{"id":10020841,"date":"2025-06-23T17:00:26","date_gmt":"2025-06-23T09:00:26","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020841"},"modified":"2025-06-23T17:00:26","modified_gmt":"2025-06-23T09:00:26","slug":"jdk%e9%ab%98%e7%89%88%e6%9c%ac%e7%89%b9%e6%80%a7%e6%80%bb%e7%bb%93%e4%b8%8ezgc%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020841","title":{"rendered":"JDK\u9ad8\u7248\u672c\u7279\u6027\u603b\u7ed3\u4e0eZGC\u5b9e\u8df5"},"content":{"rendered":"<blockquote><p>\u7f8e\u56e2\u4fe1\u606f\u5b89\u5168\u6280\u672f\u56e2\u961f\u6838\u5fc3\u670d\u52a1\u5347\u7ea7JDK 17\u540e\uff0c\u6027\u80fd\u4e0e\u7a33\u5b9a\u6027\u5927\u5e45\u63d0\u5347\uff0c\u673a\u5668\u6210\u672c\u964d\u4f4e\u4e8610%\u3002\u9ad8\u7248\u672cJDK\u4e0eZGC\u6280\u672f\u4ee4\u4eba\u60ca\u8273\uff0c\u4e14Java AI SDK\u6700\u4f4e\u652f\u6301JDK 17\u3002\u672c\u6587\u603b\u7ed3\u4e86JDK 17\u7684\u4e3b\u8981\u7279\u6027\uff0c\u7136\u540e\u91cd\u70b9\u5206\u4eab\u4e86JDK 17+ZGC\u5728\u5b89\u5168\u9886\u57df\u7684\u4e00\u4e9b\u5b9e\u8df5\uff0c\u5e0c\u671b\u80fd\u5bf9\u5927\u5bb6\u6709\u6240\u5e2e\u52a9\u6216\u542f\u53d1\u3002<\/p><\/blockquote>\n<p>\u4ece\u4e00\u53e5\u8c03\u4f83\u7684\u8bdd \u201c\u4f60\u53d1\u4efb\u4f60\u53d1\uff0c\u6211\u7528Java 8\uff01\u201d \u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u5f00\u53d1\u65b0\u9879\u76ee\u65f6\uff0cJava 8\u4f9d\u7136\u662f\u5927\u5bb6\u7684\u9996\u9009\u3002\u7f8e\u56e2Java 8\u670d\u52a1\u5360\u6bd4\u8d85\u8fc770%\uff0c\u53ef\u4ee5\u8bf4Java 8\u4f9d\u7136\u662f\u7edd\u5bf9\u7684\u4e3b\u6d41\u3002\u4f46\u662f\uff0c\u6211\u4eec\u5728\u591a\u4e2a\u6838\u5fc3\u670d\u52a1\u4e0a\u9047\u5230\u8f83\u591a\u7684\u6027\u80fd\u95ee\u9898\uff0c\u8fd9\u4e9b\u95ee\u9898\u65e0\u6cd5\u901a\u8fc7JVM\u53c2\u6570\u5fae\u8c03\u6765\u89e3\u51b3\uff0c\u4e3a\u6b64\u6211\u4eec\u5bf9\u90e8\u5206\u6838\u5fc3\u670d\u52a1\u4f7f\u7528\u4e86 JDK 17\uff0c\u5347\u7ea7\u540e\u670d\u52a1\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u6307\u6807\u4e5f\u5f97\u5230\u5de8\u5927\u7684\u98de\u8dc3\uff0c\u540c\u65f6\u673a\u5668\u6210\u672c\u53ef\u4ee5\u4e0b\u964d\u7ea610%\uff0c\u5347\u7ea7JDK\u7248\u672c\u6536\u76ca\u5341\u5206\u660e\u663e\u3002\u53e6\u5916\uff0c\u76ee\u524d\u6b63\u5904\u5728AI\u65f6\u4ee3\u7684\u7206\u53d1\u671f\uff0cJava AI SDK\u7684\u6700\u5c0f\u652f\u6301\u7248\u672c\u4e3aJDK 17\uff0c\u8fd9\u8ba9\u5347\u7ea7JDK\u7248\u672c\u53d8\u5f97\u66f4\u5177\u4ef7\u503c\u3002\u63a5\u4e0b\u6765\uff0c\u671f\u671b\u8ddf\u5927\u5bb6\u4e00\u8d77\u63a2\u7d22JDK\u9ad8\u7248\u672c\u548cZGC\u6280\u672f\u7684\u5965\u79d8\uff0c\u5f00\u542f\u4f18\u5316Java\u5e94\u7528\u7684\u65b0\u5f81\u7a0b\u3002<\/p>\n<h2>1. JDK 17\u7684\u4e3b\u8981\u7279\u6027<\/h2>\n<blockquote><p>\u5305\u542bJDK 9~17\u7b49\u4e2d\u95f4\u7248\u672c\u7684\u7279\u6027\u3002<\/p><\/blockquote>\n<p>\u4ece JDK 8 \u76f4\u63a5\u5347\u7ea7\u5230 JDK 17\uff0c\u4ee5\u4e0b\u662f\u9700\u8981\u91cd\u70b9\u5173\u6ce8\u7684\u7279\u6027\uff0c\u8fd9\u4e9b\u7279\u6027\u5bf9\u5f00\u53d1\u6548\u7387\u3001\u4ee3\u7801\u98ce\u683c\u3001\u6027\u80fd\u4f18\u5316\u548c\u5b89\u5168\u6027\u90fd\u6709\u663e\u8457\u5f71\u54cd\u3002<\/p>\n<h3>1.1 \u8bed\u8a00\u7279\u6027<sup>[1]<\/sup><\/h3>\n<h4>1.1.1 \u5c40\u90e8\u53d8\u91cf\u7c7b\u578b\u63a8\u65ad<\/h4>\n<p>\u4f7f\u7528var\u5173\u952e\u5b57\u6765\u58f0\u660e\u5c40\u90e8\u53d8\u91cf\uff0c\u800c\u65e0\u9700\u663e\u5f0f\u6307\u5b9a\u53d8\u91cf\u7684\u7c7b\u578b\u3002\u5728Java 17\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u5c40\u90e8\u53d8\u91cf\u7c7b\u578b\u63a8\u65ad\u7684\u6269\u5c55\u6765\u7f16\u5199\u66f4\u7b80\u6d01\u7684\u4ee3\u7801\u3002\u5176\u4ed6\u8bed\u8a00\u5982Golang\u5f88\u65e9\u5c31\u652f\u6301\u4e86var\u53d8\u91cf\u3002<\/p>\n<pre><code>\/\/ JDK8\nString str = &quot;Hello world&quot;;\n\n\/\/ JDK17\nvar str = &quot;Hello world&quot;;<\/code><\/pre>\n<blockquote><p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cvar\u7c7b\u578b\u7684\u5c40\u90e8\u53d8\u91cf\u4ecd\u7136\u5177\u6709\u9759\u6001\u7c7b\u578b\uff0c\u4e00\u65e6\u88ab\u63a8\u65ad\u51fa\u6765\uff0c\u7c7b\u578b\u5c31\u4f1a\u56fa\u5b9a\u4e0b\u6765\uff0c\u5e76\u4e14\u4e0d\u80fd\u91cd\u65b0\u8d4b\u503c\u4e3a\u4e0d\u517c\u5bb9\u7684\u7c7b\u578b\u3002<\/p><\/blockquote>\n<h4>1.1.2 \u5bc6\u5c01\u7c7b<\/h4>\n<p>\u5b83\u5141\u8bb8\u6211\u4eec\u5c06\u7c7b\u6216\u63a5\u53e3\u7684\u7ee7\u627f\u9650\u5236\u4e3a\u4e00\u7ec4\u6709\u9650\u7684\u5b50\u7c7b\u3002\u5982\u679c\u60f3\u5c06\u7c7b\u6216\u63a5\u53e3\u7684\u7ee7\u627f\u9650\u5236\u4e3a\u4e00\u7ec4\u6709\u9650\u7684\u5b50\u7c7b\u65f6\uff0c\u8fd9\u975e\u5e38\u6709\u7528\u3002\u5728\u4e0b\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u6211\u4eec\u5982\u4f55\u4f7f\u7528sealed\u5173\u952e\u5b57\u5c06\u7c7b\u7684\u7ee7\u627f\u9650\u5236\u4e3a\u4e00\u7ec4\u6709\u9650\u7684\u5b50\u7c7b\u3002\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5728\u7c7b\u7684\u58f0\u660e\u524d\u52a0\u4e0asealed\u5173\u952e\u5b57\u6765\u5c06\u8be5\u7c7b\u58f0\u660e\u4e3a\u5bc6\u5c01\u7c7b\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528permits\u5173\u952e\u5b57\u5217\u51fa\u8be5\u5bc6\u5c01\u7c7b\u5141\u8bb8\u7ee7\u627f\u7684\u5b50\u7c7b\u3002\u8fd9\u4e9b\u5b50\u7c7b\u5fc5\u987b\u76f4\u63a5\u6216\u95f4\u63a5\u5730\u7ee7\u627f\u81ea\u5bc6\u5c01\u7c7b\u3002\u8fd9\u6837\uff0c\u53ea\u6709\u5728\u8fd9\u4e2a\u9884\u5b9a\u4e49\u7684\u5b50\u7c7b\u4e2d\uff0c\u624d\u80fd\u7ee7\u627f\u8be5\u5bc6\u5c01\u7c7b\u3002<\/p>\n<pre><code>\/\/\u4f7f\u7528permits\u5173\u952e\u5b57\u5217\u51fa\u4e86\u5141\u8bb8\u7ee7\u627f\u7684\u5b50\u7c7bCircle\u3001Rectangle\u548cTriangle\npublic sealed class Shape permits Circle, Rectangle, Triangle {\n    \/\/ \u7701\u7565\u5b9e\u73b0\n}\n\n\/\/ \u5728\u4e0e\u5bc6\u5c01\u7c7b\u76f8\u540c\u7684\u6a21\u5757\u6216\u5305\u4e2d \u5b9a\u4e49\u4ee5\u4e0b\u4e09\u4e2a\u5141\u8bb8\u7684\u5b50\u7c7b\uff0c Circle\uff0cSquare\u548c\uff1aRectangle\npublic final class Circle extends Shape {\n    public float radius;\n}\n \npublic non-sealed class Square extends Shape {\n   public double side;\n}   \n \npublic sealed class Rectangle extends Shape permits FilledRectangle {\n    public double length, width;\n}<\/code><\/pre>\n<h4>1.1.3 Record \u7c7b<\/h4>\n<p>Record \u7c7b\u7684\u4e3b\u8981\u76ee\u7684\u662f\u63d0\u4f9b\u4e00\u79cd\u66f4\u7b80\u6d01\u3001\u66f4\u5b89\u5168\u7684\u65b9\u5f0f\u6765\u5b9a\u4e49\u4e0d\u53ef\u53d8\u7684\u6570\u636e\u8f7d\u4f53\u7c7b\u3002\u5b83\u81ea\u52a8\u5b9e\u73b0\u4e86\u5e38\u89c1\u7684\u65b9\u6cd5\uff08\u5982<code>equals()<\/code>\u3001<code>hashCode()<\/code>\u3001<code>toString()<\/code>\u548c\u6784\u9020\u51fd\u6570\uff09\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u6837\u677f\u4ee3\u7801\u3002<\/p>\n<p><strong>\u7279\u70b9<\/strong><\/p>\n<ol>\n<li><strong>\u4e0d\u53ef\u53d8\u6027<\/strong>\uff1aRecord\u7c7b\u7684\u5b57\u6bb5\u9ed8\u8ba4\u662f<code>final<\/code>\u7684\uff0c\u56e0\u6b64 Record \u7c7b\u662f\u4e0d\u53ef\u53d8\u7684\u3002<\/li>\n<li><strong>\u7b80\u6d01\u6027<\/strong>\uff1aRecord\u7c7b\u81ea\u52a8\u63d0\u4f9b\u4e86\u6784\u9020\u51fd\u6570\u3001<code>equals()<\/code>\u3001<code>hashCode()<\/code>\u548c<code>toString()<\/code>\u65b9\u6cd5\uff0c\u65e0\u9700\u624b\u52a8\u7f16\u5199\u3002<\/li>\n<li><strong>\u7ec4\u4ef6\u8bbf\u95ee<\/strong>\uff1aRecord\u7c7b\u7684\u5b57\u6bb5\u53ef\u4ee5\u901a\u8fc7<code>recordName.fieldName<\/code>\u7684\u65b9\u5f0f\u76f4\u63a5\u8bbf\u95ee\u3002<\/li>\n<li><strong>\u6a21\u5f0f\u5339\u914d<\/strong>\uff1aRecord\u7c7b\u652f\u6301\u6a21\u5f0f\u5339\u914d\uff08Pattern Matching\uff09\uff0c\u53ef\u4ee5\u4e0e<code>instanceof<\/code>\u548c<code>switch<\/code>\u8868\u8fbe\u5f0f\u7ed3\u5408\u4f7f\u7528\u3002<\/li>\n<\/ol>\n<p>Record\u7c7b\u7684\u5b9a\u4e49\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u4f7f\u7528<code>record<\/code>\u5173\u952e\u5b57\uff0c\u5e76\u58f0\u660e\u5b57\u6bb5\u7c7b\u578b\u548c\u540d\u79f0\u5373\u53ef\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>\/\/ \u8fd9\u91cc\u6709\u4e00\u4e2a\u5305\u542b\u4e24\u4e2a\u5b57\u6bb5\u7684\u8bb0\u5f55\u7c7b\nrecord Rectangle(double length, double width) { }\n\n\/\/ \u8fd9\u4e2a\u7b80\u6d01\u7684\u77e9\u5f62\u58f0\u660e\u7b49\u540c\u4e8e\u4ee5\u4e0b\u666e\u901a\u7c7b\npublic final class Rectangle {\n    private final double length;\n    private final double width;\n\n    public Rectangle(double length, double width) {\n        this.length = length;\n        this.width = width;\n    }\n\n    double length() { return this.length; }\n    double width()  { return this.width; }\n\n    \/\/ ...