{"id":582,"date":"2025-08-23T00:11:08","date_gmt":"2025-08-22T16:11:08","guid":{"rendered":"https:\/\/www.zackzzp.top\/?p=582"},"modified":"2025-10-28T15:59:06","modified_gmt":"2025-10-28T07:59:06","slug":"26%e7%a7%8b%e6%8b%9b%e7%ac%94%e9%9d%a2%e6%bc%8f%e9%a2%98","status":"publish","type":"post","link":"http:\/\/www.zackzzp.top\/index.php\/2025\/08\/23\/26%e7%a7%8b%e6%8b%9b%e7%ac%94%e9%9d%a2%e6%bc%8f%e9%a2%98\/","title":{"rendered":"26\u79cb\u62db\u7b14\u9762\u6f0f\u9898"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"\u5e7f\u5dde\u4e91\u5f99\u79d1\u6280\">\u5e7f\u5dde\u4e91\u5f99\u79d1\u6280<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"jsp\u548cservlet\u7684\u533a\u522b\">JSP\u548cServlet\u7684\u533a\u522b<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>jsp\u7ecf\u7f16\u8bd1\u540e\u5c31\u53d8\u6210\u4e86Servlet.(JSP\u7684\u672c\u8d28\u5c31\u662fServlet\uff0cJVM\u53ea\u80fd\u8bc6\u522bjava\u7684\u7c7b\uff0c\u4e0d\u80fd\u8bc6\u522bJSP\u7684\u4ee3\u7801,Web\u5bb9\u5668\u5c06JSP\u7684\u4ee3\u7801\u7f16\u8bd1\u6210JVM\u80fd\u591f\u8bc6\u522b\u7684java\u7c7b)<\/li>\n\n\n\n<li>jsp\u66f4\u64c5\u957f\u8868\u73b0\u4e8e\u9875\u9762\u663e\u793a,servlet\u66f4\u64c5\u957f\u4e8e\u903b\u8f91\u63a7\u5236.<\/li>\n\n\n\n<li>Servlet\u4e2d\u6ca1\u6709\u5185\u7f6e\u5bf9\u8c61\uff0cJsp\u4e2d\u7684\u5185\u7f6e\u5bf9\u8c61\u90fd\u662f\u5fc5\u987b\u901a\u8fc7HttpServletRequest\u5bf9\u8c61\uff0cHttpServletResponse\u5bf9\u8c61\u4ee5\u53caHttpServlet\u5bf9\u8c61\u5f97\u5230.<\/li>\n\n\n\n<li>Jsp\u662fServlet\u7684\u4e00\u79cd\u7b80\u5316\uff0c\u4f7f\u7528Jsp\u53ea\u9700\u8981\u5b8c\u6210\u7a0b\u5e8f\u5458\u9700\u8981\u8f93\u51fa\u5230\u5ba2\u6237\u7aef\u7684\u5185\u5bb9\uff0cJsp\u4e2d\u7684Java\u811a\u672c\u5982\u4f55\u9576\u5d4c\u5230\u4e00\u4e2a\u7c7b\u4e2d\uff0c\u7531Jsp\u5bb9\u5668\u5b8c\u6210\u3002\u800cServlet\u5219\u662f\u4e2a\u5b8c\u6574\u7684Java\u7c7b\uff0c\u8fd9\u4e2a\u7c7b\u7684Service\u65b9\u6cd5\u7528\u4e8e\u751f\u6210\u5bf9\u5ba2\u6237\u7aef\u7684\u54cd\u5e94\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8f6f\u4ef6\u5de5\u7a0b\u5e38\u89c1\u5f00\u53d1\u6a21\u578b\">\u8f6f\u4ef6\u5de5\u7a0b\u5e38\u89c1\u5f00\u53d1\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u6838\u5fc3\u601d\u60f3<\/th><th>\u5173\u952e\u7279\u70b9<\/th><th>\u4e3b\u8981\u9002\u7528\u573a\u666f<\/th><th>\u4e3b\u8981\u5f31\u70b9\/\u6311\u6218<\/th><\/tr><\/thead><tbody><tr><td><strong>\u7011\u5e03\u6a21\u578b<\/strong><\/td><td>\u7ebf\u6027\u987a\u5e8f\uff0c\u9636\u6bb5\u56fa\u5316<\/td><td>\u7ed3\u6784\u5316\u3001\u6587\u6863\u5316\u3001\u98ce\u9669\u540e\u7f6e<\/td><td>\u9700\u6c42\u7a33\u5b9a\u6e05\u6670\u3001\u6280\u672f\u6210\u719f\u3001\u6587\u6863\u4e25\u683c<\/td><td>\u6297\u62d2\u53d8\u66f4\u3001\u98ce\u9669\u540e\u7f6e<\/td><\/tr><tr><td><strong>\u589e\u91cf\u6a21\u578b<\/strong><\/td><td>\u529f\u80fd\u5206\u6279\u6784\u5efa\u4ea4\u4ed8<\/td><td>\u6a21\u5757\u5316\u3001\u5206\u6279\u6b21\u4ea4\u4ed8\u3001\u964d\u4f4e\u6574\u4f53\u98ce\u9669<\/td><td>\u9700\u6c42\u53ef\u5206\u4f18\u5148\u7ea7\u3001\u53ef\u5206\u671f\u4ea4\u4ed8\u5927\u578b\u7cfb\u7edf<\/td><td>\u589e\u91cf\u95f4\u63a5\u53e3\u3001\u6574\u4f53\u67b6\u6784\u9700\u65e9\u671f\u8bbe\u8ba1<\/td><\/tr><tr><td><strong>\u8fed\u4ee3\u6a21\u578b<\/strong><\/td><td>\u5faa\u73af\u6d3b\u52a8\uff0c\u9010\u6b65\u6c42\u7cbe<\/td><td>\u7075\u6d3b\u3001\u9002\u5e94\u6027\u5f3a\u3001\u5feb\u901f\u53cd\u9988\u3001\u98ce\u9669\u524d\u79fb<\/td><td>\u9700\u6c42\u4e0d\u660e\u786e\/\u6613\u53d8\u3001\u9ad8\u98ce\u9669\u3001\u5927\u578b\u590d\u6742\u3001\u9700\u53cd\u9988<\/td><td>\u4f9d\u8d56\u6709\u6548\u6c9f\u901a\u3001\u6301\u7eed\u7528\u6237\u53c2\u4e0e<\/td><\/tr><tr><td><strong>\u87ba\u65cb\u6a21\u578b<\/strong><\/td><td>\u98ce\u9669\u9a71\u52a8\u7684\u8fed\u4ee3\u5faa\u73af<\/td><td>\u98ce\u9669\u9a71\u52a8\u3001\u9ad8\u5ea6\u7075\u6d3b\u3001\u878d\u5408\u591a\u79cd\u65b9\u6cd5<\/td><td>\u5927\u578b\u590d\u6742\u9ad8\u98ce\u9669\u9879\u76ee\u3001\u91cd\u5927\u53d8\u9769\u3001\u5b89\u5168\u5173\u952e\u7cfb\u7edf<\/td><td>\u590d\u6742\u3001\u6210\u672c\u9ad8\u3001\u4f9d\u8d56\u98ce\u9669\u7ba1\u7406\u80fd\u529b<\/td><\/tr><tr><td><strong>\u55b7\u6cc9\u6a21\u578b<\/strong><\/td><td>\u9636\u6bb5\u91cd\u53e0\u65e0\u7f1d\u56de\u6eaf\uff08\u9762\u5411\u5bf9\u8c61\uff09<\/td><td>\u65e0\u7f1d\u56de\u6eaf\u3001\u9636\u6bb5\u4ea4\u7ec7\u3001\u81ea\u7136\u6620\u5c04\u5bf9\u8c61\u751f\u547d\u5468\u671f<\/td><td>\u9762\u5411\u5bf9\u8c61\u5f00\u53d1\u3001\u5feb\u901f\u539f\u578b\u3001\u7ec4\u4ef6\u590d\u7528<\/td><td>\u7ba1\u7406\u96be\u5ea6\u5927\u3001\u5b9e\u8df5\u5e94\u7528\u8f83\u5c11<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u63d2\u5165\u6392\u5e8f\">\u63d2\u5165\u6392\u5e8f<\/h3>\n\n\n\n<p>\u63d2\u5165\u6392\u5e8f\u5c31\u50cf\u6597\u5730\u4e3b\u6392\u724c\uff0c\u5148\u627e\u5230\u4e00\u5f20\u6bd4\u524d\u8fb9\u5c0f\u7684\uff0c\u8fd9\u4e2a\u80af\u5b9a\u8981\u653e\u5728\u6211\u8fd9\u4e2a\u4f4d\u7f6e\u4e4b\u524d\uff0c\u81f3\u4e8e\u653e\u5728\u54ea\uff0c\u5e94\u8be5\u5728\u8fdb\u884c\u4e00\u8f6e\u5faa\u73af\u6bd4\u8f83<\/p>\n\n\n\n<p><code>public void insertionSort(int[] arr) { for (int i = 1; i &lt; arr.length; i++) { int val = arr[i]; int j = i; while (j &gt; 0 &amp;&amp; arr[j - 1] &gt; val) { arr[j] = arr[j - 1]; j--; } arr[j] = val; } }<\/code><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u6df1\u5733\u5c0f\u8d62\u79d1\u6280\">\u6df1\u5733\u5c0f\u8d62\u79d1\u6280<\/h2>\n\n\n\n<p>Drools-&gt;restful-&gt;MVC completableFuture-&gt;\u57fa\u7840\u7ebf\u7a0b\u4f7f\u7528 \u4e0d\u61c2\u7684\u4e1c\u897f\u522b\u591a\u5634<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528droolsrete\u7b97\u6cd5\">\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528Drools\uff08Rete\u7b97\u6cd5\uff09<\/h3>\n\n\n\n<p>\u5e38\u7528API\u8c03\u7528\u94fe<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.00h5tr\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/15\/imagec5d625f6634f38d9.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/15\/imagec5d625f6634f38d9.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<p>\u5de5\u4f5c\u6d41\u7a0b<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.00hCTm\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/15\/image424b77f8d8de57f9.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/15\/image424b77f8d8de57f9.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.00hRuJ\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/15\/imageba03c72699a3be78.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/15\/imageba03c72699a3be78.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"drools\u7684\u4f18\u52bf\">Drools\u7684\u4f18\u52bf<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728\u4e0d\u6539\u53d8\u539f\u6709\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\u4fee\u6539\u89c4\u5219\uff08\u52a8\u6001\u6027\u548c\u7075\u6d3b\u6027\uff09<\/li>\n\n\n\n<li>\u4e1a\u52a1\u89c4\u5219\u548c\u5e94\u7528\u7a0b\u5e8f\u4ee3\u7801\u89e3\u8026<\/li>\n\n\n\n<li>\u96c6\u4e2d\u5316\u7ba1\u7406\u548c\u590d\u7528<\/li>\n\n\n\n<li>\u57fa\u4e8e\u8fd9\u4e2a\u89c4\u5219\u7f51\u7edc\u5728\u7279\u5b9a\u573a\u666f\u4e0b\uff08\u589e\u91cf\u5339\u914d\uff0c\u89c4\u5219\u7f51\u7edc\u4f18\u5316\uff09\u6027\u80fd\u4f1a\u66f4\u597d\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u7b80\u5355\u7684\u89c4\u5219\uff0cif-else\u4f1a\u66f4\u5feb\u4e9b<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7f3a\u70b9\">\u7f3a\u70b9<\/h4>\n\n\n\n<p>RETE\u7b97\u6cd5\u4f7f\u7528\u4e86\u5b58\u50a8\u533a\u5b58\u50a8\u5df2\u8ba1\u7b97\u7684\u4e2d\u95f4\u7ed3\u679c\uff0c\u4ee5\u7a7a\u95f4\u6362\u53d6\u65f6\u95f4\uff0c\u4ece\u800c\u52a0\u5feb\u7cfb\u7edf\u7684\u901f\u5ea6\u3002\u7136\u800c\u5b58\u50a8\u533a\u6839\u636e\u89c4\u5219\u7684\u6761\u4ef6\u4e8e\u4e8b\u5b9e\u7684\u6570\u76ee\u6210\u6307\u6570\u7ea7\u589e\u957f\uff0c\u6781\u7aef\u60c5\u51b5\u4e0b\u4f1a\u8017\u5c3d\u7cfb\u7edf\u8d44\u6e90\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"rete\u7b97\u6cd5\">Rete\u7b97\u6cd5<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u80cc\u666f\">\u80cc\u666f<\/h5>\n\n\n\n<p>\u89c4\u5219\u5f15\u64ce\u7684\u6838\u5fc3\u4efb\u52a1\u662f\u9ad8\u6548\u5730\u5339\u914d\u89c4\u5219\u4e2d\u7684\u6761\u4ef6\u4e0e\u8f93\u5165\u6570\u636e\uff08\u4e8b\u5b9e\uff09\uff0c\u5e76\u6267\u884c\u76f8\u5e94\u7684\u52a8\u4f5c\u3002 \u7136\u800c\uff0c\u968f\u7740\u89c4\u5219\u6570\u91cf\u548c\u6570\u636e\u89c4\u6a21\u7684\u589e\u52a0\uff0c\u7b80\u5355\u7684\u7ebf\u6027\u5339\u914d\u65b9\u6cd5\u4f1a\u5bfc\u81f4\u6027\u80fd\u74f6\u9888\u3002Rete\u7b97\u6cd5\u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u9ad8\u6548\u7684\u6a21\u5f0f\u5339\u914d\u7f51\u7edc\uff08Rete\u7f51\u7edc\uff09\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u89c4\u5219\u5339\u914d\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u7ed3\u6784\">\u6838\u5fc3\u7ed3\u6784<\/h5>\n\n\n\n<p>Rete\u7f51\u7edc\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Alpha\u7f51\u7edc\uff1a\u5bf9\u5355\u4e00\u4e8b\u5b9e\u8fdb\u884c\u8fc7\u6ee4\uff0c\u6bcf\u4e2aAlpha\u8282\u70b9\u5bf9\u5e94\u89c4\u5219\u4e2d\u7684\u4e00\u4e2a\u6761\u4ef6\uff0c\u5f53\u4e00\u4e2a\u4e8b\u5b9e\u952e\u5165\u7f51\u7edc\u65f6\uff0c\u6cbf\u7740Alpha\u7f51\u7edc\u4f20\u64ad\uff0c\u901a\u8fc7\u4e00\u7cfb\u5217\u6761\u4ef6\u8fc7\u6ee4\u4e4b\u540e\uff0c\u4f1a\u8fdb\u5165Alpha\u5b58\u50a8\u5668\uff0c\u7528\u4e8e\u5b58\u50a8\u8fc7\u6ee4\u7684\u4e8b\u5b9e\u3002<\/li>\n\n\n\n<li>Beta\u7f51\u7edc\uff1aBeta\u7f51\u7edc\u7528\u4e8e\u5339\u914d\u591a\u4e2a\u4e8b\u5b9e\uff0c\u5904\u7406\u89c4\u5219\u4e2d\u6d89\u53ca\u591a\u4e2a\u6761\u4ef6\u7684\u903b\u8f91\u5173\u7cfb\uff0cBeta\u7f51\u7edc\u7531Beta\u8282\u70b9\u7ec4\u6210\uff0c\u7528\u4e8e\u5339\u914d\u591a\u4e2a\u4e8b\u5b9e\u4e4b\u95f4\u7684\u5173\u7cfb\uff0cBeta\u7f51\u7edc\u7684\u672b\u7aef\u662fBeta\u5b58\u50a8\u5668\uff0c\u7528\u4e8e\u5b58\u50a8\u90e8\u5206\u5339\u914d\u7684\u7ed3\u679c\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.0UsuLK\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/17\/image53129bc797e2051f.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/17\/image53129bc797e2051f.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.0UsAPM\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/17\/imagea2971fbf151746ac.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/17\/imagea2971fbf151746ac.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.00FMxM\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/15\/image97cf0574fceff322.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/15\/image97cf0574fceff322.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e24\u4e2a\u7ebf\u7a0b\u5faa\u73af\u6253\u53701-100\u52a0\u9501\u6709\u5fc5\u8981\u5417\u6b7b\u9501\u600e\u4e48\u529e\">\u4e24\u4e2a\u7ebf\u7a0b\u5faa\u73af\u6253\u53701-100\uff0c\u52a0\u9501\u6709\u5fc5\u8981\u5417\uff0c\u6b7b\u9501\u600e\u4e48\u529e<\/h3>\n\n\n\n<p>\u4e92\u65a5\u6027\u662f\u8981\u4fdd\u8bc1\u7684\uff0c\u4f46\u662f\u4e0d\u4e00\u5b9a\u8981\u52a0\u9501\uff0c\u5bf9\u4e8e\u516c\u5171\u53d8\u91cf\u7684\u64cd\u4f5c\uff0c\u5982\u679c\u4e0d\u52a0\u9501\uff0c\u4e0d\u80fd\u4fdd\u8bc1\u76f8\u5e94\u7684\u6267\u884c\u987a\u5e8f\uff0c\u4e0d\u5355\u5355\u53ef\u4ee5\u4f7f\u7528sychorized\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4e92\u65a5\u91cf\uff0c\u6216\u8005\u662f\u539f\u5b50\u7c7b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u52a0\u9501\u5b9e\u73b0\">\u52a0\u9501\u5b9e\u73b0<\/h4>\n\n\n\n<p>&#8220;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>public class OneToHundred {\n    private static Object lock = new Object();\n    private static int count = 0;\n    private static final int limit = 100;\n\n    public static void main(String&#91;] args) {\n\n        new Thread(() -&gt; {\n            while (true) {\n                synchronized (lock) {\n                    if (count &lt;= limit) {\n                        if (count % 2 == 1) {\n                            System.out.println(count);\n                            count++;\n                            lock.notifyAll();\n                        } else {\n                            try {\n                                lock.wait();\n                            } catch (InterruptedException e) {\n                                e.printStackTrace();\n                            }\n                        }\n                    }\n                }\n            }\n        }).start();\n\n        new Thread(() -&gt; {\n            while (true) {\n                synchronized (lock) {\n                    if (count &lt;= limit) {\n                        if (count % 2 == 0) {\n                            System.out.println(count);\n                            count++;\n                            lock.notifyAll();\n                        } else {\n                            try {\n                                lock.wait();\n                            } catch (InterruptedException e) {\n                                e.printStackTrace();\n                            }\n                        }\n                    }\n                }\n            }\n        }).start();\n    }\n}\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4fe1\u53f7\u91cf\u5b9e\u73b0\">\u4fe1\u53f7\u91cf\u5b9e\u73b0<\/h4>\n\n\n\n<p>&#8220;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>public class PrintNumbersSemphore {\n    private static int count = 1;\n    private static int max = 100;\n    private static Semaphore oddSemaphore = new Semaphore(1);\n    private static Semaphore evenSemaphore = new Semaphore(0);\n\n    public static void main(String&#91;] args) {\n        Thread oddThread = new Thread(() -&gt; {\n            while (count &lt; max) {\n                try {\n                    oddSemaphore.acquire();\n                    System.out.println(\"Odd: \" + count);\n                    count++;\n                    evenSemaphore.release();\n                } catch (InterruptedException e) {\n                    e.printStackTrace();\n                }\n            }\n        });\n        Thread evenThread = new Thread(() -&gt; {\n            while (count &lt; max) {\n                try {\n                    evenSemaphore.acquire();\n                    System.out.println(\"Even: \" + count);\n                    count++;\n                    oddSemaphore.release();\n                } catch (InterruptedException e) {\n                    e.printStackTrace();\n                }\n            }\n        });\n        evenThread.start();\n        oddThread.start();\n\n    }\n}\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u539f\u5b50\u7c7b\u5b9e\u73b0\">\u57fa\u4e8e\u539f\u5b50\u7c7b\u5b9e\u73b0<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>public class AutomicPrintNumbers {\n    private static AtomicInteger counter=new AtomicInteger(1);\n    private static AtomicInteger turn=new AtomicInteger(0);\n    public static void main(String&#91;] args) {\n        Thread a=new Thread(new PrintNumbers(0));\n        Thread b=new Thread(new PrintNumbers(1));\n        a.start();\n        b.start();\n    }\n    static class PrintNumbers implements Runnable{\n        private int threadId;\n        public PrintNumbers(int threadId) {\n            this.threadId = threadId;\n        }\n        @Override\n        public void run() {\n            while (counter.get()&lt;=100){\n                while (turn.get()==threadId){\n                    \/\/ \u53cc\u91cd\u68c0\u67e5\u9632\u6b62\u88ab\u5524\u9192\u540e\u5df2\u8d85\u8fc7100\n                    if (counter.get() &gt; 100) {\n                        break;\n                    }\n\n                    System.out.println(Thread.currentThread().getName() + \": \" + counter.getAndIncrement());\n\n                    \/\/ \u5207\u6362\u6267\u884c\u6743\n                    turn.set(1 - threadId);\n\n                    \/\/ \u4e3b\u52a8\u8ba9\u51faCPU\u9632\u6b62\u5fd9\u7b49\u5f85\n                    Thread.yield();\n                }\n            }\n        }\n\n    }\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8986\u76d6\u7d22\u5f15\u8fd9\u4e2a\u6ca1\u5565\u95ee\u9898\">\u8986\u76d6\u7d22\u5f15\uff08\u8fd9\u4e2a\u6ca1\u5565\u95ee\u9898\uff09<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"mvc\u7684\u8bf7\u6c42\u6d41\u7a0b\">MVC\u7684\u8bf7\u6c42\u6d41\u7a0b<\/h3>\n\n\n\n<p>\u7528\u6237\u8bf7\u6c42-&gt;\u524d\u7aef\u89e3\u6790\u5668\uff08DisparthServlet\uff09-&gt;HandlerMapping\uff08\u5904\u7406\u5668\u6620\u5c04\uff09,\u8fd4\u56de\u7ed9DisparthServlet\u5904\u7406\u5668\u94fe-&gt;Ds\u7136\u540e\u8bf7\u6c42\u5904\u7406\u5668\u9002\u914d\u5668-&gt;\u9002\u914d\u5668\u8bf7\u6c42\u81ea\u5df1\u7684controller,\u8fd4\u56demodelAndView-&gt;DS\u5c06mV\u8fd4\u56de\u7ed9\u89c6\u56fe\u89e3\u6790\u5668-&gt;\u89c6\u56fe\u89e3\u6790\u5668\u8fd4\u56deView\u7ed9DS-&gt;\u6e32\u67d3\u89c6\u56fe\uff0c\u8fd4\u56de\u54cd\u5e94<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.00qZKw\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/15\/imageddc214d5aa683e5f.