Java 8 API添加了一个新的抽象称为流(Stream),可以让你以一种声明的方式处理数据。使用流(Stream),您可以类似于SQL语句的声明性方式处理数据。例如,考虑以下SQL语句。
SELECT max(salary), employee_id, employee_name FROM Employee
上面的SQL表达式自动返回最高工资员工的详细信息,而不用在开发端进行任何计算。
Java8引入了流(Stream)的概念,它允许开发人员以声明方式处理数据并利用多核架构,而不需要为其编写任何特定的代码。
Stream表示来自源的对象序列,支持聚合操作。以下是流的特征
Sequence of elements - 流以顺序方式提供一组特定类型的元素,它不存储元素。
Source - 流可以将集合、数组或I/O资源作为输入源。
Aggregate operations - 流支持聚合操作,例如Filter,Map,Limit,reduce,find,match等。
Pipelining - 大多数流操作都返回流本身,以便可以对其输出进行流处理。
Automatic iterations - 以前对集合遍历都是通过Iterator或者For-Each的方式, 显式的在集合外部进行迭代, 这叫做外部迭代。 Stream提供了内部迭代的方式, 通过访问者模式(Visitor)实现。
在Java8中,Collection接口有两个生成流的方法。
Stream() -为集合创建串行流。
parallelStrea() -为集合创建并行流。
List<String> strings = Arrays.asList("abc", "", "bc", "efg", "abcd","", "jkl"); List<String> filtered = strings.stream().filter(string -> !string.isEmpty()).collect(Collectors.toList());
Stream提供了一种新的“ forEach”方法来迭代流中的每个元素。 以下代码段显示了如何使用forEach打印10个随机数。
Random random = new Random(); random.ints().limit(10).forEach(System.out::println);
“ map”方法用于将每个元素Map到其相应的输出。 以下代码段使用map打印唯一的数字平方。
List<Integer> numbers = Arrays.asList(3, 2, 2, 3, 7, 3, 5); //get list of unique squares List<Integer> squaresList = numbers.stream().map( i -> i*i).distinct().collect(Collectors.toList());
“filter”方法用于根据条件过滤元素。 下面的代码段使用过滤器打印空字符串的计数。
List<String>strings = Arrays.asList("abc", "", "bc", "efg", "abcd","", "jkl"); //获取空字符串的数量 int count = strings.stream().filter(string -> string.isEmpty()).count();
“limit”方法用于限制流的大小。 以下代码段显示了如何使用limit打印10个随机数。
Random random = new Random(); random.ints().limit(10).forEach(System.out::println);
“sorted”方法用于对流进行排序。 以下代码段显示了如何按排序顺序打印10个随机数。
Random random = new Random(); random.ints().limit(10).sorted().forEach(System.out::println);
parallelStream是并行处理的Stream的替代方案。看看下面的代码片段,它使用SparallelStream打印空字符串的计数。
List<String> strings = Arrays.asList("abc", "", "bc", "efg", "abcd","", "jkl"); //get count of empty string long count = strings.parallelStream().filter(string -> string.isEmpty()).count();
在顺序Stream和并行Stream之间切换非常容易。
集合(Colletors)用于合并对流元素的处理输出。 Colletors可用于返回列表或字符串。
List<String> strings = Arrays.asList("abc", "", "bc", "efg", "abcd","", "jkl"); List<String>filtered=strings.stream().filter(string ->!string.isEmpty()).collect(Collectors.toList()); System.out.println("Filtered List: " + filtered); String mergedString=strings.stream().filter(string->!string.isEmpty()).collect(Collectors.joining(", "));System.out.println("Merged String: " + mergedString);
在Java8中,引入了统计信息收集器,以便在进行Stream处理时计算所有统计信息。
List numbers = Arrays.asList(3, 2, 2, 3, 7, 3, 5); IntSummaryStatistics stats = numbers.stream().mapToInt((x) -> x).summaryStatistics(); System.out.println("Highest number in List : " + stats.getMax()); System.out.println("Lowest number in List : " + stats.getMin()); System.out.println("Sum of all numbers : " + stats.getSum()); System.out.println("Average of all numbers : " + stats.getAverage());
Stream流示例
import java.util.ArrayList; import java.util.Arrays; import java.util.IntSummaryStatistics; import java.util.List; import java.util.Random; import java.util.stream.Collectors; import java.util.Map; public class Java8Tester { public static void main(String args[]) { System.out.println("Using Java 7: "); //计算空字符串 List<String> strings = Arrays.asList("abc", "", "bc", "efg", "abcd","", "jkl"); System.out.println("List: " +strings); long count = getCountEmptyStringUsingJava7(strings); System.out.println("Empty Strings: " + count); count = getCountLength3UsingJava7(strings); System.out.println("Strings of length 3: " + count); //消除空字符串 List<String> filtered = deleteEmptyStringsUsingJava7(strings); System.out.println("Filtered List: " + filtered); //消除空字符串并使用逗号加入。 String mergedString = getMergedStringUsingJava7(strings,", "); System.out.println("Merged String: " + mergedString); List<Integer> numbers = Arrays.asList(3, 2, 2, 3, 7, 3, 5); //获取不同数字的平方列表 List<Integer> squaresList = getSquares(numbers); System.out.println("Squares List: " + squaresList); List<Integer> integers = Arrays.asList(1,2,13,4,15,6,17,8,19); System.out.println("List: " +integers); System.out.println("Highest number in List : " + getMax(integers)); System.out.println("Lowest number in List : " + getMin(integers)); System.out.println("Sum of all numbers : " + getSum(integers)); System.out.println("Average of all numbers : " + getAverage(integers)); System.out.println("Random Numbers: "); //打印十个随机数 Random random = new Random(); for(int i = 0; i < 10; i++) { System.out.println(random.nextInt()); } System.out.println("Using