\n    public boolean equals...\n    public int hashCode...\n\n    \/\/ ...\n    public String toString() {...}\n}<\/code><\/pre>\n<h4>1.1.4 switch\u8868\u8fbe\u5f0f\u4f18\u5316<\/h4>\n<p>\u5728Java 17\u4e2d\u4f7f\u7528switch\u8868\u8fbe\u5f0f\u65f6\uff0c\u4e0d\u5fc5\u4f7f\u7528\u5173\u952e\u5b57break\u6765\u8df3\u51faswitch\u8bed\u53e5\uff0c\u6216return\u5728\u6bcf\u4e2aswitch case\u4e0a\u4f7f\u7528\u5173\u952e\u5b57\u6765\u8fd4\u56de\u503c\uff1b\u76f8\u53cd\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd4\u56de\u6574\u4e2aswitch\u8868\u8fbe\u5f0f\u3002\u8fd9\u79cd\u589e\u5f3a\u7684switch\u8868\u8fbe\u5f0f\u4f7f\u6574\u4f53\u4ee3\u7801\u770b\u8d77\u6765\u66f4\u6e05\u6670\uff0c\u66f4\u6613\u4e8e\u9605\u8bfb\u3002switch\u6253\u5370\u4e00\u5468\u4e2d\u67d0\u4e00\u5929\u7684\u5b57\u6bcd\u6570\u91cf\u7684\u8bed\u53e5\u3002<\/p>\n<p><strong>JDK 8<\/strong><\/p>\n<pre><code>public enum Day { SUNDAY, MONDAY, TUESDAY,\n    WEDNESDAY, THURSDAY, FRIDAY, SATURDAY; }\n\n        \/\/ ...\n\n    int numLetters = 0;\n    Day day = Day.WEDNESDAY;\n    switch (day) {\n        case MONDAY:\n        case FRIDAY:\n        case SUNDAY:\n            numLetters = 6;\n            break;\n        case TUESDAY:\n            numLetters = 7;\n            break;\n        case THURSDAY:\n        case SATURDAY:\n            numLetters = 8;\n            break;\n        case WEDNESDAY:\n            numLetters = 9;\n            break;\n        default:\n            throw new IllegalStateException(&quot;Invalid day: &quot; + day);\n    }\n    System.out.println(numLetters);<\/code><\/pre>\n<p><strong>JDK 17<\/strong><\/p>\n<pre><code>        Day day = Day.WEDNESDAY;    \n    System.out.println(\n        switch (day) {\n            case MONDAY, FRIDAY, SUNDAY -&gt; 6;\n            case TUESDAY                -&gt; 7;\n            case THURSDAY, SATURDAY     -&gt; 8;\n            case WEDNESDAY              -&gt; 9;\n            default -&gt; throw new IllegalStateException(&quot;Invalid day: &quot; + day);\n        }\n    ); <\/code><\/pre>\n<h4>1.1.5 \u6587\u672c\u5757<\/h4>\n<p>\u5728\u4e0d\u4f7f\u7528\u8f6c\u4e49\u5e8f\u5217\u7684\u60c5\u51b5\u4e0b\u521b\u5efa\u591a\u884c\u5b57\u7b26\u4e32\u3002\u5728\u521b\u5efaSQL\u67e5\u8be2\u6216JSON\u5b57\u7b26\u4e32\u65f6\u975e\u5e38\u6709\u7528\u3002\u5728\u4e0b\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u4f7f\u7528\u6587\u672c\u5757\u65f6\u4ee3\u7801\u770b\u8d77\u6765\u66f4\u52a0\u7b80\u6d01\u3002<\/p>\n<pre><code>\/\/ JDK8\nString message = &quot;'The time has come,' the Walrus said,\/n&quot; +\n                 &quot;'To talk of many things:\/n&quot; +\n                 &quot;Of shoes -- and ships -- and sealing-wax --\/n&quot; +\n                 &quot;Of cabbages -- and kings --\/n&quot; +\n                 &quot;And why the sea is boiling hot --\/n&quot; +\n                 &quot;And whether pigs have wings.'\/n&quot;;\n\n\/\/ \u4f7f\u7528\u6587\u672c\u5757\u53ef\u4ee5\u6d88\u9664\u5927\u90e8\u5206\u6df7\u4e71\uff1a\nString message = &quot;&quot;&quot;\n    'The time has come,' the Walrus said,\n    'To talk of many things:\n    Of shoes -- and ships -- and sealing-wax --\n    Of cabbages -- and kings --\n    And why the sea is boiling hot --\n    And whether pigs have wings.'\n    &quot;&quot;&quot;;<\/code><\/pre>\n<p><strong>SQL\u6ce8\u89e3\u63cf\u8ff0<\/strong><\/p>\n<pre><code>\/\/ JDK8    \n@Select(&quot;select distinct ta.host_name from tb_agent_info tai, tb_agent ta where 1=1 &quot; +\n        &quot;and ta.host_name=tai.host_name and ta.status=1 and ta.master=1 and tai.report_pid_count &gt; 0&quot;)\nSet&lt;String&gt; queryAllJavaHost();\n\n\/\/ JDK17\n@Select(&quot;&quot;&quot;\n    SELECT DISTINCT ta.host_name\n    FROM tb_agent_info tai, tb_agent ta\n    WHERE 1=1\n      AND ta.host_name = tai.host_name\n      AND ta.status = 1\n      AND ta.master = 1\n      AND tai.report_pid_count &gt; 0\n &quot;&quot;&quot;)\n Set&lt;String&gt; queryAllJavaHost2();<\/code><\/pre>\n<ul>\n<li><strong>\u53ef\u8bfb\u6027\u66f4\u5f3a<\/strong>\uff1a\u6587\u672c\u7ed3\u6784\u6e05\u6670\u53ef\u89c1\uff0c\u65e0\u9700\u5904\u7406\u8f6c\u4e49\u5b57\u7b26\u6216\u5b57\u7b26\u4e32\u8fde\u63a5\u3002<\/li>\n<li><strong>\u51cf\u5c11\u9519\u8bef<\/strong>\uff1a\u4e0d\u9700\u8981\u624b\u52a8\u6dfb\u52a0\u6362\u884c\u7b26\uff08\/n\uff09\uff0c\u964d\u4f4e\u4e86\u51fa\u9519\u7684\u53ef\u80fd\u6027\u3002<\/li>\n<li><strong>\u6613\u4e8e\u7f16\u8f91<\/strong>\uff1a\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u7c98\u8d34\u683c\u5f0f\u5316\u597d\u7684JSON\uff0c\u800c\u4e0d\u9700\u8981\u989d\u5916\u7684\u5904\u7406\u3002<\/li>\n<li><strong>\u4fdd\u7559\u7f29\u8fdb<\/strong>\uff1a\u6587\u672c\u5757\u4f1a\u4fdd\u7559\u7684\u7f29\u8fdb\uff0c\u4f7f\u5f97\u5176\u5728Java\u4ee3\u7801\u4e2d\u7684\u5448\u73b0\u66f4\u52a0\u7f8e\u89c2\u3002<\/li>\n<\/ul>\n<h4>1.1.6 \u6a21\u5f0f\u5339\u914dinstanceof\u4f18\u5316<\/h4>\n<p>\u5b83\u5141\u8bb8\u5c06instanceof\u8fd0\u7b97\u7b26\u7528\u4f5c\u8fd4\u56de\u5df2\u8f6c\u6362\u5bf9\u8c61\u7684\u8868\u8fbe\u5f0f\u3002\u5f53\u6211\u4eec\u4f7f\u7528\u5d4c\u5957\u7684if-else\u8bed\u53e5\u65f6\uff0c\u8fd9\u975e\u5e38\u6709\u7528\u3002\u5728\u4e0b\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u6211\u4eec\u5982\u4f55\u4f7f\u7528instanceof\u8fd0\u7b97\u7b26\u6765\u6355\u83b7\u5bf9\u8c61\uff0c\u800c\u4e0d\u662f\u8fdb\u884c\u663e\u5f0f\u8f6c\u6362\u3002<\/p>\n<p><strong>JDK 8<\/strong><\/p>\n<pre><code>Object obj = ...;\n\nif (obj instanceof String) {\n    String str = (String) obj;\n    int length = str.length();\n    System.out.println(&quot;\u5b57\u7b26\u4e32\u957f\u5ea6\uff1a&quot; + length);\n}<\/code><\/pre>\n<p><strong>JDK 17<\/strong><\/p>\n<pre><code>Object obj = ...;\n\nif (obj instanceof String str) {\n    int length = str.length();\n    System.out.println(&quot;\u5b57\u7b26\u4e32\u957f\u5ea6\uff1a&quot; + length);\n}<\/code><\/pre>\n<h4>1.1.7 NullPointerExceptions\u7684\u4f18\u5316<\/h4>\n<p>\u5bf9\u8c61\u7a7a\u6307\u9488\u5728\u65e5\u5e38\u5f00\u53d1\u4e2d\u9047\u5230\u7684\u6bd4\u8f83\u591a\uff0c\u4e00\u822c\u4ee3\u7801\u62a5\u9519\u53ea\u80fd\u7cbe\u786e\u7684\u67d0\u4e00\u884c\uff0c\u5982\u679c\u8be5\u884c\u7684\u4ee3\u7801\u6bd4\u8f83\u590d\u6742\uff0c\u6d89\u53ca\u5230\u591a\u4e2a\u5bf9\u8c61\uff0c\u5f80\u5f80\u4e0d\u80fd\u76f4\u63a5\u786e\u5b9a\u662f\u54ea\u4e00\u4e2a\u5bf9\u8c61\u4e3a\u7a7a\u3002<\/p>\n<pre><code>public class NpeDemo { \n  public static void main(String[] args) { \n    Address address=new Address();\n    User user=new User();\n    user.setAddress(address);\n    log.info(user.getAddress().getCity().toLowerCase()); \n  }\n}<\/code><\/pre>\n<p>\u4e0a\u9762\u4ee3\u7801\u4e2d\u7684\u7b2c6\u884c\u94fe\u5f0f\u8c03\u7528\uff0c\u5982\u679c\u67d0\u4e00\u4e2a\u73af\u8282\u51fa\u73b0\u7a7a\u6307\u9488\uff0c\u5c06\u4f1a\u629b\u51fa\u7a7a\u6307\u9488\u7684\u5f02\u5e38\uff1a<\/p>\n<pre><code>Exception in thread &quot;main&quot; java.lang.NullPointerException \n        at NpeDemo.main(Main.java:6)<\/code><\/pre>\n<p>\u4f7f\u7528JDK 17<\/p>\n<pre><code>Exception in thread &quot;main&quot; java.lang.NullPointerException: \nCannot invoke &quot;String.toLowerCase()&quot; because the return value of &quot;Address.getCity()&quot; is null \n  at NpeDemo.main(Main.java:6)<\/code><\/pre>\n<h4>1.1.8 \u96c6\u5408\u3001Stream\u548cOptional\u7684\u589e\u5f3a<\/h4>\n<p>Java \u5728\u96c6\u5408\uff08Collections\uff09\u3001Stream API \u548c Optional\u7c7b\u65b9\u9762\u5f15\u5165\u4e86\u8bb8\u591a\u589e\u5f3a\u529f\u80fd\u3002\u4e3b\u8981\u6709\uff1a<\/p>\n<p><strong>\u96c6\u5408\u589e\u5f3a<\/strong>\uff1a\u4e0d\u53ef\u53d8\u96c6\u5408\uff1a \u5f15\u5165\u4e86\u521b\u5efa\u4e0d\u53ef\u53d8\u96c6\u5408\u7684\u4fbf\u6377\u65b9\u6cd5\uff0c\u5982List.of()\u3001Set.of()\u548cMap.of()\u3002\u8fd9\u4e9b\u65b9\u6cd5\u7528\u4e8e\u5feb\u901f\u521b\u5efa\u4e0d\u53ef\u53d8\u96c6\u5408\uff0c\u51cf\u5c11\u4e86\u4ee3\u7801\u91cf\u5e76\u63d0\u9ad8\u4e86\u5b89\u5168\u6027\u3002<\/p>\n<pre><code>import java.util.