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/15\/imageddc214d5aa683e5f.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5bf9\u4e8e\u6821\u9a8c\u63a5\u53e3\u7684\u4f18\u5316\u9664\u4e86\u5e76\u884c\u5316\u4e4b\u5916\u8fd8\u6709\u6ca1\u6709\u4f18\u5316\u65b9\u6848\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u63a5\u53e3\u4f1a\u8fd9\u4e48\u6162\">\u5bf9\u4e8e\u6821\u9a8c\u63a5\u53e3\u7684\u4f18\u5316\uff0c\u9664\u4e86\u5e76\u884c\u5316\u4e4b\u5916\uff0c\u8fd8\u6709\u6ca1\u6709\u4f18\u5316\u65b9\u6848\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u63a5\u53e3\u4f1a\u8fd9\u4e48\u6162<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u6162\u6027\u80fd\u74f6\u9888\u5728\u8fd9\u4e2a<strong>resourceSelect\u7684checkData<\/strong>\u7684\u65b9\u6cd5\u4e2d\u6821\u9a8c\u73af\u8282\uff1a\u8d44\u6e90\u552f\u4e00\u6027\u6821\u9a8c\uff0c\u6d41\u7a0b\u552f\u4e00\u6027\u6821\u9a8c\uff0c\u7279\u6b8a\u6821\u9a8c\uff0c\u8fd9\u4e9b\u6821\u9a8c\u90fd\u8981\u67e5\u5168\u8868\uff0c\u4e0d\u4ec5\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u5e93\u8fde\u63a5\uff0c\u5e76\u4e14\u6709\u5927\u91cf\u7684I\/O\u64cd\u4f5c\uff0c\u6d89\u53ca\u5230\u4e00\u4e9b\u8868\u7684\u7d22\u5f15\u7684\u95ee\u9898\uff0c\u8fd8\u6709\u4e00\u4e9b\u6570\u636e\u7684\u5e8f\u5217\u5316\u64cd\u4f5c\uff0c\u6570\u636e\u7684\u83b7\u53d6\uff0c\u5904\u7406\uff0c\u6821\u9a8c\u90fd\u662f\u6bd4\u8f83\u8017\u65f6\u7684\u5de5\u4f5c<\/li>\n\n\n\n<li>\u9664\u4e86\u5e76\u884c\u5316\uff0c\u8fd8\u53ef\u4ee5\u600e\u4e48\u4f18\u5316\u5bf9\u76f8\u5e94\u7684\u8868\u4f18\u5316\u7d22\u5f15\uff0c\u5bf9\u4e00\u4e9b\u7ecf\u5e38\u4f7f\u7528\u7684\uff0c\u53d8\u66f4\u4e0d\u9891\u7e41\u7684\u6570\u636e\u53ef\u4ee5\u4f7f\u7528ES\u8fdb\u884c\u7f13\u5b58\uff0c\u6bcf\u6b21\u67e5\u8be2\u7684\u8bdd\u5148\u67e5\u8be2ES\uff0c\u76f4\u63a5\u7528ES\u4e2d\u7684\u6570\u636e\u8fdb\u884c\u6821\u9a8c Drools\u4f1a\u8bdd\u7684\u4f18\u5316\uff0c\u4f7f\u7528\u4f1a\u8bdd\u6c60 \u6216\u8005\u4e00\u4e9b\u6570\u636e\u7684\u5206\u6279\u5165\u5e93\u00a0<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u77e5\u8863\u79d1\u6280\">\u77e5\u8863\u79d1\u6280<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"drools\">Drools<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5206\u5e03\u5f0f\u4e8b\u52a1\">\u5206\u5e03\u5f0f\u4e8b\u52a1<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5206\u5e03\u5f0f\u4e8b\u52a1\u7684\u65b9\u6848\">\u5206\u5e03\u5f0f\u4e8b\u52a1\u7684\u65b9\u6848<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2pc\">2PC<\/h5>\n\n\n\n<p>\u5f15\u5165\u4e00\u4e2a\u4e8b\u52a1\u534f\u8c03\u8005\u6765\u7ba1\u7406\u6574\u4e2a\u4e8b\u52a1\u7684\u6267\u884c\u8fc7\u7a0b\uff0c\u4f46\u662f\u4f1a\u5b58\u5728\u5355\u70b9\u6545\u969c\uff08\u534f\u8c03\u8005\u662f\u5355\u70b9\u7684\uff09\uff0c\u6570\u636e\u4e0d\u4e00\u81f4\uff08\u5404\u4e2a\u670d\u52a1\u4e4b\u95f4\u901a\u8fc7\u7f51\u7edc\u4ea4\u4e92\uff0c\u7f51\u7edc\u4f1a\u51fa\u73b0\u95ee\u9898\uff09\uff0c\u540c\u6b65\u963b\u585e\uff08\u5728\u6267\u884c\u4e8b\u52a1\u7684\u65f6\u5019\u53ef\u80fd\u4f1a\u5f71\u54cd\u5e94\u7528\u5bf9\u76f8\u5e94\u8d44\u6e90\u7684\u64cd\u4f5c\uff09<\/p>\n\n\n\n<p>\u6570\u636e\u5e93\u6839\u636e2pc\u534f\u8bae\u8fdb\u884c\u4e86\u76f8\u5e94\u6539\u9020\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u4e8b\u52a1\u4fee\u6539\u7684\u8bb0\u5f55\uff0c\u901a\u8fc7\u8bb0\u5f55\u65e5\u5fd7\u7684\u64cd\u4f5c\u4fdd\u8bc1\u6545\u969c\u6062\u590d\u89e3\u51b3\u5355\u70b9\u6545\u969c\u95ee\u9898\uff0c\u901a\u8fc7\u5355\u72ec\u79fb\u9664\u81ea\u8eab\u4e1a\u52a1\u8bb0\u5f55\u9501\u5b9e\u73b0\u63d0\u4ea4\u7684\u539f\u5b50\u6027\uff0c\u89e3\u51b3\u6570\u636e\u4e0d\u4e00\u81f4\u7684\u95ee\u9898\uff0c\u5bf9\u4e8e\u5176\u4ed6\u76f8\u5e94\u88ab\u5f71\u54cd\u7684\u8bb0\u5f55\uff0c\u5728\u8bbf\u95ee\u65f6\u4f1a\u88ab\u8def\u7531\u5230\u521d\u59cb\u6570\u636e\u66f4\u6539\u5904\uff0c\u5982\u679c\u8fd9\u4e2a\u521d\u59cb\u6570\u636e\u5df2\u7ecf\u88ab\u63d0\u4ea4\uff0c\u5219\u786e\u5b9a\u53ef\u4ee5\u8bbf\u95ee\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3pc\">3PC<\/h5>\n\n\n\n<p>\u6bd42PC\u591a\u4e86\u4e00\u4e2a\u9884\u51c6\u5907\u9636\u6bb5\uff0c\u8fd9\u4e2a\u9636\u6bb5\u4f1a\u68c0\u67e5\u6709\u6ca1\u6709\u54ea\u4e9b\u8282\u70b9\u6709\u6545\u969c\uff0c\u5728\u4e09\u9636\u6bb5\u8fdb\u884c\u63d0\u4ea4\u6216\u56de\u6eda\u65f6\u53ef\u4ee5\u4e0d\u4f9d\u8d56\u4e8b\u52a1\u7ba1\u7406\u8005<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"tcc\">TCC<\/h5>\n\n\n\n<p>TCC\u5219\u662f\u5728\u4e1a\u52a1\u5c42\u9762\u8fdb\u884c\u4e8b\u52a1\u7684\u6784\u9020\uff0c\u4e00\u822c\u6709\u8fd9\u4e2aTry\uff0cConfirm\uff0cCancel\u9636\u6bb5\uff0ctry\u7684\u8bdd\u5c31\u662f\u68c0\u67e5\u4e8b\u52a1\u9700\u8981\u7684\u8d44\u6e90\uff0c\u5728Confirm\u9636\u6bb5\u6267\u884c\u771f\u6b63\u7684\u64cd\u4f5c<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.08Ag0m\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/22\/imagee0df74eacc708549.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/22\/imagee0df74eacc708549.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"xa\u89c4\u8303\">XA\u89c4\u8303<\/h5>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.08AfaM\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/22\/imagedea965eb7947100e.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/22\/imagedea965eb7947100e.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.08AMdc\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/08\/22\/imaged21478a65e77b398.md.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/22\/imaged21478a65e77b398.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u672c\u5730\u6d88\u606f\u8868\">\u672c\u5730\u6d88\u606f\u8868<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4e8b\u52a1\u6d88\u606f\">\u4e8b\u52a1\u6d88\u606f<\/h5>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"spring\u4e8b\u52a1\u4f20\u64ad\u673a\u5236\u4ec0\u4e48\u60c5\u51b5\u4e0b\u4f7f\u7528requiresnew\">spring\u4e8b\u52a1\u4f20\u64ad\u673a\u5236\uff0c\u4ec0\u4e48\u60c5\u51b5\u4e0b\u4f7f\u7528requires_new<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"required\">required<\/h4>\n\n\n\n<p>\u6709\u4e8b\u52a1\u5219\u52a0\u5165\u5f53\u524d\u4e8b\u52a1\uff0c\u6ca1\u6709\u4e8b\u52a1\u5219\u521b\u5efa\u4e00\u4e2a\u4e8b\u52a1 \u9002\u7528\u4e8e\u9700\u8981\u8fdb\u884c\u4e8b\u52a1\u64cd\u4f5c\u7684\u7684\u573a\u666f\uff0c\u6bd4\u5982\u8ba2\u5355\u65f6\u8c03\u7528\u5e93\u5b58\u51cf\u5c11\u7684\u65b9\u6cd5<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"requiresnew\">requires_new<\/h4>\n\n\n\n<p>\u65b0\u5efa\u4e00\u4e2a\u65b0\u4e8b\u52a1\uff0c\u5982\u679c\u5b58\u5728\u5f53\u524d\u4e8b\u52a1\u5219\u6302\u8d77<\/p>\n\n\n\n<p>\u9002\u7528\u4e8e\u65e5\u5fd7\u8bb0\u5f55\uff0c\u901a\u77e5\u670d\u52a1\uff0c\u5373\u4f7f\u4e3b\u4e8b\u52a1\u5931\u8d25\uff0c\u4e5f\u4e0d\u5f71\u54cd\u72ec\u7acb\u7684\u4e8b\u52a1\u64cd\u4f5c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"supports\">supports<\/h4>\n\n\n\n<p>\u652f\u6301\u5f53\u524d\u4e8b\u52a1\uff0c\u5982\u679c\u4e0d\u5b58\u5728\u4ee5\u975e\u4e8b\u52a1\u65b9\u5f0f\u6267\u884c<\/p>\n\n\n\n<p>\u9002\u7528\u573a\u666f\u67d0\u4e2a\u65b9\u6cd5\u53ef\u4ee5\u5728\u4e8b\u52a1\u7684\u5185\u90e8\u6216\u5916\u90e8\u6267\u884c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"notsupported\">not_supported<\/h4>\n\n\n\n<p>\u4e0d\u652f\u6301\u5f53\u524d\u4e8b\u52a1\uff0c\u59cb\u7ec8\u4ee5\u975e\u4e8b\u52a1\u65b9\u5f0f\u6267\u884c<\/p>\n\n\n\n<p>\u9002\u7528\u4e8e\u8bfb\u53d6\u914d\u7f6e\u4fe1\u606f\uff0c\u4e0d\u9700\u8981\u4e8b\u52a1\u63a7\u5236\u7684\u6570\u636e\u83b7\u53d6\u64cd\u4f5c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"never\">never<\/h4>\n\n\n\n<p>\u4e0d\u652f\u6301\u5f53\u524d\u4e8b\u52a1\uff0c\u5982\u679c\u5b58\u5728\u4e8b\u52a1\uff0c\u5219\u629b\u51fa\u5f02\u5e38<\/p>\n\n\n\n<p>\u9002\u7528\u4e8e\u9700\u8981\u4fdd\u8bc1\u7edd\u5bf9\u6ca1\u6709\u4e8b\u52a1\u7684\u573a\u666f<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"mandatory\">mandatory<\/h4>\n\n\n\n<p>\u652f\u6301\u5f53\u524d\u4e8b\u52a1\uff0c\u5982\u679c\u4e0d\u5b58\u5728\u5219\u629b\u51fa\u5f02\u5e38<\/p>\n\n\n\n<p>\u9002\u7528\u4e8e\u5fc5\u987b\u5728\u73b0\u6709\u4e8b\u52a1\u4e2d\u6267\u884c\u7684\u573a\u666f<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"nested\">nested<\/h4>\n\n\n\n<p>\u6709\u4e8b\u52a1\u5219\u5d4c\u5957\u6267\u884c\uff0c\u5185\u5c42\u4e8b\u52a1\u4e0d\u5f71\u54cd\u5916\u5c42\uff0c\u5916\u5c42\u5931\u8d25\u5185\u90e8\u4e5f\u4f1a\u56de\u6eda<\/p>\n\n\n\n<p>\u9002\u7528\u4e8e\u9700\u8981\u90e8\u5206\u56de\u6eda\u6216\u8005\u5c40\u90e8\u4e8b\u52a1\u7684\u573a\u666f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"java\u9501aqs\">JAVA\u9501\uff08AQS\uff09<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5355\u4f8b\u6a21\u5f0fsychorinzed\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0bsychorinzed\u5fc5\u987b\u4f7f\u7528\">\u5355\u4f8b\u6a21\u5f0f\uff08Sychorinzed\uff09\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0bsychorinzed\u5fc5\u987b\u4f7f\u7528<\/h3>\n\n\n\n<p>&#8220;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>package org.example;\n\npublic class Singleton {\n    \/\/\u997f\u6c49\u6a21\u5f0f\n    private static Singleton instance = new Singleton();\n\n    class Singleton1 {\n        \/\/\u61d2\u6c49\n        private static Singleton instance;\n\n        public static Singleton getInstance() {\n            if (instance == null) {\n                instance = new Singleton();\n            }\n            return instance;\n        }\n    }\n\n    class Singleton2 {\n        \/\/\u53cc\u91cd\u6821\u9a8c\u9501\n        private static volatile Singleton instance;\n\n        public static Singleton getInstance() {\n            synchronized (Singleton.class) {\n                if (instance == null) {\n                    instance = new Singleton();\n                }\n            }\n            return instance;\n        }\n    }\n\n    class Singleton3 {\n        \/\/\u9759\u6001\u5185\u90e8\u7c7b\n        private static class SingletonHolder {\n            private static final Singleton instance = new Singleton();\n        }\n\n        public static Singleton getInstance() {\n            return SingletonHolder.instance;\n        }\n    }\n\n    class Singleton4 {\n        \/\/\u679a\u4e3e\n        public enum Singleton45 {\n            INSTANCE;\n\n            public void doSomething() {\n                \/\/do something\n            }\n        }\n    }\n\n}\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528completablefuture\">\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528CompletableFuture<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7075\u6d3b\u7684\u7ec4\u5408\u7f16\u6392<\/li>\n\n\n\n<li>\u7cbe\u7ec6\u7684\u5f02\u5e38\u5904\u7406<\/li>\n\n\n\n<li>\u975e\u963b\u585e\u5f02\u6b65\u6267\u884c<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"zset\u8df3\u8868\">ZSet\u8df3\u8868<\/h3>\n\n\n\n<p>ZSet\u662fRedis\u4e2d\u7684\u4e00\u4e2a\u7279\u6b8a\u7684\u6570\u636e\u7ed3\u6784\uff0c\u4ed6\u7684\u6838\u5fc3\u5176\u5b9e\u662f\u4e00\u4e2a<strong>\u591a\u5c42\u94fe\u8868<\/strong><\/p>\n\n\n\n<p>\u67e5\u627e\uff1a\u4f1a\u4ece\u9ad8\u5c42\u67e5\u5230\u5e95\u5c42\uff0c\u57fa\u4e8ezset\u7279\u6b8a\u7684\u6570\u636e\u7ed3\u6784\uff0c\u4e00\u822c\u60c5\u51b5\u4e0b\u6bd4\u666e\u901a\u94fe\u8868\u53ef\u4ee5\u5c11\u904d\u5386\u51e0\u4e2a\u5143\u7d20<\/p>\n\n\n\n<p>\u5220\u9664\uff1a\u56e0\u4e3a\u8fd9\u4e2a\u524d\u9a71\u6307\u9488\u7684\u8bbe\u8ba1\uff0c\u5220\u9664\u4e5f\u6bd4\u8f83\u65b9\u4fbf<\/p>\n\n\n\n<p>\u65b0\u589e\uff1a\u57fa\u4e8e\u6982\u7387\u7b97\u6cd5\uff0c\u8ba1\u7b97\u8fd9\u4e2a\u65b0\u8282\u70b9\u5728\u54ea\u4e00\u5c42<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.0doeL4\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' 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src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/08\/22\/image73991cee24ef3914.md.