{"id":53500,"date":"2025-08-12T12:10:12","date_gmt":"2025-08-12T04:10:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/53500.html"},"modified":"2025-08-12T12:10:12","modified_gmt":"2025-08-12T04:10:12","slug":"streamapi%e6%9b%b4%e5%a4%8d%e6%9d%82%e7%9a%84%e6%94%b6%e9%9b%86%e5%99%a8%e4%bd%bf%e7%94%a8%e5%9c%ba%e6%99%af","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/53500.html","title":{"rendered":"StreamAPI\u66f4\u590d\u6742\u7684\u6536\u96c6\u5668\u4f7f\u7528\u573a\u666f"},"content":{"rendered":"<p>\u66f4\u590d\u6742\u7684\u6536\u96c6\u5668\u4f7f\u7528\u573a\u666f\u901a\u5e38\u6d89\u53ca\u5230\u591a\u4e2a\u6536\u96c6\u5668\u7684\u7ec4\u5408\u3001\u81ea\u5b9a\u4e49\u6536\u96c6\u5668\u7684\u521b\u5efa\u4ee5\u53ca\u5904\u7406\u590d\u6742\u6570\u636e\u7ed3\u6784\u7684\u9700\u6c42\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u66f4\u52a0\u590d\u6742\u7684\u6536\u96c6\u5668\u4f7f\u7528\u793a\u4f8b&#xff1a;<\/p>\n<h4>1.\u00a0\u591a\u7ea7\u5206\u7ec4<\/h4>\n<p>\u5047\u8bbe\u4f60\u6709\u4e00\u4e2a\u5305\u542b\u5458\u5de5\u4fe1\u606f\u7684\u5217\u8868&#xff0c;\u5e76\u5e0c\u671b\u5148\u6309\u90e8\u95e8\u5206\u7ec4&#xff0c;\u7136\u540e\u518d\u6309\u85aa\u8d44\u6c34\u5e73&#xff08;\u4f8b\u5982\u662f\u5426\u9ad8\u4e8e\u67d0\u4e2a\u9608\u503c&#xff09;\u8fdb\u4e00\u6b65\u5206\u7ec4\u3002<\/p>\n<p>Map&lt;String, Map&lt;Boolean, List&lt;Employee&gt;&gt;&gt; complexGrouping &#061; employees.stream()<br \/>\n    .collect(Collectors.groupingBy(Employee::getDepartment,<br \/>\n            Collectors.partitioningBy(employee -&gt; employee.getSalary() &gt; 6500)));<\/p>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d&#xff0c;\u6211\u4eec\u9996\u5148\u901a\u8fc7 groupingBy \u6309\u7167\u90e8\u95e8\u8fdb\u884c\u5206\u7ec4&#xff0c;\u7136\u540e\u901a\u8fc7 partitioningBy \u6839\u636e\u85aa\u8d44\u662f\u5426\u9ad8\u4e8e\u67d0\u4e2a\u9608\u503c\u8fdb\u4e00\u6b65\u7ec6\u5206\u3002<\/p>\n<h4>2.\u00a0\u805a\u5408\u7edf\u8ba1\u4e0e\u4e0b\u6e38\u6536\u96c6\u5668\u7ed3\u5408<\/h4>\n<p>\u9664\u4e86\u7b80\u5355\u7684\u8ba1\u6570\u5916&#xff0c;\u8fd8\u53ef\u4ee5\u8ba1\u7b97\u6bcf\u4e2a\u90e8\u95e8\u7684\u5e73\u5747\u5de5\u8d44\u3001\u6700\u9ad8\u548c\u6700\u4f4e\u5de5\u8d44\u7b49\u8be6\u7ec6\u7edf\u8ba1\u4fe1\u606f\u3002<\/p>\n<p>Map&lt;String, DoubleSummaryStatistics&gt; salaryStatsPerDept &#061; employees.stream()<br \/>\n    .collect(Collectors.groupingBy(Employee::getDepartment,<br \/>\n            Collectors.summarizingDouble(Employee::getSalary)));<\/p>\n<p>salaryStatsPerDept.forEach((department, stats) -&gt;<br \/>\n    System.out.println(department &#043; &#034;: avg&#061;&#034; &#043; stats.getAverage() &#043; &#034;, count&#061;&#034; &#043; stats.getCount()));<\/p>\n<p>\u8fd9\u91cc&#xff0c;\u6211\u4eec\u4f7f\u7528\u4e86 summarizingDouble \u6536\u96c6\u5668\u6765\u83b7\u53d6\u8be6\u7ec6\u7684\u7edf\u8ba1\u4fe1\u606f&#xff0c;\u5305\u62ec\u603b\u548c\u3001\u5e73\u5747\u503c\u3001\u6700\u5927\u503c\u3001\u6700\u5c0f\u503c\u548c\u5143\u7d20\u6570\u91cf\u3002<\/p>\n<h4>3.