*;\n\npublic class CollectionsDemo {\n    public static void main(String[] args) {\n        \/\/ \u521b\u5efa\u4e0d\u53ef\u53d8list\n        List&lt;String&gt; list = List.of(&quot;Java&quot;, &quot;Golang&quot;, &quot;Python&quot;);\n        \/\/ \u521b\u5efa\u4e0d\u53ef\u53d8set\n        Set&lt;String&gt; set = Set.of(&quot;Java&quot;, &quot;Golang&quot;, &quot;Python&quot;);\n        \/\/ \u521b\u5efa\u4e0d\u53ef\u53d8map\n        Map&lt;String, Integer&gt; map = Map.of(&quot;Java&quot;, 1, &quot;Golang&quot;, 2, &quot;Python&quot;, 3);\n    }\n}<\/code><\/pre>\n<p><strong>\u96c6\u5408\u5de5\u5382\u65b9\u6cd5<\/strong>\uff1aJava 17\u8fd8\u5f15\u5165\u4e86\u96c6\u5408\u5de5\u5382\u65b9\u6cd5\uff0c\u5982List.copyOf()\u3001Set.copyOf() \u548c Map.copyOf()\uff0c\u7528\u4e8e\u4ece\u73b0\u6709\u96c6\u5408\u521b\u5efa\u4e0d\u53ef\u53d8\u526f\u672c\u3002<\/p>\n<p><strong>Stream API\u589e\u5f3a<\/strong>\uff1a<code>takeWhile<\/code>\u548c<code>dropWhile<\/code>\uff1a\u57fa\u4e8e\u6761\u4ef6\u622a\u53d6\u6216\u8df3\u8fc7\u5143\u7d20\uff1b<code>iterate<\/code>\uff1a\u652f\u6301\u7ec8\u6b62\u6761\u4ef6\u7684\u8fed\u4ee3\uff1b<code>ofNullable<\/code>\uff1a\u5c06\u53ef\u80fd\u4e3a<code>null<\/code>\u7684\u503c\u8f6c\u6362\u4e3aStream\u3002<\/p>\n<p><strong>Optional\u589e\u5f3a<\/strong>\uff1a <code>ifPresentOrElse<\/code>\uff1a\u503c\u5b58\u5728\u65f6\u6267\u884c\u64cd\u4f5c\uff0c\u5426\u5219\u6267\u884c\u53e6\u4e00\u4e2a\u64cd\u4f5c\uff1b<code>or<\/code>\uff1a\u5728\u503c\u4e0d\u5b58\u5728\u65f6\u63d0\u4f9b\u66ff\u4ee3\u503c\uff1b<code>stream<\/code>\uff1a\u5c06<code>Optional<\/code>\u8f6c\u6362\u4e3aStream\u3002<\/p>\n<h3>1.2 \u65b0API\u548c\u5de5\u5177<\/h3>\n<h4>1.2.1 \u65b0\u7684HttpClient<\/h4>\n<p>\u53ef\u4ee5\u4f7f\u7528<code>HttpClient<\/code>\u4f7f\u7528\u6765\u53d1\u9001\u8bf7\u6c42\u5e76\u68c0\u7d22\u5176\u54cd\u5e94\u3002 <code>HttpClient<\/code>\u53ef\u4ee5\u901a\u8fc7<code>builder<\/code>\u6765\u521b\u5efa\u3002\u8be5<code>newBuilder<\/code>\u65b9\u6cd5\u8fd4\u56de\u4e00\u4e2a\u6784\u5efa\u5668\uff0c\u7528\u4e8e\u521b\u5efa\u9ed8\u8ba4<code>HttpClient<\/code>\u5b9e\u73b0\u7684\u5b9e\u4f8b\u3002\u8be5\u6784\u5efa\u5668\u53ef\u7528\u4e8e\u914d\u7f6e\u6bcf\u4e2a\u5ba2\u6237\u7aef\u7684\u72b6\u6001\uff0c\u4f8b\u5982\uff1a\u9996\u9009\u534f\u8bae\u7248\u672c\uff08HTTP\/1.1 \u6216 HTTP\/2\uff09\u3001\u662f\u5426\u9075\u5faa\u91cd\u5b9a\u5411\u3001\u4ee3\u7406\u3001\u8eab\u4efd\u9a8c\u8bc1\u5668\u7b49\u3002 \u6784\u5efa\u5b8c\u6210\u540e\uff0c<code>HttpClient<\/code>\u662f\u4e0d\u53ef\u53d8\u7684\uff0c\u53ef\u7528\u4e8e\u53d1\u9001\u591a\u4e2a\u8bf7\u6c42\u3002<\/p>\n<pre><code>\/\/ \u540c\u6b65\u793a\u4f8b\nHttpClient client = HttpClient.newBuilder()\n        .version(Version.HTTP_1_1)\n        .followRedirects(Redirect.NORMAL)\n        .connectTimeout(Duration.ofSeconds(20))\n        .proxy(ProxySelector.of(new InetSocketAddress(&quot;proxy.example.com&quot;, 80)))\n        .authenticator(Authenticator.getDefault())\n        .build();\n   HttpResponse&lt;String&gt; response = client.send(request, BodyHandlers.ofString());\n   System.out.println(response.statusCode());\n   System.out.println(response.body());  \n\n\/\/ \u5f02\u6b65\u793a\u4f8b\nHttpRequest request = HttpRequest.newBuilder()\n        .uri(URI.create(&quot;https:\/\/foo.com\/&quot;))\n        .timeout(Duration.ofMinutes(2))\n        .header(&quot;Content-Type&quot;, &quot;application\/json&quot;)\n        .POST(BodyPublishers.ofFile(Paths.get(&quot;file.json&quot;)))\n        .build();\n   client.sendAsync(request, BodyHandlers.ofString())\n        .thenApply(HttpResponse::body)\n        .thenAccept(System.out::println);  <\/code><\/pre>\n<p>\u5982\u679c\u4e0d\u5e0c\u671b\u5f15\u5165\u4e09\u65b9\u4f9d\u8d56\uff08\u4e09\u65b9\u4f9d\u8d56\u6f0f\u6d1e\u548cBug\u7b49\u9700\u8981\u7ecf\u5e38\u5347\u7ea7\uff09\uff0c\u53ef\u4ee5\u4f7f\u7528JDK\u63d0\u4f9b\u7684\u539f\u751f\u7684httpClient API\uff0c\u9002\u7528\u573a\u666f<code>\u4e2d\u95f4\u4ef6<\/code>\u3002<\/p>\n<h4>1.2.2 \u6253\u5305\u5de5\u5177jpackage<sup>[2]<\/sup><\/h4>\n<p>\u8be5\u5de5\u5177\u5c06\u4ee5Java\u5e94\u7528\u7a0b\u5e8f\u548cJava\u8fd0\u884c\u65f6\u955c\u50cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u751f\u6210\u5305\u542b\u6240\u6709\u5fc5\u8981\u4f9d\u8d56\u9879\u7684Java\u5e94\u7528\u7a0b\u5e8f\u955c\u50cf\u3002\u5b83\u80fd\u591f\u751f\u6210\u7279\u5b9a\u5e73\u53f0\u683c\u5f0f\u7684\u539f\u751f\u8f6f\u4ef6\u5305\uff0c\u4f8b\u5982Windows\u4e0a\u7684exe\u6587\u4ef6\u6216macOS\u4e0a\u7684dmg \u6587\u4ef6\u3002\u6bcf\u79cd\u683c\u5f0f\u90fd\u5fc5\u987b\u5728\u5176\u8fd0\u884c\u7684\u5e73\u53f0\u4e0a\u6784\u5efa\uff0c\u4e0d\u652f\u6301\u8de8\u5e73\u53f0\u3002\u8be5\u5de5\u5177\u5c06\u63d0\u4f9b\u4e00\u4e9b\u9009\u9879\uff0c\u5141\u8bb8\u4ee5\u5404\u79cd\u65b9\u5f0f\u5b9a\u5236\u6253\u5305\u7684\u5e94\u7528\u7a0b\u5e8f\u3002\u8be5\u5de5\u5177\u6700\u5927\u7279\u70b9\u662f\u65e0\u9700\u5355\u72ec\u5b89\u88c5JDK\u73af\u5883\uff0c\u4f8b\u5982\u7528JDK17\u5199\u4e86\u4e00\u4e2aMCP Server\u5de5\u5177\uff0c\u76f4\u63a5\u6253\u5305\u4e3a\u53ef\u6267\u884c\u6587\u4ef6\u5b89\u88c5\u5373\u53ef\uff0c\u51cf\u5c11\u73af\u5883\u4f9d\u8d56\u5b89\u88c5\u3002<\/p>\n<h4>1.2.3 \u8fdb\u7a0b\u76f8\u5173API<sup>[3]<\/sup><\/h4>\n<p>\u8fdb\u7a0b\u7ba1\u7406\u529f\u80fd\u5f97\u5230\u4e86\u663e\u8457\u589e\u5f3a\uff0c<code>ProcessHandle<\/code>\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u529f\u80fd\u6765\u521b\u5efa\u3001\u76d1\u63a7\u548c\u7ba1\u7406\u672c\u5730\u8fdb\u7a0b\u3002\u8fd9\u4e9b\u6539\u8fdb\u4f7f\u5f97Java\u7a0b\u5e8f\u80fd\u591f\u66f4\u7075\u6d3b\u5730\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u4ea4\u4e92\uff0c\u540c\u65f6\u63d0\u4f9b\u4e86\u66f4\u8be6\u7ec6\u7684\u8fdb\u7a0b\u4fe1\u606f\u548c\u66f4\u5f3a\u5927\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u529f\u80fd\u3002<\/p>\n<p><strong>1.\u521b\u5efa\u8fdb\u7a0b<\/strong><\/p>\n<p>\u5728Java\u4e2d\uff0c\u521b\u5efa\u65b0\u8fdb\u7a0b\u901a\u5e38\u4f7f\u7528<code>ProcessBuilder<\/code>\u6216<code>Runtime.getRuntime().exec()<\/code>\u3002\u800cJava 17\u4e0a<code>ProcessHandle<\/code>\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u529f\u80fd\u6765\u7ba1\u7406\u8fd9\u4e9b\u8fdb\u7a0b\u3002<\/p>\n<pre><code>ProcessBuilder pb = new ProcessBuilder(&quot;echo&quot;, &quot;Hello World!&quot;);\nProcess p = pb.start();<\/code><\/pre>\n<p><strong>2.\u76d1\u63a7\u8fdb\u7a0b<\/strong><\/p>\n<pre><code>public class ProcessTest {\n\n  \/\/ ...