(f(seed))
, etc.
The first element (position 0
) in the Stream
will be
the provided seed
. For n > 0
, the element at position
n
, will be the result of applying the function f
to the
element at position n - 1
.
Parameters
seed | the initial element |
---|---|
f | a function to be applied to to the previous element to produce a new element |
Returns
- a new sequential
Stream
public abstract Stream<T> limit (long maxSize)
Returns a stream consisting of the elements of this stream, truncated
to be no longer than maxSize
in length.
Parameters
maxSize | the number of elements the stream should be limited to |
---|
Returns
- the new stream
Throws
IllegalArgumentException | if maxSize is negative
|
---|
public abstract Stream<R> map (Function<? super T, ? extends R> mapper)
Returns a stream consisting of the results of applying the given function to the elements of this stream.
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element |
---|
Returns
- the new stream
public abstract DoubleStream mapToDouble (ToDoubleFunction<? super T> mapper)
Returns a DoubleStream
consisting of the results of applying the
given function to the elements of this stream.
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element |
---|
Returns
- the new stream
public abstract IntStream mapToInt (ToIntFunction<? super T> mapper)
Returns an IntStream
consisting of the results of applying the
given function to the elements of this stream.
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element |
---|
Returns
- the new stream
public abstract LongStream mapToLong (ToLongFunction<? super T> mapper)
Returns a LongStream
consisting of the results of applying the
given function to the elements of this stream.
This is an intermediate operation.
Parameters
mapper | a non-interfering, stateless function to apply to each element |
---|
Returns
- the new stream
public abstract Optional<T> max (Comparator<? super T> comparator)
Returns the maximum element of this stream according to the provided
Comparator
. This is a special case of a
reduction.
This is a terminal operation.
Parameters
comparator | a non-interfering,
stateless
Comparator to compare elements of this stream |
---|
Returns
- an
Optional
describing the maximum element of this stream, or an emptyOptional
if the stream is empty
Throws
NullPointerException | if the maximum element is null |
---|
public abstract Optional<T> min (Comparator<? super T> comparator)
Returns the minimum element of this stream according to the provided
Comparator
. This is a special case of a
reduction.
This is a terminal operation.
Parameters
comparator | a non-interfering,
stateless
Comparator to compare elements of this stream |
---|
Returns
- an
Optional
describing the minimum element of this stream, or an emptyOptional
if the stream is empty
Throws
NullPointerException | if the minimum element is null |
---|
public abstract boolean noneMatch (Predicate<? super T> predicate)
Returns whether no elements of this stream match the provided predicate.
May not evaluate the predicate on all elements if not necessary for
determining the result. If the stream is empty then true
is
returned and the predicate is not evaluated.
This is a short-circuiting terminal operation.
Parameters
predicate | a non-interfering, stateless predicate to apply to elements of this stream |
---|
Returns
true
if either no elements of the stream match the provided predicate or the stream is empty, otherwisefalse
public static Stream<T> of (T t)
Returns a sequential Stream
containing a single element.
Parameters
t | the single element |
---|
Returns
- a singleton sequential stream
public static Stream<T> of (T... values)
Returns a sequential ordered stream whose elements are the specified values.
Parameters
values | the elements of the new stream |
---|
Returns
- the new stream
public abstract Stream<T> peek (Consumer<? super T> action)
Returns a stream consisting of the elements of this stream, additionally performing the provided action on each element as elements are consumed from the resulting stream.
This is an intermediate operation.
For parallel stream pipelines, the action may be called at whatever time and in whatever thread the element is made available by the upstream operation. If the action modifies shared state, it is responsible for providing the required synchronization.
Parameters
action | a non-interfering action to perform on the elements as they are consumed from the stream |
---|
Returns
- the new stream
public abstract T reduce (T identity, BinaryOperator<T> accumulator)
Performs a reduction on the elements of this stream, using the provided identity value and an associative accumulation function, and returns the reduced value. This is equivalent to:
T result = identity;
for (T element : this stream)
result = accumulator.apply(result, element)
return result;
The identity
value must be an identity for the accumulator
function. This means that for all t
,
accumulator.apply(identity, t)
is equal to t
.
