<span>Java8 stream流 基本用例、用法</span>
1. 处理 List <string> 三种方式对比 </string>
public static void main(String[] args) {
// 1. 添加测试数据:存储多个账号的列表
List<String> accounts = new ArrayList<String>();
accounts.add("tom");
accounts.add("jerry");
accounts.add("beita");
accounts.add("shuke");
accounts.add("damu");
// 1.1. 业务要求:长度大于等于5的有效账号
for (String account : accounts) {
if (account.length() >= 5) {
System.out.println("有效账号:" + account);
}
}
// 1.2. 迭代方式进行操作
Iterator<String> it = accounts.iterator();
while(it.hasNext()) {
String account = it.next();
if (account.length() >= 5) {
System.out.println("it有效账号:" + account);
}
}
// 1.3. Stream结合lambda表达式,完成业务处理
List validAccounts = accounts.stream().filter(s->s.length()>=5).collect(Collectors.toList());
System.out.println(validAccounts);
}
2.Stream流 的各种接口使用用例
public static void main(String[] args) {
// list -> stream
List<Integer> list = Arrays.asList(1,2,3,4,5,6,7,8);
System.out.println(list);
// map(Function(T, R)-> R) 接受一个参数,通过运算得到转换后的数据
// collect()
List<Double> list2 = list.stream().map(x->Math.pow(x, 2)).collect(Collectors.toList());
System.out.println(list2);
System.out.println("~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~");
// arrays -> stream
Integer [] nums = new Integer[]{1,2,3,4,5,6,7,8,9,10};
System.out.println(Arrays.asList(nums));
// filter(Predicate(T t)->Boolean) 接受一个参数,验证参数是否符合设置的条件
// toArray() 从Stream类型抽取数据转换成数组
Integer [] nums2 = Stream.of(nums).filter(x -> x % 2 == 0).toArray(Integer[]::new);
System.out.println(Arrays.asList(nums2));
System.out.println("~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~");
// forEach: 接受一个lambda表达式,在Stream每个元素上执行指定的操作
list.stream().filter(n->n%2==0).forEach(System.out::println);
System.out.println("~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~");
List<Integer> numList = new ArrayList<>();
numList.add(1);
numList.add(3);
numList.add(2);
numList.add(5);
numList.add(4);
numList.add(6);
System.out.println("~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~");
// reduce
Optional<Integer> sum = numList.stream().reduce((x, y) -> x + y);
System.out.println(sum.get());
System.out.println("~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~");
// limit
List limitNum = numList.stream().limit(2).collect(Collectors.toList());
System.out.println(limitNum);
System.out.println("~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~");
// skip
List limitNum2 = numList.stream().skip(2).collect(Collectors.toList());
System.out.println(limitNum2);
System.out.println("~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~");
// sorted().一般在skip/limit或者filter之后进行
List sortedNum = numList.stream().skip(2).limit(5).sorted().collect(Collectors.toList());
System.out.println(sortedNum);
// min/max/distinct
Integer minNum = numList.stream().min((o1, o2)->{return o1-o2;}).get();
System.out.println(minNum);
Integer maxNum = numList.stream().max((o1, o2)->o1-o2).get();
System.out.println(maxNum);
}
3.效率对比
public class Test {
public static void main(String[] args) {
Random random = new Random();
// 1. 基本数据类型:整数
// List<Integer> integerList = new ArrayList<Integer>();
//
// for(int i = 0; i < 1000000; i++) {
// integerList.add(random.nextInt(Integer.MAX_VALUE));
// }
//
// // 1) stream
// testStream(integerList);
// // 2) parallelStream
// testParallelStream(integerList);
// // 3) 普通for
// testForloop(integerList);
// // 4) 增强型for
// testStrongForloop(integerList);
// // 5) 迭代器
// testIterator(integerList);
// 2. 复杂数据类型:对象
List<Product> productList = new ArrayList<>();
for(int i = 0; i < 1000000; i++) {
productList.add(new Product("pro" + i, i, random.nextInt(Integer.MAX_VALUE)));
}
// 调用执行
testProductStream(productList);
testProductParallelStream(productList);