\n\n  static public void startProcessesTest() throws IOException, InterruptedException {\n    List&lt;ProcessBuilder&gt; greps = new ArrayList&lt;&gt;();\n    greps.add(new ProcessBuilder(&quot;\/bin\/sh&quot;, &quot;-c&quot;, &quot;grep -c \/&quot;java\/&quot; *&quot;));\n    greps.add(new ProcessBuilder(&quot;\/bin\/sh&quot;, &quot;-c&quot;, &quot;grep -c \/&quot;Process\/&quot; *&quot;));\n    greps.add(new ProcessBuilder(&quot;\/bin\/sh&quot;, &quot;-c&quot;, &quot;grep -c \/&quot;onExit\/&quot; *&quot;));\n    ProcessTest.startSeveralProcesses (greps, ProcessTest::printGrepResults);      \n    System.out.println(&quot;\/nPress enter to continue ...\/n&quot;);\n    System.in.read();  \n  }\n\n  static void startSeveralProcesses (\n    List&lt;ProcessBuilder&gt; pBList,\n    Consumer&lt;Process&gt; onExitMethod)\n    throws InterruptedException {\n    System.out.println(&quot;Number of processes: &quot; + pBList.size());\n    pBList.stream().forEach(\n      pb -&gt; {\n        try {\n          Process p = pb.start();\n          System.out.printf(&quot;Start %d, %s%n&quot;,\n            p.pid(), p.info().commandLine().orElse(&quot;&lt;na&gt;&quot;));\n          p.onExit().thenAccept(onExitMethod);\n        } catch (IOException e) {\n          System.err.println(&quot;Exception caught&quot;);\n          e.printStackTrace();\n        }\n      }\n    );\n  }\n  \n  static void printGrepResults(Process p) {\n    System.out.printf(&quot;Exit %d, status %d%n%s%n%n&quot;,\n      p.pid(), p.exitValue(), output(p.getInputStream()));\n  }\n\n  private static String output(InputStream inputStream) {\n    String s = &quot;&quot;;\n    try (BufferedReader br = new BufferedReader(new InputStreamReader(inputStream))) {\n      s = br.lines().collect(Collectors.joining(System.getProperty(&quot;line.separator&quot;)));\n    } catch (IOException e) {\n      System.err.println(&quot;Caught IOException&quot;);\n      e.printStackTrace();\n    }\n    return s;\n  }\n\n  \/\/ ...\n}<\/code><\/pre>\n<p><strong>3.\u83b7\u53d6\u8fdb\u7a0b\u4fe1\u606f<\/strong><\/p>\n<pre><code>public static void getInfoTest() throws IOException {\n        ProcessBuilder pb = new ProcessBuilder(&quot;echo&quot;, &quot;Hello World!&quot;);\n        String na = &quot;&lt;not available&gt;&quot;;\n        Process p = pb.start();\n        ProcessHandle.Info info = p.info();\n        System.out.printf(&quot;Process ID: %s%n&quot;, p.pid());\n        System.out.printf(&quot;Command name: %s%n&quot;, info.command().orElse(na));\n        System.out.printf(&quot;Command line: %s%n&quot;, info.commandLine().orElse(na));\n\n        System.out.printf(&quot;Start time: %s%n&quot;,\n            info.startInstant().map((Instant i) -&gt; i\n                .atZone(ZoneId.systemDefault()).toLocalDateTime().toString())\n                .orElse(na));\n\n        System.out.printf(&quot;Arguments: %s%n&quot;,\n            info.arguments().map(\n                (String[] a) -&gt; Stream.of(a).collect(Collectors.joining(&quot; &quot;)))\n                .orElse(na));\n\n        System.out.printf(&quot;User: %s%n&quot;, info.user().orElse(na));\n}\n\n\u8f93\u51fa\nProcess ID: 18761\nCommand name: \/usr\/bin\/echo\nCommand line: echo Hello World!\nStart time: 2017-05-30T18:52:15.577\nArguments: &lt;not available&gt;\nUser: administrator<\/code><\/pre>\n<h4>1.2.4 AI\u5de5\u5177\u6700\u4f4e\u7248\u672c\u4e3aJDK17<\/h4>\n<p>\u6700\u8fd1\u706b\u70ed\u7684AI\u5927\u6a21\u578b\u5de5\u5177\uff0cJDK 8\u4e0d\u518d\u517c\u5bb9\uff0c\u8fd0\u884c\u7684\u6700\u4f4e\u7248\u672c\u4e3aJDK 17\uff0c\u4f8b\u5982Spring AI\u5de5\u5177\u3002<\/p>\n<h3>1.3 \u6027\u80fd\u4f18\u5316\u4e0eBug\u4fee\u590d<\/h3>\n<h4>1.3.1 \u5783\u573e\u56de\u6536\u5668\u6539\u8fdbZGC<\/h4>\n<p>ZGC\u4f5c\u4e3a\u65b0\u4e00\u4ee3\u7684\u5783\u573e\u56de\u6536\u5668\uff0c\u4e3b\u8981\u76ee\u6807\uff1a<\/p>\n<ul>\n<li>\u652f\u6301TB\u7ea7\u5185\u5b58<\/li>\n<li>\u505c\u987f\u65f6\u95f4\u63a7\u5236\u572810ms\u4e4b\u5185<\/li>\n<li>\u5bf9\u7a0b\u5e8f\u541e\u5410\u91cf\u5f71\u54cd\u5c0f\u4e8e15%<\/li>\n<\/ul>\n<p>\u636e\u5b98\u65b9\u6d4b\u8bc4\u6570\u636e\uff0c\u5728\u5185\u5b58\u4e3a128GB\u7684\u673a\u5668\u4e0a\uff0c\u76f8\u6bd4\u4e8eG1\u6765\u8bf4\uff0c\u6027\u80fd\u63d0\u9ad830%\uff0c\u505c\u987f\u65f6\u95f4\u51cf\u5c1199%\u3002<\/p>\n<h4>1.3.2 NIO \u91cd\u5199\u4e0e\u4f18\u5316<\/h4>\n<ul>\n<li><strong>\u652f\u6301Unix-Domain\u5957\u63a5\u5b57<\/strong>\uff1a\u5728JDK8\u4e0a\u5982\u679c\u60f3\u8981\u4f7f\u7528UDS\uff0c\u4e00\u822c\u4f7f\u7528Netty\u6216\u8005\u5f00\u6e90\u7684Juds\u5e93\uff0cJDK 17\u652f\u6301\u4e86\u8be5\u529f\u80fd\uff0c\u65e0\u9700\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93\uff1b<\/li>\n<li><strong>\u6587\u4ef6\u901a\u9053\u7684\u4f18\u5316<\/strong>\uff1a\u53ef\u4ee5\u5c06\u6587\u4ef6\u7684\u67d0\u4e2a\u533a\u57df\u76f4\u63a5\u6620\u5c04\u5230\u5185\u5b58\u4e2d\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u8bfb\u5199\u64cd\u4f5c\u3002\u8fd9\u79cd\u65b9\u5f0f\u5229\u7528\u4e86\u64cd\u4f5c\u7cfb\u7edf\u7684\u5185\u5b58\u6620\u5c04\u673a\u5236\uff0c\u51cf\u5c11\u4e86I\/O\u64cd\u4f5c\u7684\u5f00\u9500\uff1b<\/li>\n<li><strong>\u96f6\u62f7\u8d1d\u652f\u6301<\/strong>\uff1a\u5141\u8bb8\u6570\u636e\u76f4\u63a5\u4ece\u78c1\u76d8\u7684\u4e00\u4e2a\u4f4d\u7f6e\u590d\u5236\u5230\u53e6\u4e00\u4e2a\u4f4d\u7f6e\uff0c\u800c\u65e0\u9700\u7ecf\u8fc7\u7528\u6237\u6001\u5185\u5b58\u3002\u8fd9\u51cf\u5c11\u4e86\u6570\u636e\u5728\u7528\u6237\u6001\u548c\u5185\u6838\u6001\u4e4b\u95f4\u7684\u62f7\u8d1d\u6b21\u6570\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h4>1.3.3 Java SDK\u6a21\u5757\u5316\u8bbe\u8ba1<\/h4>\n<p>JVM\u7684\u6a21\u5757\u5316\u662fJava 9\u5f15\u5165\u7684\u4e00\u4e2a\u91cd\u8981\u7279\u6027\uff0c\u901a\u8fc7Java Platform Module System (JPMS) \u5b9e\u73b0\u3002\u8fd9\u4e00\u7279\u6027\u65e8\u5728\u89e3\u51b3Java\u5e94\u7528\u5728\u53ef\u6269\u5c55\u6027\u548c\u7ef4\u62a4\u4e0a\u7684\u95ee\u9898\uff0c\u63d0\u4f9b\u66f4\u9ad8\u7ea7\u522b\u7684\u5c01\u88c5\u548c\u4f9d\u8d56\u7ba1\u7406\u673a\u5236\u3002<\/p>\n<ul>\n<li><strong>\u51cf\u5c11\u73af\u5883\u8d44\u6e90\u5f00\u9500<\/strong>\uff1a\u5728JDK 9\u4e4b\u524d\uff0c\u6bcf\u6b21\u542f\u52a8JVM\u90fd\u8981\u8017\u8d39\u81f3\u5c1130MB\u523060MB\u7684\u5185\u5b58\u7a7a\u95f4\uff0c\u56e0\u4e3aJVM\u9700\u8981\u52a0\u8f7d\u6574\u4e2art.jar\u3002\u6a21\u5757\u5316\u5141\u8bb8JVM\u9009\u62e9\u6027\u5730\u52a0\u8f7d\u5fc5\u9700\u7684\u6a21\u5757\uff0c\u4ece\u800c\u51cf\u5c11\u5185\u5b58\u5360\u7528\u3002<\/li>\n<li><strong>\u63d0\u5347\u5f00\u53d1\u6548\u7387\u548c\u8fd0\u884c\u901f\u5ea6<\/strong>\uff1a\u968f\u7740\u4ee3\u7801\u5e93\u7684\u590d\u6742\u6027\u589e\u52a0\uff0c\u5f00\u53d1\u6548\u7387\u548c\u8fd0\u884c\u901f\u5ea6\u4f1a\u53d7\u5230\u5f71\u54cd\u3002\u6a21\u5757\u5316\u901a\u8fc7\u89c4\u8303\u5316\u8def\u5f84\u548c\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f7f\u7cfb\u7edf\u66f4\u5b89\u5168\u3001\u66f4\u9ad8\u6548\u3002<\/li>\n<li><strong>\u89c4\u8303\u5316\u8def\u5f84\u53ca\u4f9d\u8d56\u5173\u7cfb<\/strong>\uff1aJDK 9\u4e4b\u524d\uff0c\u7cfb\u7edf\u6ca1\u6709\u5bf9\u4e0d\u540cJAR\u4e4b\u95f4\u7684\u4f9d\u8d56\u6216\u654f\u611f\u8def\u5f84\u8fdb\u884c\u9650\u5236\uff0c\u5bfc\u81f4\u6240\u6709JAR\u90fd\u53ef\u4ee5\u88ab\u8bbf\u95ee\uff0c\u66b4\u9732\u4e86\u5b89\u5168\u95ee\u9898\u3002\u6a21\u5757\u5316\u901a\u8fc7\u7ba1\u7406\u6a21\u5757\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u9690\u85cf\u4e0d\u5fc5\u8981\u7684\u6a21\u5757\uff0c\u63d0\u9ad8\u4e86\u5b89\u5168\u6027\u548c\u7a7a\u95f4\u5229\u7528\u7387\u3002<\/li>\n<\/ul>\n<h4>1.3.4 Java Agent\u673a\u5236\u7684Attach Bug\u4fee\u590d<\/h4>\n<p>Java Attach Socket\u6587\u4ef6\u88ab\u5220\u9664\u540e\u4f1a\u5bfc\u81f4Java Agent\u6ce8\u5165\u5931\u8d25\uff0c\u5728JDK 8\u4e0a\u53ea\u80fd\u901a\u8fc7\u91cd\u542f\u89e3\u51b3\uff0c\u800cJDK 17\u4f1a\u91cd\u65b0\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6\u3002<\/p>\n<h4>1.3.5 \u5f39\u6027\u5143\u7a7a\u95f4<sup>[4]<\/sup><\/h4>\n<p>\u66f4\u53ca\u65f6\u5730\u5c06\u672a\u4f7f\u7528\u7684\u5143\u7a7a\u95f4\u5185\u5b58\u56de\u6536\uff0c\u51cf\u5c11\u5143\u7a7a\u95f4\u5360\u7528\u7684\u5185\u5b58\u3002<\/p>\n<h2>2. JDK17+ZGC\u5728\u5b89\u5168\u9886\u57df\u7684\u5b9e\u8df5<\/h2>\n<h3>2.1 \u7f8e\u56e2JDK\u7684\u73b0\u72b6<\/h3>\n<p>\u5728\u7f8e\u56e2\u4fe1\u606f\u5b89\u5168\u90e8\uff0cJDK8\uff08Oracle JDK8u201\uff09\u4f9d\u7136\u662f\u4e3b\u6d41\u7248\u672c\uff0c\u5176\u6b21\u662fOpen JDK17\uff0c\u5269\u4e0b\u4e3aOpen JDK 11\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792307\" alt=\"\" title=\"\"><\/p>\n<h3>2.2 ZGC\u9002\u7528\u573a\u666f<\/h3>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792308\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<ul>\n<li>\u670d\u52a1\u5668\u6210\u672c\u538b\u529b\u5927\uff1a\u670d\u52a1\u5668\u6570\u91cf\u5927\u4e8e100\u53f0\u3001\u5355\u673a\u914d\u7f6e\u5927\u4e8e16C16G\u3001Java\u5806\u5185\u5b58\u8d85\u8fc716G\u7b49\u3002<\/li>\n<li>\u5355\u673aCPU\u9ad8\uff1a\u5cf0\u503c\u5927\u7ea6\u572850%<\/li>\n<\/ul>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792309\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<ul>\n<li>\u6027\u80fd\u706b\u7130\u56fe\u4e2dGC\u5360\u6bd4\u9ad8<\/li>\n<li>\u9ad8\u5cf0\u671f\u6545\u969c\u96f7\u8fbe\u3001\u76d1\u63a7\u5927\u76d8\u548c\u670d\u52a1\u65e5\u5fd7\u7b49\u544a\u8b66\u9891\u7e41<\/li>\n<\/ul>\n<h3>2.3 ZGC\u6548\u679c<\/h3>\n<h4>2.3.1 \u6027\u80fd\u538b\u6d4b\u6548\u679c<\/h4>\n<p>\u5728\u6d4b\u8bd5\u670d\u52a1\u4e0d\u540c\u63a5\u53e3\u4e2d\uff0cZGC\u5728\u9ad8QPS\u573a\u666f\u4e2d\u6536\u76ca\u8f83\u5927\uff08\u670d\u52a1\u7684QPS\u8d85\u8fc71\u4e07\uff09\uff1a<\/p>\n<ul>\n<li><strong>TP9999<\/strong>\uff1a\u4e0b\u964d220~380ms\uff0c\u4e0b\u964d\u5e45\u5ea618%~74%\u3002<\/li>\n<li><strong>TP999<\/strong>\uff1a\u4e0b\u964d60-125ms\uff0c\u4e0b\u964d\u5e45\u5ea610%~63%\u3002<\/li>\n<li><strong>TP99<\/strong>\uff1a\u4e0b\u964d 3ms-20ms\uff0c\u4e0b\u964d\u5e45\u5ea60%-25%\u3002<\/li>\n<\/ul>\n<p>\u4e00\u4e9b\u91cd\u5ea6\u4f9d\u8d56\u5916\u90e8\u7684\u63a5\u53e3\u4e2d\u6027\u80fd\u4f18\u5316\u4e0d\u5927\uff0c\u539f\u56e0\u662f\u8fd9\u4e9b\u670d\u52a1\u7684\u54cd\u5e94\u65f6\u95f4\u74f6\u9888\u4e0d\u662fGC\uff0c\u800c\u662f\u5916\u90e8\u4f9d\u8d56\u7684\u6027\u80fd\uff0c\u5728\u4e00\u4e9b\u4f4eQPS\u63a5\u53e3\u4e2d\u5bf9\u6bd4\u4e0d\u592a\u660e\u663e\u3002<\/p>\n<h4>2.3.2 \u6848\u4f8b1\uff1a\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\uff08JDK 11+ZGC \u5347\u7ea7\u5230JDK 17+ZGC\uff09<\/h4>\n<p><strong>\u5cf0\u503ccpu.busy\u6307\u6807\u4e0b\u964d<\/strong><\/p>\n<p>\u5347\u7ea7\u524d: 47.8565%<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792310\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u5347\u7ea7\u540e: 41.4933%<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792311\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><strong>\u7cfb\u7edf\u957f\u671f\u8fd0\u884c\u65f6TP9999\u6027\u80fd\u7a33\u5b9a<\/strong><\/p>\n<p>\u8fd0\u884c15\u5929\uff0cJDK11\u673a\u5668\u957f\u65f6\u95f4\u4e0d\u91cd\u542f\u4e09\u4e5d\u3001\u56db\u4e5d\u7ebf\u4f1a\u9010\u6e10\u5347\u9ad8\uff0cJDK 17\u673a\u5668\u8f83\u4e3a\u7a33\u5b9a\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792312\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><strong>\u670d\u52a1\u5931\u8d25\u7387\u663e\u8457\u964d\u4f4e<\/strong><\/p>\n<p>UGC\u96c6\u7fa4\u5347\u7ea7\u6548\u679c\uff1a\u9519\u8bef\u6570\u91cf\u7531\u5cf0\u503c6000\u4e0b\u964d\u5230349\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792313\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><strong>JVM\u5143\u7a7a\u95f4\u4f7f\u7528\u964d\u4f4e<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792314\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p><strong>\u5355\u673a\u7ef4\u5ea6\u9ad8\u5cf0\u671f\u6027\u80fd\u6307\u6807<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792315\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h4>2.3.3 \u6848\u4f8b2\uff1a\u5185\u5bb9\u5b89\u5168\u6838\u5fc3\u670d\u52a1 (JDK 8+CMS\u5347\u7ea7\u5230JDK 17+ZGC\uff09<\/h4>\n<p>\u8be5\u670d\u52a1\u662f\u5185\u5bb9\u5b89\u5168\u7684\u4ee3\u7406\u5c42\uff0c\u4e3b\u8981\u8d1f\u8d23\u5339\u914d\u8bf7\u6c42\u7684\u5206\u53d1\u3001\u8f85\u52a9\u529f\u80fd\u652f\u6491\uff08\u65e5\u5fd7\u3001\u76d1\u63a7\u3001\u7194\u65ad\uff09\u4ee5\u53ca\u4e00\u4e9b\u4e2a\u6027\u5316\u4e1a\u52a1\u9700\u6c42\u3002\u5f53\u524d\u8be5\u670d\u52a1GC\u662fCMS\uff0c\u8be5\u670d\u52a1\u7ebf\u4e0a\u7684Young GC\u5e73\u5747\u8017\u65f6\u662f17ms\uff0c\u5e73\u5747\u6bcf\u5206\u949fGC\u6b21\u6570\u662f6\u6b21\uff0c\u8be5\u670d\u52a1\u63a5\u53e3\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u662f2.6ms\u3002<\/p>\n<p>\u6839\u636e\u6587\u7ae0\u300a<a href=\"https:\/\/link.segmentfault.com\/?enc=CCYmfjScgDJmiH5Rs3opnQ%3D%3D.4XVisyjLGSHFXggraxyvICZoNPy%2BA6CoNVgWLZTchSjhImQWcr%2FcKhKSDYQb1dKzjA73whdy5sSgV5%2BtwlcPWA%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u4ece\u5b9e\u9645\u6848\u4f8b\u804a\u804aJava\u5e94\u7528\u7684GC\u4f18\u5316<\/a>\u300b\u4e2d\u63d0\u4f9b\u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u53d7\u5230Young GC\u5f71\u54cd\u7684\u8bf7\u6c42\u5360\u6bd4\u662f\uff1a<\/p>\n<p>$$\u53d7GC\u5f71\u54cd\u8bf7\u6c42\u5360\u6bd4 = \/frac{N * \/left ( GC\u65f6\u95f4 + \u63a5\u53e3\u54cd\u5e94\u65f6\u95f4 \/right ) }{T}  = \/frac{6 * \/left ( 17 + 2.6 \/right ) }{60000} = 0.196\/%$$<\/p>\n<p>\u5373\u67090.196%\u7684\u8bf7\u6c42\u6536\u5230GC\u65f6\u95f40-17ms\u4e0d\u7b49\u7684\u5f71\u54cd\u3002\u5176\u4e2d\u6536\u5230GC\u505c\u987f\u5b8c\u6574\u5f71\u54cd\u7684\u8bf7\u6c42\u5360\u6bd4\uff1a<\/p>\n<p>$$\u53d7GC\u5b8c\u6574\u5f71\u54cd\u8bf7\u6c42\u5360\u6bd4 = \/frac{N * \/left (\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4 \/right ) }{T}  = \/frac{6 * 2.6}{60000} = 0.026\/%$$<\/p>\n<p>\u5373\u5176\u4e2d\u67090.026%\u7684\u8bf7\u6c42\u53d7\u5230\u5b8c\u6574\u7684GC\u505c\u987f\u65f6\u95f4\u5f71\u54cd\uff0c\u5373\u8017\u65f6\u589e\u52a017ms\uff0c\u53ef\u4ee5\u5927\u81f4\u7406\u89e3\u4e3a\u8bf7\u6c42\u54cd\u5e94\u76849999\u7ebf\u4f1a\u56e0GC\u505c\u987f\u800c\u5bfc\u81f417ms\u7684\u4e0a\u6da8\u3002<\/p>\n<p>\u6839\u636eZGC\u7684STW\u7684\u8017\u65f6\u5728\u6beb\u79d2\u751a\u81f3\u4e9a\u6beb\u79d2\u7ea7\u522b\uff0c\u56e0\u6b64\u7406\u8bba\u4e0a\u5347\u7ea7\u540e\u670d\u52a1\u76849999\u7ebf\u53ef\u4ee5\u964d\u4f4e17ms\u5de6\u53f3\u3002\u5728\u5b9e\u9645\u751f\u4ea7\u4e2d\uff0c\u8fd8\u4f1a\u6709Full GC\u7684\u5f71\u54cd\uff0c\u4f1a\u5e26\u6765\u8017\u65f6\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\uff0cZGC\u5728\u8be5\u90e8\u5206\u53ef\u4ee5\u907f\u514dFull GC\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u670d\u52a1\u5347\u7ea7\u91c7\u7528\u7684\u662fTomcat 9+JDK 17\u7684\u914d\u7f6e\uff0c\u5f55\u5236\u7ebf\u4e0a\u6d41\u91cf\u8fdb\u884c\u538b\u6d4b\uff0c\u4f7f\u7528\u540c\u6837\u7684\u6d41\u91cf\u5bf9\u5148\u524d\u91c7\u7528CMS\u5783\u573e\u56de\u6536\u7684\u4ee5\u53ca\u91c7\u7528ZGC\u5783\u573e\u56de\u6536\u65b9\u5f0f\u7684\u540c\u65f6\u8fdb\u884c\u538b\u6d4b\u3002\u670d\u52a1\u5668\u914d\u7f6e\u5747\u4e3a8C16G\uff0c800QPS\u7684\u538b\u6d4b\uff0c\u901a\u8fc72h\u5de6\u53f3\u7684\u538b\u6d4b\uff0c<\/p>\n<p><strong>\u5206\u6790\u63a5\u53e3\u8017\u65f6\u7edf\u8ba1<\/strong>\uff1a\u53ef\u5f97\u5230\u4ee5\u4e0b\u6570\u636e\uff0c\u53d1\u73b0\u8017\u65f6\u5747\u6709\u660e\u663e\u4e0b\u964d\uff0c9999\u7ebf\u7684\u4e0b\u964d\u91cf\u4f4e\u4e8e\u7406\u8bba\u768417ms\uff0c\u7531\u4e8e\u5b9e\u9645\u73af\u5883\u4e2d\u5176\u4ed6\u56e0\u7d20\u7684\u5f71\u54cd\u4e5f\u57fa\u672c\u7b26\u5408\u9884\u671f\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792316\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u5206\u6790CPU\u548cJVM\u5360\u7528\u60c5\u51b5\uff1aCPU\u548cJVM\u5360\u7528\u60c5\u51b5\u53d1\u73b0\uff0cCPU\u5360\u7528\u5728\u5cf0\u503c\u5904\u4f1a\u63d0\u534710%\u5de6\u53f3\uff0cJVM\u5360\u7528\u60c5\u51b5\u57fa\u672c\u4e00\u81f4\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792317\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h3>2.4 