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数据准备:

public Product(Long id, Integer num, BigDecimal price, String name, String category) {
    this.id = id;
    this.num = num;
    this.price = price;
    this.name = name;
    this.category = category;
Product prod1 = new Product(1L, 1, new BigDecimal("15.5"), "面包", "零食");
Product prod2 = new Product(2L, 2, new BigDecimal("20"), "饼干", "零食");
Product prod3 = new Product(3L, 3, new BigDecimal("30"), "月饼", "零食");
Product prod4 = new Product(4L, 3, new BigDecimal("10"), "青岛啤酒", "啤酒");
Product prod5 = new Product(5L, 10, new BigDecimal("15"), "百威啤酒", "啤酒");
List<Product> prodList = Lists.newArrayList(prod1, prod2, prod3, prod4, prod5);
  • 按照类目分组:
  • Map<String, List<Product>> prodMap= prodList.stream().collect(Collectors.groupingBy(Product::getCategory));
    {"啤酒":[{"category":"啤酒","id":4,"name":"青岛啤酒","num":3,"price":10},{"category":"啤酒","id":5,"name":"百威啤酒","num":10,"price":15}],
    "零食":[{"category":"零食","id":1,"name":"面包","num":1,"price":15.5},{"category":"零食","id":2,"name":"饼干","num":2,"price":20},{"category":"零食","id":3,"name":"月饼","num":3,"price":30}]}
  • 按照几个属性拼接分组:
  • Map<String, List<Product>> prodMap = prodList.stream().collect(Collectors.groupingBy(item -> item.getCategory() + "_" + item.getName()));
    {"零食_月饼":[{"category":"零食","id":3,"name":"月饼","num":3,"price":30}],
    "零食_面包":[{"category":"零食","id":1,"name":"面包","num":1,"price":15.5}],
    "啤酒_百威啤酒":[{"category":"啤酒","id":5,"name":"百威啤酒","num":10,"price":15}],
    "啤酒_青岛啤酒":[{"category":"啤酒","id":4,"name":"青岛啤酒","num":3,"price":10}],
    "零食_饼干":[{"category":"零食","id":2,"name":"饼干","num":2,"price":20}]}
  • 根据不同条件分组
  • Map<String, List<Product>> prodMap= prodList.stream().collect(Collectors.groupingBy(item -> {
        if(item.getNum() < 3) {
            return "3";
        }else {
            return "other";
    {"other":[{"category":"零食","id":3,"name":"月饼","num":3,"price":30},{"category":"啤酒","id":4,"name":"青岛啤酒","num":3,"price":10},{"category":"啤酒","id":5,"name":"百威啤酒","num":10,"price":15}],
    "3":[{"category":"零食","id":1,"name":"面包","num":1,"price":15.5},{"category":"零食","id":2,"name":"饼干","num":2,"price":20}]}

    要实现多级分组,我们可以使用一个由双参数版本的Collectors.groupingBy工厂方法创 建的收集器,它除了普通的分类函数之外,还可以接受collector类型的第二个参数。那么要进 行二级分组的话,我们可以把一个内层groupingBy传递给外层groupingBy,并定义一个为流 中项目分类的二级标准。

    Map<String, Map<String, List<Product>>> prodMap= prodList.stream().collect(Collectors.groupingBy(Product::getCategory, Collectors.groupingBy(item -> {
        if(item.getNum() < 3) {
            return "3";
        }else {
            return "other";
    })));
    {"啤酒":{"other":[{"category":"啤酒","id":4,"name":"青岛啤酒","num":3,"price":10},{"category":"啤酒","id":5,"name":"百威啤酒","num":10,"price":15}]},
    "零食":{"other":[{"category":"零食","id":3,"name":"月饼","num":3,"price":30}],
    "3":[{"category":"零食","id":1,"name":"面包","num":1,"price":15.5},{"category":"零食","id":2,"name":"饼干","num":2,"price":20}]}

    按子组收集数据

    Map<String, Long> prodMap = prodList.stream().collect(Collectors.groupingBy(Product::getCategory, Collectors.counting()));
    {"啤酒":2,"零食":3}
    Map<String, Integer> prodMap = prodList.stream().collect(Collectors.groupingBy(Product::getCategory, Collectors.summingInt(Product::getNum)));
    {"啤酒":13,"零食":6}
  • 把收集器的结果转换为另一种类型
  • Map<String, Product> prodMap = prodList.stream().collect(Collectors.groupingBy(Product::getCategory, Collectors.collectingAndThen(Collectors.maxBy(Comparator.comparingInt(Product::getNum)), Optional::get)));
    {"啤酒":{"category":"啤酒","id":5,"name":"百威啤酒","num":10,"price":15},"零食":{"category":"零食","id":3,"name":"月饼","num":3,"price":30}}
  • 联合其他收集器
  • Map<String, Set<String>> prodMap = prodList.stream().collect(Collectors.groupingBy(Product::getCategory, Collectors.mapping(Product::getName, Collectors.toSet())));
    {"啤酒":["青岛啤酒","百威啤酒"],
    "零食":["面包","饼干","月饼"]}