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5982\u4f55\u5224\u65ad\u4e00\u4e2a\u5927\u6a21\u578b\u7684\u80fd\u529b\">\u5982\u4f55\u5224\u65ad\u4e00\u4e2a\u5927\u6a21\u578b\u7684\u80fd\u529b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" 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id=\"\u6cdb\u5316\u80fd\u529b\u5bf9\u672a\u77e5\u6570\u636e\u7684\u9002\u5e94\u6027\">\u6cdb\u5316\u80fd\u529b\uff1a\u5bf9\u672a\u77e5\u6570\u636e\u7684\u9002\u5e94\u6027<\/h4>\n\n\n\n<p>\u6a21\u578b\u5728\u8bad\u7ec3\u96c6\u4e4b\u5916\u7684\u771f\u5b9e\u6570\u636e\u4e0a\u7684\u8868\u73b0\uff0c\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u7684\u6a21\u578b\u53ef\u80fd\u8fc7\u62df\u5408\u6216\u6b20\u62df\u5408<\/p>\n\n\n\n<p>\u9a8c\u8bc1\u65b9\u6cd5\uff1a\u5212\u5206\u6570\u636e\u96c6\uff0c\u4ea4\u53c9\u9a8c\u8bc1<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" 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class=\"wp-block-list\">\n<li>\u8bbf\u95ee\u6743\u9650\u4e0d\u5339\u914d\uff1a\u5b50\u7c7b\u7684\u8bbf\u95ee\u6743\u9650\u5927\u4e8e\u4e86\u7236\u7c7b\u6743\u9650<\/li>\n\n\n\n<li>\u65b9\u6cd5\u7b7e\u540d\u4e0d\u4e00\u81f4\uff1a\u53c2\u6570\u5217\u8868\u4e0d\u540c<\/li>\n\n\n\n<li>\u8fd4\u56de\u7c7b\u578b\u4e0d\u5339\u914d\uff1a\u8fd4\u56de\u7c7b\u578b\u4e0d\u540c\u4e5f\u4f1a\u5931\u6548<\/li>\n\n\n\n<li>\u91cd\u5199\u65b9\u6cd5\u629b\u51fa\u65b0\u7684\u5f02\u5e38\uff1a\u5b50\u7c7b\u629b\u51fa\u4e86\u66f4\u5927\u8303\u56f4\u7684\u53d7\u68c0\u5f02\u5e38<\/li>\n\n\n\n<li>\u91cd\u5199\u4e86\u6784\u9020\u65b9\u6cd5\uff1a\u5b50\u7c7b\u662f\u57fa\u4e8e\u7236\u7c7b\u7684\u6784\u9020\u65b9\u6cd5\u6784\u9020\u7684\uff0c\u6240\u4ee5\u91cd\u5199\u6784\u9020\u65b9\u6cd5\u4f1a\u5931\u6548<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"rr\u89c6\u56fe\u548crc\u89c6\u56fe\u751f\u6210\u7684\u533a\u522b\">RR\u89c6\u56fe\u548cRC\u89c6\u56fe\u751f\u6210\u7684\u533a\u522b<\/h3>\n\n\n\n<p>\u90fd\u662f\u5feb\u7167\u8bfb\uff0c\u53ea\u662fRR\u5bf9\u4e8e\u6bcf\u4e2a\u4e8b\u52a1\u521b\u5efa\u65f6\u53ea\u751f\u6210\u4e00\u6b21\u89c6\u56fe\uff0c\u800cRC\u662f\u5bf9\u4e8e\u6bcf\u4e2a\u8bfb\u64cd\u4f5c\u90fd\u751f\u6210\u4e00\u6b21\u89c6\u56fe<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ebf\u7a0b\u6c60\u53c2\u6570\u8bbe\u7f6e\u6839\u636e\u4e9a\u4fe1\u79d1\u6280\u7684\u573a\u666f\">\u7ebf\u7a0b\u6c60\u53c2\u6570\u8bbe\u7f6e\uff08\u6839\u636e\u4e9a\u4fe1\u79d1\u6280\u7684\u573a\u666f\uff09<\/h3>\n\n\n\n<p>300QPS<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6838\u5fc3\u7ebf\u7a0b\u6570\uff1a\u57fa\u4e8eIO\u5bc6\u96c6\u7684\u4e1a\u52a1\u573a\u666f\uff0c\u8bbe\u7f6e\u57288\uff08cpu\u6838\u5fc3\u6570*\uff081+\u5e73\u5747IO\u7b49\u5f85\u65f6\u95f4\/CPU\u8ba1\u7b97\u65f6\u95f4\uff09\uff09<\/li>\n\n\n\n<li>\u6700\u5927\u7ebf\u7a0b\u6570\uff1a\u8003\u8651\u5230\u5185\u5b58\u6ea2\u51fa\u7684\u95ee\u9898\u548c\u4e0a\u4e0b\u6587\u5207\u6362\u5f00\u9500\uff0c\u8bbe\u7f6e\u4e3a16\uff08corePoolSize*2~4\uff09\uff1b<\/li>\n\n\n\n<li>\u4efb\u52a1\u961f\u5217\uff1a\u4f7f\u7528\u56fa\u5b9a\u5bb9\u91cf\u7684\u6709\u754c\u961f\u5217\uff0820\uff09 \u961f\u5217\u5bb9\u91cf\uff08\u6700\u5927QPS-corePoolSize*\u6bcf\u79d2\u5904\u7406\u80fd\u529b\uff09 *\u5e73\u5747\u5904\u7406\u65f6\u95f4<\/li>\n\n\n\n<li>\u62d2\u7edd\u7b56\u7565\uff1a\u8fdb\u884c\u5f02\u5e38\u629b\u51fa\u6355\u83b7\uff0c\u8bb0\u5f55\u65e5\u5fd7\uff0c\u672c\u5730\u6d88\u606f\u8868\uff0c\u5b9a\u65f6\u4efb\u52a1\u8865\u507f<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8865\u507f\u673a\u5236\">\u8865\u507f\u673a\u5236<\/h3>\n\n\n\n<p>\u672c\u5730\u6d88\u606f\u8868\uff0c\u6d88\u606f\u961f\u5217<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ea2\u9ed1\u6811\u5de6\u65cb\u53f3\u65cb\">\u7ea2\u9ed1\u6811\u5de6\u65cb\u53f3\u65cb<\/h3>\n\n\n\n<p>\u4e09\u6b21\u65cb\u8f6c\u5185\u89e3\u51b3<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5927\u534e\">\u5927\u534e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7f51\u7edc\u6293\u5305\u548cunix\">\u7f51\u7edc\u6293\u5305\u548cUnix<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7f51\u7edc\u6293\u5305\u7684\u6838\u5fc3\u4ef7\u503c\">\u7f51\u7edc\u6293\u5305\u7684\u6838\u5fc3\u4ef7\u503c<\/h4>\n\n\n\n<p>\u8c03\u8bd5\u63a5\u53e3\uff0c\u5b9a\u4f4d\u63a5\u53e3\u5f02\u5e38\uff08\u5982\u53c2\u6570\u9519\u8bef\uff0c\u72b6\u6001\u7801\u975e200\uff09<\/p>\n\n\n\n<p>\u6392\u67e5\u7f51\u7edc\u95ee\u9898\uff1a\u5206\u6790\u5ef6\u8fdf\uff0c\u4e22\u5305\uff0c\u91cd\u4f20<\/p>\n\n\n\n<p>\u5b89\u5168\u68c0\u6d4b\uff1a\u53d1\u73b0\u6076\u610f\u6d41\u91cf\uff08DDos\u653b\u51fb\uff0cSQL\u6ce8\u5165\uff0cUDP\u5305\u4e22\u5931\uff09<\/p>\n\n\n\n<p>\u534f\u8bae\u5b66\u4e60\uff1a\u89c2\u5bdf\u771f\u5b9e\u7f51\u7edc\u4e2d\u534f\u8bae\u7684\u4ea4\u4e92\u8fc7\u7a0b\uff08DNS\u89e3\u6790\uff0cTLS\u63e1\u624b\uff09<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5177\u4f53\u573a\u666f\">\u5177\u4f53\u573a\u666f<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u8c03\u8bd5api\u63a5\u53e3\">\u8c03\u8bd5API\u63a5\u53e3<\/h5>\n\n\n\n<p>\u9009\u62e9Charles \u914d\u7f6e\u6293\u5305\u73af\u5883\uff08\u8bc1\u4e66\uff09-&gt;\u542f\u52a8\u6293\u5305\u7ed1\u5b9aip\u8fc7\u6ee4\u89c4\u5219-&gt;\u5206\u6790\u8bf7\u6c42\u4e0e\u54cd\u5e94<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6392\u67e5\u8bf7\u6c42\u8d85\u65f6http\u95ee\u9898\">\u6392\u67e5\u8bf7\u6c42\u8d85\u65f6\uff08HTTP\u95ee\u9898\uff09<\/h5>\n\n\n\n<p>\u4f7f\u7528WireShark \u7ed1\u5b9aip\u548c\u7aef\u53e3-&gt;\u767b\u5f55\u7f51\u7ad9-&gt;\u5206\u6790\u5173\u952e\u4e8b\u4ef6(DNS\u89e3\u6790\u6162\uff0c\u6570\u636e\u4f20\u8f93\u5ef6\u8fdf\uff0c\u91cd\u4f20\u4e0e\u4e22\u5305)<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u68c0\u67e5\u6076\u610f\u6d41\u91cf\">\u68c0\u67e5\u6076\u610f\u6d41\u91cf<\/h5>\n\n\n\n<p>WireShark\u6355\u83b7\u7fa4\u5165\u6808\u6d41\u91cf-&gt;\u5206\u6790\u653b\u51fb\u7279\u5f81\uff08ICMP\u6d41\uff0cSYN\u6d41\u591a\u4e2aSYN\u5374\u6ca1\u6709ACK\uff0cUDP\u6d41\u5927\u91cf\u65e0\u610f\u4e49UDP\u5305\uff09-&gt;\u5173\u8054\u653b\u51fb\u6e90\uff08\u901a\u8fc7WireShark\u7684Statistics-&gt;Endpoints\u7edf\u8ba1\u6e90IP\u6d41\u91cf\uff09\uff0c\u7ed3\u5408\u9632\u706b\u5899\u65e5\u5fd7\uff0c\u786e\u8ba4IP\u662f\u5426\u88ab\u5c01\u7981\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4f18\u5316\u79fb\u52a8\u7aefapp\u7f51\u7edc\u6027\u80fd\">\u4f18\u5316\u79fb\u52a8\u7aefAPP\u7f51\u7edc\u6027\u80fd<\/h5>\n\n\n\n<p>Charles\u548cWireShark\u7ed3\u5408\u4f7f\u7528 Charles\u6a21\u62df\u5f31\u7f51\u73af\u5883\uff0c\u8fd0\u884cWireShark\u6293\u5305\u5206\u6790<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u867e\u76ae\">\u867e\u76ae<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5341\u4ebf\u4e0d\u540c\u6570\u5b57\u5206\u6210\u5341\u7ec4\u6bcf\u7ec4\u4e00\u4ebf\u4e2a\u6bcf\u6b21\u5206\u7ec4\u90fd\u4e0d\u540c\">\u5341\u4ebf\u4e0d\u540c\u6570\u5b57\uff0c\u5206\u6210\u5341\u7ec4\uff0c\u6bcf\u7ec4\u4e00\u4ebf\u4e2a\uff0c\u6bcf\u6b21\u5206\u7ec4\u90fd\u4e0d\u540c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u968f\u673a\u6392\u5217+\u52a8\u6001\u79cd\u5b50\">\u968f\u673a\u6392\u5217+\u52a8\u6001\u79cd\u5b50<\/h4>\n\n\n\n<p>\u4f7f\u7528\u4e00\u4e2a\u968f\u673a\u79cd\u5b50\u5bf9\u7d22\u5f15\u5217\u968f\u673a\u6392\u5e8f\uff0c\u7528\u91cd\u65b0\u6392\u5e8f\u540e\u7684\u7d22\u5f15\u5217\u91cd\u6392\u539f\u6570\u7ec4\uff0c\u7136\u540e\u5207\u5206<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"hash\u52a0\u76d0\u7b97\u6cd5\">Hash\u52a0\u76d0\u7b97\u6cd5<\/h4>\n\n\n\n<p>\u82e5\u5185\u5b58\u65e0\u6cd5\u5bb9\u7eb3\u5168\u91cf\u6570\u636e\u7684\u968f\u673a\u6392\u5217\uff0c\u53ef\u91c7\u7528\u54c8\u5e0c\u51fd\u6570\u5206\u914d\uff0c\u901a\u8fc7\u6539\u53d8\u54c8\u5e0c\u53c2\u6570\uff08\u5982\u201c\u52a0\u76d0\u201d\uff09\u786e\u4fdd\u6bcf\u6b21\u5206\u7ec4\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<p>a. \u4e3a\u672c\u6b21\u5206\u7ec4\u9009\u62e9\u4e00\u4e2a\u65b0\u7684\u54c8\u5e0c\u51fd\u6570 H k (x)\uff08\u5982 H k (x)=SHA-256(x\u2225k)\uff0c\u5176\u4e2d k\u4e3a\u672c\u6b21\u5206\u7ec4\u7684\u552f\u4e00\u5bc6\u94a5\uff09\u3002<\/p>\n\n\n\n<p>b. \u5bf9\u6bcf\u4e2a\u6570\u5b57 x\u2208S\uff0c\u8ba1\u7b97\u5176\u54c8\u5e0c\u503c h=H k (x)\uff0c\u5e76\u5c06 h\u8f6c\u6362\u4e3a0-9\u7684\u6574\u6570 g\uff08\u5982\u53d6\u54c8\u5e0c\u503c\u7684\u6700\u540e\u4e00\u4f4d\u5341\u8fdb\u5236\u6570\uff0c\u6216\u5bf910\u53d6\u6a21\uff09\u3002<\/p>\n\n\n\n<p>c. \u7531\u4e8e\u5341\u4ebf\u662f10\u7684\u500d\u6570\uff0c\u5747\u5300\u54c8\u5e0c\u51fd\u6570\u53ef\u4fdd\u8bc1\u6bcf\u4e2a\u7ec4 g\u2208{0,1,&#8230;,9}\u6070\u597d\u5305\u542b\u4e00\u4ebf\u4e2a\u6570\u5b57\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u4e2a\u8ba2\u5355\u8868\u6709useridordertimeprice\u5199\u4e00\u4e2asql\u67e5\u8be2\u8fd9\u4e2a\u65e5\u671f\u4e4b\u524d\u4ef7\u683c\u7684\u6c47\u603b\">\u4e00\u4e2a\u8ba2\u5355\u8868\uff0c\u6709user_id,order_time,price,\u5199\u4e00\u4e2asql\u67e5\u8be2\uff0c\u8fd9\u4e2a\u65e5\u671f\u4e4b\u524d\u4ef7\u683c\u7684\u6c47\u603b<\/h3>\n\n\n\n<p><code>-- \u6309\u65e5\u671f\u5c55\u793a\u7d2f\u8ba1\u4ef7\u683c\u603b\u548c\uff08\u542b\u5f53\u65e5\uff09 SELECT DATE(order_time) AS time, -- \u63d0\u53d6\u65e5\u671f\uff08\u683c\u5f0f\uff1aYYYY-MM-DD\uff09 SUM(price) OVER ( ORDER BY DATE(order_time) -- \u6309\u65e5\u671f\u6392\u5e8f ROWS BETWEEN UNBOUNDED PRECEDING AND CURRENT ROW -- \u7d2f\u8ba1\u4ece\u9996\u884c\u5230\u5f53\u524d\u884c ) AS price_sum -- \u7d2f\u8ba1\u4ef7\u683c\u603b\u548c FROM orders GROUP BY DATE(order_time) -- \u6309\u65e5\u671f\u5206\u7ec4\uff08\u786e\u4fdd\u6bcf\u4e2a\u65e5\u671f\u4ec5\u4e00\u884c\uff09 ORDER BY time; -- \u6309\u65e5\u671f\u5347\u5e8f\u6392\u5217<\/code><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7f16\u8bd1\u597d\u7684\u4ee3\u7801\u662f\u600e\u4e48\u5728cpu\u6267\u884c\u7684\">\u7f16\u8bd1\u597d\u7684\u4ee3\u7801\u662f\u600e\u4e48\u5728cpu\u6267\u884c\u7684<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7f16\u8bd1\u9636\u6bb5\">\u7f16\u8bd1\u9636\u6bb5<\/h4>\n\n\n\n<p>\u9884\u5904\u7406\uff08\u9884\u5904\u7406\u540e\u7684\u6e90\u4ee3\u7801\uff09-&gt;\u7f16\u8bd1\uff08\u7531\u9ad8\u7ea7\u8bed\u8a00\u5c06\u6e90\u4ee3\u7801\u7f16\u8bd1\u4e3a\u6c47\u7f16\u8bed\u8a00\uff09-&gt;\u6c47\u7f16(\u5c06\u6c47\u7f16\u8bed\u8a00\u8f6c\u6362\u4e3a\u673a\u5668\u7801)-&gt;\u94fe\u63a5\uff08\u5c06\u591a\u4e2a\u76ee\u6807\u6587\u4ef6\u548c\u4f9d\u8d56\u7684\u5e93\u6587\u4ef6\u5408\u5e76\uff0c\u4e3a\u6307\u4ee4\u548c\u6570\u636e\u5206\u914d\u8fd0\u884c\u5185\u5b58\u5730\u5740\uff0c\u751f\u6210\u53ef\u6267\u884c\u6587\u4ef6exe\u6216\u8005ELF\u6587\u4ef6\uff09<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u52a0\u8f7d\u9636\u6bb5\u4ece\u78c1\u76d8\u5230\u5185\u5b58\">\u52a0\u8f7d\u9636\u6bb5\uff08\u4ece\u78c1\u76d8\u5230\u5185\u5b58\uff09<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa\u8fdb\u7a0b:\u64cd\u4f5c\u7cfb\u7edf\u4e3a\u7a0b\u5e8f\u5206\u914d<strong>\u865a\u62df\u5730\u5740<\/strong>\u7a7a\u95f4\uff0c\u521b\u5efaPCB<\/li>\n\n\n\n<li>\u5185\u5b58\u6620\u5c04\uff1a\u4e3a\u521b\u5efa\u7684\u865a\u62df\u5185\u5b58\u6620\u5c04\u5b9e\u9645\u7684\u7269\u7406\u5185\u5b58<\/li>\n\n\n\n<li>\u5165\u53e3\u70b9\u8df3\u8f6c\uff1a\u5c06CPU\u7684\u7a0b\u5e8f\u8ba1\u6570\u5668\u8bbe\u7f6e\u4e3a\u53ef\u6267\u884c\u6587\u4ef6\u7684\u5165\u53e3<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6307\u4ee4\u5468\u671f\">\u6307\u4ee4\u5468\u671f<\/h4>\n\n\n\n<p>\u53d6\u503c\uff08\u901a\u8fc7\u7a0b\u5e8f\u8ba1\u6570\u5668\u8bb0\u5f55\u4e0b\u4e00\u6761\u8981\u6267\u884c\u7684\u6307\u4ee4\uff09-&gt;\u8bd1\u7801\uff08\u6839\u636e\u6307\u4ee4\u89e3\u6790\u51fa\u64cd\u4f5c\u7801\u548c\u64cd\u4f5c\u6570\uff0c\u751f\u6210\u4fe1\u53f7\uff09-&gt;\u6267\u884c\uff08\u901a\u8fc7\u7b97\u6570\u903b\u8f91\u5355\u5143\u548c\u5185\u5b58\u8bbf\u95ee\u5355\u5143\u4ee5\u53ca\u603b\u7ebf\u8fdb\u884c\u4ea4\u4e92\uff09-&gt;\u5199\u56de(\u5c06\u7ed3\u679c\u534f\u4f1a\u5bc4\u5b58\u5668\u6216\u8005\u5185\u5b58\u5f00\u542f\u4e0b\u4e00\u4e2a\u5468\u671f)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"cpu\u4f18\u5316\u6280\u672f\">CPU\u4f18\u5316\u6280\u672f<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6d41\u6c34\u7ebf\uff1a\u5f53\u5730\u4e00\u6761\u6307\u4ee4\u6267\u884c\u7684\u65f6\u5019\uff0c\u7b2c\u4e8c\u6761\u6307\u4ee4\u5728\u8bd1\u7801\uff0c\u7406\u60f3\u60c5\u51b5\u4e0b\uff0cCPU\u53ef\u4ee5\u6bcf\u5468\u671f\u6267\u884c\u4e00\u4e2a\u6307\u4ee4\u3002<\/li>\n\n\n\n<li>\u5206\u652f\u9884\u6d4b\uff1a\u5bf9\u4e8e\u6761\u4ef6\u8df3\u8f6c\u4f1a\u8fdb\u884c\u9884\u6d4b\uff0c\u63d0\u524d\u52a0\u8f7d\u53ef\u80fd\u7684\u76ee\u6807\u6307\u4ee4\u5230\u6d41\u6c34\u7ebf\uff0c\u9884\u6d4b\u6b63\u786e\u53ef\u4ee5\u590d\u7528\u6d41\u6c34\u7ebf\uff0c\u5426\u5219\u5c31\u8981\u56de\u6eda\u3002<\/li>\n\n\n\n<li>\u8d85\u6807\u91cf\u6267\u884c\uff1a\u591a\u6267\u884c\u5355\u5143\uff08\u591aALU\uff0c\u591a\u5185\u5b58\u8bbf\u95ee\uff09\uff0c\u6307\u4ee4\u5e76\u884c\uff0c\u540c\u65f6\u5904\u7406\u591a\u4e2a\u6307\u4ee4<\/li>\n\n\n\n<li>\u7f13\u5b58\uff1aCPU\u5185\u90e8\u4e09\u7ea7\u544a\u8bc9\u7f13\u5b58<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u793e\u4ea4\u8f6f\u4ef6\u7684redis\u5b58\u50a8\u7528\u6237\u4fe1\u606fsession\u5982\u4f55\u8bbe\u8ba1\">\u793e\u4ea4\u8f6f\u4ef6\u7684redis\u5b58\u50a8\uff08\u7528\u6237\u4fe1\u606f\uff0csession\uff09\u5982\u4f55\u8bbe\u8ba1<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6570\u636e\u7ed3\u6784\">\u6570\u636e\u7ed3\u6784<\/h4>\n\n\n\n<p>Hash\u6216\u8005String<\/p>\n\n\n\n<p>String\u9002\u5408\u7b80\u5355\u573a\u666f\uff0c\u7528\u6237\u5c5e\u6027\u8f83\u5c11<\/p>\n\n\n\n<p>Hash\u9002\u5408\u590d\u6742\u573a\u666f\uff0c\u5982\u679c\u9700\u8981\u9891\u7e41\u4fee\u6539Session\u4e2d\u7684\u67d0\u4e2a\u5b57\u6bb5\uff0c\u4f7f\u7528hash\u66f4\u9ad8\u6548<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7f13\u5b58\u4e00\u81f4\u6027\">\u7f13\u5b58\u4e00\u81f4\u6027<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5ef6\u8fdf\u53cc\u5220\u7b56\u7565\uff1a\u9002\u5408\u4e8e\u5e76\u53d1\u7cfb\u7edf\uff0c\u4e3a\u4e86\u9632\u6b62\u66f4\u65b0\u7f13\u5b58\u540e\u65e7\u8bf7\u6c42\u5c06\u65b0\u7f13\u5b58\u9519\u8bef\u66f4\u65b0\uff0c\u6240\u4ee5\u4f1a\u5728\u66f4\u65b0\u5b8c\u7f13\u5b58\u4e4b\u540e\u8fc7\u4e00\u6bb5\u65f6\u95f4\u518d\u8fdb\u884c\u5220\u9664\u3002<\/li>\n\n\n\n<li>\u5199\u7a7f\u900f\uff08Write-Through\uff09 \u901a\u8fc7\u7f13\u5b58\u4ee3\u7406\u5904\u7406\u5199\u8bf7\u6c42\uff0c\u5148\u66f4\u65b0\u7f13\u5b58\u518d\u540c\u6b65\u66f4\u65b0\u6570\u636e\u5e93\uff08\u5bf9\u4e00\u81f4\u6027\u8981\u6c42\u9ad8\u4f46\u6027\u80fd\u8981\u6c42\u8f83\u4f4e\u7684\u573a\u666f\uff09<\/li>\n\n\n\n<li>\u5199\u56de\uff08Write-Behind\uff09 \u5199\u8bf7\u6c42\u4ec5\u66f4\u65b0\u7f13\u5b58\uff0c\u7136\u540e\u5f02\u6b65\u66f4\u65b0\u6570\u636e\u5e93\uff0c\u5bf9\u5199\u5165\u6027\u80fd\u8981\u6c42\u6781\u9ad8\uff0c\u4f46\u5141\u8bb8\u77ed\u6682\u6570\u636e\u4e0d\u4e00\u81f4\uff08\u5982\u65e5\u5fd7\u7edf\u8ba1\uff09<\/li>\n\n\n\n<li>\u65c1\u8def\u7f13\u5b58\uff1a\u8bfb\u7684\u65f6\u5019\u4f18\u5148\u8bfb\u7f13\u5b58\uff0c\u5199\u7684\u65f6\u5019\u5148\u5199\u6570\u636e\u5e93\u7136\u540e\u8ba9\u7f13\u5b58\u5931\u6548<strong>\u5bf9\u4e8e\u9ad8\u9891\u8bfb\uff0c\u4f4e\u9891\u5199\u7684\u793e\u4ea4\u4e1a\u52a1\u573a\u666f\uff0c\u53ef\u4ee5\u91c7\u7528\u65c1\u8def\u7f13\u5b58+\u5ef6\u8fdf\u53cc\u5220\u7684\u7b56\u7565<\/strong><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u8fc7\u671f\u673a\u5236\">\u8fc7\u671f\u673a\u5236<\/h4>\n\n\n\n<p>\u5220\u9664\u7b56\u7565\uff1a\u9009\u62e9\u5b9a\u671f\u548c\u60f0\u6027\u5220\u9664\u8fd9\u5757\uff0c\u5b9a\u671f\u7528\u6765\u9632\u6b62\u5185\u5b58\u788e\u7247\uff0c\u60f0\u6027\u7528\u6765\u9632\u6b62\u8bfb\u5230\u8fc7\u671f\u7684\u6570\u636e<\/p>\n\n\n\n<p>\u8fc7\u671f\u65f6\u95f4\u8bbe\u7f6e\uff1a\u7528\u6237\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f\u53ef\u4ee5\u8bbe\u7f6e\u8f83\u957f\u7684TTL\uff0csession\u8bbe\u7f6e\u8f83\u77ed\u7684TTL\uff0c\u52a8\u6001\u5185\u5bb9\u53ef\u4ee5\u8bbe\u7f6e\u4e3a\u51e0\u5c0f\u65f6\u6216\u51e0\u5929\uff0c\u7ed3\u5408\u70ed\u5f1f\u554a\u6570\u636e\u5ef6\u957fTTL\uff0c\u77ed\u4fe1\u9a8c\u8bc1\u7801\u5219\u8bbe\u7f6e\u6781\u77ed\u7684\u7f13\u5b58\u65f6\u95f4<\/p>\n\n\n\n<p>\u4e00\u4e9b\u4f18\u5316\u7b56\u7565\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u52a8\u6001\u8c03\u6574TTL\uff0c\u7ed3\u5408\u7528\u6237\u6d3b\u8dc3\u5ea6\uff0c\u6570\u636e\u66f4\u65b0\u9891\u7387\uff0c\u52a8\u6001\u5ef6\u957f\u6216\u7f29\u77edTTL\uff0c\u5e73\u8861\u6027\u80fd\u4e0e\u5185\u5b58<\/li>\n\n\n\n<li>\u5206\u6563\u8fc7\u671f\u65f6\u95f4\uff1a\u901a\u8fc7\u968f\u673a\u8bbe\u7f6e\u8fc7\u671f\u65f6\u95f4\uff0c\u964d\u4f4e\u6570\u636e\u5e93\u7f13\u5b58\u538b\u529b<\/li>\n\n\n\n<li>\u5206\u5e03\u5f0f\u573a\u666f\u4f18\u5316\uff1a\u96c6\u7fa4\u67b6\u6784\u6216\u8005\u4e3b\u4ece\u5ef6\u8fdf\uff0c\u96c6\u7fa4\u5206\u7247\uff0c\u5206\u5e03\u5f0f\u9501\u914d\u5408\u8fd9\u5757<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5206\u5e03\u5f0f\u573a\u666f\u4e0b\u7684\u6311\u6218\">\u5206\u5e03\u5f0f\u573a\u666f\u4e0b\u7684\u6311\u6218<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e3b\u4ece\u67b6\u6784\u4e0b\u4e3b\u4ece\u540c\u6b65\u7684\u8fc7\u671f\u5ef6\u8fdf\uff1a\u4e3b\u8282\u70b9\u5220\u9664\u952e\u540e\uff0c\u4ece\u8282\u70b9\u672a\u540c\u6b65\uff0c\u5bfc\u81f4\u4ece\u8282\u70b9\u8bfb\u53d6\u5230\u4f46\u672a\u5220\u9664\u7684\u952e\uff0c\u53ef\u4ee5\u91c7\u53d6\u4f18\u5148\u8bfb\u4e3b\u8282\u70b9\uff0c\u6216\u8005\u4f7f\u7528\u54e8\u5175\u673a\u5236\uff0c\u4e3b\u8282\u70b9\u5b95\u673a\u65f6\u81ea\u52a8\u63d0\u5347\u4ece\u8282\u70b9\u4e3a\u4e3b\u8282\u70b9\uff0c\u51cf\u5c11\u540c\u6b65\u5ef6\u8fdf\u5bf9\u4e1a\u52a1\u7684\u5f71\u54cd\u3002<\/li>\n\n\n\n<li>Redis\u96c6\u7fa4\u8fc7\u671f\u5904\u7406\uff1a\u67d0\u4e2a\u8282\u70b9\u5b95\u673a\uff0c\u5176\u4ed6\u96c6\u7fa4\u63a5\u7ba1\u5176\u69fd\u4f4d\u65f6\u7684\u8fc7\u671f\u952e\u9057\u6f0f\u95ee\u9898\uff0c\u53ef\u4ee5\u901a\u8fc7\u5408\u7406\u89c4\u5212\u5206\u7247\uff08\u5982\u9ad8\u9891\u6570\u636e\u5206\u6563\u5230\u4e0d\u540c\u8282\u70b9\uff0c\u907f\u514d\u5355\u8282\u70b9\u6545\u969c\u5bfc\u81f4\u5927\u91cf\u8fc7\u671f\u952e\u672a\u6e05\u7406\uff09\uff0c\u5e76\u8d2d\u4f7f\u7528\u76d1\u63a7\u673a\u5236\uff08Prometheus+Grafana\uff09\u76d1\u63a7\u4e2a\u8282\u70b9\u7684\u8fc7\u671f\u952e\u6307\u6807<\/li>\n\n\n\n<li>\u5206\u5e03\u5f0f\u9501\u6ce8\u610f\u9501\u7eed\u671f<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5e38\u89c1\u95ee\u9898\u7684\u6392\u67e5\">\u5e38\u89c1\u95ee\u9898\u7684\u6392\u67e5<\/h4>\n\n\n\n<p>\u7f13\u5b58\u672a\u6309\u65f6\u8fc7\u671f<\/p>\n\n\n\n<p>\u901a\u8fc7TTL\u547d\u4ee4\u6216\u8005\u68c0\u67e5Redis\u65e5\u5fd7\uff0c\u786e\u8ba4\u662f\u5426\u6709\u4e3b\u4ece\u540c\u6b65\u5ef6\u8fdf\u6216\u8005\u672a\u8bbe\u7f6e\u8fc7\u671f\u65f6\u95f4\uff0c\u6216\u8005\u65f6\u949f\u5f02\u5e38 \u8fc7\u671f\u952e\u672a\u6e05\u7406<\/p>\n\n\n\n<p>\u4f7f\u7528hz\u53c2\u6570\uff0c\u589e\u52a0\u5b9a\u671f\u5220\u9664\u9891\u7387\uff0c\u53ef\u80fd\u662f\u56e0\u4e3a\u5b9a\u671f\u5220\u9664\u7684\u626b\u63cf\u6bd4\u7387\u4f4e\uff0c\u76d1\u63a7expired_stale_perc\u7684\u6bd4\u4f8b\uff0c\u5982\u679c\u957f\u671f\u9ad8\u4e8e20%\uff0c\u53ef\u4ee5\u4f18\u5316TTL\u914d\u7f6e<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7f13\u5b58\u548c\u6570\u636e\u5e93\u7684\u4e00\u81f4\u6027\u5982\u4f55\u4fdd\u8bc1\u5728\u8fd9\u4e2a\u793e\u4ea4\u8f6f\u4ef6\u7684\u573a\u666f\u4e0b\">\u7f13\u5b58\u548c\u6570\u636e\u5e93\u7684\u4e00\u81f4\u6027\u5982\u4f55\u4fdd\u8bc1\uff0c\u5728\u8fd9\u4e2a\u793e\u4ea4\u8f6f\u4ef6\u7684\u573a\u666f\u4e0b<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5ef6\u8fdf\u53cc\u5220\u7b56\u7565\uff1a\u9002\u5408\u4e8e\u5e76\u53d1\u7cfb\u7edf\uff0c\u4e3a\u4e86\u9632\u6b62\u66f4\u65b0\u7f13\u5b58\u540e\u65e7\u8bf7\u6c42\u5c06\u65b0\u7f13\u5b58\u9519\u8bef\u66f4\u65b0\uff0c\u6240\u4ee5\u4f1a\u5728\u66f4\u65b0\u5b8c\u7f13\u5b58\u4e4b\u540e\u8fc7\u4e00\u6bb5\u65f6\u95f4\u518d\u8fdb\u884c\u5220\u9664\u3002<\/li>\n\n\n\n<li>\u5199\u7a7f\u900f\uff08Write-Through\uff09 \u901a\u8fc7\u7f13\u5b58\u4ee3\u7406\u5904\u7406\u5199\u8bf7\u6c42\uff0c\u5148\u66f4\u65b0\u7f13\u5b58\u518d\u540c\u6b65\u66f4\u65b0\u6570\u636e\u5e93\uff08\u5bf9\u4e00\u81f4\u6027\u8981\u6c42\u9ad8\u4f46\u6027\u80fd\u8981\u6c42\u8f83\u4f4e\u7684\u573a\u666f\uff09<\/li>\n\n\n\n<li>\u5199\u56de\uff08Write-Behind\uff09 \u5199\u8bf7\u6c42\u4ec5\u66f4\u65b0\u7f13\u5b58\uff0c\u7136\u540e\u5f02\u6b65\u66f4\u65b0\u6570\u636e\u5e93\uff0c\u5bf9\u5199\u5165\u6027\u80fd\u8981\u6c42\u6781\u9ad8\uff0c\u4f46\u5141\u8bb8\u77ed\u6682\u6570\u636e\u4e0d\u4e00\u81f4\uff08\u5982\u65e5\u5fd7\u7edf\u8ba1\uff09<\/li>\n\n\n\n<li>\u65c1\u8def\u7f13\u5b58\uff1a\u8bfb\u7684\u65f6\u5019\u4f18\u5148\u8bfb\u7f13\u5b58\uff0c\u5199\u7684\u65f6\u5019\u5148\u5199\u6570\u636e\u5e93\u7136\u540e\u8ba9\u7f13\u5b58\u5931\u6548<strong>\u5bf9\u4e8e\u9ad8\u9891\u8bfb\uff0c\u4f4e\u9891\u5199\u7684\u793e\u4ea4\u4e1a\u52a1\u573a\u666f\uff0c\u53ef\u4ee5\u91c7\u7528\u65c1\u8def\u7f13\u5b58+\u5ef6\u8fdf\u53cc\u5220\u7684\u7b56\u7565<\/strong><\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5982\u4f55\u5b9a\u4f4d\u4e00\u4e2a\u65b9\u6cd5\u51fd\u6570\u7684\u6027\u80fd\u74f6\u9888\">\u5982\u4f55\u5b9a\u4f4d\u4e00\u4e2a\u65b9\u6cd5\u51fd\u6570\u7684\u6027\u80fd\u74f6\u9888<\/h3>\n\n\n\n<p>\u91cf\u5316\u6307\u6807-&gt;\u5b9a\u4f4d\u70ed\u70b9-&gt;\u5206\u6790\u539f\u56e0-&gt;\u9a8c\u8bc1\u4f18\u5316<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u660e\u786e\u6027\u80fd\u95ee\u9898\">\u660e\u786e\u6027\u80fd\u95ee\u9898<\/h5>\n\n\n\n<p>\u6839\u636e\u629b\u9519\u660e\u786e\u6027\u80fd\u7684\u8868\u73b0<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u91cf\u5316\u6027\u80fd\u6307\u6807\">\u91cf\u5316\u6027\u80fd\u6307\u6807<\/h5>\n\n\n\n<p>\u4ee3\u7801\u5c42\u9762\uff1a\u4f7f\u7528\u4ee3\u7801\u6253\u5370\u65e5\u5fd7\u660e\u786e\u65b9\u6cd5\u8017\u65f6<\/p>\n\n\n\n<p>\u5916\u90e8\u8ba1\u65f6\u5de5\u5177\uff1alinux\u7cfb\u7edf\u81ea\u5e26time\u6307\u4ee4\uff0cAPM\u5de5\u5177\uff08SkyWalking\uff0cZipkin\uff0cPinpoint\uff09\u57cb\u70b9\u81ea\u52a8\u63d2\u6869\uff0c\u53ef\u89c6\u5316\u5e7b\u672f\u8c03\u7528\u94fe\u7684\u8017\u65f6\u5206\u5e03\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5b9a\u4f4d\u6027\u80fd\u70ed\u70b9\">\u5b9a\u4f4d\u6027\u80fd\u70ed\u70b9<\/h5>\n\n\n\n<p>\u9009\u62e9profiler\u5de5\u5177\uff0c\u5982VisualVM\uff0c\u706b\u7130\u56fe\u5206\u6790<\/p>\n\n\n\n<p>\u5173\u6ce8CPU\u5360\u7528\uff0c\u8c03\u7528\u6b21\u6570\uff0c\u5185\u5b58\u5206\u914d\uff0cIO\u7b49\u5f85\uff0c\u9501\u7ade\u4e89<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" 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class=\"wp-block-heading\" id=\"\u7ebf\u7a0b\u5b89\u5168\">\u7ebf\u7a0b\u5b89\u5168<\/h4>\n\n\n\n<p>\u591a\u7ebf\u7a0b\u5e76\u53d1\u8bbf\u95ee\u5171\u4eab\u8d44\u6e90\u7ade\u4e89\u5bfc\u81f4\u6570\u636e\u4e0d\u4e00\u81f4\u6216\u4e0d\u53ef\u9884\u671f\u884c\u4e3a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7ebf\u7a0b\u4e0d\u5b89\u5168\u7684\u539f\u56e0\">\u7ebf\u7a0b\u4e0d\u5b89\u5168\u7684\u539f\u56e0<\/h4>\n\n\n\n<p>\u591a\u4e2a\u7ebf\u7a0b\u5bf9\u5171\u4eab\u8d44\u6e90\u975e\u539f\u5b50\u64cd\u4f5c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u786e\u4fdd\u7ebf\u7a0b\u5b89\u5168\u5e38\u89c1\u65b9\u6cd5\">\u786e\u4fdd\u7ebf\u7a0b\u5b89\u5168\u5e38\u89c1\u65b9\u6cd5<\/h4>\n\n\n\n<p>\u4e92\u65a5\u9501\uff1a\u786e\u4fdd\u540c\u4e00\u65f6\u95f4\u53ea\u6709\u4e00\u4e2a\u7ebf\u7a0b\u80fd\u8bbf\u95ee\u5171\u4eab\u8d44\u6e90<\/p>\n\n\n\n<p>\u8bfb\u5199\u9501\uff1a\u9002\u5408\u8bfb\u591a\u5199\u5c11\u7684\u573a\u666f<\/p>\n\n\n\n<p>\u539f\u5b50\u64cd\u4f5c:CAS<\/p>\n\n\n\n<p>\u7ebf\u7a0b\u672c\u5730\u5b58\u50a8\uff1aThreadLocal<\/p>\n\n\n\n<p>\u4e0d\u53ef\u53d8\u72b6\u6001\uff1a\u5355\u4f8b\u6a21\u5f0f<\/p>\n\n\n\n<p>\u8fd8\u6709\u53ef\u89c1\u6027\u4fdd\u8bc1 volatile<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u52a0\u9910\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e0b\u65f6\u95f4\u4e0d\u540c\u6b65\u95ee\u9898\">\u52a0\u9910\uff1a\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e0b\u65f6\u95f4\u4e0d\u540c\u6b65\u95ee\u9898<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u539f\u56e0\">\u539f\u56e0<\/h4>\n\n\n\n<ol 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class=\"wp-block-heading\" id=\"\u89e3\u51b3\u65b9\u6848\">\u89e3\u51b3\u65b9\u6848<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5e38\u89c4\u573a\u666f\uff1a\u914d\u7f6eNTP\u670d\u52a1 \u9ad8\u7cbe\u5ea6\u573a\u666f\uff1a\u7ed3\u5408PTP(\u7cbe\u786e\u65f6\u95f4\u534f\u8bae)\uff0c\u9700\u8981\u914d\u5907\u652f\u6301PTP\u7684\u7f51\u5361<\/li>\n\n\n\n<li>\u5bb9\u5668\u4e0e\u865a\u62df\u673a\u73af\u5883\u65f6\u95f4\u540c\u6b65\uff0c\u91c7\u7528hypervisor\u65f6\u95f4\u540c\u6b65<\/li>\n\n\n\n<li>\u5b9a\u671f\u6821\u51c6\u4e0e\u76d1\u63a7\uff1a\u4f7f\u7528ntpd-p\uff08NTP\u670d\u52a1\u72b6\u6001\uff09\u548cdate-u\uff08\u65f6\u95f4\u504f\u79fb\uff09\u6307\u4ee4\uff0c\u6216\u8005\u90e8\u7f72Prometheus\u76d1\u63a7<\/li>\n\n\n\n<li>\u4ee5\u4e0a\u90fd\u4e0d\u884c\u8fdb\u884c\u4eba\u5de5\u540c\u6b65<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u62db\u94f6\u4e8c\u9762\">\u62db\u94f6\u4e8c\u9762<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u589e\u91cf\u5bf9\u8d26\u4e2d\u7684\u5220\u9664\u8bb0\u5f55\u6d88\u606f\u961f\u5217\u4fdd\u8bc1\u7f13\u5b58\u4e00\u81f4\u6027\u7684\u8fd9\u5757\u589e\u91cf\u5bf9\u8d26\u662f\u5982\u4f55\u505a\u7684\">\u589e\u91cf\u5bf9\u8d26\u4e2d\u7684\u5220\u9664\u8bb0\u5f55\uff0c\u6d88\u606f\u961f\u5217\u4fdd\u8bc1\u7f13\u5b58\u4e00\u81f4\u6027\u7684\u8fd9\u5757\u589e\u91cf\u5bf9\u8d26\u662f\u5982\u4f55\u505a\u7684<\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u589e\u91cf\u5bf9\u8d26\u66f4\u65b0\uff0c\u5bf9\u4e8e\u63d2\u5165\uff0c\u66f4\u65b0\uff0c\u5220\u9664\u8fd9\u6837\u7684\u53d8\u66f4\u64cd\u4f5c\u63d0\u4f9b\u5bf9\u8d26\u64cd\u4f5c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5bf9\u8d26\u89e6\u53d1\u6761\u4ef6\">\u5bf9\u8d26\u89e6\u53d1\u6761\u4ef6<\/h4>\n\n\n\n<p>\u5b9a\u65f6\u89e6\u53d1\uff1a\u6bcf\u4e94\u5206\u949f\u89e6\u53d1\u4e00\u6b21<\/p>\n\n\n\n<p>\u4e8b\u4ef6\u5806\u79ef\u89e6\u53d1\uff1a\u5bf9\u4e8e\u4efb\u610f\u64cd\u4f5c\u7c7b\u578b\u4e8b\u4ef6\u5806\u79ef\u91cf\u8d85\u8fc7\u9608\u503c\uff08\u4e00\u4e07\u6761\uff09\uff0c\u63d0\u524d\u89e6\u53d1\u5bf9\u8d26<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5bf9\u8d26\u6570\u636e\u8303\u56f4\">\u5bf9\u8d26\u6570\u636e\u8303\u56f4<\/h3>\n\n\n\n<p><strong>\u65f6\u95f4\u7a97\u53e3<\/strong>\uff1a\u57fa\u4e8e\u4e8b\u4ef6\u65f6\u95f4\u6233\uff0c\u4f46\u6838\u5bf9\u6700\u8fd15\u5206\u949f\u5185\u7684\u4e8b\u4ef6<\/p>\n\n\n\n<p><strong>\u4e8b\u4ef6\u6eaf\u6e90<\/strong>\uff1a\u901a\u8fc7binlong_file\u548cbinlog_pos\u4eceCanal\u6216Mysql\u62c9\u53d6\u539f\u59cb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u5bf9\u8d26\u8303\u56f4\u51c6\u786e<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" 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class=\"wp-block-heading\" id=\"\u53cd\u5411\u5bf9\u8d26\">\u53cd\u5411\u5bf9\u8d26<\/h6>\n\n\n\n<p>\u4eceES\u63d0\u53d6\u6700\u8fd1\u4e94\u5206\u949f\u65b0\u589e\u7684\u6587\u6863\u96c6\u5408E_insert<\/p>\n\n\n\n<p>\u4eceMySQL\u67e5\u8be2E_insert\u4e2d\u6240\u6709\u4e3b\u952e\u5bf9\u5e94\u7684\u8bb0\u5f55\u662f\u5426\u5b58\u5728\u4e14\u672a\u5220\u9664\uff1a<\/p>\n\n\n\n<p>\u82e5\u4e0d\u5b58\u5728\u6216\u5220\u9664\uff1a\u6807\u8bb0\u201cMysql\u672a\u63d2\u5165\u201d<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u66f4\u65b0\u64cd\u4f5c\">\u66f4\u65b0\u64cd\u4f5c<\/h5>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u6b63\u5411\u5bf9\u8d26-2\">\u6b63\u5411\u5bf9\u8d26<\/h6>\n\n\n\n<p>\u4eceBinLog\u63d0\u53d6\u6700\u8fd1\u7684M_update\uff08before\/after\u5b57\u6bb5\uff0cchanged_fields\uff09<\/p>\n\n\n\n<p>\u4eceES\u67e5\u8be2M_update\u4e2d\u6240\u6709\u4e3b\u952e\u5bf9\u5e94\u7684\u6587\u6863<\/p>\n\n\n\n<p>\u4e0d\u5b58\u5728\u6807\u8bb0\u4e3a\u201cES\u672a\u63d2\u5165\u201d<\/p>\n\n\n\n<p>\u5b58\u5728\uff1a\u68c0\u9a8cchanged_fields\u5bf9\u5e94\u7684ES\u5b57\u6bb5\u662f\u5426\u4e0eafter\u5b57\u6bb5\u4e00\u81f4<\/p>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u53cd\u5411\u5bf9\u8d26-2\">\u53cd\u5411\u5bf9\u8d26<\/h6>\n\n\n\n<p>\u4eceES\u63d0\u53d6\u6700\u8fd1\u4e94\u5206\u949f\u6709\u66f4\u65b0\u7684\u6587\u6863\u96c6\u5408E_update(\u901a\u8fc7ES\u7684update_time\u5b57\u6bb5)<\/p>\n\n\n\n<p>\u4eceMySQL\u67e5\u8be2E_update\u4e2d\u7684\u6240\u6709\u4e3b\u952e\u8bb0\u5f55\u5bf9\u5e94\u7684\u8bb0\u5f55\u7684update_time<\/p>\n\n\n\n<p>\u5982\u679cMySQL\u66f4\u65b0\u65f6\u95f4\u665a\uff0c\u6807\u8bb0\u4e3a\u201cES\u672a\u540c\u6b65\u6700\u65b0\u66f4\u65b0\u201d\uff08\u4e0d\u4e00\u81f4\uff09<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5220\u9664\u64cd\u4f5c\">\u5220\u9664\u64cd\u4f5c<\/h5>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u6b63\u5411\u5bf9\u8d26-3\">\u6b63\u5411\u5bf9\u8d26<\/h6>\n\n\n\n<p>\u62c9\u53d6\u8fd1\u4e94\u5206\u949f\u5185\u6240\u6709DELETE\u65f6\u95f4\uff0c\u5f97\u5230\u96c6\u5408<\/p>\n\n\n\n<p>\u4eceES\u67e5\u8be2\u4e3b\u952e\u5bf9\u5e94\u7684\u8bb0\u5f55\u662f\u5426\u5b58\u5728<\/p>\n\n\n\n<p>\u82e5\u5b58\u5728\uff0c\u6807\u8bb0\u4e3a\u201cES\u672a\u5220\u9664\u201d<\/p>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u53cd\u5411\u5bf9\u8d26-3\">\u53cd\u5411\u5bf9\u8d26<\/h6>\n\n\n\n<p>\u4eceES\u4e2d\u63d0\u53d6\u6700\u8fd1\u4e94\u5206\u949f\u6709\u53d8\u66f4\u7684\u6570\u636e\uff0c\u5f97\u5230\u96c6\u5408E<\/p>\n\n\n\n<p>\u4eceMySQL\u4e2d\u67e5\u8be2\u8fd9\u4e9b\u8bb0\u5f55\u662f\u5426\u5df2\u88ab\u5220\u9664<\/p>\n\n\n\n<p>\u67e5\u8be2delete_time\u5b57\u6bb5\uff0c\u5982\u679cMysql\u4e2d\u65e0\u6570\u636e\uff08\u5220\u9664\u65f6\u95f4\u5b57\u6bb5\u4e0d\u4e3a\u7a7a\uff09\uff0c\u6807\u8bb0\u4e3a\u201cMysql\u672a\u5220\u9664\u201d<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5dee\u5f02\u4fee\u590d\u7b56\u7565\">\u5dee\u5f02\u4fee\u590d\u7b56\u7565<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u4e0d\u4e00\u81f4\u7c7b\u578b<\/strong><\/th><th><strong>\u4fee\u590d\u7b56\u7565<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>ES\u672a\u63d2\u5165\uff08\u65b0\u589e\u4e0d\u4e00\u81f4\uff09<\/strong><\/td><td>\u91cd\u65b0\u53d1\u9001\u5bf9\u5e94INSERT\u4e8b\u4ef6\u5230RocketMQ\uff0c\u6216\u76f4\u63a5\u8c03\u7528ES&nbsp;<code>index<\/code>API\u63d2\u5165\u6587\u6863\u3002<\/td><\/tr><tr><td><strong>ES\u5b57\u6bb5\u4e0d\u4e00\u81f4\uff08\u66f4\u65b0\u4e0d\u4e00\u81f4\uff09<\/strong><\/td><td>\u63d0\u53d6MySQL&nbsp;<code>after<\/code>\u5b57\u6bb5\u4e0eES\u5f53\u524d\u5b57\u6bb5\u7684\u5dee\u5f02\uff0c\u8c03\u7528ES&nbsp;<code>update<\/code>API\u540c\u6b65\u66f4\u65b0\u3002<\/td><\/tr><tr><td><strong>ES\u672a\u5220\u9664\uff08\u5220\u9664\u4e0d\u4e00\u81f4\uff09<\/strong><\/td><td>\u91cd\u65b0\u53d1\u9001\u5bf9\u5e94DELETE\u4e8b\u4ef6\u5230RocketMQ\uff0c\u6216\u76f4\u63a5\u8c03\u7528ES&nbsp;<code>delete<\/code>API\u5220\u9664\u6587\u6863\u3002<\/td><\/tr><tr><td><strong>MySQL\u672a\u63d2\u5165\uff08\u53cd\u5411\u65b0\u589e\u4e0d\u4e00\u81f4\uff09<\/strong><\/td><td>\u68c0\u67e5\u662f\u5426\u4e3aES\u8bef\u63d2\uff08\u5982\u4e3b\u952e\u51b2\u7a81\uff09\uff0c\u5220\u9664ES\u6587\u6863\uff1b\u82e5\u662fMySQL\u63d2\u5165\u5931\u8d25\uff0c\u540c\u6b65MySQL\u6b63\u786e\u6570\u636e\u3002<\/td><\/tr><tr><td><strong>ES\u672a\u540c\u6b65\u6700\u65b0\u66f4\u65b0\uff08\u53cd\u5411\u66f4\u65b0\u4e0d\u4e00\u81f4\uff09<\/strong><\/td><td>\u4eceMySQL\u62c9\u53d6\u6700\u65b0<code>after<\/code>\u5b57\u6bb5\uff0c\u8c03\u7528ES&nbsp;<code>update<\/code>API\u8986\u76d6ES\u6587\u6863\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8868\u7d22\u5f15\u4f18\u5316\u8fd9\u5757\u5177\u4f53\u7684\u4f18\u5316\u6d41\u7a0b\u548c\u7ec6\u8282\u5efa\u4e86\u591a\u5c11\u6761\u7d22\u5f15\">\u8868\u7d22\u5f15\u4f18\u5316\u8fd9\u5757\uff0c\u5177\u4f53\u7684\u4f18\u5316\u6d41\u7a0b\u548c\u7ec6\u8282\uff0c\u5efa\u4e86\u591a\u5c11\u6761\u7d22\u5f15<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5982\u4f55\u83b7\u53d6\u4fe1\u606f\">\u5982\u4f55\u83b7\u53d6\u4fe1\u606f<\/h4>\n\n\n\n<p><code>SELECT INDEX_NAME, COLUMN_NAME, SEQ_IN_INDEX, INDEX_TYPE, CARDINALITY, *-- \u7d22\u5f15\u57fa\u6570\uff08\u9009\u62e9\u6027\u5173\u952e\u6307\u6807\uff09* INDEX_COMMENT FROM INFORMATION_SCHEMA.STATISTICS WHERE TABLE_SCHEMA = 'your_db' AND TABLE_NAME = 'address';<\/code><\/p>\n\n\n\n<p>\u4f7f\u7528\u4ee5\u4e0asql\u53ef\u4ee5\u67e5\u770b\u5177\u4f53address\u8868\u7684\u7d22\u5f15\u5217<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5206\u6790\u7d22\u5f15\u4f4e\u6548\u95ee\u9898\">\u5206\u6790\u7d22\u5f15\u4f4e\u6548\u95ee\u9898<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5197\u4f59\u7d22\u5f15\uff1a\u7d22\u5f15A\u7684\u5217\u662f\u5197\u4f59\u7d22\u5f15\u7684\u524d\u7f00<\/li>\n\n\n\n<li>\u4f4e\u9009\u62e9\u6027\u7d22\u5f15\uff1a\u7d22\u5f15\u6280\u672f\u8fdc\u5c0f\u4e8e\u8868\u603b\u884c\u6570<\/li>\n\n\n\n<li>\u957f\u7d22\u5f15\u5217\uff1a\u7d22\u5f15\u4e0d\u5305\u542b\u957f\u5b57\u7b26\u4e32\u5217\uff0c\u5bfc\u81f4\u7d22\u5f15\u4f53\u79ef\u5927\uff0cIO\u5f00\u9500\u9ad8<\/li>\n\n\n\n<li>\u672a\u8986\u76d6\u67e5\u8be2\u7684\u7d22\u5f15\uff1a\u9ad8\u9891\u67e5\u8be2\u6240\u9700\u8981\u7684\u5217\u672a\u88ab\u73b0\u6709\u7d22\u5f15\u8986\u76d6\uff0c\u9700\u8981\u56de\u8868\u67e5\u8be2<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5b9a\u4f4d\u9ad8\u9891\u6162\u67e5\u8be2\">\u5b9a\u4f4d\u9ad8\u9891\u6162\u67e5\u8be2<\/h4>\n\n\n\n<p>\u542f\u7528\u7801\u67e5\u8be2\u65e5\u5fd7\uff0c\u6216\u8005\u6570\u636e\u5e93\u76d1\u63a7\u5de5\u5177\uff0cPercona