The accumulator
function must be an
associative function.
This is a terminal operation.
Parameters
identity | the identity value for the accumulating function |
---|---|
accumulator | an associative, non-interfering, stateless function for combining two values |
Returns
- the result of the reduction
public abstract Optional<T> reduce (BinaryOperator<T> accumulator)
Performs a reduction on the
elements of this stream, using an
associative accumulation
function, and returns an Optional
describing the reduced value,
if any. This is equivalent to:
boolean foundAny = false;
T result = null;
for (T element : this stream) {
if (!foundAny) {
foundAny = true;
result = element;
}
else
result = accumulator.apply(result, element);
}
return foundAny ? Optional.of(result) : Optional.empty();
The accumulator
function must be an
associative function.
This is a terminal operation.
Parameters
accumulator | an associative, non-interfering, stateless function for combining two values |
---|
Returns
- an
Optional
describing the result of the reduction
Throws
NullPointerException | if the result of the reduction is null |
---|
public abstract U reduce (U identity, BiFunction<U, ? super T, U> accumulator, BinaryOperator<U> combiner)
Performs a reduction on the elements of this stream, using the provided identity, accumulation and combining functions. This is equivalent to:
U result = identity;
for (T element : this stream)
result = accumulator.apply(result, element)
return result;
The identity
value must be an identity for the combiner
function. This means that for all u
, combiner(identity, u)
is equal to u
. Additionally, the combiner
function
must be compatible with the accumulator
function; for all
u
and t
, the following must hold:
combiner.apply(u, accumulator.apply(identity, t)) == accumulator.apply(u, t)
This is a terminal operation.
Parameters
identity | the identity value for the combiner function |
---|---|
accumulator | an associative, non-interfering, stateless function for incorporating an additional element into a result |
combiner | an associative, non-interfering, stateless function for combining two values, which must be compatible with the accumulator function |
Returns
- the result of the reduction
public abstract Stream<T> skip (long n)
Returns a stream consisting of the remaining elements of this stream
after discarding the first n
elements of the stream.
If this stream contains fewer than n
elements then an
empty stream will be returned.
This is a stateful intermediate operation.
Parameters
n | the number of leading elements to skip |
---|
Returns
- the new stream
Throws
IllegalArgumentException | if n is negative
|
---|
public abstract Stream<T> sorted (Comparator<? super T> comparator)
Returns a stream consisting of the elements of this stream, sorted
according to the provided Comparator
.
For ordered streams, the sort is stable. For unordered streams, no stability guarantees are made.
This is a stateful intermediate operation.
Parameters
comparator | a non-interfering,
stateless
Comparator to be used to compare stream elements |
---|
Returns
- the new stream
public abstract Stream<T> sorted ()
Returns a stream consisting of the elements of this stream, sorted
according to natural order. If the elements of this stream are not
Comparable
, a java.lang.ClassCastException
may be thrown
when the terminal operation is executed.
For ordered streams, the sort is stable. For unordered streams, no stability guarantees are made.
This is a stateful intermediate operation.
Returns
- the new stream
public abstract Object[] toArray ()
Returns an array containing the elements of this stream.
This is a terminal operation.
Returns
- an array containing the elements of this stream
public abstract A[] toArray (IntFunction<A[]> generator)
Returns an array containing the elements of this stream, using the
provided generator
function to allocate the returned array, as
well as any additional arrays that might be required for a partitioned
execution or for resizing.
This is a terminal operation.
Parameters
generator | a function which produces a new array of the desired type and the provided length |
---|
Returns
- an array containing the elements in this stream
Throws
ArrayStoreException | if the runtime type of the array returned from the array generator is not a supertype of the runtime type of every element in this stream |
---|