\u00a0\u81ea\u5b9a\u4e49\u6536\u96c6\u5668<\/h4>\n<p>\u6709\u65f6\u5185\u7f6e\u7684\u6536\u96c6\u5668\u53ef\u80fd\u4e0d\u8db3\u4ee5\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u3002\u8fd9\u65f6\u53ef\u4ee5\u901a\u8fc7\u5b9e\u73b0\u81ea\u5b9a\u4e49\u6536\u96c6\u5668\u6765\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002\u4f8b\u5982&#xff0c;\u5047\u8bbe\u6211\u4eec\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u5c06\u5458\u5de5\u6309\u7167\u59d3\u6c0f\u9996\u5b57\u6bcd\u5206\u7c7b&#xff0c;\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u7c7b\u522b\u4e0b\u7684\u5e73\u5747\u85aa\u8d44\u7684\u6620\u5c04&#xff1a;<\/p>\n<p>import java.util.*;<br \/>\nimport java.util.function.BiConsumer;<br \/>\nimport java.util.function.BinaryOperator;<br \/>\nimport java.util.function.Function;<br \/>\nimport java.util.function.Supplier;<br \/>\nimport java.util.stream.Collector;<\/p>\n<p>public class CustomCollectorExample {<\/p>\n<p>    public static void main(String[] args) {<br \/>\n        List&lt;Employee&gt; employees &#061; Arrays.asList(<br \/>\n            new Employee(&#034;Alice&#034;, &#034;HR&#034;, 5000),<br \/>\n            new Employee(&#034;Bob&#034;, &#034;IT&#034;, 7000),<br \/>\n            new Employee(&#034;Charlie&#034;, &#034;IT&#034;, 8000),<br \/>\n            new Employee(&#034;David&#034;, &#034;HR&#034;, 6000)<br \/>\n        );<\/p>\n<p>        Map&lt;Character, Double&gt; result &#061; employees.stream()<br \/>\n            .collect(new InitialLetterSalaryAverager());<\/p>\n<p>        result.forEach((letter, avgSalary) -&gt;<br \/>\n            System.out.println(letter &#043; &#034;: &#034; &#043; avgSalary));<br \/>\n    }<\/p>\n<p>    private static class InitialLetterSalaryAverager implements Collector&lt;Employee, Map&lt;Character, Tuple&gt;, Map&lt;Character, Double&gt;&gt; {<\/p>\n<p>        &#064;Override<br \/>\n        public Supplier&lt;Map&lt;Character, Tuple&gt;&gt; supplier() {<br \/>\n            return HashMap::new;<br \/>\n        }<\/p>\n<p>        &#064;Override<br \/>\n        public BiConsumer&lt;Map&lt;Character, Tuple&gt;, Employee&gt; accumulator() {<br \/>\n            return (map, employee) -&gt; {<br \/>\n                char firstLetter &#061; employee.getName().charAt(0);<br \/>\n                map.computeIfAbsent(firstLetter, k -&gt; new Tuple()).add(employee.getSalary());<br \/>\n            };<br \/>\n        }<\/p>\n<p>        &#064;Override<br \/>\n        public BinaryOperator&lt;Map&lt;Character, Tuple&gt;&gt; combiner() {<br \/>\n            return (map1, map2) -&gt; {<br \/>\n                map2.forEach((key, value) -&gt; map1.merge(key, value, Tuple::merge));<br \/>\n                return map1;<br \/>\n            };<br \/>\n        }<\/p>\n<p>        &#064;Override<br \/>\n        public Function&lt;Map&lt;Character, Tuple&gt;, Map&lt;Character, Double&gt;&gt; finisher() {<br \/>\n            return map -&gt; map.entrySet().stream()<br \/>\n                             .collect(Collectors.toMap(Map.Entry::getKey, entry -&gt; entry.getValue().average()));<br \/>\n        }<\/p>\n<p>        &#064;Override<br \/>\n        public Set&lt;Characteristics&gt; characteristics() {<br \/>\n            return EnumSet.of(Characteristics.IDENTITY_FINISH);<br \/>\n        }<\/p>\n<p>        private static class Tuple {<br \/>\n            private int count &#061; 0;<br \/>\n            private double totalSalary &#061; 0;<\/p>\n<p>            public void add(double salary) {<br \/>\n                count&#043;&#043;;<br \/>\n                totalSalary &#043;&#061; salary;<br \/>\n            }<\/p>\n<p>            public Tuple merge(Tuple other) {<br \/>\n                this.count &#043;&#061; other.count;<br \/>\n                this.totalSalary &#043;&#061; other.totalSalary;<br \/>\n                return this;<br \/>\n            }<\/p>\n<p>            public double average() {<br \/>\n                return totalSalary \/ count;<br \/>\n            }<br \/>\n        }<br \/>\n    }<br \/>\n}<\/p>\n<p>\u8fd9\u4e2a\u81ea\u5b9a\u4e49\u6536\u96c6\u5668\u5b9e\u73b0\u4e86 Collector \u63a5\u53e3&#xff0c;\u5b83\u6839\u636e\u5458\u5de5\u540d\u5b57\u7684\u7b2c\u4e00\u4e2a\u5b57\u6bcd\u5bf9\u4ed6\u4eec\u8fdb\u884c\u5206\u7ec4&#xff0c;\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u5b57\u6bcd\u5f00\u5934\u7684\u540d\u5b57\u5bf9\u5e94\u7684\u5e73\u5747\u85aa\u8d44\u3002\u8fd9\u79cd\u65b9\u6cd5\u867d\u7136\u6bd4\u76f4\u63a5\u4f7f\u7528\u5185\u7f6e\u6536\u96c6\u5668\u590d\u6742\u5f97\u591a&#xff0c;\u4f46\u5b83\u5c55\u793a\u4e86\u5982\u4f55\u5728 Java \u4e2d\u7075\u6d3b\u5730\u5b9a\u5236\u6d41\u7684\u884c\u4e3a\u4ee5\u9002\u5e94\u5177\u4f53\u7684\u9700\u6c42\u3002<\/p>\n<h4>4.\u00a0\u94fe\u5f0f\u6536\u96c6\u5668<\/h4>\n<p>\u6709\u65f6\u5019\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u591a\u5c42\u6b21\u7684\u6c47\u603b\u3002\u4f8b\u5982&#xff0c;\u4f60\u53ef\u80fd\u60f3\u8981\u5148\u6309\u90e8\u95e8\u5206\u7ec4&#xff0c;\u7136\u540e\u5bf9\u6bcf\u4e2a\u90e8\u95e8\u5185\u7684\u5458\u5de5\u8fdb\u884c\u4e00\u4e9b\u5176\u4ed6\u7684\u7edf\u8ba1\u5206\u6790&#xff08;\u5982\u8ba1\u7b97\u6bcf\u4e2a\u90e8\u95e8\u5185\u6240\u6709\u5458\u5de5\u7684\u5de5\u8d44\u603b\u548c&#xff09;\u3002<\/p>\n<p>Map&lt;String, Integer&gt; totalSalaryPerDept &#061; employees.stream()<br \/>\n    .collect(Collectors.groupingBy(Employee::getDepartment,<br \/>\n            Collectors.summingInt(Employee::getSalary)));<\/p>\n<p>\u8fd9\u4f1a\u7ed9\u4f60\u4e00\u4e2a Map&lt;String, Integer&gt;&#xff0c;\u5176\u4e2d\u952e\u662f\u90e8\u95e8\u540d\u79f0&#xff0c;\u503c\u662f\u8be5\u90e8\u95e8\u6240\u6709\u5458\u5de5\u7684\u5de5\u8d44\u603b\u548c\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u9ad8\u7ea7\u7528\u6cd5&#xff0c;\u4f60\u53ef\u4ee5\u5145\u5206\u5229\u7528 Stream API 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