Toolkit\u7b49\u7b49<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u7684\u5220\u9664\u7b56\u7565\">\u7d22\u5f15\u7684\u5220\u9664\u7b56\u7565<\/h4>\n\n\n\n<p>\u8bc6\u522b\u5197\u4f59\u7d22\u5f15\uff0c\u5728\u7d22\u5f15\u4f4e\u6548\u677f\u5757\u5df2\u7ecf\u63d0\u5230<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5b89\u5168\u5220\u9664\u5197\u4f59\u7d22\u5f15\">\u5b89\u5168\u5220\u9664\u5197\u4f59\u7d22\u5f15<\/h5>\n\n\n\n<p>\u53ef\u4ee5\u4f7f\u7528Explain\u8bed\u53e5\u786e\u8ba4\u5197\u4f59\u7d22\u5f15\u662f\u5426\u88ab\u5b9e\u9645\u67e5\u8be2\u4f7f\u7528<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u8bbe\u8ba1\u91cd\u5efa\">\u7d22\u5f15\u8bbe\u8ba1\u91cd\u5efa<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u786e\u5b9a\u9ad8\u9891\u67e5\u8be2\u7684\u8986\u76d6\u9700\u6c42\">\u786e\u5b9a\u9ad8\u9891\u67e5\u8be2\u7684\u8986\u76d6\u9700\u6c42<\/h5>\n\n\n\n<p>\u6700\u5de6\u524d\u7f00\u5339\u914d\uff0c\u5305\u542b\u8fd4\u56de\u5217\uff0c\u63a7\u5236\u7d22\u5f15\u957f\u5ea6<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u91cd\u5efa\u5b9e\u8df5\">\u7d22\u5f15\u91cd\u5efa\u5b9e\u8df5<\/h5>\n\n\n\n<p>\u5c3d\u91cf\u9009\u62e9\u79bb\u7ebf\u91cd\u5efa\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u7d27\u6025\u573a\u666f\u53ef\u4ee5\u662f\u54e6\u90a3\u4e2ainplace\u7b97\u6cd5\u907f\u514d\u957f\u65f6\u95f4\u9501\u8868<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5bf9\u4e8e\u7d22\u5f15\u957f\u5ea6\u8d85\u8fc7\u6570\u636e\u957f\u5ea6\u573a\u666f\u907f\u514d\u7684\u89e3\u51b3\u65b9\u6848\">\u5bf9\u4e8e\u7d22\u5f15\u957f\u5ea6\u8d85\u8fc7\u6570\u636e\u957f\u5ea6\u573a\u666f\u907f\u514d\u7684\u89e3\u51b3\u65b9\u6848<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u6761\u6570\u8bbe\u7f6e\u539f\u5219\">\u7d22\u5f15\u6761\u6570\u8bbe\u7f6e\u539f\u5219<\/h5>\n\n\n\n<p>\u6700\u5c0f\u5316\u7d22\u5f15\u5217\u6570\uff1a\u4ec5\u4fdd\u7559\u9ad8\u9891\u67e5\u8be2<\/p>\n\n\n\n<p>\u63a7\u5236\u5355\u5217\u957f\u5ea6\uff1a\u5bf9\u5b57\u7b26\u4e32\u5217\u4f7f\u7528\u524d\u7f00\u7d22\u5f15\uff0c\u51cf\u5c11\u7d22\u5f15\u5360\u7528\u7a7a\u95f4<\/p>\n\n\n\n<p>\u4f18\u5316\u7b26\u5408\u7d22\u5f15\u987a\u5e8f\uff1a\u6309\u7167\u6280\u672f\u9012\u51cf\u6392\u5e8f\uff0c\u57fa\u6570\u9ad8\u7684\u5217\u5728\u524d\uff0c\u63d0\u5347\u7d22\u5f15\u9009\u62e9\u6027<\/p>\n\n\n\n<p>\u5e73\u8861\u8bfb\u5199\u5f00\u9500\uff1a\u7d22\u5f15\u8d8a\u591a\uff0c\u5199\u64cd\u4f5c\u7684\u5f00\u9500\u8d8a\u5927\uff0c\u9700\u6743\u8861\u8bfb\u5199\u6027\u80fd<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u7684\u7f3a\u9677\">\u7d22\u5f15\u7684\u7f3a\u9677<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u5bf9\u5199\u5165\u6027\u80fd\u7684\u5f71\u54cd\">\u7d22\u5f15\u5bf9\u5199\u5165\u6027\u80fd\u7684\u5f71\u54cd<\/h4>\n\n\n\n<p>\u5199\u5165\u5ef6\u8fdf\u589e\u52a0\uff1a\u63d2\u5165\u6570\u636e\u65f6\u9700\u8981\u540c\u6b65\u66f4\u65b0\u7d22\u5f15 \u9501\u7ade\u4e89\u52a0\u5267\uff1a\u7d22\u5f15\u66f4\u65b0\u9700\u8981\u52a0\u5199\u9501\uff0c\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u5bfc\u81f4\u9501\u7b49\u5f85\uff0c\u751a\u81f3\u6b7b\u9501<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u9009\u62e9\u6027\u7684\u9650\u5236\">\u7d22\u5f15\u9009\u62e9\u6027\u7684\u9650\u5236<\/h4>\n\n\n\n<p>\u4f4e\u9009\u62e9\u6027\u5217\u7d22\u5f15\u5931\u6548\uff0c\u7b26\u5408\u7d22\u5f15\u987a\u5e8f\u9519\u8bef<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u5b58\u50a8\u5f00\u9500\">\u7d22\u5f15\u5b58\u50a8\u5f00\u9500<\/h4>\n\n\n\n<p>\u957f\u5b57\u6bb5\u7d22\u5f15\u5360\u7528\u7a7a\u95f4\u5927\uff0c\u590d\u5408\u7d22\u5f15\u7a7a\u95f4\u81a8\u80c0<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5206\u5e03\u5f0f\u573a\u666f\u4e0b\u7684\u7d22\u5f15\u6311\u6218\">\u5206\u5e03\u5f0f\u573a\u666f\u4e0b\u7684\u7d22\u5f15\u6311\u6218<\/h4>\n\n\n\n<p>\u5728\u5206\u5e93\u5206\u8868\uff0c\u4e3b\u4ece\u590d\u5236\u6216\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u4e2d\uff0c\u7d22\u5f15\u7684\u7ef4\u62a4\u548c\u4f7f\u7528\u9762\u4e34\u989d\u5916\u6311\u6218<\/p>\n\n\n\n<p>\u5177\u4f53\u8868\u73b0\uff1a\u8de8\u5e93\u7d22\u5f15\u5931\u6548\uff0c\u4e3b\u4ece\u590d\u5236\u5ef6\u8fdf\u589e\u52a0\uff0c\u5206\u5e03\u5f0f\u4e8b\u52a1\u5f71\u54cd\uff0c\u7d22\u5f15\u66f4\u65b0\u9700\u8981\u8de8\u8282\u70b9\u534f\u8c03\uff0c\u5bfc\u81f4\u4e8b\u52a1\u63d0\u4ea4\u4e8b\u4ef6\u53d8\u957f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7d22\u5f15\u7ef4\u62a4\u7684\u590d\u6742\u6027\">\u7d22\u5f15\u7ef4\u62a4\u7684\u590d\u6742\u6027<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cd\u5efa\u7d22\u5f15\u9501\u8868<\/li>\n\n\n\n<li>\u5197\u4f59\u7d22\u5f15\u5806\u79ef<\/li>\n\n\n\n<li>\u7edf\u8ba1\u4fe1\u606f\u8fc7\u65f6\uff1a\u7d22\u5f15\u7edf\u8ba1\u4fe1\u606f\u672a\u53ca\u65f6\u66f4\u65b0\u5bfc\u81f4\u4f18\u5316\u5668\u9009\u62e9\u9519\u8bef\u7684\u7d22\u5f15<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u660e\u6e90\u4e91\">\u660e\u6e90\u4e91<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"canal\u670d\u52a1\u5931\u6548\u65ad\u5f00\u600e\u4e48\u529e\u6062\u590d\u540e\u600e\u4e48\u5b9e\u73b0\u5d29\u6e83\u6062\u590d\">canal\u670d\u52a1\u5931\u6548\u65ad\u5f00\u600e\u4e48\u529e\uff0c\u6062\u590d\u540e\u600e\u4e48\u5b9e\u73b0\u5d29\u6e83\u6062\u590d<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5206\u6790\u5931\u6548\u539f\u56e0\">\u5206\u6790\u5931\u6548\u539f\u56e0<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u670d\u52a1\u5b95\u673a:Canal\u8fdb\u7a0b\u5d29\u6e83\uff08OOM\uff0c\u786c\u4ef6\u6545\u969c\uff09\u3002<\/li>\n\n\n\n<li>\u7f51\u7edc\u4e2d\u65ad\uff1aCanal\u4e0eMySQL\u7684Binlog\u4e8b\u4ef6\u65e0\u6cd5\u53d1\u9001\u5230RocketMQ\uff0c\u6d88\u8d39\u8005\u65e0\u6cd5\u540c\u6b65\u66f4\u65b0\u7f13\u5b58\uff0c\u5bfc\u81f4\u7f13\u5b58\u4e0e\u6570\u636e\u5e93\u6570\u636e\u4e0d\u4e00\u81f4\u3002<\/li>\n\n\n\n<li>MySQL\u4e3b\u4ece\u5f02\u5e38\uff1a\u4e3b\u4ece\u590d\u5236\u5ef6\u8fdf\u6216\u8005\u4e2d\u65ad\uff0c\u5bfc\u81f4Canal\u65e0\u6cd5\u83b7\u53d6Binlog<\/li>\n\n\n\n<li>\u914d\u7f6e\u9519\u8bef<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"canal\u5931\u6548\u7684\u5b9e\u65f6\u76d1\u63a7\u4e0e\u68c0\u6d4b\">Canal\u5931\u6548\u7684\u5b9e\u65f6\u76d1\u63a7\u4e0e\u68c0\u6d4b<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5206\u522b\u76d1\u63a7\">\u5206\u522b\u76d1\u63a7<\/h5>\n\n\n\n<p>Canal\u670d\u52a1\u72b6\u6001\uff0cMysql\u8fde\u63a5\u72b6\u6001\uff0cBinlog\u8bfb\u53d6\u8fdb\u5ea6\uff0cRocketMQ\u53d1\u9001\u72b6\u6001<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u544a\u8b66\u89c4\u5219\">\u544a\u8b66\u89c4\u5219<\/h5>\n\n\n\n<p>\u4e00\u7ea7\u544a\u8b66\uff08\u7d27\u6025\uff09\uff1aCanal\u8fdb\u7a0b\u5b95\u673a\uff0cMysql\u8fde\u63a5\u4e2d\u65ad<\/p>\n\n\n\n<p>\u4e8c\u7ea7\u544a\u8b66\uff08\u9884\u8b66\uff09\uff1aBinlog\u8bfb\u53d6\u8fdb\u5ea6\u505c\u6ede\uff085\u5206\u949f\u5185\u65e0\u65b0\u4e8b\u4ef6\uff09\uff0cRockerMQ\u53d1\u9001\u6210\u529f\u7387&lt;90%<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e34\u65f6\u8865\u6551\u673a\u5236\">\u4e34\u65f6\u8865\u6551\u673a\u5236<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5207\u6362\u5907\u7528Canal\u5b9e\u4f8b\uff08\u4f46\u662f\u4ece\u8282\u70b9\u9700\u8981\u540c\u6b65\u8bfb\u53d6\u8fdb\u5ea6\uff09<\/li>\n\n\n\n<li>\u8bb0\u5f55\u5931\u6548\u65f6\u95f4\u7684BInlog\u504f\u79fb\u91cf\uff08\u5728Canal\u7684\u5143\u6570\u636e\u5b58\u50a8\u4e2d\u6301\u4e45\u5316\u6700\u540e\u8bfb\u53d6Binlog\u7684\u4f4d\u7f6e\uff09<\/li>\n\n\n\n<li>\u4e34\u65f6\u542f\u7528Mysql\u76f4\u63a5\u540c\u6b65\uff08\u5229\u7528Mysql\u7684binlog_dump\u5de5\u5177\u76f4\u63a5\u8bfb\u53d6Binlog\uff0c\u5c06\u4e8b\u4ef6\u53d1\u9001\u5230RocketMQ\uff09<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5d29\u6e83\u6062\u590d\u65b9\u6848\">\u5d29\u6e83\u6062\u590d\u65b9\u6848<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u9a8c\u8bc1\u72b6\u6001\">\u9a8c\u8bc1\u72b6\u6001<\/h5>\n\n\n\n<p>\u67e5\u770b\u8fdb\u7a0b\u662f\u5426\u6b63\u5e38\u8fd0\u884c\uff0c\u4e0eMysql\u8fde\u63a5\u662f\u5426\u6b63\u5e38<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u8ffd\u8d76\u5931\u6548\u671f\u95f4\u7684binlog\u4e8b\u4ef6\">\u8ffd\u8d76\u5931\u6548\u671f\u95f4\u7684Binlog\u4e8b\u4ef6<\/h5>\n\n\n\n<p>Canal\u6062\u590d\u540e\uff0c\u4ece\u6700\u540e\u8bb0\u5f55\u7684Binlog\u4f4d\u7f6e\u5f00\u59cb\uff0c\u91cd\u65b0\u8bfb\u53d6\u5e76\u53d1\u9001\u5931\u6548\u671f\u95f4\u7684Binlog\u4e8b\u4ef6\u5230RocketMQ<\/p>\n\n\n\n<p>\u8ffd\u8d76\u671f\u95f4\u9700\u8981\u8003\u8651\u6d88\u606f\u7684\u5e42\u7b49\u6027<\/p>\n\n\n\n<p>\u4ee5\u53ca\u4e4b\u540e\u7684\u5bf9\u8d26\u8865\u507f\u673a\u5236\u7b49\u7b49<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u52a0\u9910-\u5206\u5e93\u5206\u8868\">\u52a0\u9910 \u5206\u5e93\u5206\u8868<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u8003\u8651\u56e0\u7d20\">\u8003\u8651\u56e0\u7d20<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u5206\u5e03\u5747\u5300\u6027<\/li>\n\n\n\n<li>\u67e5\u8be2\u6027\u80fd<\/li>\n\n\n\n<li>\u5199\u5165\u541e\u5410\u91cf<\/li>\n\n\n\n<li>\u6269\u5bb9\u7075\u6d3b\u6027<\/li>\n\n\n\n<li>\u9ad8\u53ef\u7528\u6027<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u76ee\u6807\">\u6838\u5fc3\u76ee\u6807<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6c34\u5e73\u6269\u5c55\uff1a\u5c06\u5355\u5e93\u5355\u8868\u7684\u538b\u529b\u5206\u6563\u5230\u591a\u4e2a\u5e93\u8868\uff0c\u652f\u6301\u5343\u4e07\u7ea7\u6570\u636e\u91cf\u4e0b\u7684\u9ad8\u5e76\u53d1\u8bfb\u5199<\/li>\n\n\n\n<li>\u964d\u4f4e\u5355\u5e93\u590d\u6742\u5ea6\uff1a\u5782\u76f4\u5206\u5e93\u62c6\u5206\u4e0d\u540c\u4e1a\u52a1\uff0c\u6c34\u5e73\u5206\u8868\u62c6\u5206\u5355\u8868\u6570\u636e\u91cf\uff08\u5355\u8868\u5efa\u8bae\u57281000\u4e07\u884c~5000\u4e07\u884c\uff09<\/li>\n\n\n\n<li>\u4fdd\u8bc1\u4e00\u81f4\u6027\uff1a\u901a\u8fc7\u5206\u5e03\u5f0f\u4e8b\u52a1\u3001\u5168\u5c40\u552f\u4e00ID\u3001\u4e3b\u4ece\u590d\u5236\u7b49\u6280\u672f\uff0c\u786e\u4fdd\u5206\u5e93\u5206\u8868\u540e\u6570\u636e\u4e00\u81f4<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7b56\u7565\u8bbe\u8ba1\">\u7b56\u7565\u8bbe\u8ba1<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5782\u76f4\u5206\u5e93\">\u5782\u76f4\u5206\u5e93<\/h5>\n\n\n\n<p>\u5c06\u4e1a\u52a1\u6309\u529f\u80fd\u6a21\u5757\u62c6\u5206\u4e3a\u72ec\u7acb\u6570\u636e\u5e93\uff0c\u964d\u4f4e\u5355\u5e93\u7684\u8026\u5408\u5ea6\u548c\u7ef4\u62a4\u6210\u672c\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6c34\u5e73\u5206\u8868\">\u6c34\u5e73\u5206\u8868<\/h5>\n\n\n\n<p>\u5728\u5782\u76f4\u5206\u5e93\u7684\u57fa\u7840\u4e0a\uff0c\u5bf9\u5355\u8868\u6570\u636e\u6309\u5206\u7247\u952e\u6c34\u5e73\u62c6\u5206\u4e3a\u591a\u5f20\u8868\uff0c\u786e\u4fdd\u5355\u8868\u6570\u636e\u91cf\u53ef\u63a7<\/p>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u5206\u7247\u952e\u7684\u9009\u62e9\">\u5206\u7247\u952e\u7684\u9009\u62e9<\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u79bb\u6563\u6027\uff1a\u6570\u636e\u5206\u5e03\u5747\u5300\uff0c\u907f\u514d\u70ed\u70b9\u6570\u636e<\/li>\n\n\n\n<li>\u5f3a\u5173\u8054\u6027\uff1a\u4e0e\u4e1a\u52a1\u67e5\u8be2\u5f3a\u76f8\u5173\uff0c\u51cf\u5c11\u8de8\u5206\u7247\u67e5\u8be2<\/li>\n\n\n\n<li>\u7a33\u5b9a\u6027\uff1a\u503c\u4e00\u65e6\u751f\u6210\u4e0d\u53ef\u4fee\u6539\uff08\u5982UUID\uff0c\u96ea\u82b1\u7b97\u6cd5ID\uff09\uff0c\u907f\u514d\u6570\u636e\u8fc1\u79fb<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u5206\u7247\u7b97\u6cd5\">\u5206\u7247\u7b97\u6cd5<\/h6>\n\n\n\n<p>\u54c8\u5e0c\u53d6\u6a21\uff1a\u76f4\u63a5\u53d6\u6a21\u786e\u5b9a\u5206\u7247\u4f4d\u7f6e<\/p>\n\n\n\n<p>\u8303\u56f4\u5206\u7247\uff1a\u6309\u5206\u7247\u952e\u7684\u8303\u56f4\u5212\u5206\u5206\u7247<\/p>\n\n\n\n<p>\u4e00\u81f4\u6027Hash\uff1a\u901a\u8fc7\u4e00\u81f4\u6027hash\u7b97\u6cd5\u5c06\u5206\u7247\u952e\u6620\u5c04\u5230\u54c8\u5e0c\u73af\uff0c\u6269\u5bb9\u65f6\u4ec5\u9700\u8fc1\u79fb\u5c11\u91cf\u6570\u636e\uff08\u9002\u5408\u9700\u8981\u5f39\u6027\u6269\u7f29\u5bb9\u7684\u573a\u666f\uff09<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5168\u5c40\u552f\u4e00id\u751f\u6210\u5173\u952e\">\u5168\u5c40\u552f\u4e00ID\u751f\u6210\uff08\u5173\u952e\uff09<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5e38\u89c1\u65b9\u6848\">\u5e38\u89c1\u65b9\u6848<\/h5>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u65b9\u6848<\/strong><\/th><th><strong>\u539f\u7406<\/strong><\/th><th><strong>\u4f18\u70b9<\/strong><\/th><th><strong>\u7f3a\u70b9<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u96ea\u82b1\u7b97\u6cd5\uff08Snowflake\uff09<\/strong><\/td><td>\u57fa\u4e8e\u65f6\u95f4\u6233+\u673a\u5668ID+\u5e8f\u5217\u53f7\u751f\u621064\u4f4dID\uff08\u5982\uff1a1\u4f4d\u7b26\u53f7\u4f4d+41\u4f4d\u65f6\u95f4\u6233+10\u4f4d\u673a\u5668ID+12\u4f4d\u5e8f\u5217\u53f7\uff09\u3002<\/td><td>\u9ad8\u6027\u80fd\u3001\u6709\u5e8f\u3001\u5168\u5c40\u552f\u4e00<\/td><td>\u4f9d\u8d56\u673a\u5668\u65f6\u949f\uff08\u65f6\u949f\u56de\u62e8\u53ef\u80fd\u5bfc\u81f4\u91cd\u590d\uff09<\/td><\/tr><tr><td><strong>\u6570\u636e\u5e93\u53f7\u6bb5\u6a21\u5f0f<\/strong><\/td><td>\u6570\u636e\u5e93\u9884\u5206\u914dID\u6bb5\uff08\u5982\u6bcf\u6b21\u5206\u914d1000\u4e2aID\uff09\uff0c\u670d\u52a1\u7aef\u672c\u5730\u4f7f\u7528\u5b8c\u518d\u7533\u8bf7\u65b0\u6bb5\u3002<\/td><td>\u6709\u5e8f\u3001\u4f9d\u8d56\u6570\u636e\u5e93\u4f46\u590d\u6742\u5ea6\u4f4e<\/td><td>\u6269\u5bb9\u65f6\u9700\u8c03\u6574\u53f7\u6bb5\u5206\u914d\u89c4\u5219<\/td><\/tr><tr><td><strong>Redis\u81ea\u589e<\/strong><\/td><td>\u5229\u7528Redis\u7684<code>INCR<\/code>\u547d\u4ee4\u751f\u6210\u5168\u5c40\u81ea\u589eID\uff08\u53ef\u7ed3\u5408\u65f6\u95f4\u6233\u9632\u91cd\u590d\uff09\u3002<\/td><td>\u9ad8\u5e76\u53d1\u3001\u6709\u5e8f<\/td><td>\u4f9d\u8d56Redis\u53ef\u7528\u6027<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u63a8\u8350\u65b9\u6848\">\u63a8\u8350\u65b9\u6848<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u673a\u5668ID\u5206\u914d\uff1a\u96ea\u82b1\u7b97\u6cd5+\u673a\u5668\u52a8\u6001\u5206\u914d\u673a\u5668ID<\/li>\n\n\n\n<li>\u5bb9\u707e\u8bbe\u8ba1\uff1a\u670d\u52a1\u7aef\u7f13\u5b58\u591a\u4e2a\u673a\u5668ID\uff0c\u907f\u514d\u5355\u70b9\u6545\u969c<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6570\u636e\u4e00\u81f4\u6027\u4e0e\u4e8b\u52a1\u4fdd\u969c\">\u6570\u636e\u4e00\u81f4\u6027\u4e0e\u4e8b\u52a1\u4fdd\u969c<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Seata AT\u6a21\u5f0f<\/strong><\/th><th>\u81ea\u52a8\u8865\u507f\u4e8b\u52a1\uff08\u901a\u8fc7\u56de\u6eda\u65e5\u5fd7\u5b9e\u73b0\uff09\u3002<\/th><th>\u5f3a\u4e00\u81f4\u6027\u3001\u77ed\u4e8b\u52a1\uff08\u5982\u8ba2\u5355\u652f\u4ed8\uff09<\/th><\/tr><\/thead><tbody><tr><td><strong>Seata