ZGC\u5b9e\u73b0\u539f\u7406\u7b80\u4ecb<\/h3>\n<blockquote><p>\u66f4\u591a\u8be6\u60c5\uff0c\u53ef\u53c2\u8003\u300a<a href=\"https:\/\/link.segmentfault.com\/?enc=n0TwwHlJTYOVMQpA4bYzhw%3D%3D.ten2yfibqnjiP6pptTYLTMZ5r4DxCNewDAfYFqVDzziBWgBIgys65ORA5us53NnyxFAnSIQmliXipdDiRW%2F9F78v6xVlIcXgVSBfDqMvgTA%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u65b0\u4e00\u4ee3\u5783\u573e\u56de\u6536\u5668ZGC\u7684\u63a2\u7d22\u4e0e\u5b9e\u8df5<\/a>\u300b\u4e00\u6587\u3002<\/p><\/blockquote>\n<h4>2.4.1 CMS\u4e0eG1\u505c\u987f\u65f6\u95f4\u74f6\u9888<\/h4>\n<p>\u5728\u4ecb\u7ecdZGC\u4e4b\u524d\uff0c\u9996\u5148\u56de\u987e\u4e00\u4e0bCMS\u548cG1\u7684GC\u8fc7\u7a0b\u4ee5\u53ca\u505c\u987f\u65f6\u95f4\u7684\u74f6\u9888\u3002CMS\u65b0\u751f\u4ee3\u7684Young GC\u3001G1\u548cZGC\u90fd\u57fa\u4e8e\u6807\u8bb0-\u590d\u5236\u7b97\u6cd5\uff0c\u4f46\u7b97\u6cd5\u5177\u4f53\u5b9e\u73b0\u7684\u4e0d\u540c\u5c31\u5bfc\u81f4\u4e86\u5de8\u5927\u7684\u6027\u80fd\u5dee\u5f02\u3002<\/p>\n<p>\u6807\u8bb0-\u590d\u5236\u7b97\u6cd5\u5e94\u7528\u5728CMS\u65b0\u751f\u4ee3\uff08ParNew\u662fCMS\u9ed8\u8ba4\u7684\u65b0\u751f\u4ee3\u5783\u573e\u56de\u6536\u5668\uff09\u548cG1\u5783\u573e\u56de\u6536\u5668\u4e2d\u3002\u6807\u8bb0-\u590d\u5236\u7b97\u6cd5\u53ef\u4ee5\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li><strong>\u6807\u8bb0\u9636\u6bb5<\/strong>\uff0c\u5373\u4eceGC Roots\u96c6\u5408\u5f00\u59cb\uff0c\u6807\u8bb0\u6d3b\u8dc3\u5bf9\u8c61\uff1b<\/li>\n<li><strong>\u8f6c\u79fb\u9636\u6bb5<\/strong>\uff0c\u5373\u628a\u6d3b\u8dc3\u5bf9\u8c61\u590d\u5236\u5230\u65b0\u7684\u5185\u5b58\u5730\u5740\u4e0a\uff1b<\/li>\n<li><strong>\u91cd\u5b9a\u4f4d\u9636\u6bb5<\/strong>\uff0c\u56e0\u4e3a\u8f6c\u79fb\u5bfc\u81f4\u5bf9\u8c61\u7684\u5730\u5740\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u5728\u91cd\u5b9a\u4f4d\u9636\u6bb5\uff0c\u6240\u6709\u6307\u5411\u5bf9\u8c61\u65e7\u5730\u5740\u7684\u6307\u9488\u90fd\u8981\u8c03\u6574\u5230\u5bf9\u8c61\u65b0\u7684\u5730\u5740\u4e0a\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u4ee5G1\u4e3a\u4f8b\uff0c\u901a\u8fc7G1\u4e2d\u6807\u8bb0-\u590d\u5236\u7b97\u6cd5\u8fc7\u7a0b\uff08G1\u7684Young GC\u548cMixed GC\u5747\u91c7\u7528\u8be5\u7b97\u6cd5\uff09\uff0c\u5206\u6790G1\u505c\u987f\u8017\u65f6\u7684\u4e3b\u8981\u74f6\u9888\u3002G1\u5783\u573e\u56de\u6536\u5468\u671f\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792318\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>G1\u7684\u6df7\u5408\u56de\u6536\u8fc7\u7a0b\u53ef\u4ee5\u5206\u4e3a\u6807\u8bb0\u9636\u6bb5\u3001\u6e05\u7406\u9636\u6bb5\u548c\u590d\u5236\u9636\u6bb5\uff1a<\/p>\n<p><strong>\u6807\u8bb0\u9636\u6bb5\u505c\u987f\u5206\u6790<\/strong><\/p>\n<ul>\n<li><strong>\u521d\u59cb\u6807\u8bb0\u9636\u6bb5<\/strong>\uff1a\u521d\u59cb\u6807\u8bb0\u9636\u6bb5\u662f\u6307\u4ece\u6839\u8282\u70b9\uff08GC Roots\uff09\u51fa\u53d1\u6807\u8bb0\u5168\u90e8\u76f4\u63a5\u5b50\u8282\u70b9\u7684\u8fc7\u7a0b\uff0c\u8be5\u9636\u6bb5\u662fSTW\u7684\u3002\u7531\u4e8eGC Roots\u6570\u91cf\u4e0d\u591a\uff0c\u901a\u5e38\u8be5\u9636\u6bb5\u8017\u65f6\u975e\u5e38\u77ed\u3002<\/li>\n<li><strong>\u5e76\u53d1\u6807\u8bb0\u9636\u6bb5<\/strong>\uff1a\u5e76\u53d1\u6807\u8bb0\u9636\u6bb5\u662f\u6307\u4eceGC Roots\u5f00\u59cb\u5bf9\u5806\u4e2d\u5bf9\u8c61\u8fdb\u884c\u53ef\u8fbe\u6027\u5206\u6790\uff0c\u627e\u51fa\u5b58\u6d3b\u5bf9\u8c61\u3002\u8be5\u9636\u6bb5\u662f\u5e76\u53d1\u7684\uff0c\u5373\u5e94\u7528\u7ebf\u7a0b\u548cGC\u7ebf\u7a0b\u53ef\u4ee5\u540c\u65f6\u6d3b\u52a8\u3002\u5e76\u53d1\u6807\u8bb0\u8017\u65f6\u76f8\u5bf9\u957f\u5f88\u591a\uff0c\u4f46\u56e0\u4e3a\u4e0d\u662fSTW\uff0c\u6240\u4ee5\u6211\u4eec\u4e0d\u592a\u5173\u5fc3\u8be5\u9636\u6bb5\u8017\u65f6\u7684\u957f\u77ed\u3002<\/li>\n<li><strong>\u518d\u6807\u8bb0\u9636\u6bb5<\/strong>\uff1a\u91cd\u65b0\u6807\u8bb0\u90a3\u4e9b\u5728\u5e76\u53d1\u6807\u8bb0\u9636\u6bb5\u53d1\u751f\u53d8\u5316\u7684\u5bf9\u8c61\u3002\u8be5\u9636\u6bb5\u662fSTW\u7684\u3002<\/li>\n<\/ul>\n<p><strong>\u6e05\u7406\u9636\u6bb5\u505c\u987f\u5206\u6790<\/strong><\/p>\n<ul>\n<li>\u6e05\u7406\u9636\u6bb5\u6e05\u70b9\u51fa\u6709\u5b58\u6d3b\u5bf9\u8c61\u7684\u5206\u533a\u548c\u6ca1\u6709\u5b58\u6d3b\u5bf9\u8c61\u7684\u5206\u533a\uff0c\u8be5\u9636\u6bb5\u4e0d\u4f1a\u6e05\u7406\u5783\u573e\u5bf9\u8c61\uff0c\u4e5f\u4e0d\u4f1a\u6267\u884c\u5b58\u6d3b\u5bf9\u8c61\u7684\u590d\u5236\u3002\u8be5\u9636\u6bb5\u662fSTW\u7684\u3002<\/li>\n<\/ul>\n<p><strong>\u590d\u5236\u9636\u6bb5\u505c\u987f\u5206\u6790<\/strong><\/p>\n<ul>\n<li>\u590d\u5236\u7b97\u6cd5\u4e2d\u7684\u8f6c\u79fb\u9636\u6bb5\u9700\u8981\u5206\u914d\u65b0\u5185\u5b58\u548c\u590d\u5236\u5bf9\u8c61\u7684\u6210\u5458\u53d8\u91cf\u3002\u8f6c\u79fb\u9636\u6bb5\u662fSTW\u7684\uff0c\u5176\u4e2d\u5185\u5b58\u5206\u914d\u901a\u5e38\u8017\u65f6\u975e\u5e38\u77ed\uff0c\u4f46\u5bf9\u8c61\u6210\u5458\u53d8\u91cf\u7684\u590d\u5236\u8017\u65f6\u6709\u53ef\u80fd\u8f83\u957f\uff0c\u8fd9\u662f\u56e0\u4e3a\u590d\u5236\u8017\u65f6\u4e0e\u5b58\u6d3b\u5bf9\u8c61\u6570\u91cf\u4e0e\u5bf9\u8c61\u590d\u6742\u5ea6\u6210\u6b63\u6bd4\u3002\u5bf9\u8c61\u8d8a\u590d\u6742\uff0c\u590d\u5236\u8017\u65f6\u8d8a\u957f\u3002<\/li>\n<\/ul>\n<p>\u56db\u4e2aSTW\u8fc7\u7a0b\u4e2d\uff0c\u521d\u59cb\u6807\u8bb0\u56e0\u4e3a\u53ea\u6807\u8bb0GC Roots\uff0c\u8017\u65f6\u8f83\u77ed\u3002\u518d\u6807\u8bb0\u56e0\u4e3a\u5bf9\u8c61\u6570\u5c11\uff0c\u8017\u65f6\u4e5f\u8f83\u77ed\u3002\u6e05\u7406\u9636\u6bb5\u56e0\u4e3a\u5185\u5b58\u5206\u533a\u6570\u91cf\u5c11\uff0c\u8017\u65f6\u4e5f\u8f83\u77ed\u3002\u8f6c\u79fb\u9636\u6bb5\u8981\u5904\u7406\u6240\u6709\u5b58\u6d3b\u7684\u5bf9\u8c61\uff0c\u8017\u65f6\u4f1a\u8f83\u957f\u3002\u56e0\u6b64\uff0cG1\u505c\u987f\u65f6\u95f4\u7684\u74f6\u9888\u4e3b\u8981\u662f\u6807\u8bb0-\u590d\u5236\u4e2d\u7684\u8f6c\u79fb\u9636\u6bb5STW\u3002\u4e3a\u4ec0\u4e48\u8f6c\u79fb\u9636\u6bb5\u4e0d\u80fd\u548c\u6807\u8bb0\u9636\u6bb5\u4e00\u6837\u5e76\u53d1\u6267\u884c\u5462\uff1f\u4e3b\u8981\u662fG1\u672a\u80fd\u89e3\u51b3\u8f6c\u79fb\u8fc7\u7a0b\u4e2d\u51c6\u786e\u5b9a\u4f4d\u5bf9\u8c61\u5730\u5740\u7684\u95ee\u9898\u3002<\/p>\n<h4>2.4.2 ZGC\u539f\u7406<\/h4>\n<p>\u4e0eCMS\u4e2d\u7684ParNew\u548cG1\u7c7b\u4f3c\uff0cZGC\u4e5f\u91c7\u7528\u6807\u8bb0-\u590d\u5236\u7b97\u6cd5\uff0c\u4e0d\u8fc7ZGC\u5bf9\u8be5\u7b97\u6cd5\u505a\u4e86\u91cd\u5927\u6539\u8fdb\uff1a<strong>ZGC\u5728\u6807\u8bb0\u3001\u8f6c\u79fb\u548c\u91cd\u5b9a\u4f4d\u9636\u6bb5\u51e0\u4e4e\u90fd\u662f\u5e76\u53d1\u7684<\/strong>\uff0c\u8fd9\u662fZGC\u5b9e\u73b0\u505c\u987f\u65f6\u95f4\u5c0f\u4e8e10ms\u76ee\u6807\u7684\u6700\u5173\u952e\u539f\u56e0\u3002<\/p>\n<p>ZGC\u5783\u573e\u56de\u6536\u5468\u671f\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792319\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>ZGC\u53ea\u6709\u4e09\u4e2aSTW\u9636\u6bb5\uff1a<strong>\u521d\u59cb\u6807\u8bb0\uff0c\u518d\u6807\u8bb0\uff0c\u521d\u59cb\u8f6c\u79fb<\/strong>\u3002\u5176\u4e2d\uff0c\u521d\u59cb\u6807\u8bb0\u548c\u521d\u59cb\u8f6c\u79fb\u5206\u522b\u90fd\u53ea\u9700\u8981\u626b\u63cf\u6240\u6709GC Roots\uff0c\u5176\u5904\u7406\u65f6\u95f4\u548cGC Roots\u7684\u6570\u91cf\u6210\u6b63\u6bd4\uff0c\u4e00\u822c\u60c5\u51b5\u8017\u65f6\u975e\u5e38\u77ed\uff1b\u518d\u6807\u8bb0\u9636\u6bb5STW\u65f6\u95f4\u5f88\u77ed\uff0c\u6700\u591a1ms\uff0c\u8d85\u8fc71ms\u5219\u518d\u6b21\u8fdb\u5165\u5e76\u53d1\u6807\u8bb0\u9636\u6bb5\u3002\u5373\uff0cZGC\u51e0\u4e4e\u6240\u6709\u6682\u505c\u90fd\u53ea\u4f9d\u8d56\u4e8eGC