方法引用
ClassName:methodName 凡是使用lambda表达式的地方就可以使用方法引用。
artist->artist.getName(); Artist::getName
上下等价
(id,name) -> new Artist(id,name); Artist::new
元素顺序
如果进来的流是无序的,出去的流也是无序的。比如set
foreach方法不能保证元素是按照顺序处理的foreachOrdered方法可以。
收集器
转换成其他集合
.stream().collect(TreeSet::new);
new ArrayList<String>().stream().collect(toMap(p->p,p->p));
转换成值
取最大值
Function<String,Integer> getLength = s -> s.length(); Optional<String> count = stringList.collect(maxBy(Comparator.comparing(getLength)))
取平均值
collect(averagingInt(list->list.size()))
数据分块
收集器 partitioningBy , 它接受一个流,并将其分成两部分,它使用Predicate 对象判断一个元素应该属于哪个部分,并根据返回值,进行分类得到Map<Boolean,List<T>>
数据分组
groupingBy 收集器,接受一个分类函数,接受一个Function 对象。
Map<Person,List<Album>>albums.collect(groupingBy(Album::getPersion))
字符串
artists.stream() .map(Artist::getName) .collect(Collectors.joining(",","[","]"));
使用map操作提取出艺术家的姓名,然后使用Collectors.joining收集流中的值,该方法可以方便的从一个流得到一个字符串,参数分别为 分隔符,前缀,后缀 输出[a,b,c,d]
组合收集器
下游收集器,用以收集最终结果的一个子集,生成器是生成最终结果的一剂配方,下游收集器则是生成部分结果的配方,主收集器会用到下游收集器。
public Map<Artist,Long> numberOfAlbums(Stream<Album> albums){ return albums.collect(groupingBy(album ->album.getMainMusician ,counting())); }
mapping 收集器,允许在收集器的容器上执行类似map的操作。但是需要指明使用什么样的集合类存储结果,比如toList()
public Map<Artist,List<String> numberOfAlbums(Stream<Album> albums){ return albums.collect(groupingBy(Album::getMainMusician ,mapping(Album::getName,toList()))); }
定制收集器
首先实现collector接口,
T 待收集元素的类型
A 累加器的类型
R 最终结果的类型
一个收集器由四部分组成,
supplier 工厂方法,用来创建容器;
accumulator 作用和reduce操作的第二个参数一样,它结合之前操作的结果和当前值,生成并返回新的值。accumulator 用于将流中的值叠加入容器中,
combiner 像reduce操作的第三个方法,如果有两个容器,我们需要将其合并。
finisher 我们已经将流中的值叠加入一个可变容器中,但这还不是我们想要的最终结果。这里调用了finisher方法,以便进行转换。
特征。特征是一组描述收集器的对象,框架可以对其适当优化
public interface Collector<T, A, R> { /** * A function that creates and returns a new mutable result container. * * @return a function which returns a new, mutable result container */ Supplier<A> supplier(); /** * A function that folds a value into a mutable result container. * * @return a function which folds a value into a mutable result container */ BiConsumer<A, T> accumulator(); /** * 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. * * @return a function which combines two partial results into a combined * result */ BinaryOperator<A> combiner(); /** * Perform the final transformation from the intermediate accumulation type * {@code A} to the final result type {@code R}. * * <p>If the characteristic {@code IDENTITY_TRANSFORM} is * set, this function may be presumed to be an identity transform with an * unchecked cast from {@code A} to {@code R}. * * @return a function which transforms the intermediate result to the final * result */ Function<A, R> finisher(); /** * Returns a {@code Set} of {@code Collector.Characteristics} indicating * the characteristics of this Collector. This set should be immutable. * * @return an immutable set of collector characteristics */ Set<Characteristics> characteristics(); /** * Returns a new {@code Collector} described by the given {@code supplier}, * {@code accumulator}, and {@code combiner} functions. The resulting * {@code Collector} has the {@code Collector.Characteristics.IDENTITY_FINISH} * characteristic. * * @param supplier The supplier function for the new collector * @param accumulator The accumulator function for the new collector * @param combiner The combiner function for the new collector * @param characteristics The collector characteristics for the new * collector * @param <T> The type of input elements for the new collector * @param <R> The type of intermediate accumulation result, and final result, * for the new collector * @throws NullPointerException if any argument is null * @return the new {@code Collector} */ public static<T, R> Collector<T, R, R> of(Supplier<R> supplier, BiConsumer<R, T> accumulator, BinaryOperator<R> combiner, Characteristics... characteristics) { Objects.requireNonNull(supplier); Objects.requireNonNull(accumulator); Objects.requireNonNull(combiner); Objects.requireNonNull(characteristics); Set<Characteristics> cs = (characteristics.length == 0) ? Collectors.CH_ID : Collections.unmodifiableSet(EnumSet.of(Collector.Characteristics.IDENTITY_FINISH, characteristics)); return new Collectors.CollectorImpl<>(supplier, accumulator, combiner, cs); } /** * Returns a new {@code Collector} described by the given {@code supplier}, * {@code accumulator}, {@code combiner}, and {@code finisher} functions. * * @param supplier The supplier function for the new collector * @param accumulator The accumulator function for the new collector * @param combiner The combiner function for the new collector * @param finisher The finisher function for the new collector * @param characteristics The collector characteristics for the new * collector * @param <T> The type of input elements for the new collector * @param <A> The intermediate accumulation type of the new collector * @param <R> The final result type of the new collector * @throws NullPointerException if any argument is null * @return the new {@code Collector} */ public static<T, A, R> Collector<T, A, R> of(Supplier<A> supplier, BiConsumer<A, T> accumulator, BinaryOperator<A> combiner, Function<A, R> finisher, Characteristics... characteristics) { Objects.requireNonNull(supplier); Objects.requireNonNull(accumulator); Objects.requireNonNull(combiner); Objects.requireNonNull(finisher); Objects.requireNonNull(characteristics); Set<Characteristics> cs = Collectors.CH_NOID; if (characteristics.length > 0) { cs = EnumSet.noneOf(Characteristics.class); Collections.addAll(cs, characteristics); cs = Collections.unmodifiableSet(cs); } return new Collectors.CollectorImpl<>(supplier, accumulator, combiner, finisher, cs); } /** * Characteristics indicating properties of a {@code Collector}, which can * be used to optimize reduction implementations. */ enum Characteristics { /** * Indicates that this collector is <em>concurrent</em>, meaning that * the result container can support the accumulator function being * called concurrently with the same result container from multiple * threads. * * <p>If a {@code CONCURRENT} collector is not also {@code UNORDERED}, * then it should only be evaluated concurrently if applied to an * unordered data source. */ CONCURRENT, /** * Indicates that the collection operation does not commit to preserving * the encounter order of input elements. (This might be true if the * result container has no intrinsic order, such as a {@link Set}.) */ UNORDERED, /** * Indicates that the finisher function is the identity function and * can be elided. If set, it must be the case that an unchecked cast * from A to R will succeed. */ IDENTITY_FINISH } }
computeIfAbsent
public Aritst getArtist(String name){ // 如果name 为空则调用 name->this.readArtistFormDB(DB); return artistCache.computeIfAbsent(name,this::readArtistFromDB); }
遍历map
java 8 为map 接口 新增了一个forEach方法,方法接受一个BiConsumer 对象(该对象接受两个参数,返回为空)
for(Map.Entry<Artist,List<Album>> entry: albumsByArtist.entrySet()){ map.put(entry.getKey(),entry.getValue().size()); } albumsByArtist.forEach((artist,albums)->{ map.put(artist,albums.size()) })