TCC\u6a21\u5f0f<\/strong><\/td><td>\u624b\u52a8\u5b9a\u4e49Try\/Confirm\/Cancel\u63a5\u53e3\uff0c\u7075\u6d3b\u63a7\u5236\u4e8b\u52a1\u8fb9\u754c\u3002<\/td><td>\u957f\u4e8b\u52a1\u3001\u8d44\u6e90\u9700\u9884\u7559\uff08\u5982\u5e93\u5b58\u6263\u51cf\uff09<\/td><\/tr><tr><td><strong>\u672c\u5730\u6d88\u606f\u8868<\/strong><\/td><td>\u4e1a\u52a1\u5e93\u4e2d\u589e\u52a0\u6d88\u606f\u8868\uff0c\u901a\u8fc7\u5b9a\u65f6\u4efb\u52a1\u540c\u6b65\u6d88\u606f\u5230\u5176\u4ed6\u5e93\u3002<\/td><td>\u5f02\u6b65\u573a\u666f\uff08\u5982\u901a\u77e5\u7c7b\u64cd\u4f5c\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7ef4\u5ea6<\/strong><\/th><th><strong>AT \u6a21\u5f0f<\/strong><\/th><th><strong>TCC \u6a21\u5f0f<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u5b9e\u73b0\u539f\u7406<\/strong><\/td><td>\u81ea\u52a8\u8865\u507f\uff08\u57fa\u4e8e SQL \u62e6\u622a + undo_log\uff09<\/td><td>\u624b\u52a8\u8865\u507f\uff08Try-Confirm-Cancel \u4e09\u9636\u6bb5\uff09<\/td><\/tr><tr><td><strong>\u4fb5\u5165\u6027<\/strong><\/td><td>\u4f4e\uff08\u4ec5\u9700\u914d\u7f6e\u6570\u636e\u6e90\u4ee3\u7406\uff09<\/td><td>\u9ad8\uff08\u9700\u7f16\u5199\u4e09\u4e2a\u9636\u6bb5\u4e1a\u52a1\u4ee3\u7801\uff09<\/td><\/tr><tr><td><strong>\u9002\u7528\u573a\u666f<\/strong><\/td><td>\u77ed\u4e8b\u52a1\u3001SQL \u4e3b\u5bfc\u7684\u4e1a\u52a1\uff08\u5982\u4e0b\u5355\u3001\u652f\u4ed8\uff09<\/td><td>\u957f\u4e8b\u52a1\u3001\u590d\u6742\u903b\u8f91\uff08\u5982\u5206\u671f\u3001\u8de8\u7cfb\u7edf\u534f\u4f5c\uff09<\/td><\/tr><tr><td><strong>\u4e00\u81f4\u6027\u7ea7\u522b<\/strong><\/td><td>\u6700\u7ec8\u4e00\u81f4\u6027\uff08\u56de\u6eda\u540c\u6b65\uff0c\u63d0\u4ea4\u5f02\u6b65\uff09<\/td><td>\u5f3a\u4e00\u81f4\u6027\uff08\u9636\u6bb5\u5185\uff09\u6216\u6700\u7ec8\u4e00\u81f4\u6027<\/td><\/tr><tr><td><strong>\u5f00\u53d1\u6210\u672c<\/strong><\/td><td>\u4f4e\uff08\u4e1a\u52a1\u65e0\u611f\u77e5\uff09<\/td><td>\u9ad8\uff08\u9700\u5b9e\u73b0\u4e09\u9636\u6bb5\u903b\u8f91\uff0c\u4fdd\u8bc1\u5e42\u7b49\uff09<\/td><\/tr><tr><td><strong>\u6027\u80fd<\/strong><\/td><td>\u9ad8\uff08\u63a5\u8fd1\u672c\u5730\u4e8b\u52a1\uff09<\/td><td>\u4e2d\uff08\u9700\u591a\u6b21 RPC \u534f\u8c03\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u9009\u62e9\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82e5\u4e1a\u52a1\u4ee5 SQL \u64cd\u4f5c\u4e3a\u4e3b\u3001\u4e8b\u52a1\u8f83\u77ed\u4e14\u8ffd\u6c42\u4f4e\u4fb5\u5165\u6027\uff0c\u4f18\u5148\u9009\u00a0<strong>AT \u6a21\u5f0f<\/strong>\u3002<\/li>\n\n\n\n<li>\u82e5\u4e1a\u52a1\u903b\u8f91\u590d\u6742\uff08\u5982\u6d89\u53ca\u5916\u90e8\u63a5\u53e3\u8c03\u7528\uff09\u3001\u4e8b\u52a1\u8f83\u957f\u6216\u9700\u8981\u81ea\u5b9a\u4e49\u8865\u507f\u903b\u8f91\uff0c\u4f18\u5148\u9009\u00a0<strong>TCC \u6a21\u5f0f<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u79d1\u5927\u8baf\u98de\">\u79d1\u5927\u8baf\u98de<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"spring-bean\u751f\u547d\u5468\u671f\">Spring Bean\u751f\u547d\u5468\u671f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>bean\u5b9a\u4e49\u52a0\u8f7d<\/li>\n\n\n\n<li>\u5b9e\u4f8b\u5316<\/li>\n\n\n\n<li>\u521d\u59cb\u5316<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5c5e\u6027\u586b\u5145\/\u4f9d\u8d56\u6ce8\u5165\uff08\u4e00\u4e9b\u4f9d\u8d56\u6ce8\u5165\u548cAWare\u63a5\u53e3\uff09<\/li>\n\n\n\n<li>BeanPostProcessor\u524d\u7f6e\u5904\u7406<\/li>\n\n\n\n<li>\u4e00\u4e9b\u521d\u59cb\u5316\u65b9\u6cd5\uff08InitializingBean\u7684\u5b9e\u73b0\u8fd8\u6709\u4e00\u4e9b\u81ea\u5b9a\u4e49init-method\u65b9\u6cd5\uff09<\/li>\n\n\n\n<li>BeanPostProcessor\u540e\u7f6e\u5904\u7406\uff08AOP\u7684\u4ee3\u7406\u521b\u5efa\uff09<\/li>\n\n\n\n<li>Bean\u5c31\u7eea\u53ef\u4ee5\u4f7f\u7528\uff08\u975e\u5e38\u91cd\u8981\uff0c\u4e0d\u9700\u8981\u7b49\u5230\u9500\u6bc1\u51fd\u6570\u7684\u6ce8\u518c\uff09<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9500\u6bc1\u9636\u6bb5\uff08\u5b9e\u73b0DisposableBean\u63a5\u53e3\u6216\u8005\u81ea\u5b9a\u4e49destory-method\u65b9\u6cd5\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8986\u76d6\u7d22\u5f15\u7684\u7f3a\u9677\">\u8986\u76d6\u7d22\u5f15\u7684\u7f3a\u9677<\/h3>\n\n\n\n<p>\u5176\u5b9e\u548c\u7d22\u5f15\u7f3a\u9677\u5982\u51fa\u4e00\u8f99<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5199\u5165\u6027\u80fd\uff0c\u540e\u7eed\u7684\u7d22\u5f15\u7ef4\u62a4\u4e0a\u5f00\u9500\u4f1a\u5927<\/li>\n\n\n\n<li>\u7d22\u5f15\u4f53\u79ef\u8f83\u5927\uff0c\u4f1a\u5360\u7528\u66f4\u591a\u5b58\u50a8\u7a7a\u95f4<\/li>\n\n\n\n<li>\u7d22\u5f15\u8fc7\u591a\uff0c\u9009\u62e9\u6027\u95ee\u9898\uff0c\u96be\u4ee5\u7ba1\u7406<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u4e0d\u5408\u7406\u5bfc\u81f4\u5197\u4f59<\/li>\n\n\n\n<li>\u5c40\u9650\u5728\u5355\u8868\uff0c\u591a\u8868\u5d4c\u5957\u590d\u6742\u67e5\u8be2\u4f1a\u8ba9\u8986\u76d6\u7d22\u5f15\u663e\u5f97\u9e21\u808b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"mcp\u534f\u8baea2a\u534f\u8bae\u6280\u672f\u89c6\u89d2\u5982\u4f55\u770b\u5f85mcp\u534f\u8baemcp\u7b97\u4e0d\u7b97\u63a5\u53e3\u534f\u8bae\u548chttp\u6709\u4ec0\u4e48\u533a\u522b\">MCP\u534f\u8bae\uff0cA2A\u534f\u8bae\uff08\u6280\u672f\u89c6\u89d2\u5982\u4f55\u770b\u5f85MCP\u534f\u8bae\uff0cMCP\u7b97\u4e0d\u7b97\u63a5\u53e3\u534f\u8bae\uff0c\u548cHTTP\u6709\u4ec0\u4e48\u533a\u522b\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"mcp\u6280\u672f\u5b9a\u4f4d\">MCP\u6280\u672f\u5b9a\u4f4d<\/h4>\n\n\n\n<p>MCP\u662f\u4e00\u79cd\u7528\u4e8e\u8fde\u63a5LLM\u4e0e\u5916\u90e8\u8d44\u6e90\u7684\u534f\u8bae\u6216\u6846\u67b6\uff08\u4e00\u53e5\u8bdd\u63cf\u8ff0\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u4f55\u63cf\u8ff0\u4e00\u4e2a\u5916\u90e8\u8d44\u6e90\uff08\u6bd4\u5982 API\u3001\u6570\u636e\u5e93\u3001\u6587\u4ef6\u7cfb\u7edf\u7b49\uff09\u2014\u2014 \u79f0\u4e3a\u00a0<strong>MCP Server \/ MCP Resource<\/strong><\/li>\n\n\n\n<li>\u5982\u4f55\u8ba9 LLM \u7406\u89e3\u5e76\u5b89\u5168\u5730\u4f7f\u7528\u8fd9\u4e9b\u8d44\u6e90<\/li>\n\n\n\n<li>\u5982\u4f55\u5728\u672c\u5730\u6216\u4e91\u7aef\u8fd0\u884c\u4e00\u4e2a\u00a0<strong>MCP Host<\/strong>\uff0c\u4f5c\u4e3a LLM \u548c\u8fd9\u4e9b\u5916\u90e8\u8d44\u6e90\u4e4b\u95f4\u7684\u6865\u6881<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"mcp\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\">MCP\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>MCP Server<\/strong>\uff1a\u63d0\u4f9b\u5177\u4f53\u80fd\u529b\u7684\u670d\u52a1\u5668\uff0c\u6bd4\u5982\u67e5\u8be2\u6570\u636e\u5e93\u3001\u8c03\u7528 API\u3001\u8bfb\u53d6\u672c\u5730\u6587\u4ef6\u7b49<\/li>\n\n\n\n<li><strong>MCP Client \/ Host<\/strong>\uff1a\u8fd0\u884c\u5728\u7528\u6237\u8bbe\u5907\u6216\u4e91\u7aef\u7684\u4e2d\u95f4\u5c42\uff0c\u8d1f\u8d23\u4e0e LLM \u5f15\u64ce\u901a\u4fe1\uff0c\u5e76\u8def\u7531\u8bf7\u6c42\u5230\u6b63\u786e\u7684 MCP Server<\/li>\n\n\n\n<li><strong>MCP \u534f\u8bae \/ \u89c4\u8303<\/strong>\uff1a\u5b9a\u4e49\u4e86 LLM \u5982\u4f55\u53d1\u73b0\u3001\u8c03\u7528\u8fd9\u4e9b\u5916\u90e8\u80fd\u529b\uff0c\u901a\u5e38\u57fa\u4e8e JSON\u3001WebSocket \u6216\u81ea\u5b9a\u4e49\u8f7b\u91cf\u534f\u8bae<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"mcp\u548chttp\u7684\u533a\u522b\">MCP\u548cHTTP\u7684\u533a\u522b<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th><strong>MCP \u534f\u8bae<\/strong><\/th><th><strong>HTTP \u534f\u8bae<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u5b9a\u4f4d<\/strong><\/td><td>\u7528\u4e8e\u8fde\u63a5&nbsp;<strong>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u5916\u90e8\u5de5\u5177\/\u6570\u636e\u6e90<\/strong>\uff0c\u662f LLM \u751f\u6001\u4e2d\u7684\u201c\u80fd\u529b\u63a5\u5165\u534f\u8bae\u201d<\/td><td>\u901a\u7528\u7684&nbsp;<strong>\u5e94\u7528\u5c42\u901a\u4fe1\u534f\u8bae<\/strong>\uff0c\u7528\u4e8e\u5ba2\u6237\u7aef\u4e0e\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u8bf7\u6c42-\u54cd\u5e94\u4ea4\u4e92<\/td><\/tr><tr><td><strong>\u4ea4\u4e92\u4e3b\u4f53<\/strong><\/td><td>\u4e3b\u8981\u7528\u4e8e&nbsp;<strong>LLM \u4e0e\u5de5\u5177\/\u6570\u636e\u6e90\u4e4b\u95f4<\/strong>\uff08\u901a\u8fc7 MCP Host \u4e2d\u8f6c\uff09<\/td><td>\u7528\u4e8e&nbsp;<strong>\u4efb\u610f\u4e24\u4e2a\u7f51\u7edc\u8282\u70b9\u4e4b\u95f4<\/strong>\uff08\u5982\u6d4f\u89c8\u5668\u4e0e\u670d\u52a1\u5668\u3001\u5ba2\u6237\u7aef\u4e0e\u670d\u52a1\u7aef\uff09<\/td><\/tr><tr><td><strong>\u901a\u4fe1\u6a21\u5f0f<\/strong><\/td><td>\u901a\u5e38\u662f&nbsp;<strong>LLM \u4e3b\u52a8\u67e5\u8be2\u6216\u8c03\u7528\u5916\u90e8\u80fd\u529b<\/strong>\uff0c\u80cc\u540e\u53ef\u80fd\u5c01\u88c5\u4e86 HTTP \/ gRPC \u7b49\u5b9e\u9645\u534f\u8bae<\/td><td>\u4e3b\u8981\u4e3a&nbsp;<strong>\u8bf7\u6c42-\u54cd\u5e94\uff08Request-Response\uff09\u6a21\u5f0f<\/strong>\uff0c\u4e5f\u6709 WebSocket \u7b49\u53d8\u79cd<\/td><\/tr><tr><td><strong>\u8bbe\u8ba1\u76ee\u6807<\/strong><\/td><td>\u8ba9 LLM \u80fd\u7406\u89e3\u548c\u4f7f\u7528\u5916\u90e8\u5de5\u5177\uff0c\u5177\u5907\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u548c\u201c\u64cd\u4f5c\u80fd\u529b\u201d<\/td><td>\u5b9e\u73b0\u7f51\u7edc\u4e2d\u6807\u51c6\u5316\u7684\u6570\u636e\u4f20\u8f93\u4e0e\u8fdc\u7a0b\u8c03\u7528<\/td><\/tr><tr><td><strong>\u534f\u8bae\u5c42\u7ea7<\/strong><\/td><td>\u53ef\u4ee5\u57fa\u4e8e TCP \/ WebSocket \/ HTTP\uff0c\u5c5e\u4e8e\u66f4\u4e0a\u5c42&nbsp;<strong>\u5e94\u7528\u903b\u8f91\u534f\u8bae<\/strong><\/td><td>\u5e94\u7528\u5c42\u57fa\u7840\u534f\u8bae\uff0c\u5b9a\u4e49\u4e86\u901a\u7528\u7684\u62a5\u6587\u683c\u5f0f\u3001\u72b6\u6001\u7801\u3001\u65b9\u6cd5\uff08GET\/POST\u7b49\uff09<\/td><\/tr><tr><td><strong>\u662f\u5426\u6807\u51c6\u5316<\/strong><\/td><td>\u76ee\u524d\u662f Anthropic \u4e3b\u5bfc\u7684&nbsp;<strong>\u65b0\u5174\u534f\u8bae\uff0c\u5c1a\u672a\u5b8c\u5168\u6807\u51c6\u5316<\/strong><\/td><td>\u662f\u4e92\u8054\u7f51\u7684&nbsp;<strong>\u6807\u51c6\u534f\u8bae\u4e4b\u4e00\uff0c\u5e7f\u6cdb\u4f7f\u7528\u4e14\u6709\u6210\u719f\u751f\u6001<\/strong><\/td><\/tr><tr><td><strong>\u5178\u578b\u7528\u9014<\/strong><\/td><td>\u8ba9 Claude \u7b49 LLM \u80fd\u8c03\u7528\u672c\u5730\u6587\u4ef6\u3001\u6570\u636e\u5e93\u3001API \u7b49\u4e0a\u4e0b\u6587<\/td><td>Web \u670d\u52a1\u3001API \u8c03\u7528\u3001\u5fae\u670d\u52a1\u901a\u4fe1\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"http\u548cwebsocket\u7684\u6027\u80fd\u95ee\u9898\">Http\u548cWebSocket\u7684\u6027\u80fd\u95ee\u9898<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"http\u6027\u80fd\u95ee\u9898\">HTTP\u6027\u80fd\u95ee\u9898<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u4fe1\u5355\u5411\u4e0d\u6301\u4e45<\/li>\n\n\n\n<li>\u5934\u90e8\u5197\u4f59\uff0c\u5ef6\u8fdf\u9ad8\uff0c\u4e0d\u9002\u5408\u5b9e\u65f6\u63a8\u9001<\/li>\n\n\n\n<li>\u957f\u8f6e\u8be2\u5e26\u6765\u989d\u5916\u5f00\u9500\u548c\u5ef6\u8fdf<\/li>\n\n\n\n<li>\u65e0\u6cd5\u670d\u52a1\u7aef\u63a8\u9001<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"websocket\u6027\u80fd\u4f18\u52bf\">WebSocket\u6027\u80fd\u4f18\u52bf<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u53cc\u5de5\u5b9e\u65f6\u901a\u4fe1\uff0c\u53ea\u6709\u4e00\u6b21TCP\u8fde\u63a5<\/li>\n\n\n\n<li>\u590d\u7528\u957f\u8fde\u63a5\uff0c\u8fde\u63a5\u5f00\u9500\u5c0f<\/li>\n\n\n\n<li>\u6d88\u606f\u5f00\u9500\u5c0f\uff0c\u6ca1\u6709\u50cfhttp\u90a3\u6837\u7b28\u91cd\u7684\u5934\u90e8<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"websocket\u6027\u80fd\u95ee\u9898\">WebSocket\u6027\u80fd\u95ee\u9898<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u8fde\u63a5\u7ba1\u7406\u590d\u6742\u5ea6\u9ad8\">\u8fde\u63a5\u7ba1\u7406\u590d\u6742\u5ea6\u9ad8<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6709\u72b6\u6001\uff0c\u957f\u8fde\u63a5<\/li>\n\n\n\n<li>\u670d\u52a1\u7aef\u9700\u8981\u7ef4\u62a4\u5927\u91cf\u5e76\u53d1\u8fde\u63a5\uff0c\u5904\u7406\u8fde\u63a5\u4fdd\u6d3b\uff0c\u7ba1\u7406\u8fde\u63a5\u72b6\u6001\uff0c\u5fc3\u8df3\uff0c\u77ed\u7ebf\u91cd\u8fde\uff0c\u8d1f\u8f7d\u5747\u8861\u7b49\u7b49<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7f3a\u4e4f\u5185\u7f6e\u6d41\u91cf\u63a7\u5236\u6d88\u606f\u786e\u8ba4\u673a\u5236\">\u7f3a\u4e4f\u5185\u7f6e\u6d41\u91cf\u63a7\u5236\uff0c\u6d88\u606f\u786e\u8ba4\u673a\u5236<\/h5>\n\n\n\n<p>\u4e0d\u63d0\u4f9b\u6d88\u606f\u91cd\u4f20\uff0c\u786e\u8ba4\uff0c\u987a\u5e8f\u4fdd\u8bc1\uff0c\u6d41\u91cf\u63a7\u5236\u7b49\u9ad8\u7ea7\u673a\u5236<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8868\u7d22\u5f15\u4f18\u5316\u8fc7\u7a0b\u5220\u9664\u7b56\u7565\u7684\u8003\u8651\u548c\u8bc4\u4f30\u5982\u4f55\u53bb\u505a\">\u8868\u7d22\u5f15\u4f18\u5316\u8fc7\u7a0b\u5220\u9664\u7b56\u7565\u7684\u8003\u8651\u548c\u8bc4\u4f30\u5982\u4f55\u53bb\u505a<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6027\u80fd\u635f\u8017\u7684\u6765\u6e90\">\u6027\u80fd\u635f\u8017\u7684\u6765\u6e90<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u6570\u636e\u884c\u5220\u9664<\/strong><\/th><th>\u4ece\u8868\u6570\u636e\u9875\u4e2d\u79fb\u9664\u8bb0\u5f55\uff0c\u53ef\u80fd\u5f15\u53d1\u9875\u91cd\u7ec4<\/th><\/tr><\/thead><tbody><tr><td><strong>2. \u7d22\u5f15\u7ef4\u62a4<\/strong><\/td><td><strong>\u6bcf\u6761\u5220\u9664\u7684\u8bb0\u5f55\uff0c\u90fd\u4f1a\u5728\u6bcf\u4e00\u4e2a\u76f8\u5173\u7d22\u5f15\u4e2d\u5220\u9664\u5bf9\u5e94\u7684\u7d22\u5f15\u9879<\/strong>\uff0c\u8fd9\u662f\u6027\u80fd\u5f00\u9500\u7684\u5927\u5934<\/td><\/tr><tr><td><strong>3. \u4e8b\u52a1\u4e0e\u65e5\u5fd7<\/strong><\/td><td>\u5982\u679c\u4f7f\u7528\u4e8b\u52a1\uff08\u5982 InnoDB\uff09\uff0c\u9700\u8981\u8bb0\u5f55 undo log\u3001redo log\uff0c\u4fdd\u8bc1\u4e00\u81f4\u6027<\/td><\/tr><tr><td><strong>4. \u9501\u7ade\u4e89<\/strong><\/td><td>\u5927\u6279\u91cf\u5220\u9664\u53ef\u80fd\u9501\u4f4f\u5f88\u591a\u884c\u6216\u9875\uff0c\u963b\u585e\u5176\u4ed6\u67e5\u8be2\u548c\u5199\u5165<\/td><\/tr><tr><td><strong>5. \u81ea\u52a8\u81a8\u80c0\u4e0e\u788e\u7247<\/strong><\/td><td>\u5220\u9664\u540e\u6570\u636e\u9875\u53ef\u80fd\u7559\u6709\u7a7a\u6d1e\uff0c\u5bfc\u81f4\u8868\u7a7a\u95f4\u81a8\u80c0\u4e0e\u67e5\u8be2\u6027\u80fd\u4e0b\u964d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5982\u4f55\u8bc4\u4f30\">\u5982\u4f55\u8bc4\u4f30<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6570\u636e\u5e93\u81ea\u5e26\u7d22\u5f15\u7edf\u8ba1\">\u6570\u636e\u5e93\u81ea\u5e26\u7d22\u5f15\u7edf\u8ba1<\/h5>\n\n\n\n<p><code>-- \u67e5\u770b\u7d22\u5f15\u4f7f\u7528\u60c5\u51b5\uff08MySQL 8.0+ \u63a8\u8350\uff09<\/code>&nbsp;<code>SELECT * FROM sys.schema_index_statistics;<\/code>&nbsp;<code>-- \u6216<\/code>&nbsp;<code>SELECT * FROM information_schema.INDEX_STATISTICS;<\/code><\/p>\n\n\n\n<p><code>-- \u6216\u67e5\u770b\u672a\u88ab\u4f7f\u7528\u7684\u7d22\u5f15\uff08\u9700\u5f00\u542f performance_schema \u6216\u4f7f\u7528 sys \u5e93\uff09<\/code>&nbsp;<code>SELECT * FROM sys.schema_unused_indexes;<\/code><\/p>\n\n\n\n<p>\u5173\u6ce8\u7d22\u5f15\u662f\u5426\u771f\u6b63\u88ab\u4f7f\u7528\u8fc7\uff0c\u9009\u62e9\u6027\uff0c\u7ef4\u62a4\u6210\u672c\u548c\u67e5\u8be2\u6536\u76ca<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5f00\u542f\u6162sql\u65e5\u5fd7\">\u5f00\u542f\u6162sql\u65e5\u5fd7<\/h5>\n\n\n\n<p>\u901a\u8fc7\u8868\u5173\u8054\u67e5\u8be2\uff0c\u4eba\u5de5\u6392\u67e5\u6162sql\u65e5\u5fd7<\/p>\n\n\n\n<p>\u5220\u9664\u7b56\u7565\u91c7\u53d6\u5206\u6279\u6b21\uff0c\u6d41\u91cf\u5c0f\u7684\u65f6\u95f4\u6bb5\u5220\u9664<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"cas\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\">CAS\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f<\/h3>\n\n\n\n<p>\u539f\u5b50\u7c7b<\/p>\n\n\n\n<p>\u4e50\u89c2\u9501<\/p>\n\n\n\n<p>\u57fa\u4e8eAQS\u7684Reentranlock\uff0cCountdownlatch\uff0cSemphore\u8fd9\u4e9b\u4ed6\u4eec\u7684\u72b6\u6001\u90fd\u662f\u8fd0\u7528\u4e86cas\u601d\u60f3<\/p>\n\n\n\n<p>FutureTask\u4efb\u52a1\u72b6\u6001\u7684\u539f\u5b50\u53d8\u66f4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"es-mysql\u7f13\u5b58\u4e00\u81f4\u6027\u7684\u4fdd\u8bc1\">ES-Mysql\u7f13\u5b58\u4e00\u81f4\u6027\u7684\u4fdd\u8bc1<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"spring\u6838\u5fc3\">Spring\u6838\u5fc3<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3\">\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u63a7\u5236\u53cd\u8f6c\">\u63a7\u5236\u53cd\u8f6c<\/h5>\n\n\n\n<p>\u629b\u5f03\u4f20\u7edfJAVA