Roots\u96c6\u5408\u5927\u5c0f\uff0c\u505c\u987f\u65f6\u95f4\u4e0d\u4f1a\u968f\u7740\u5806\u7684\u5927\u5c0f\u6216\u8005\u6d3b\u8dc3\u5bf9\u8c61\u7684\u5927\u5c0f\u800c\u589e\u52a0\u3002\u4e0eZGC\u5bf9\u6bd4\uff0cG1\u7684\u8f6c\u79fb\u9636\u6bb5\u5b8c\u5168STW\u7684\uff0c\u4e14\u505c\u987f\u65f6\u95f4\u968f\u5b58\u6d3b\u5bf9\u8c61\u7684\u5927\u5c0f\u589e\u52a0\u800c\u589e\u52a0\u3002<\/p>\n<h4>2.4.3 \u4e3b\u8981\u7279\u70b9<\/h4>\n<ul>\n<li><strong>\u5355\u4ee3<\/strong>\uff1aZGC\u6ca1\u6709\u5206\u4ee3\uff0c\u57fa\u4e8e\u201c\u5927\u90e8\u5206\u5bf9\u8c61\u671d\u751f\u5915\u6b7b\u201d\u7684\u5047\u8bbe\uff0c\u6ca1\u6709Young GC\u7684\u6982\u5ff5\uff08\u8fd9\u91cc\u4ec5\u6307JDK 17\uff0cJDK 21\u652f\u6301\u5206\u4ee3\u56de\u6536\uff0c\u6027\u80fd\u66f4\u9ad8\uff09\u3002<\/li>\n<li><strong>\u57fa\u4e8eRegion<\/strong>\uff1a G1\u7684\u6bcf\u4e2aRegion\u5927\u5c0f\u662f\u5b8c\u5168\u4e00\u6837\u7684\uff0c\u800cZGC\u7684Region\u66f4\u7075\u6d3b\uff0c\u5176\u4e2d\u5927\u578bRegion\u5927\u5c0f\u4e0d\u56fa\u5b9a,\u53ef\u4ee5\u52a8\u6001\u53d8\u5316\uff0c\u4e5f\u4e0d\u4f1a\u88ab\u91cd\u5206\u914d\uff0c\u56e0\u4e3a\u590d\u5236\u4e00\u4e2a\u5927\u5bf9\u8c61\u4ee3\u4ef7\u592a\u9ad8\u3002<\/li>\n<li><strong>\u90e8\u5206\u538b\u7f29<\/strong>\uff1a \u57fa\u4e8eRegion\uff0c\u201c\u6807\u8bb0-\u6574\u7406\u201d\uff0c\u76f8\u5bf9CMS\u538b\u7f29\u65f6\u95f4\u66f4\u77ed\u3002<\/li>\n<li><strong>\u652f\u6301NUMA<\/strong>\uff1a \u5bf9\u5e94\u6709UMA\uff0c\u6bcf\u4e2aCPU\u5bf9\u5e94\u6709\u4e00\u5757\u5185\u5b58\uff0c\u6bcf\u4e2aCPU\u4f18\u5148\u8bbf\u95ee\u8fd9\u5757\u5185\u5b58\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792320\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<ul>\n<li><strong>\u67d3\u8272\u6307\u9488<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046792321\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u4ee5\u524d\u7684\u5783\u573e\u56de\u6536\u5668\u7684GC\u4fe1\u606f\u90fd\u4fdd\u5b58\u5728\u5bf9\u8c61\u5934\u4e2d\uff0cZGC\u5c06GC \u4fe1\u606f\u4fdd\u5b58\u5728\u4e86\u67d3\u8272\u6307\u9488\u4e0a,\u65e0\u9700\u8fdb\u884c\u5bf9\u8c61\u8bbf\u95ee\u5c31\u53ef\u4ee5\u83b7\u5f97GC \u4fe1\u606f\u3002\u8fd9\u5c31\u662fZGC\u5728\u6807\u8bb0\u548c\u8f6c\u79fb\u9636\u6bb5\u901f\u5ea6\u66f4\u5feb\u7684\u539f\u56e0\u3002Marked0\u3001Marked1\u548cRemapped\u8fd9\u4e09\u4e2a\u865a\u62df\u5185\u5b58\u4f5c\u4e3aZGC\u7684\u4e09\u4e2a\u89c6\u56fe\u7a7a\u95f4\uff0c\u5728\u540c\u4e00\u4e2a\u65f6\u95f4\u70b9\u5185\u53ea\u80fd\u6709\u4e00\u4e2a\u6709\u6548\u3002ZGC\u5c31\u662f\u901a\u8fc7\u8fd9\u4e09\u4e2a\u89c6\u56fe\u7a7a\u95f4\u7684\u5207\u6362\uff0c\u6765\u5b8c\u6210\u5e76\u53d1\u7684\u5783\u573e\u56de\u6536\u3002<\/p>\n<ul>\n<li>\u8bfb\u5c4f\u969c<\/li>\n<\/ul>\n<p>\u8bfb\u5c4f\u969c\uff0c\u5728\u6807\u8bb0\u548c\u79fb\u52a8\u5bf9\u8c61\u7684\u9636\u6bb5\uff0c\u6bcf\u6b21\u4ece\u5806\u91cc\u5bf9\u8c61\u7684\u5f15\u7528\u7c7b\u578b\u4e2d\u8bfb\u53d6\u4e00\u4e2a\u6307\u9488\u7684\u65f6\u5019\uff0c\u90fd\u9700\u8981\u52a0\u4e0a\u4e00\u4e2aLoad Barriers\u3002\u7528\u4e8e\u786e\u5b9a\u5bf9\u8c61\u7684\u5f15\u7528\u5730\u5740\u662f\u5426\u6ee1\u8db3\u6761\u4ef6\uff0c\u5e76\u4f5c\u51fa\u76f8\u5e94\u52a8\u4f5c\u3002<\/p>\n<h2>3. JDK 17\u5347\u7ea7\u5b9e\u8df5\u8fc7\u7a0b<\/h2>\n<p>\u4e3b\u8981\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u5b89\u88c5\u90e8\u7f72\u3001\u89e3\u51b3\u517c\u5bb9\u6027\u95ee\u9898\u3001\u6027\u80fd\u6d4b\u8bd5\u4e0e\u53c2\u6570\u4f18\u5316\u3002<\/p>\n<blockquote><p>\u5982\u679c\u516c\u53f8\u7684\u4e2d\u95f4\u4ef6\u5927\u90e8\u5206\u57fa\u4e8eJDK 8\uff0c\u5de5\u7a0b\u4ee3\u7801\u7f16\u8bd1\u53ef\u4ee5\u57fa\u4e8eJDK 8\uff0c\u8fd0\u884c\u73af\u5883\u4f7f\u7528JDK 17\u3002<\/p><\/blockquote>\n<h3>3.1 \u5b89\u88c5\u4e0e\u517c\u5bb9\u6027\u95ee\u9898<\/h3>\n<p><strong>1.\u4e3b\u8981\u7684\u95ee\u9898\u4e3e\u4f8b<\/strong><\/p>\n<p>JVM\u8fd0\u884c\u7684\u62a5\u9519\u4fe1\u606f\uff1amodule java.base does not &#8220;opens java.util.concurrent.locks&#8221; to unnamed module<\/p>\n<pre><code>[ERROR] main JsonUtil Json parse failed\njava.lang.reflect.InaccessibleObjectException: Unable to make field private final java.util.concurrent.locks.ReentrantReadWriteLock$ReadLock java.util.concurrent.locks.ReentrantReadWriteLock.readerLock accessible: module java.base does not &quot;opens java.util.concurrent.locks&quot; to unnamed module @1ba9117e\n    at java.base\/java.lang.reflect.AccessibleObject.checkCanSetAccessible(AccessibleObject.java:354)\n    at java.base\/java.lang.reflect.AccessibleObject.checkCanSetAccessible(AccessibleObject.java:297)\n    at java.base\/java.lang.reflect.Field.checkCanSetAccessible(Field.java:178)\n    at java.base\/java.lang.reflect.Field.setAccessible(Field.java:172)\n    at com.fasterxml.jackson.databind.util.ClassUtil.checkAndFixAccess(ClassUtil.java:939)\n    at com.fasterxml.jackson.databind.deser.impl.FieldProperty.fixAccess(FieldProperty.java:104)<\/code><\/pre>\n<p><strong>2.\u539f\u56e0<\/strong>\uff1aJDK9\u4e4b\u540eJava API\u4f7f\u7528\u4e86\u6a21\u5757\u5316\u8bbe\u8ba1\u65b9\u6848\uff0c\u7528\u6237\u6a21\u5757\u65e0\u6cd5\u53cd\u5c04\u8c03\u7528Java\u4ee3\u7801\uff0c\u9700\u8981\u4f7f\u7528\u5f00\u542f\u5bf9\u5e94\u6a21\u5757\u8bbf\u95ee\u6743\u9650\uff08\u6ca1\u6709\u5f15\u5165\u65b0\u7684\u5b89\u5168\u95ee\u9898\uff0c\u76f8\u5f53\u4e8e\u6ca1\u6709\u7528\u6a21\u5757\u9694\u79bb\u7684\u529f\u80fd\uff09\u3002<\/p>\n<p><strong>3.\u89e3\u51b3\u65b9\u5f0f<\/strong>\uff1a\u3000JVM\u53c2\u6570\u589e\u52a0\u5982\u4e0b\uff1a<\/p>\n<pre><code>--add-opens java.base\/java.lang=ALL-UNNAMED --add-opens java.base\/java.io=ALL-UNNAMED --add-opens java.base\/java.math=ALL-UNNAMED --add-opens java.base\/java.net=ALL-UNNAMED --add-opens java.base\/java.nio=ALL-UNNAMED --add-opens java.base\/java.security=ALL-UNNAMED --add-opens java.base\/java.text=ALL-UNNAMED --add-opens java.base\/java.time=ALL-UNNAMED --add-opens java.base\/java.util=ALL-UNNAMED --add-opens java.base\/java.util.concurrent=ALL-UNNAMED --add-opens java.base\/java.util.concurrent.locks=ALL-UNNAMED --add-opens java.base\/java.util.concurrent.atomic=ALL-UNNAMED --add-opens java.base\/jdk.internal.access=ALL-UNNAMED --add-opens java.base\/jdk.internal.misc=ALL-UNNAMED<\/code><\/pre>\n<p>\u5176\u4ed6\u8f6f\u4ef6\u7b49\u517c\u5bb9\u6027\u95ee\u9898\uff0c\u6839\u636e\u81ea\u8eab\u670d\u52a1\u62a5\u9519\uff0c\u5bf9\u5e94\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<h3>3.2 \u6027\u80fd\u538b\u6d4b<\/h3>\n<ul>\n<li><strong>\u57fa\u51c6<\/strong>\uff1a JDK 8+CMS<\/li>\n<li><strong>\u538b\u6d4b<\/strong>\uff1a\u5b9e\u9a8c\u7ec4\u548c\u5bf9\u7167\u7ec4\u538b\u6d4b\u540e\u91cd\u542f\u907f\u514d\u6027\u80fd\u4f18\u5316\u4e3a\u7ed3\u679c\u5f71\u54cd\u5e76\u53d6\u5e73\u5747\u503c<\/li>\n<li><strong>\u6307\u6807\u76d1\u63a7<\/strong>\uff1a \u5cf0\u503cCPU\u3001\u5e73\u5747CPU\u3001TP9999\u3001\u62a5\u9519\u6570\u91cf\u3001GC\u603b\u65f6\u95f4\u548c\u6b21\u6570\u3001JVM\u5806\u5185\u5b58\u548c\u5143\u7a7a\u95f4\u53d8\u5316\u7b49<\/li>\n<li><strong>\u5176\u4ed6<\/strong>\uff1a\u6027\u80fd\u706b\u7130\u56fe<\/li>\n<\/ul>\n<h3>3.3 JVM\u53c2\u6570<\/h3>\n<ul>\n<li>-Xmx18g -Xms18g \u5806\u5927\u5c0f<\/li>\n<li>-XX:MaxDirectMemorySize=2G \u76f4\u63a5\u5185\u5b58<\/li>\n<li>-XX:+HeapDumpOnOutOfMemoryError \u5f53JVM\u53d1\u751fOOM\u65f6\uff0c\u81ea\u52a8\u751f\u6210DUMP\u6587\u4ef6\u3002<\/li>\n<li>-XX:ReservedCodeCacheSize=256m -XX:InitialCodeCacheSize=256m \u8bbe\u7f6ecodecache\u5927\u5c0f \u9ed8\u8ba4128m<\/li>\n<li>-XX:+UseZGC \u4f7f\u7528ZGC<\/li>\n<li>-XX:ZAllocationSpikeTolerance=2 ZGC\u89e6\u53d1\u81ea\u9002\u5e94\u7b97\u6cd5\u7684\u4fee\u6b63\u7cfb\u6570\uff0c\u9ed8\u8ba42\uff0c\u6570\u503c\u8d8a\u5927\uff0c\u8d8a\u65e9\u7684\u89e6\u53d1ZGC<\/li>\n<li>-XX:ZCollectionInterval=0 