可以通过parallel()把顺序流转换成并行流
先贴上几个案例,水平高超的同学可以挑战一下:
从员工集合中筛选出salary大于8000的员工,并放置到新的集合里。
统计员工的最高薪资、平均薪资、薪资之和。
将员工按薪资从高到低排序,同样薪资者年龄小者在前。
将员工按性别分类,将员工按性别和地区分类,将员工按薪资是否高于8000分为两部分。
用传统的迭代处理也不是很难,但代码就显得冗余了,跟Stream相比高下立判。
1 Stream概述
Java 8 是一个非常成功的版本,这个版本新增的Stream,配合同版本出现的 Lambda ,给我们操作集合(Collection)提供了极大的便利。
那么什么是Stream?
Stream将要处理的元素集合看作一种流,在流的过程中,借助Stream API对流中的元素进行操作,比如:筛选、排序、聚合等。
Stream可以由数组或集合创建,对流的操作分为两种:
中间操作,每次返回一个新的流,可以有多个。
终端操作,每个流只能进行一次终端操作,终端操作结束后流无法再次使用。终端操作会产生一个新的集合或值。
另外,Stream有几个特性:
stream不存储数据,而是按照特定的规则对数据进行计算,一般会输出结果。
stream不会改变数据源,通常情况下会产生一个新的集合或一个值。
stream具有延迟执行特性,只有调用终端操作时,中间操作才会执行。
2 Stream的创建
Stream可以通过集合数组创建。
1、通过 java.util.Collection.stream() 方法用集合创建流
List list = Arrays.asList(“a”, “b”, “c”);
// 创建一个顺序流
Stream stream = list.stream();
// 创建一个并行流
Stream parallelStream = list.parallelStream();
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2、使用java.util.Arrays.stream(T[] array)方法用数组创建流
int[] array={1,3,5,6,8};
IntStream stream = Arrays.stream(array);
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3、使用Stream的静态方法:of()、iterate()、generate()
Stream stream = Stream.of(1, 2, 3, 4, 5, 6);
Stream stream2 = Stream.iterate(0, (x) -> x + 3).limit(4);
stream2.forEach(System.out::println); // 0 2 4 6 8 10
Stream stream3 = Stream.generate(Math::random).limit(3);
stream3.forEach(System.out::println);
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输出结果:
0 3 6 9
0.6796156909271994
0.1914314208854283
0.8116932592396652
stream和parallelStream的简单区分: stream是顺序流,由主线程按顺序对流执行操作,而parallelStream是并行流,内部以多线程并行执行的方式对流进行操作,但前提是流中的数据处理没有顺序要求。例如筛选集合中的奇数,两者的处理不同之处:
在这里插入图片描述
如果流中的数据量足够大,并行流可以加快处速度。
除了直接创建并行流,还可以通过parallel()把顺序流转换成并行流:
Optional findFirst = list.stream().parallel().filter(x->x>6).findFirst();
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3 Stream的使用
在使用stream之前,先理解一个概念:Optional 。
Optional类是一个可以为null的容器对象。如果值存在则isPresent()方法会返回true,调用get()方法会返回该对象。
更详细说明请见:菜鸟教程Java 8 Optional类
接下来,大批代码向你袭来!我将用20个案例将Stream的使用整得明明白白,只要跟着敲一遍代码,就能很好地掌握。
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