new\u5bf9\u8c61\uff0c\u6539\u7528\u5bb9\u5668\u63a7\u5236Bean\u7684\u751f\u547d\u5468\u671f<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u9762\u5411\u5207\u9762\u7f16\u7a0baop\">\u9762\u5411\u5207\u9762\u7f16\u7a0bAOP<\/h5>\n\n\n\n<p>\u57fa\u4e8e\u52a8\u6001\u4ee3\u7406\uff0c\u8fd0\u884c\u5c06\u6a2a\u5207\u903b\u8f91\u7ec7\u5165\u76ee\u6807\u65b9\u6cd5\u6267\u884c\u7684\u524d\u540e\uff0c\u5468\u56f4\u6216\u5f02\u5e38\u65f6\uff0c\u5b9e\u884c\u975e\u4fb5\u5165\u5f0f\u7684\u529f\u80fd\u589e\u5f3a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4f9d\u8d56\u6ce8\u5165di\">\u4f9d\u8d56\u6ce8\u5165DI<\/h5>\n\n\n\n<p>\u5bf9\u8c61\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u4e0d\u7531\u5bf9\u8c61\u81ea\u5df1\u63a7\u5236\uff0c\u4e8c\u5341\u7531\u5916\u90e8\u5bb9\u5668\u6ce8\u5165\u8fdb\u6765\uff0c\u4ece\u800c\u5b9e\u73b0\u89e3\u8026\u548c\u53ef\u6d4b\u8bd5\u6027<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5bb9\u5668\u5316\u7ec4\u4ef6\u5316\u8bbe\u7f6e\">\u5bb9\u5668\u5316\uff0c\u7ec4\u4ef6\u5316\u8bbe\u7f6e<\/h5>\n\n\n\n<p>\u5c06\u8bf8\u5982Service\uff0cDAO\uff0cController\u770b\u4f5cBean\uff0c\u7edf\u4e00\u7531\u5bb9\u5668\u7ba1\u7406<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6a21\u5757\u5316\u548c\u5206\u5c42\u67b6\u6784\u8bbe\u8ba1\">\u6a21\u5757\u5316\u548c\u5206\u5c42\u67b6\u6784\u8bbe\u8ba1<\/h5>\n\n\n\n<p>Spring \u6846\u67b6\u672c\u8eab\u662f\u4e00\u4e2a<strong>\u5206\u5c42\u3001\u6a21\u5757\u5316<\/strong>\u7684\u67b6\u6784\uff0c\u6bcf\u4e2a\u6a21\u5757\u804c\u8d23\u5355\u4e00\uff0c\u53ef\u63d2\u62d4\uff0c\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u5757<\/th><th>\u529f\u80fd\u63cf\u8ff0<\/th><\/tr><\/thead><tbody><tr><td><strong>Core Container\uff08\u6838\u5fc3\u5bb9\u5668\uff09<\/strong><\/td><td>\u5305\u62ec Beans\u3001Core\u3001Context\u3001SpEL \u6a21\u5757\uff0c\u662f Spring \u7684\u57fa\u7840\uff0c\u63d0\u4f9b IoC \u548c DI \u80fd\u529b<\/td><\/tr><tr><td><strong>AOP &amp; Instrumentation<\/strong><\/td><td>\u63d0\u4f9b\u9762\u5411\u5207\u9762\u7f16\u7a0b\u652f\u6301\u548c\u7c7b\u52a0\u8f7d\u671f\/\u8fd0\u884c\u671f\u589e\u5f3a<\/td><\/tr><tr><td><strong>Data Access \/ Integration<\/strong><\/td><td>\u5305\u62ec JDBC\u3001ORM\u3001\u4e8b\u52a1\u7ba1\u7406\uff08Transaction\uff09\u3001JMS \u7b49\u6570\u636e\u8bbf\u95ee\u76f8\u5173\u6a21\u5757<\/td><\/tr><tr><td><strong>Web \u6a21\u5757<\/strong><\/td><td>\u5305\u62ec Web MVC\u3001WebSocket\u3001Servlet \u7b49\uff0c\u7528\u4e8e\u6784\u5efa Web \u5e94\u7528<\/td><\/tr><tr><td><strong>Test \u6a21\u5757<\/strong><\/td><td>\u63d0\u4f9b\u5bf9 JUnit \/ TestNG \u7684\u826f\u597d\u652f\u6301\uff0c\u65b9\u4fbf\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6a21\u677f\u65b9\u6cd5\u4e0e\u56de\u8c03\u673a\u5236\">\u6a21\u677f\u65b9\u6cd5\u4e0e\u56de\u8c03\u673a\u5236<\/h5>\n\n\n\n<p>\u5927\u91cf\u4f7f\u7528\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\uff0c\u4f8b\u5982\u5f88\u591a\u7684Template\u7c7b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>dbcTemplate<\/strong>\uff1a\u5c01\u88c5\u4e86 JDBC \u7684\u6a21\u677f\u6d41\u7a0b\uff08\u83b7\u53d6\u8fde\u63a5\u3001\u6267\u884c SQL\u3001\u5904\u7406\u7ed3\u679c\u3001\u91ca\u653e\u8d44\u6e90\uff09\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u5173\u6ce8\u4e1a\u52a1 SQL \u548c\u56de\u8c03\u903b\u8f91<\/li>\n\n\n\n<li><strong>RestTemplate \/ WebClient<\/strong>\uff1aHTTP \u8bf7\u6c42\u7684\u6a21\u677f\u5316\u5c01\u88c5<\/li>\n\n\n\n<li><strong>TransactionTemplate<\/strong>\uff1a\u4e8b\u52a1\u7ba1\u7406\u7684\u6a21\u677f\u5316\u62bd\u8c61<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7ea6\u5b9a\u4f18\u4e8e\u914d\u7f6e\">\u7ea6\u5b9a\u4f18\u4e8e\u914d\u7f6e<\/h5>\n\n\n\n<p>\u201c\u7ea6\u5b9a\u4f18\u4e8e\u914d\u7f6e\u201d \u5c31\u662f\uff1a\u4f60\u6309\u7167\u6211\uff08\u6846\u67b6\uff09\u63a8\u8350\u7684\u6807\u51c6\u65b9\u5f0f\u6765\u505a\u4e8b\u60c5\uff0c\u5f88\u591a\u4e8b\u60c5\u6211\u81ea\u52a8\u5e2e\u4f60\u641e\u5b9a\uff0c\u4f60\u4e0d\u7528\u64cd\u5fc3\uff1b\u53ea\u6709\u4f60\u60f3\u4e0d\u4e00\u6837\uff0c\u624d\u9700\u8981\u81ea\u5df1\u53bb\u914d\u7f6e\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u8bbe\u8ba1\u6a21\u5f0f\">\u6838\u5fc3\u8bbe\u8ba1\u6a21\u5f0f<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u63a7\u5236\u53cd\u8f6c-2\">\u63a7\u5236\u53cd\u8f6c<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4f9d\u8d56\u6ce8\u5165\">\u4f9d\u8d56\u6ce8\u5165<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5de5\u5382\u6a21\u5f0f\">\u5de5\u5382\u6a21\u5f0f<\/h5>\n\n\n\n<p>\u5178\u578b\u7528\u4f8b\u662fApplicationContext<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5355\u4f8b\u6a21\u5f0f\">\u5355\u4f8b\u6a21\u5f0f<\/h5>\n\n\n\n<p>\u9ed8\u8ba4\u5355\u4f8b<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4ee3\u7406\u6a21\u5f0f\">\u4ee3\u7406\u6a21\u5f0f<\/h5>\n\n\n\n<p>AOP\u52a8\u6001\u4ee3\u7406<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\">\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f<\/h5>\n\n\n\n<p>\u5927\u91cf\u7684Template\u5c01\u88c5\u7c7b<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89c2\u5bdf\u8005\u6a21\u5f0f\">\u89c2\u5bdf\u8005\u6a21\u5f0f<\/h5>\n\n\n\n<p>SpringEvent\u7684\u4e8b\u4ef6\u76d1\u542c\u673a\u5236<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7b56\u7565\u6a21\u5f0f\">\u7b56\u7565\u6a21\u5f0f<\/h5>\n\n\n\n<p>\u4e8b\u52a1\u7ba1\u7406\u7b56\u7565\uff0c\u591a\u79cd\u6570\u636e\u6e90\u8def\u7531\u7b56\u7565\u7b49\u7b49<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u9002\u914d\u5668\u6a21\u5f0f\">\u9002\u914d\u5668\u6a21\u5f0f<\/h5>\n\n\n\n<p>HandlerAdapter\uff0cHandlerMapping\u7b49\u7528\u4e8eMVC\u7684\u6269\u5c55<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\">\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4f9d\u8d56\u5012\u7f6e\u539f\u5219\">\u4f9d\u8d56\u5012\u7f6e\u539f\u5219<\/h5>\n\n\n\n<p>IOC\u548cDI<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5f00\u95ed\u539f\u5219\">\u5f00\u95ed\u539f\u5219<\/h5>\n\n\n\n<p>\u5141\u8bb8\u6269\u5c55\uff0c\u62d2\u7edd\u4fee\u6539\uff0c\u6bd4\u5982Bean\u751f\u547d\u5468\u671f\u4e2d\u7684\u524d\u7f6e\u548c\u540e\u7f6e\u6269\u5c55\u63a5\u53e3<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5355\u4e00\u804c\u8d23\u539f\u5219\">\u5355\u4e00\u804c\u8d23\u539f\u5219<\/h5>\n\n\n\n<p>\u6bcf\u4e2a\u6a21\u5757\uff0c\u6bcf\u4e2a\u7c7b\u804c\u8d23\u6e05\u6670<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u63a5\u53e3\u9694\u79bb\u4e0e\u7ec4\u5408\u539f\u5219\">\u63a5\u53e3\u9694\u79bb\u4e0e\u7ec4\u5408\u539f\u5219<\/h5>\n\n\n\n<p>\u5927\u91cf\u4f7f\u7528\u63a5\u53e3\u5b9a\u4e49\u884c\u4e3a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u53ef\u6269\u5c55\u6027\u677e\u8026\u5408\">\u53ef\u6269\u5c55\u6027\uff0c\u677e\u8026\u5408<\/h5>\n\n\n\n<p>\u9762\u5411\u63a5\u53e3\u7f16\u7a0b\uff0c\u4e8b\u4ef6\u673a\u5236\uff0cAOP\u7b49\u5b9e\u73b0\u7ec4\u4ef6\u95f4\u677e\u8026\u5408<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u62e6\u622a\u5668\u548c\u8fc7\u6ee4\u5668\u7684\u533a\u522b\u5b9e\u9645\u7684\u5e94\u7528\">\u62e6\u622a\u5668\u548c\u8fc7\u6ee4\u5668\u7684\u533a\u522b\uff0c\u5b9e\u9645\u7684\u5e94\u7528<\/h3>\n\n\n\n<p><strong>Filter \u662f Servlet \u89c4\u8303\u7684\u4e00\u90e8\u5206\uff0c\u4f5c\u7528\u4e8e\u6240\u6709\u8fdb\u5165 Web \u5bb9\u5668\u7684\u8bf7\u6c42\uff0c\u66f4\u5e95\u5c42\u3001\u66f4\u5168\u5c40\uff1bInterceptor \u662f Spring MVC \u63d0\u4f9b\u7684\u673a\u5236\uff0c\u4f5c\u7528\u4e8e Controller \u5c42\uff0c\u66f4\u7075\u6d3b\u3001\u66f4\u8d34\u8fd1\u4e1a\u52a1\uff0c\u4e14\u80fd\u65b9\u4fbf\u4f7f\u7528 Spring Bean\u3002\u4e24\u8005\u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528\uff0c\u5206\u522b\u5904\u7406\u4e0d\u540c\u5c42\u6b21\u7684\u903b\u8f91\u3002<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Filter \u7528\u6765\u5904\u7406 HTTP \u901a\u7528\u903b\u8f91\uff08\u5982\u7f16\u7801\u3001\u8de8\u57df\u3001\u5b89\u5168\u8fc7\u6ee4\u7b49\uff09<\/strong><\/li>\n\n\n\n<li><strong>Interceptor \u7528\u6765\u5904\u7406\u4e0e\u4e1a\u52a1\u76f8\u5173\u7684\u63a7\u5236\u903b\u8f91\uff08\u5982\u6743\u9650\u3001\u7528\u6237\u8eab\u4efd\u3001\u65e5\u5fd7\u7b49\uff09<\/strong><\/li>\n\n\n\n<li>\u4e24\u8005\u53ef\u4ee5<strong>\u642d\u914d\u4f7f\u7528<\/strong>\uff0c\u6bd4\u5982\u7528 Filter \u505a Token \u6821\u9a8c\u524d\u5904\u7406\uff0cInterceptor \u505a\u66f4\u7ec6\u7c92\u5ea6\u7684\u6743\u9650\u5224\u65ad\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u9014\u864e\">\u9014\u864e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7ebf\u7a0b\u6c60\u7684\u5de5\u4f5c\u6d41\u7a0b\">\u7ebf\u7a0b\u6c60\u7684\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<p>\u8fd9\u4e2a\u6838\u5fc3\u7684\u95ee\u9898\u662f\u4ec0\u4e48\u65f6\u5019\u5165\u961f\uff0c\u662f\u6838\u5fc3\u7ebf\u7a0b\u5df2\u6ee1\u65f6\u5c31\u4f1a\u5165\u961f\uff0c\u961f\u5217\u6ee1\u7684\u65f6\u5019\u521b\u5efa\u975e\u6838\u5fc3\u7ebf\u7a0b\uff0c<\/p>\n\n\n\n<p>\u5f53\u5df2\u7ecf\u8d85\u8fc7\u7ebf\u7a0b\u6c60\u7684\u6700\u5927\u6838\u5fc3\u7ebf\u7a0b\u6570\u540e\u624d\u4f1a\u89e6\u53d1\u62d2\u7edd\u7b56\u7565\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u76f4\u6709\u5927\u6279\u91cf\u7684\u6d41\u91cf\u8fdb\u6765\u5982\u4f55\u5904\u7406\u53cc\u5341\u4e00\u79d2\u6740\u573a\u666f\">\u4e00\u76f4\u6709\u5927\u6279\u91cf\u7684\u6d41\u91cf\u8fdb\u6765\u5982\u4f55\u5904\u7406\uff08\u53cc\u5341\u4e00\u79d2\u6740\u573a\u666f\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6d41\u91cf\u5165\u53e3\u5c42\">\u6d41\u91cf\u5165\u53e3\u5c42<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u524d\u7aef\u5ba2\u6237\u7aef\u9650\u6d41\">\u524d\u7aef\/\u5ba2\u6237\u7aef\u9650\u6d41<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9759\u6001\u8d44\u6e90\u7f13\u5b58<\/li>\n\n\n\n<li>\u6309\u94ae\u9632\u91cd\u590d\u70b9\u51fb<\/li>\n\n\n\n<li>\u672c\u5730\u7f13\u5b58<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7f51\u5173\u5c42\u9650\u6d41\u4e0e\u7194\u65ad\">\u7f51\u5173\u5c42\u9650\u6d41\u4e0e\u7194\u65ad<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d41\u91cf\u6e05\u6d17\uff1a\u901a\u8fc7Ngnix\u6216\u4e91\u5382\u5546\uff08AWS API Gateway\uff09\u8bbe\u7f6e\u901f\u7387\u9650\u5236\uff0c\u57fa\u4e8eIP\u6216\u8005\u7528\u6237ID\u9650\u6d41<\/li>\n\n\n\n<li>\u52a8\u6001\u9650\u6d41\uff1a\u7ed3\u5408\u5b9e\u65f6\u6d41\u91cf\u76d1\u63a7\uff0c\u52a8\u6001\u8c03\u6574\u9650\u6d41\u9608\u503c<\/li>\n\n\n\n<li>\u7194\u65ad\u964d\u7ea7\uff1a\u5f53\u4e0b\u6e38\u670d\u52a1\uff08\u5982\u5e93\u5b58\u670d\u52a1\uff0c\u8ba2\u5355\u670d\u52a1\uff09\u51fa\u73b0\u6545\u969c\u6216\u5ef6\u8fdf\u8fc7\u9ad8\u65f6\uff0c\u7f51\u5173\u76f4\u63a5\u8fd4\u56de\u964d\u7ea7\u54cd\u5e94\uff0c\u907f\u514d\u7ea7\u8054\u5d29\u6e83\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u8d1f\u8f7d\u5747\u8861\">\u8d1f\u8f7d\u5747\u8861<\/h5>\n\n\n\n<p>\u4f7f\u7528Nginx\uff0cF5\u6216\u8005\u4e91\u5382\u5546\u8d1f\u8f7d\u5747\u8861\uff0c\u5c06\u6d41\u91cf\u5747\u5300\u5206\u53d1\u5230\u591a\u4e2a\u5e94\u7528\u670d\u52a1\u5668\uff0c\u907f\u514d\u5355\u8282\u70b9\u8fc7\u8f7d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5e94\u7528\u5c42\">\u5e94\u7528\u5c42<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5e93\u5b58\u9884\u70ed\u4e0e\u7f13\u5b58\u6263\u51cf\">\u5e93\u5b58\u9884\u70ed\u4e0e\u7f13\u5b58\u6263\u51cf<\/h5>\n\n\n\n<p>\u79d2\u6740\u5f00\u59cb\u524d\u5c06\u70ed\u95e8\u5546\u54c1\u5e93\u5b58\u4ece\u6570\u636e\u5e93\u52a0\u5230Redis\uff0c\u907f\u514d\u79d2\u6740\u5927\u91cf\u8bf7\u6c42\u76f4\u63a5\u51fb\u7a7f\u6570\u636e\u5e93\uff0c\u4f7f\u7528Redis\u7684DECR\u547d\u4ee4\u539f\u5b50\u6263\u51cf\u5e93\u5b58\uff0c\u907f\u514d\u5f15\u53d1\u5e76\u53d1\u95ee\u9898<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5f02\u6b65\u5904\u7406\u4e0b\u5355\u8bf7\u6c42\">\u5f02\u6b65\u5904\u7406\u4e0b\u5355\u8bf7\u6c42<\/h5>\n\n\n\n<p>\u5c06\u751f\u6210\u8ba2\u5355\u7b49\u975e\u5b9e\u65f6\u64cd\u4f5c\u901a\u8fc7\u6d88\u606f\u961f\u5217\u5f02\u6b65\u5904\u7406\uff0c\u524a\u5e73\u6d41\u91cf\u5cf0\u503c<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u9632\u8d85\u5356\u4e0e\u5206\u5e03\u5f0f\u9501\">\u9632\u8d85\u5356\u4e0e\u5206\u5e03\u5f0f\u9501<\/h5>\n\n\n\n<p><strong>\u8d85\u5356\u95ee\u9898<\/strong>\uff1a\u591a\u4e2a\u8bf7\u6c42\u540c\u65f6\u6263\u51cf\u5e93\u5b58\u65f6\uff0c\u53ef\u80fd\u56e0\u6570\u636e\u5e93\u4e8b\u52a1\u5ef6\u8fdf\u5bfc\u81f4\u8d85\u5356\uff08\u5982\u5e93\u5b58\u52691\uff0c\u4f46\u4e24\u4e2a\u8bf7\u6c42\u90fd\u8ba4\u4e3a\u5e93\u5b58\u8db3\u591f\uff09\u3002<\/p>\n\n\n\n<p>\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u5e93\u5c42\u9762\uff1a\u4f7f\u7528\u4e50\u89c2\u9501\uff08<code>UPDATE stock SET count=count-1 WHERE sku_id=? AND count>=1<\/code>\uff09\uff0c\u901a\u8fc7\u7248\u672c\u53f7\u6216\u6761\u4ef6\u5224\u65ad\u4fdd\u8bc1\u539f\u5b50\u6027\u3002<\/li>\n\n\n\n<li>\u5206\u5e03\u5f0f\u9501\uff1a\u5bf9\u540c\u4e00\u5546\u54c1\u7684\u5e93\u5b58\u64cd\u4f5c\u52a0\u9501\uff08\u5982Redis\u7684<code>RedLock<\/code>\uff09\uff0c\u786e\u4fdd\u540c\u4e00\u65f6\u95f4\u53ea\u6709\u4e00\u4e2a\u7ebf\u7a0b\u80fd\u6263\u51cf\u5e93\u5b58\uff08\u9700\u6ce8\u610f\u9501\u7c92\u5ea6\uff0c\u907f\u514d\u5f71\u54cd\u6027\u80fd\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u670d\u52a1\u5c42\">\u670d\u52a1\u5c42<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u6c34\u5e73\u6269\u5bb9\">1.&nbsp;<strong>\u6c34\u5e73\u6269\u5bb9<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5e94\u7528\u670d\u52a1\u5668<\/strong>\uff1a\u901a\u8fc7Kubernetes\uff08K8s\uff09\u6216\u4e91\u5382\u5546\u7684\u5f39\u6027\u4f38\u7f29\uff08Auto Scaling\uff09\u529f\u80fd\uff0c\u6839\u636eCPU\u3001\u5185\u5b58\u6216QPS\u6307\u6807\u81ea\u52a8\u589e\u52a0\u5b9e\u4f8b\uff08\u5982\u6d41\u91cf\u6fc0\u589e\u65f6\uff0c5\u5206\u949f\u5185\u4ece10\u53f0\u6269\u5c55\u5230100\u53f0\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5e93<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8bfb\u5199\u5206\u79bb\uff1a\u4e3b\u5e93\u5199\uff08\u8ba2\u5355\u3001\u5e93\u5b58\u6263\u51cf\uff09\uff0c\u4ece\u5e93\u8bfb\uff08\u5546\u54c1\u4fe1\u606f\u67e5\u8be2\uff09\uff0c\u51cf\u8f7b\u4e3b\u5e93\u538b\u529b\u3002<\/li>\n\n\n\n<li>\u5206\u5e93\u5206\u8868\uff1a\u5bf9\u8ba2\u5355\u5e93\u6309\u7528\u6237ID\u6216\u65f6\u95f4\u5206\u7247\uff08\u5982\u6309\u6708\u4efd\u5206\u8868\uff09\uff0c\u907f\u514d\u5355\u5e93\u6570\u636e\u91cf\u8fc7\u5927\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u670d\u52a1\u964d\u7ea7\">2.&nbsp;<strong>\u670d\u52a1\u964d\u7ea7<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5173\u95ed\u975e\u6838\u5fc3\u529f\u80fd\uff1a\u79d2\u6740\u671f\u95f4\uff0c\u6682\u65f6\u5173\u95ed\u201c\u5546\u54c1\u8bc4\u8bba\u201d\u201c\u63a8\u8350\u7cfb\u7edf\u201d\u201c\u4f18\u60e0\u5238\u8ba1\u7b97\u201d\u7b49\u975e\u5fc5\u8981\u670d\u52a1\uff0c\u51cf\u5c11\u670d\u52a1\u95f4\u8c03\u7528\u94fe\u8def\uff0c\u964d\u4f4e\u7cfb\u7edf\u8d1f\u8f7d\u3002<\/li>\n\n\n\n<li>\u7b80\u5316\u4e1a\u52a1\u6d41\u7a0b\uff1a\u4f8b\u5982\uff0c\u4e0b\u5355\u65f6\u4e0d\u5f3a\u5236\u6821\u9a8c\u7528\u6237\u7684\u79ef\u5206\u4f59\u989d\uff08\u540e\u7eed\u8865\u6263\uff09\uff0c\u6216\u8df3\u8fc7\u90e8\u5206\u65e5\u5fd7\u8bb0\u5f55\uff08\u5173\u952e\u65e5\u5fd7\u4fdd\u7559\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u70ed\u70b9\u9694\u79bb\">3.