一. Stream的特性
Stream是Java 8新增的介面，Stream可以認為是一個高階版本的 Iterator。它代表著資料流，流中的資料元素的數量可以是有限的，也可以是無限的。
Stream跟Iterator的差別是
- 無儲存：Stream是基於資料來源的物件，它本身不儲存資料元素，而是通過管道將資料來源的元素傳遞給操作。
- 函數語言程式設計：對Stream的任何修改都不會修改背後的資料來源，比如對Stream執行filter操作並不會刪除被過濾的元素，而是會產生一個不包含被過濾元素的新的Stream。
- 延遲執行：Stream的操作由零個或多箇中間操作（intermediate operation）和一個結束操作（terminal operation）兩部分組成。只有執行了結束操作，Stream定義的中間操作才會依次執行，這就是Stream的延遲特性。
- 可消費性：Stream只能被“消費”一次，一旦遍歷過就會失效。就像容器的迭代器那樣，想要再次遍歷必須重新生成一個新的Stream。
二. Java 8新增的函式式介面
Stream的操作是建立在函式式介面的組合之上的。Java8中新增的函式式介面都在java.util.function包下。這些函式式介面可以有多種分類方式。
2.1 Function
Function是從T到R的一元對映函式。將引數T傳遞給一個函式，返回R。即R = Function(T)
@FunctionalInterface
public interface Function<T, R> {
/**
* Applies this function to the given argument.
*
* @param t the function argument
* @return the function result
*/
R apply(T t);
/**
* Returns a composed function that first applies the {@code before}
* function to its input, and then applies this function to the result.
* If evaluation of either function throws an exception, it is relayed to
* the caller of the composed function.
*
* @param <V> the type of input to the {@code before} function, and to the
* composed function
* @param before the function to apply before this function is applied
* @return a composed function that first applies the {@code before}
* function and then applies this function
* @throws NullPointerException if before is null
*
* @see #andThen(Function)
*/
default <V> Function<V, R> compose(Function<? super V, ? extends T> before) {
Objects.requireNonNull(before);
return (V v) -> apply(before.apply(v));
}
/**
* Returns a composed function that first applies this function to
* its input, and then applies the {@code after} function to the result.
* If evaluation of either function throws an exception, it is relayed to
* the caller of the composed function.
*
* @param <V> the type of output of the {@code after} function, and of the
* composed function
* @param after the function to apply after this function is applied
* @return a composed function that first applies this function and then
* applies the {@code after} function
* @throws NullPointerException if after is null
*
* @see #compose(Function)
*/
default <V> Function<T, V> andThen(Function<? super R, ? extends V> after) {
Objects.requireNonNull(after);
return (T t) -> after.apply(apply(t));
}
/**
* Returns a function that always returns its input argument.
*
* @param <T> the type of the input and output objects to the function
* @return a function that always returns its input argument
*/
static <T> Function<T, T> identity() {
return t -> t;
}
}
複製程式碼Function預設實現了3個default方法，分別是compose、andThen和identity。
| 方法名 | 對應函式 | 描述 |
|---|---|---|
| compose | V=Function(ParamFunction(T)) | 它體現了巢狀關係 |
| andThen | V= ParamFunction(Function(T)) | 轉換了巢狀的順序 |
| identity | Function(T)=T | 傳遞自身的函式呼叫 |
compose和andThen對於兩個函式f和g來說，f.compose(g)等價於g.andThen(f)。
2.2 Predicate
Predicate是一個謂詞函式，主要作為一個謂詞演算推導真假值存在，返回布林值的函式。Predicate等價於一個Function的boolean型返回值的子集。
@FunctionalInterface
public interface Predicate<T> {
/**
* Evaluates this predicate on the given argument.
*
* @param t the input argument
* @return {@code true} if the input argument matches the predicate,
* otherwise {@code false}
*/
boolean test(T t);
/**
* Returns a composed predicate that represents a short-circuiting logical
* AND of this predicate and another. When evaluating the composed
* predicate, if this predicate is {@code false}, then the {@code other}
* predicate is not evaluated.
*
* <p>Any exceptions thrown during evaluation of either predicate are relayed
* to the caller; if evaluation of this predicate throws an exception, the
* {@code other} predicate will not be evaluated.
*
* @param other a predicate that will be logically-ANDed with this
* predicate
* @return a composed predicate that represents the short-circuiting logical
* AND of this predicate and the {@code other} predicate
* @throws NullPointerException if other is null
*/
default Predicate<T> and(Predicate<? super T> other) {
Objects.requireNonNull(other);
return (t) -> test(t) && other.test(t);
}
/**
* Returns a predicate that represents the logical negation of this
* predicate.
