java中Collectors.groupingBy() 如何工作？
在 Java 中，Collectors.groupingBy() 是一个非常强大的收集器（Collector），它可以将流中的元素根据某些标准进行分组，并返回一个 Map，其中键是分组的依据，值是分组后元素的集合。
基本用法：
Collectors.groupingBy() 是 java.util.stream.Collectors 类中的一个静态方法，它的基本语法如下：
public static <T, K> Collector<T, ?, Map<K, List<T>>> groupingBy(Function<? super T, ? extends K> classifier)
T: 流中元素的类型。
K: 分组后的键类型。
classifier: 是一个 Function，用来从流的元素中提取分组的依据（即分组的键）。
示例 1：按属性分组
假设有一个 Person 类，包含 name 和 age 字段，我们希望根据 age 字段来分组。
import java.util.*;
import java.util.stream.*;
class Person {
String name;
int age;
Person(String name, int age) {
this.name = name;
this.age = age;
}
public int getAge() {
return age;
}
@Override
public String toString() {
return name + " (" + age + ")";
}
}
public class GroupingByExample {
public static void main(String[] args) {
List<Person> people = Arrays.asList(
new Person("Alice", 30),
new Person("Bob", 25),
new Person("Charlie", 30),
new Person("David", 35)
);
Map<Integer, List<Person>> groupedByAge = people.stream()
.collect(Collectors.groupingBy(Person::getAge));
// 打印按年龄分组后的结果
groupedByAge.forEach((age, group) -> {
System.out.println("Age: " + age);
group.forEach(System.out::println);
});
}
}
输出：
Age: 30
Alice (30)
Charlie (30)
Age: 25
Bob (25)
Age: 35
David (35)
在这个例子中，groupingBy() 将 Person 对象按 age 属性进行分组，返回一个 Map<Integer, List<Person>>，其中键是年龄，值是该年龄的所有 Person 对象。
示例 2：按多个条件分组
如果你想要按多个条件（例如，按年龄和性别）进行分组，可以使用 groupingBy() 嵌套。
import java.util.*;
import java.util.stream.*;
class Person {
String name;
int age;
String gender;
Person(String name, int age, String gender) {
this.name = name;
this.age = age;
this.gender = gender;
}
public int getAge() {
return age;
}
public String getGender() {
return gender;
}
@Override
public String toString() {
return name + " (" + age + ", " + gender + ")";
}
}
public class GroupingByExample {
public static void main(String[] args) {
List<Person> people = Arrays.asList(
new Person("Alice", 30, "F"),
new Person("Bob", 25, "M"),
new Person("Charlie", 30, "M"),
new Person("David", 35, "M"),
new Person("Eve", 25, "F")
);
Map<Integer, Map<String, List<Person>>> groupedByAgeAndGender = people.stream()
.collect(Collectors.groupingBy(Person::getAge,
Collectors.groupingBy(Person::getGender)));
// 打印按年龄和性别分组后的结果
groupedByAgeAndGender.forEach((age, genderMap) -> {
System.out.println("Age: " + age);
genderMap.forEach((gender, group) -> {
System.out.println(" Gender: " + gender);
group.forEach(System.out::println);
});
});
}
}
输出：
Age: 30
Gender: F
Alice (30, F)
Gender: M
Charlie (30, M)
Age: 25
Gender: M
Bob (25, M)
Gender: F
Eve (25, F)
Age: 35
Gender: M
David (35, M)
在这个例子中，groupingBy() 使用了两层嵌套，首先按 age 分组，然后在每个年龄组内按 gender 再次分组，最终返回一个嵌套的 Map 结构。
示例 3：自定义结果类型
除了返回默认的 List<T> 集合，你还可以通过传递一个第二个参数来指定结果集合的类型。例如，你可以将 List 替换为 Set 或 Map。
import java.util.*;
import java.util.stream.*;
class Person {
String name;
int age;
Person(String name, int age) {
this.name = name;
this.age = age;
}
public int getAge() {
return age;
}
@Override
public String toString() {
return name + " (" + age + ")";
}
}
public class GroupingByExample {
public static void main(String[] args) {
List<Person> people = Arrays.asList(
new Person("Alice", 30),
new Person("Bob", 25),
new Person("Charlie", 30),
new Person("David", 35)
);
// 将值存储在 Set 中，而不是 List 中
Map<Integer, Set<Person>> groupedByAge = people.stream()
.collect(Collectors.groupingBy(Person::getAge, Collectors.toSet()));
// 打印按年龄分组后的结果
groupedByAge.forEach((age, group) -> {
System.out.println("Age: " + age);
group.forEach(System.out::println);
});
}
}
输出：
Age: 30
Alice (30)
Charlie (30)
Age: 25
Bob (25)
Age: 35
David (35)
在这个例子中，groupingBy() 使用了 Collectors.toSet() 来将分组后的元素存储为 Set，而不是默认的 List。
示例 4：使用 groupingBy() 和统计信息
你还可以结合其他收集器来对分组后的结果进行统计，比如计算每个分组的元素数量。
import java.util.*;
import java.util.stream.*;
class Person {
String name;
int age;
Person(String name, int age) {
this.name = name;
this.age = age;
}
public int getAge() {
return age;
}
@Override
public String toString() {
return name + " (" + age + ")";
}
}
public class GroupingByExample {
public static void main(String[] args) {
List<Person> people = Arrays.asList(
new Person("Alice", 30),
new Person("Bob", 25),
new Person("Charlie", 30),
new Person("David", 35)
);
// 计算每个年龄段的人数
Map<Integer, Long> countByAge = people.stream()
.collect(Collectors.groupingBy(Person::getAge, Collectors.counting()));
// 打印每个年龄段的人数
countByAge.forEach((age, count) -> System.out.println("Age: " + age + ", Count: " + count));
}
}
输出：
Age: 30, Count: 2
Age: 25, Count: 1
Age: 35, Count: 1
在这个例子中，Collectors.counting() 用来计算每个分组的元素数量。你也可以使用其他收集器（如 summarizingInt、reducing）来进行更多统计。
总结
Collectors.groupingBy() 是 Java Stream API 中一个非常强大的工具，用于将元素按某个键分组。
它返回一个 Map，其中键是分组的依据，值是分组后的元素集合。
你可以根据需要自定义结果类型、组合多个收集器，或者计算分组后的统计信息。
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