ZGC\u7684\u5468\u671f\u3002\u9ed8\u8ba4\u503c\u4e3a0\uff0c\u8868\u793a\u4e0d\u9700\u8981\u89e6\u53d1\u5783\u573e\u56de\u6536\u3002\u56fa\u5b9a\u5468\u671f\u5783\u573e\u56de\u6536\u3002ZGC\u53d1\u751f\u7684\u6700\u5c0f\u65f6\u95f4\u95f4\u9694\uff0c\u5355\u4f4d\u79d2<\/li>\n<li>-XX:ConcGCThreads=4 \u5e76\u53d1\u9636\u6bb5\u7684GC\u7ebf\u7a0b\u6570\uff0c\u9ed8\u8ba4\u662f\u603b\u6838\u6570\u768412.5%<\/li>\n<li>-XX:ZStatisticsInterval=10 \u63a7\u5236\u7edf\u8ba1\u4fe1\u606f\u8f93\u51fa\u7684\u95f4\u9694\uff0c\u9ed8\u8ba410s<\/li>\n<li>-XX:ParallelGCThreads=16 \u5e76\u884c\u5de5\u4f5c\u7ebf\u7a0b\u6570\u636e\uff0cSTW\u9636\u6bb5\u4f7f\u7528\u7ebf\u7a0b\u6570\uff0c\u9ed8\u8ba4\u662f\u603b\u6838\u6570\u768460%<\/li>\n<li>-Xlog:safepoint,classhisto<em>=trace,age<\/em>,gc*=info:file=\/opt\/logs\/logs\/gc-%t.log:time,tid,tags:filecount=5,filesize=50m&#8217; \u8bbe\u7f6eGC\u65e5\u5fd7\u4e2d\u7684\u5185\u5bb9\u3001\u683c\u5f0f\u3001\u4f4d\u7f6e\u4ee5\u53ca\u6bcf\u4e2a\u65e5\u5fd7\u7684\u5927\u5c0f<\/li>\n<\/ul>\n<p>\u672c\u670d\u52a1prod\u673a\u566816c\uff0c16g\u6210\u529f\u8fd0\u884c\u8d77\u6765\u7684JVM\u53c2\u6570\uff08\u8fd8\u5728\u8c03\u6574\u4e2d\uff0c\u4ec5\u4f9b\u53c2\u8003\uff09\uff1a<\/p>\n<pre><code>-server -Xmx12g -Xms12g -XX:+UnlockExperimentalVMOptions -XX:+UnlockDiagnosticVMOptions -XX:+UseZGC -XX:+UseDynamicNumberOfGCThreads -XX:ConcGCThreads=3 -XX:ParallelGCThreads=8 -XX:ZCollectionInterval=130 -XX:ZAllocationSpikeTolerance=1 -XX:MaxDirectMemorySize=460m -XX:MetaspaceSize=330m -XX:MaxMetaspaceSize=330m -XX:ReservedCodeCacheSize=256m -XX:InitialCodeCacheSize=256m -XX:+UseCountedLoopSafepoints -XX:+SafepointTimeout -XX:SafepointTimeoutDelay=500 -XX:GuaranteedSafepointInterval=0 -XX:+DisableExplicitGC -XX:+HeapDumpOnOutOfMemoryError -XX:ZStatisticsInterval=130 -XX:+PrintGCDetails -Xlog:safepoint,class+load=info,class+unload=info,classhisto*=trace,age*,gc*=info:file=\/opt\/logs\/logs\/gc-%t.log:time,tid,tags:filecount=5,filesize=50m --add-opens java.base\/java.lang=ALL-UNNAMED --add-opens java.base\/java.io=ALL-UNNAMED --add-opens java.base\/java.math=ALL-UNNAMED --add-opens java.base\/java.net=ALL-UNNAMED --add-opens java.base\/java.nio=ALL-UNNAMED --add-opens java.base\/java.security=ALL-UNNAMED --add-opens java.base\/java.text=ALL-UNNAMED --add-opens java.base\/java.time=ALL-UNNAMED --add-opens java.base\/java.util=ALL-UNNAMED --add-opens java.base\/java.util.concurrent=ALL-UNNAMED --add-opens java.base\/java.util.concurrent.locks=ALL-UNNAMED --add-opens java.base\/java.util.concurrent.atomic=ALL-UNNAMED --add-opens java.base\/jdk.internal.access=ALL-UNNAMED --add-opens java.base\/jdk.internal.misc=ALL-UNNAMED --add-opens java.base\/sun.reflect.generics.reflectiveObjects=ALL-UNNAMED --add-opens java.base\/jdk.internal.perf=ALL-UNNAMED --add-opens java.base\/java.instrument=ALL-UNNAMED --add-opens jdk.attach\/sun.tools.attach=ALL-UNNAMED <\/code><\/pre>\n<h2>4. \u603b\u7ed3<\/h2>\n<ul>\n<li>ZGC\u4f5c\u4e3a\u65b0\u4e00\u4ee3\u5783\u573e\u56de\u6536\u5668\uff0c\u5404\u9879\u6027\u80fd\u6307\u6807\u90fd\u6bd4\u8f83\u7a81\u51fa\uff0c\u5347\u7ea7\u4e4b\u540e\uff0c\u673a\u5668\u6210\u672c\u548c\u6027\u80fd\u6536\u76ca\u660e\u663e\uff1b<\/li>\n<li>Spring AI SDK\u652f\u6301\u7684JDK\u7248\u672c\u6700\u5c0f\u4e3a17\uff0c\u5347\u7ea7\u5230JDK 17\u80fd\u66f4\u597d\u5730\u62e5\u62b1AI\u65b0\u6280\u672f\uff1b<\/li>\n<li>\u76f4\u63a5\u4eceJDK 8\u5347\u7ea7\u5230JDK 17\u8de8\u5ea6\u8f83\u5927\uff0c\u9700\u8981\u89e3\u51b3\u7684\u517c\u5bb9\u6027\u95ee\u9898\u8f83\u591a\uff0c\u5982\u679c\u516c\u53f8\u7684\u57fa\u7840\u7ec4\u4ef6\u4e0d\u652f\u6301JDK 17\uff0c\u53ef\u4ee5\u8003\u8651\u5148\u5347\u7ea7\u5230JDK 11\u505a\u4e00\u4e2a\u8fc7\u6e21\uff1b<\/li>\n<li>\u5982\u679c\u5728\u5347\u7ea7\u4e0e\u5b9e\u8df5\u7684\u8fc7\u7a0b\u4e2d\u9047\u5230\u4e86\u4e00\u4e9b\u95ee\u9898\uff0c\u53ef\u4ee5\u7ed3\u5408AI\u5927\u6a21\u578b\u6765\u7ed9\u51fa\u89e3\u51b3\u65b9\u6848\uff0c\u5e2e\u52a9\u63d0\u9ad8\u5347\u7ea7\u6548\u7387\u3002<\/li>\n<\/ul>\n<p><strong>\u6ce8\u91ca<\/strong><\/p>\n<ul>\n<li>[1] <a href=\"https:\/\/link.segmentfault.com\/?enc=VPqG7jd6WB68EC1hDybJ4A%3D%3D.dmWkvOmnnpUF1DUFTmbbPCR3TNo%2Bc5OLTbxzF6K6Yd86yKf2SNAVXvseXnO6yJN1hQAhAee0oz0y8LrZvW984jXhabLaoDq7JKQMLSoweO8bY1Y1Z1%2BxIBOAekSOCUQa\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u8bed\u8a00\u7279\u6027<\/a><\/li>\n<li>[2] <a href=\"https:\/\/link.segmentfault.com\/?enc=XlkNIGZkDSNumqJZCBpB7w%3D%3D.8IYNLrbVewE3h%2BQGsdYeOMXsqIhUajjKyDHSsEFSafdfv%2B3iDkf8AgQIX2uE8xk5J69B%2B3EefUmUcn6AcH1YV4toDnOc%2BDb61LJYW0ENNOk%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u6253\u5305\u5de5\u5177jpackage<\/a><\/li>\n<li>[3] <a href=\"https:\/\/link.segmentfault.com\/?enc=BuLIR%2FNuDFHvBNwvYzyWzA%3D%3D.yU%2F1INpIDiul4H4OJ0aBpqntMsPV3jvCLv9dRw0%2B08u7qp3GWXW5gkQy4qw497pd6suiop%2FPgGPfqBLEJ5iQwfZywaj89e5g22KYjuTLMow%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u8fdb\u7a0b\u76f8\u5173API<\/a><\/li>\n<li>[4] <a href=\"https:\/\/link.segmentfault.com\/?enc=%2BPSHHYEl%2Ft1eCbWfgfyOBg%3D%3D.ZiDY8tMaqb6zSEV3iYMEXxgxtI3b2VjOZOBh2s8j%2F4A%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u5f39\u6027\u5143\u7a7a\u95f4<\/a><\/li>\n<li>[5] TP999\uff1a\u6307\u7684\u662fOctoService.TP999<\/li>\n<li>[6] <a href=\"https:\/\/link.segmentfault.com\/?enc=EWutGF1OY54%2FxetK%2BvK1jg%3D%3D.wBUEqTpHyogW11qHaggMA0sC4CZ7shShIN5cB%2FYgOszhqcnZFgLmWRDIuaIiWGp%2F\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">TP9999<\/a><\/li>\n<\/ul>\n<p><strong>\u9605\u8bfb\u66f4\u591a<\/strong><\/p>\n<p>| \u5173\u6ce8\u300c\u7f8e\u56e2\u6280\u672f\u56e2\u961f\u300d\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u5728\u516c\u4f17\u53f7\u83dc\u5355\u680f\u5bf9\u8bdd\u6846\u56de\u590d\u30102024\u5e74\u8d27\u3011\u3001\u30102023\u5e74\u8d27\u3011\u3001\u30102022\u5e74\u8d27\u3011\u3001\u30102021\u5e74\u8d27\u3011\u3001\u30102020\u5e74\u8d27\u3011\u3001\u30102019\u5e74\u8d27\u3011\u3001\u30102018\u5e74\u8d27\u3011\u3001\u30102017\u5e74\u8d27\u3011\u7b49\u5173\u952e\u8bcd\uff0c\u53ef\u67e5\u770b\u7f8e\u56e2\u6280\u672f\u56e2\u961f\u5386\u5e74\u6280\u672f\u6587\u7ae0\u5408\u96c6\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046195963\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>| \u672c\u6587\u7cfb\u7f8e\u56e2\u6280\u672f\u56e2\u961f\u51fa\u54c1\uff0c\u8457\u4f5c\u6743\u5f52\u5c5e\u7f8e\u56e2\u3002\u6b22\u8fce\u51fa\u4e8e\u5206\u4eab\u548c\u4ea4\u6d41\u7b49\u975e\u5546\u4e1a\u76ee\u7684\u8f6c\u8f7d\u6216\u4f7f\u7528\u672c\u6587\u5185\u5bb9\uff0c\u656c\u8bf7\u6ce8\u660e &#8220;\u5185\u5bb9\u8f6c\u8f7d\u81ea\u7f8e\u56e2\u6280\u672f\u56e2\u961f&#8221;\u3002\u672c\u6587\u672a\u7ecf\u8bb8\u53ef\uff0c\u4e0d\u5f97\u8fdb\u884c\u5546\u4e1a\u6027\u8f6c\u8f7d\u6216\u8005\u4f7f\u7528\u3002\u4efb\u4f55\u5546\u7528\u884c\u4e3a\uff0c\u8bf7\u53d1\u9001\u90ae\u4ef6\u81f3 <a href=\"https:\/\/segmentfault.com\/a\/mailto:tech@meituan.com\" target=\"_blank\" rel=\"noopener noreferrer\">tech@meituan.com<\/a> \u7533\u8bf7\u6388\u6743\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000046792305\">https:\/\/segmentfault.com\/a\/1190000046792305<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f8e\u56e2\u4fe1\u606f\u5b89\u5168\u6280\u672f\u56e2\u961f\u6838\u5fc3\u670d\u52a1\u5347\u7ea7JDK 17\u540e\uff0c\u6027\u80fd\u4e0e\u7a33\u5b9a\u6027\u5927\u5e45\u63d0\u5347\uff0c\u673a\u5668\u6210\u672c\u964d\u4f4e\u4e8610%\u3002\u9ad8\u7248\u672cJDK\u4e0eZG [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10020841","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020841","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020841"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020841\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020841"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020841"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020841"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}