*
* @return a predicate that represents the logical negation of this
* predicate
*/
default Predicate<T> negate() {
return (t) -> !test(t);
}
/**
* Returns a composed predicate that represents a short-circuiting logical
* OR of this predicate and another. When evaluating the composed
* predicate, if this predicate is {@code true}, then the {@code other}
* predicate is not evaluated.
*
* <p>Any exceptions thrown during evaluation of either predicate are relayed
* to the caller; if evaluation of this predicate throws an exception, the
* {@code other} predicate will not be evaluated.
*
* @param other a predicate that will be logically-ORed with this
* predicate
* @return a composed predicate that represents the short-circuiting logical
* OR of this predicate and the {@code other} predicate
* @throws NullPointerException if other is null
*/
default Predicate<T> or(Predicate<? super T> other) {
Objects.requireNonNull(other);
return (t) -> test(t) || other.test(t);
}
/**
* Returns a predicate that tests if two arguments are equal according
* to {@link Objects#equals(Object, Object)}.
*
* @param <T> the type of arguments to the predicate
* @param targetRef the object reference with which to compare for equality,
* which may be {@code null}
* @return a predicate that tests if two arguments are equal according
* to {@link Objects#equals(Object, Object)}
*/
static <T> Predicate<T> isEqual(Object targetRef) {
return (null == targetRef)
? Objects::isNull
: object -> targetRef.equals(object);
}
}
複製程式碼Predicate的預設方法是and、negate、or。
2.3 Consumer
Consumer是從T到void的一元函式，接受一個入參但不返回任何結果的操作。
@FunctionalInterface
public interface Consumer<T> {
/**
* Performs this operation on the given argument.
*
* @param t the input argument
*/
void accept(T t);
/**
* Returns a composed {@code Consumer} that performs, in sequence, this
* operation followed by the {@code after} operation. If performing either
* operation throws an exception, it is relayed to the caller of the
* composed operation. If performing this operation throws an exception,
* the {@code after} operation will not be performed.
*
* @param after the operation to perform after this operation
* @return a composed {@code Consumer} that performs in sequence this
* operation followed by the {@code after} operation
* @throws NullPointerException if {@code after} is null
*/
default Consumer<T> andThen(Consumer<? super T> after) {
Objects.requireNonNull(after);
return (T t) -> { accept(t); after.accept(t); };
}
}
複製程式碼Consumer的預設方法是andThen。
2.4 Supplier
Supplier是表示結果的供應者。
@FunctionalInterface
public interface Supplier<T> {
/**
* Gets a result.
*
* @return a result
*/
T get();
}
複製程式碼Supplier的用法：
Supplier<String> supplier = new Supplier<String>() {
@Override
public String get() {
return "hello suppiler";
}
};
System.out.println(supplier.get());
複製程式碼或者：
Supplier<User> userSupplier = User::new;
userSupplier.get(); // new User
複製程式碼Java 8新增了CompletableFuture，它的很多方法的入參都用到了Supplier。
三. Stream用法
3.1 Stream的建立
Java 8有多種方式來建立Stream：
- 通過集合的stream()方法或者parallelStream()
- 使用流的靜態方法，比如Stream.of(Object[]), IntStream.range(int, int) 或者 Stream.iterate(Object, UnaryOperator)。
- 通過Arrays.stream(Object[])方法。
- BufferedReader.lines()從檔案中獲得行的流。
- Files類的操作路徑的方法，如list、find、walk等。
- 隨機數流Random.ints()。
- 其它一些類提供了建立流的方法，如BitSet.stream(), Pattern.splitAsStream(java.lang.CharSequence), 和 JarFile.stream()。
其實最終都是依賴底層的StreamSupport類來完成Stream建立。
3.2 中間操作
中間操作又可以分為無狀態的(Stateless)和有狀態的(Stateful)，無狀態中間操作是指元素的處理不受前面元素的影響，而有狀態的中間操作必須等到所有元素處理之後才知道最終結果。
Stream的中間操作只是一種標記，只有執行了結束操作才會觸發實際計算。 熟悉RxJava、Scala的同學可以看到，Stream中間操作的各個方法在RxJava、Scala中都可以找到熟悉的身影。
3.3 結束操作
3.3.1 短路操作
短路操作是指不用處理全部元素就可以返回結果。短路操作必須一個元素處理一次。
3.3.1 非短路操作
非短路操作可以批量處理資料，但是需要處理完全部元素才會返回結果。
四. 並行流
在建立Stream時，預設是建立序列流。但是可以使用parallelStream()來建立並行流或者parallel()將序列流轉換成並行流。並行流也可以通過sequential()轉換成序列流。
Java 8 Stream的並行流，本質上還是使用Fork/Join模型。
五. 總結
在Java開發中，如果使用了Java 8，那麼強烈建議使用Stream。因為Stream的每個操作都可以依賴Lambda表示式，它是一種宣告式的資料處理方式，並且Stream提高了資料處理效率和開發效率。