testProductForloop(productList);
testProductStrongForloop(productList);
testProductIterator(productList);
}
public static void testStream(List<Integer> list) {
long start = System.currentTimeMillis();
Optional optional = list.stream().max(Integer::compare);
System.out.println(optional.get());
long end = System.currentTimeMillis();
System.out.println("testStream:" + (end - start) + "ms");
}
public static void testParallelStream(List<Integer> list) {
long start = System.currentTimeMillis();
Optional optional = list.parallelStream().max(Integer::compare);
System.out.println(optional.get());
long end = System.currentTimeMillis();
System.out.println("testParallelStream:" + (end - start) + "ms");
}
public static void testForloop(List<Integer> list) {
long start = System.currentTimeMillis();
int max = Integer.MIN_VALUE;
for(int i = 0; i < list.size(); i++) {
int current = list.get(i);
if (current > max) {
max = current;
}
}
System.out.println(max);
long end = System.currentTimeMillis();
System.out.println("testForloop:" + (end - start) + "ms");
}
public static void testStrongForloop(List<Integer> list) {
long start = System.currentTimeMillis();
int max = Integer.MIN_VALUE;
for (Integer integer : list) {
if(integer > max) {
max = integer;
}
}
System.out.println(max);
long end = System.currentTimeMillis();
System.out.println("testStrongForloop:" + (end - start) + "ms");
}
public static void testIterator(List<Integer> list) {
long start = System.currentTimeMillis();
Iterator<Integer> it = list.iterator();
int max = it.next();
while(it.hasNext()) {
int current = it.next();
if(current > max) {
max = current;
}
}
System.out.println(max);
long end = System.currentTimeMillis();
System.out.println("testIterator:" + (end - start) + "ms");
}
public static void testProductStream(List<Product> list) {
long start = System.currentTimeMillis();
Optional optional = list.stream().max((p1, p2)-> p1.hot - p2.hot);
System.out.println(optional.get());
long end = System.currentTimeMillis();
System.out.println("testProductStream:" + (end - start) + "ms");
}
public static void testProductParallelStream(List<Product> list) {
long start = System.currentTimeMillis();
Optional optional = list.stream().max((p1, p2)-> p1.hot - p2.hot);
System.out.println(optional.get());
long end = System.currentTimeMillis();
System.out.println("testProductParallelStream:" + (end - start) + "ms");
}
public static void testProductForloop(List<Product> list) {
long start = System.currentTimeMillis();
Product maxHot = list.get(0);
for(int i = 0; i < list.size(); i++) {
Product current = list.get(i);
if (current.hot > maxHot.hot) {
maxHot = current;
}
}
System.out.println(maxHot);
long end = System.currentTimeMillis();
System.out.println("testProductForloop:" + (end - start) + "ms");
}
public static void testProductStrongForloop(List<Product> list) {
long start = System.currentTimeMillis();
Product maxHot = list.get(0);
for (Product product : list) {
if(product.hot > maxHot.hot) {
maxHot = product;
}
}
System.out.println(maxHot);
long end = System.currentTimeMillis();
System.out.println("testProductStrongForloop:" + (end - start) + "ms");
}
public static void testProductIterator(List<Product> list) {
long start = System.currentTimeMillis();
Iterator<Product> it = list.iterator();
Product maxHot = it.next();
while(it.hasNext()) {
Product current = it.next();
if (current.hot > maxHot.hot) {
maxHot = current;
}
}
System.out.println(maxHot);
long end = System.currentTimeMillis();
System.out.println("testProductIterator:" + (end - start) + "ms");
}
}
class Product {
String name; // 名称
Integer stock; // 库存
Integer hot; // 热度
public Product(String name, Integer stock, Integer hot) {
this.name = name;
this.stock = stock;
this.hot = hot;
}
}