Java 8: "); System.out.println("List: " +strings); count = strings.stream().filter(string->string.isEmpty()).count(); System.out.println("Empty Strings: " + count); count = strings.stream().filter(string -> string.length() == 3).count(); System.out.println("Strings of length 3: " + count); filtered = strings.stream().filter(string ->!string.isEmpty()).collect(Collectors.toList()); System.out.println("Filtered List: " + filtered); mergedString = strings.stream().filter(string ->!string.isEmpty()).collect(Collectors.joining(", ")); System.out.println("Merged String: " + mergedString); squaresList = numbers.stream().map( i ->i*i).distinct().collect(Collectors.toList()); System.out.println("Squares List: " + squaresList); System.out.println("List: " +integers); IntSummaryStatistics stats = integers.stream().mapToInt((x) ->x).summaryStatistics(); System.out.println("Highest number in List : " + stats.getMax()); System.out.println("Lowest number in List : " + stats.getMin()); System.out.println("Sum of all numbers : " + stats.getSum()); System.out.println("Average of all numbers : " + stats.getAverage()); System.out.println("Random Numbers: "); random.ints().limit(10).sorted().forEach(System.out::println); //并行处理 count = strings.parallelStream().filter(string -> string.isEmpty()).count(); System.out.println("Empty Strings: " + count); } private static int getCountEmptyStringUsingJava7(List<String> strings) { int count = 0; for(String string: strings) { if(string.isEmpty()) { count++; } } return count; } private static int getCountLength3UsingJava7(List<String> strings) { int count = 0; for(String string: strings) { if(string.length() == 3) { count++; } } return count; } private static List<String> deleteEmptyStringsUsingJava7(List<String> strings) { List<String> filteredList = new ArrayList<String>(); for(String string: strings) { if(!string.isEmpty()) { filteredList.add(string); } } return filteredList; } private static String getMergedStringUsingJava7(List<String> strings, String separator) { StringBuilder stringBuilder = new StringBuilder(); for(String string: strings) { if(!string.isEmpty()) { stringBuilder.append(string); stringBuilder.append(separator); } } String mergedString = stringBuilder.toString(); return mergedString.substring(0, mergedString.length()-2); } private static List<Integer> getSquares(List<Integer> numbers) { List<Integer> squaresList = new ArrayList<Integer>(); for(Integer number: numbers) { Integer square = new Integer(number.intValue() * number.intValue()); if(!squaresList.contains(square)) { squaresList.add(square); } } return squaresList; } private static int getMax(List<Integer> numbers) { int max = numbers.get(0); for(int i = 1;i < numbers.size();i++) { Integer number = numbers.get(i); if(number.intValue() > max) { max = number.intValue(); } } return max; } private static int getMin(List<Integer> numbers) { int min = numbers.get(0); for(int i= 1;i < numbers.size();i++) { Integer number = numbers.get(i); if(number.intValue() < min) { min = number.intValue(); } } return min; } private static int getSum(List numbers) { int sum = (int)(numbers.get(0)); for(int i = 1;i < numbers.size();i++) { sum += (int)numbers.get(i); } return sum; } private static int getAverage(List<Integer> numbers) { return getSum(numbers)/numbers.size(); } }
使用javac编译器编译类,如下所示-
C:\JAVA>javac Java8Tester.java
现在运行Java8Tester,如下所示-
C:\JAVA>java Java8Tester
它应该产生以下输出-
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Using Java 7: List: [abc, , bc, efg, abcd, , jkl] Empty Strings: 2 Strings of length 3: 3 Filtered List: [abc, bc, efg, abcd, jkl] Merged String: abc, bc, efg, abcd, jkl Squares List: [9, 4, 49, 25] List: [1, 2, 13, 4, 15, 6, 17, 8, 19] Highest number in List : 19 Lowest number in List : 1 Sum of all numbers : 85 Average of all numbers : 9 Random Numbers: -1279735475 903418352 -1133928044 -1571118911 628530462 18407523 -881538250 -718932165 270259229 421676854 Using Java 8: List: [abc, , bc, efg, abcd, , jkl] Empty Strings: 2 Strings of length 3: 3 Filtered List: [abc, bc, efg, abcd, jkl] Merged String: abc, bc, efg, abcd, jkl Squares List: [9, 4, 49, 25] List: [1, 2, 13, 4, 15, 6, 17, 8, 19] Highest number in List : 19 Lowest number in List : 1 Sum of all numbers : 85 Average of all numbers : 9.444444444444445 Random Numbers: -1009474951 -551240647 -2484714 181614550 933444268 1227850416 1579250773 1627454872 1683033687 1798939493 Empty Strings: 2
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