&nbsp;<strong>\u70ed\u70b9\u9694\u79bb<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u79d2\u6740\u5546\u54c1\u5355\u72ec\u90e8\u7f72\u4e3a\u4e00\u7ec4\u670d\u52a1\u5b9e\u4f8b\uff08\u5982\u201c\u79d2\u6740\u670d\u52a1\u96c6\u7fa4\u201d\uff09\uff0c\u4e0e\u65e5\u5e38\u5546\u54c1\u670d\u52a1\u9694\u79bb\uff0c\u907f\u514d\u70ed\u70b9\u6d41\u91cf\u5f71\u54cd\u5176\u4ed6\u4e1a\u52a1\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u72ec\u7acb\u6570\u636e\u5e93\u6216\u7f13\u5b58\u96c6\u7fa4\uff08\u5982Redis Cluster\u7684\u5206\u7247\uff09\uff0c\u786e\u4fdd\u70ed\u70b9\u6570\u636e\u7684\u64cd\u4f5c\u4e0d\u5f71\u54cd\u5176\u4ed6\u4e1a\u52a1\u7684\u5b58\u50a8\u8d44\u6e90\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u76d1\u63a7\u4e0e\u5e94\u6025\">\u76d1\u63a7\u4e0e\u5e94\u6025<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5168\u94fe\u8def\u76d1\u63a7\">\u5168\u94fe\u8def\u76d1\u63a7<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6307\u6807\u76d1\u63a7<\/strong>\uff1a\u91c7\u96c6QPS\u3001\u5ef6\u8fdf\uff08RT\uff09\u3001\u9519\u8bef\u7387\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\u3001Redis\u547d\u4e2d\u7387\u7b49\u6307\u6807\uff0c\u901a\u8fc7Prometheus+Grafana\u6216\u963f\u91cc\u4e91ARMS\u53ef\u89c6\u5316\u5c55\u793a\u3002<\/li>\n\n\n\n<li><strong>\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff1a\u4f7f\u7528Jaeger\u3001SkyWalking\u6216\u963f\u91cc\u4e91\u94fe\u8def\u8ffd\u8e2a\uff0c\u5b9a\u4f4d\u8017\u65f6\u6700\u957f\u7684\u94fe\u8def\u8282\u70b9\uff08\u5982\u67d0\u4e2aSQL\u67e5\u8be2\u5360\u6bd480%\uff09\uff0c\u9488\u5bf9\u6027\u4f18\u5316\u3002<\/li>\n\n\n\n<li><strong>\u65e5\u5fd7\u5206\u6790<\/strong>\uff1a\u901a\u8fc7ELK\uff08Elasticsearch+Logstash+Kibana\uff09\u6216\u963f\u91cc\u4e91SLS\u6536\u96c6\u65e5\u5fd7\uff0c\u5b9e\u65f6\u641c\u7d22\u5f02\u5e38\u5173\u952e\u8bcd\uff08\u5982<code>OutOfMemoryError<\/code>\u3001<code>RedisTimeout<\/code>\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5e94\u6025\u9884\u6848\">\u5e94\u6025\u9884\u6848<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u624b\u52a8\u9650\u6d41<\/strong>\uff1a\u5f53\u81ea\u52a8\u9650\u6d41\u89e6\u53d1\u540e\uff0c\u82e5\u6d41\u91cf\u4ecd\u6301\u7eed\u589e\u957f\uff0c\u53ef\u901a\u8fc7\u540e\u53f0\u624b\u52a8\u8c03\u6574\u9650\u6d41\u9608\u503c\uff08\u5982\u5c06IP\u9650\u6d41\u4ece10\u6b21\/\u79d2\u964d\u81f35\u6b21\/\u79d2\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7d27\u6025\u6269\u5bb9<\/strong>\uff1a\u9884\u8bbe\u6269\u5bb9\u6a21\u677f\uff08\u5982\u201c\u79d2\u6740\u573a\u666f\u4e13\u7528\u5b9e\u4f8b\u7ec4\u201d\uff09\uff0c\u6d41\u91cf\u6fc0\u589e\u65f6\u4e00\u952e\u89e6\u53d1\u6269\u5bb9\u3002<\/li>\n\n\n\n<li><strong>\u6d41\u91cf\u5207\u6362<\/strong>\uff1a\u82e5\u90e8\u5206\u670d\u52a1\u4e0d\u53ef\u7528\uff0c\u901a\u8fc7\u7f51\u5173\u5c06\u6d41\u91cf\u5207\u6362\u5230\u5907\u7528\u96c6\u7fa4\uff08\u5982\u4ece\u201c\u751f\u4ea7\u96c6\u7fa4\u201d\u5207\u6362\u5230\u201c\u707e\u5907\u96c6\u7fa4\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"syschornized\u9501\u5347\u7ea7\u8fc7\u7a0b\">Syschornized\u9501\u5347\u7ea7\u8fc7\u7a0b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"mark-word\u5b57\u6bb5\">Mark Word\u5b57\u6bb5<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9501\u72b6\u6001<\/th><th>Mark Word \u7ed3\u6784\uff0864 \u4f4d JVM\uff09<\/th><\/tr><\/thead><tbody><tr><td><strong>\u65e0\u9501<\/strong><\/td><td>\u5b58\u50a8\u5bf9\u8c61\u7684\u54c8\u5e0c\u7801\uff08HashCode\uff09\u3001\u5206\u4ee3\u5e74\u9f84\uff08GC Age\uff09\u3001\u9501\u6807\u5fd7\u4f4d\uff0801\uff09<\/td><\/tr><tr><td><strong>\u504f\u5411\u9501<\/strong><\/td><td>\u5b58\u50a8\u504f\u5411\u7ebf\u7a0b ID\u3001\u504f\u5411\u65f6\u95f4\u6233\uff08Epoch\uff09\u3001\u5bf9\u8c61\u5206\u4ee3\u5e74\u9f84\u3001\u9501\u6807\u5fd7\u4f4d\uff0801\uff09<\/td><\/tr><tr><td><strong>\u8f7b\u91cf\u7ea7\u9501<\/strong><\/td><td>\u5b58\u50a8\u6307\u5411\u6808\u4e2d\u9501\u8bb0\u5f55\u7684\u6307\u9488\u3001\u5bf9\u8c61\u5206\u4ee3\u5e74\u9f84\u3001\u9501\u6807\u5fd7\u4f4d\uff0800\uff09<\/td><\/tr><tr><td><strong>\u91cd\u91cf\u7ea7\u9501<\/strong><\/td><td>\u5b58\u50a8\u6307\u5411 Monitor\uff08\u76d1\u89c6\u5668\uff09\u7684\u6307\u9488\u3001\u5bf9\u8c61\u5206\u4ee3\u5e74\u9f84\u3001\u9501\u6807\u5fd7\u4f4d\uff0810\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u9501\u5347\u7ea7\u7684\u8fc7\u7a0b\">\u9501\u5347\u7ea7\u7684\u8fc7\u7a0b<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u65e0\u9501\u72b6\u6001\u521d\u59cb\u72b6\u6001\"><strong>1. \u65e0\u9501\u72b6\u6001\uff08\u521d\u59cb\u72b6\u6001\uff09<\/strong><\/h5>\n\n\n\n<p>\u5bf9\u8c61\u521a\u521b\u5efa\u65f6\uff0c\u672a\u88ab\u4efb\u4f55\u7ebf\u7a0b\u8bbf\u95ee\uff0c\u5904\u4e8e\u65e0\u9501\u72b6\u6001\u3002\u6b64\u65f6 Mark Word \u7684\u9501\u6807\u5fd7\u4f4d\u4e3a&nbsp;<code>01<\/code>\uff0c\u5b58\u50a8\u5bf9\u8c61\u7684\u54c8\u5e0c\u7801\u3001\u5206\u4ee3\u5e74\u9f84\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u504f\u5411\u9501\u65e0\u7ade\u4e89\u6216\u4f4e\u7ade\u4e89\u573a\u666f\"><strong>2. \u504f\u5411\u9501\uff08\u65e0\u7ade\u4e89\u6216\u4f4e\u7ade\u4e89\u573a\u666f\uff09<\/strong><\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u4f18\u5316&nbsp;<strong>\u53ea\u6709\u4e00\u4e2a\u7ebf\u7a0b\u8bbf\u95ee\u540c\u6b65\u5757<\/strong>&nbsp;\u7684\u573a\u666f\uff0c\u907f\u514d\u91cd\u590d\u52a0\u9501\u3002<\/p>\n\n\n\n<p><strong>\u89e6\u53d1\u6761\u4ef6<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5f53\u7b2c\u4e00\u4e2a\u7ebf\u7a0b\uff08\u7ebf\u7a0b A\uff09\u8bbf\u95ee\u540c\u6b65\u5757\u65f6\uff0cJVM \u4f1a\u68c0\u67e5\u5bf9\u8c61\u5934\u7684 Mark Word \u662f\u5426\u4e3a\u65e0\u9501\u72b6\u6001\uff08\u9501\u6807\u5fd7\u4f4d&nbsp;<code>01<\/code>\uff09\u3002\u82e5\u4e3a\u65e0\u9501\uff0c\u7ebf\u7a0b A \u4f1a\u901a\u8fc7&nbsp;<strong>CAS\uff08Compare-And-Swap\uff09\u64cd\u4f5c<\/strong>&nbsp;\u5c1d\u8bd5\u5728\u5bf9\u8c61\u5934\u7684 Mark Word \u4e2d\u8bb0\u5f55\u81ea\u5df1\u7684&nbsp;<strong>\u7ebf\u7a0b ID<\/strong>&nbsp;\u548c&nbsp;<strong>\u504f\u5411\u65f6\u95f4\u6233\uff08Epoch\uff09<\/strong>\uff0c\u5e76\u5c06\u9501\u6807\u5fd7\u4f4d\u6539\u4e3a&nbsp;<code>01<\/code>\uff08\u6807\u8bb0\u4e3a\u504f\u5411\u9501\uff09\u3002<\/p>\n\n\n\n<p><strong>\u504f\u5411\u9501\u7684\u7279\u6027<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ebf\u7a0b A \u518d\u6b21\u8fdb\u5165\u540c\u6b65\u5757\u65f6\uff0c\u65e0\u9700 CAS \u64cd\u4f5c\uff0c\u76f4\u63a5\u901a\u8fc7\u68c0\u67e5 Mark Word \u4e2d\u7684\u7ebf\u7a0b ID \u662f\u5426\u4e3a\u81ea\u8eab\uff0c\u5373\u53ef\u8fdb\u5165\u540c\u6b65\u5757\uff08\u201c\u504f\u5411\u201d\u8be5\u7ebf\u7a0b\uff09\u3002<\/li>\n\n\n\n<li>\u82e5\u5176\u4ed6\u7ebf\u7a0b\uff08\u7ebf\u7a0b B\uff09\u5c1d\u8bd5\u83b7\u53d6\u504f\u5411\u9501\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7ebf\u7a0b B \u4f1a\u5148\u68c0\u67e5 Mark Word \u4e2d\u7684\u504f\u5411\u65f6\u95f4\u6233\u662f\u5426\u8fc7\u671f\uff08\u9ed8\u8ba4\u6c38\u4e0d\u8fc7\u671f\uff0c\u9664\u975e\u53d1\u751f\u7ade\u4e89\uff09\u3002<\/li>\n\n\n\n<li>\u82e5\u672a\u8fc7\u671f\uff0c\u7ebf\u7a0b B \u4f1a\u53d1\u8d77 CAS \u7ade\u4e89\u9501\uff0c\u4f46\u6b64\u65f6 Mark Word \u5df2\u88ab\u7ebf\u7a0b A \u5360\u7528\uff0cCAS \u4f1a\u5931\u8d25\u3002<\/li>\n\n\n\n<li>\u7ebf\u7a0b A \u88ab\u5524\u9192\u540e\uff0c\u53d1\u73b0\u662f\u5176\u4ed6\u7ebf\u7a0b\u7ade\u4e89\uff0c\u4f1a\u00a0<strong>\u64a4\u9500\u504f\u5411\u9501<\/strong>\uff08\u5c06\u9501\u6807\u5fd7\u4f4d\u6539\u4e3a\u00a0<code>01<\/code>\uff0c\u5e76\u6e05\u7a7a\u7ebf\u7a0b ID\uff09\uff0c\u7136\u540e\u5347\u7ea7\u4e3a\u8f7b\u91cf\u7ea7\u9501\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u8f7b\u91cf\u7ea7\u9501\u4f4e\u7ade\u4e89\u573a\u666f\"><strong>3. \u8f7b\u91cf\u7ea7\u9501\uff08\u4f4e\u7ade\u4e89\u573a\u666f\uff09<\/strong><\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u4f18\u5316&nbsp;<strong>\u591a\u4e2a\u7ebf\u7a0b\u4ea4\u66ff\u6267\u884c\u540c\u6b65\u5757<\/strong>\uff08\u7ade\u4e89\u4e0d\u6fc0\u70c8\uff09\u7684\u573a\u666f\uff0c\u907f\u514d\u91cd\u91cf\u7ea7\u9501\u7684\u7ebf\u7a0b\u963b\u585e\u5f00\u9500\u3002<\/p>\n\n\n\n<p><strong>\u89e6\u53d1\u6761\u4ef6<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5f53\u5b58\u5728\u7b2c\u4e8c\u4e2a\u7ebf\u7a0b\uff08\u7ebf\u7a0b B\uff09\u7ade\u4e89\u504f\u5411\u9501\u65f6\uff0c\u504f\u5411\u9501\u4f1a\u81a8\u80c0\u4e3a\u8f7b\u91cf\u7ea7\u9501\u3002<\/p>\n\n\n\n<p><strong>\u8f7b\u91cf\u7ea7\u9501\u7684\u52a0\u9501\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7ebf\u7a0b A \u548c\u7ebf\u7a0b B \u5404\u81ea\u5728\u81ea\u5df1\u7684\u00a0<strong>\u7ebf\u7a0b\u6808\u5e27<\/strong>\u00a0\u4e2d\u521b\u5efa\u4e00\u4e2a\u00a0<strong>\u9501\u8bb0\u5f55\uff08Lock Record\uff09<\/strong>\uff0c\u7528\u4e8e\u5b58\u50a8\u5bf9\u8c61\u5934\u7684 Mark Word \u7684\u62f7\u8d1d\uff08\u79f0\u4e3a Displaced Mark Word\uff09\u3002<\/li>\n\n\n\n<li>\u7ebf\u7a0b\u5c1d\u8bd5\u901a\u8fc7\u00a0<strong>CAS \u64cd\u4f5c<\/strong>\u00a0\u5c06\u5bf9\u8c61\u5934\u7684 Mark Word \u66ff\u6362\u4e3a\u6307\u5411\u9501\u8bb0\u5f55\u7684\u6307\u9488\uff1a\n<ul class=\"wp-block-list\">\n<li>\u82e5 CAS \u6210\u529f\uff08\u4ec5\u4e00\u4e2a\u7ebf\u7a0b\u6210\u529f\uff09\uff0c\u8be5\u7ebf\u7a0b\u83b7\u5f97\u9501\uff0c\u9501\u6807\u5fd7\u4f4d\u6539\u4e3a\u00a0<code>00<\/code>\uff08\u8f7b\u91cf\u7ea7\u9501\uff09\u3002<\/li>\n\n\n\n<li>\u82e5 CAS \u5931\u8d25\uff08\u53e6\u4e00\u4e2a\u7ebf\u7a0b\u4e5f\u5c1d\u8bd5\u83b7\u53d6\u9501\uff09\uff0c\u8bf4\u660e\u5b58\u5728\u7ade\u4e89\uff0c\u8f7b\u91cf\u7ea7\u9501\u4f1a\u81a8\u80c0\u4e3a\u91cd\u91cf\u7ea7\u9501\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p><strong>\u8f7b\u91cf\u7ea7\u9501\u7684\u89e3\u9501\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<p>\u7ebf\u7a0b\u901a\u8fc7 CAS \u5c06\u9501\u8bb0\u5f55\u4e2d\u7684 Displaced Mark Word \u66ff\u6362\u56de\u5bf9\u8c61\u5934\u7684 Mark Word\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82e5\u6210\u529f\uff0c\u9501\u91ca\u653e\uff1b<\/li>\n\n\n\n<li>\u82e5\u5931\u8d25\uff0c\u8bf4\u660e\u6709\u5176\u4ed6\u7ebf\u7a0b\u5c1d\u8bd5\u83b7\u53d6\u8be5\u9501\uff0c\u9501\u4f1a\u81a8\u80c0\u4e3a\u91cd\u91cf\u7ea7\u9501\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>4. \u91cd\u91cf\u7ea7\u9501\uff08\u9ad8\u7ade\u4e89\u573a\u666f\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5904\u7406&nbsp;<strong>\u591a\u7ebf\u7a0b\u9891\u7e41\u7ade\u4e89<\/strong>&nbsp;\u7684\u573a\u666f\uff08\u5982\u79d2\u6740\u3001\u9ad8\u5e76\u53d1\u8bf7\u6c42\uff09\u3002<\/p>\n\n\n\n<p><strong>\u89e6\u53d1\u6761\u4ef6<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5f53\u591a\u4e2a\u7ebf\u7a0b\uff08\u22652\uff09\u540c\u65f6\u7ade\u4e89\u8f7b\u91cf\u7ea7\u9501\uff0c\u4e14 CAS \u64cd\u4f5c\u9891\u7e41\u5931\u8d25\u65f6\uff0c\u8f7b\u91cf\u7ea7\u9501\u4f1a\u81a8\u80c0\u4e3a\u91cd\u91cf\u7ea7\u9501\u3002<\/p>\n\n\n\n<p><strong>\u91cd\u91cf\u7ea7\u9501\u7684\u5b9e\u73b0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u8c61\u5934\u7684 Mark Word \u4f1a\u5b58\u50a8\u6307\u5411\u00a0<strong>Monitor\uff08\u76d1\u89c6\u5668\uff09<\/strong>\u00a0\u7684\u6307\u9488\uff0c\u9501\u6807\u5fd7\u4f4d\u6539\u4e3a\u00a0<code>10<\/code>\u3002<\/li>\n\n\n\n<li>Monitor \u5185\u90e8\u7ef4\u62a4\u4e00\u4e2a\u00a0<strong>\u7b49\u5f85\u961f\u5217\uff08Entry Set\uff09<\/strong>\u00a0\u548c\u4e00\u4e2a\u00a0<strong>\u6761\u4ef6\u961f\u5217\uff08Wait Set\uff09<\/strong>\uff0c\u6240\u6709\u672a\u83b7\u53d6\u5230\u9501\u7684\u7ebf\u7a0b\u4f1a\u88ab\u52a0\u5165\u7b49\u5f85\u961f\u5217\u5e76\u963b\u585e\uff08\u901a\u8fc7\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u6302\u8d77\uff09\u3002<\/li>\n\n\n\n<li>\u5f53\u6301\u6709\u9501\u7684\u7ebf\u7a0b\u91ca\u653e\u9501\u65f6\uff0c\u4f1a\u5524\u9192\u7b49\u5f85\u961f\u5217\u4e2d\u7684\u4e00\u4e2a\u7ebf\u7a0b\u91cd\u65b0\u7ade\u4e89\u9501\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"mysql\u7d22\u5f15\u5931\u6548\">Mysql\u7d22\u5f15\u5931\u6548<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4ec0\u4e48\u662f\u5e7b\u8bfb\u5982\u4f55\u89e3\u51b3\u7684\">\u4ec0\u4e48\u662f\u5e7b\u8bfb\uff0c\u5982\u4f55\u89e3\u51b3\u7684<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5e7b\u8bfb\u89e3\u51b3\u65b9\u6848\">\u5e7b\u8bfb\u89e3\u51b3\u65b9\u6848<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u63d0\u5347\u9694\u79bb\u7ea7\u522b\u81f3\u4e32\u884c\u5316\">\u63d0\u5347\u9694\u79bb\u7ea7\u522b\u81f3\u4e32\u884c\u5316<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5229\u7528\u95f4\u9699\u9501\u548c\u90bb\u952e\u9501\">\u5229\u7528\u95f4\u9699\u9501\u548c\u90bb\u952e\u9501<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1\u95f4\u9699\u9501gap-lock\"><strong>1\uff09\u95f4\u9699\u9501\uff08Gap Lock\uff09<\/strong><\/h5>\n\n\n\n<p>\u9501\u5b9a\u7d22\u5f15\u8bb0\u5f55\u4e4b\u95f4\u7684\u201c\u95f4\u9699\u201d\uff0c\u9632\u6b62\u5176\u4ed6\u4e8b\u52a1\u5728\u8be5\u95f4\u9699\u63d2\u5165\u65b0\u8bb0\u5f55\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9488\u5bf9\u00a0<code>\u8303\u56f4\u67e5\u8be2<\/code>\uff08\u5982\u00a0<code>WHERE id BETWEEN 10 AND 20<\/code>\uff09\u3002<\/li>\n\n\n\n<li><strong>\u539f\u7406<\/strong>\uff1a\u82e5\u67e5\u8be2\u6761\u4ef6\u4f7f\u7528\u7d22\u5f15\uff0c\u6570\u636e\u5e93\u4f1a\u9501\u5b9a\u8be5\u8303\u56f4\u7684\u524d\u540e\u95f4\u9699\uff08\u5982\u9501\u5b9a\u00a0<code>(10,20)<\/code>\u533a\u95f4\uff09\uff0c\u5176\u4ed6\u4e8b\u52a1\u65e0\u6cd5\u5728\u8be5\u533a\u95f4\u63d2\u5165\u65b0\u8bb0\u5f55\uff08\u5373\u4f7f\u65b0\u8bb0\u5f55\u7684 ID \u662f 15\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2\u4e34\u952e\u9501next-key-lock\"><strong>\uff082\uff09\u4e34\u952e\u9501\uff08Next-Key Lock\uff09<\/strong><\/h5>\n\n\n\n<p>\u884c\u9501\u4e0e\u95f4\u9699\u9501\u7684\u7ec4\u5408\uff0c\u9501\u5b9a&nbsp;<strong>\u5f53\u524d\u7d22\u5f15\u8bb0\u5f55 + \u524d\u4e00\u4e2a\u95f4\u9699<\/strong>\uff0c\u662f MySQL InnoDB \u5728&nbsp;<code>\u53ef\u91cd\u590d\u8bfb<\/code>\u9694\u79bb\u7ea7\u522b\u4e0b\u89e3\u51b3\u5e7b\u8bfb\u7684\u6838\u5fc3\u673a\u5236\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u793a\u4f8b<\/strong>\uff1a\u67e5\u8be2\u00a0<code>id = 15<\/code>\u7684\u8bb0\u5f55\uff08\u5047\u8bbe\u00a0<code>id<\/code>\u662f\u4e3b\u952e\u4e14\u6709\u7d22\u5f15\uff09\uff0c\u4e34\u952e\u9501\u4f1a\u9501\u5b9a\u00a0<code>(10,15]<\/code>\u533a\u95f4\uff08\u5305\u542b 15 \u672c\u8eab\u53ca\u524d\u4e00\u4e2a\u95f4\u9699\u00a0<code>(10,15)<\/code>\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6548\u679c<\/strong>\uff1a\u5176\u4ed6\u4e8b\u52a1\u65e0\u6cd5\u63d2\u5165\u00a0<code>id = 15<\/code>\uff08\u88ab\u884c\u9501\u963b\u6b62\uff09\uff0c\u4e5f\u65e0\u6cd5\u63d2\u5165\u00a0<code>id = 11~14<\/code>\uff08\u88ab\u95f4\u9699\u9501\u963b\u6b62\uff09\uff0c\u4ece\u800c\u907f\u514d\u5e7b\u8bfb\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5982\u4f55\u5229\u7528\u95f4\u9699\u9501\u548c\u90bb\u952e\u9501\u89e3\u51b3\u5e7b\u8bfb\"><strong>\u5982\u4f55\u5229\u7528\u95f4\u9699\u9501\u548c\u90bb\u952e\u9501\u89e3\u51b3\u5e7b\u8bfb\uff1f<\/strong><\/h5>\n\n\n\n<p>\u95f4\u9699\u9501\u548c\u90bb\u952e\u9501\u901a\u8fc7&nbsp;<strong>\u9501\u5b9a\u67e5\u8be2\u8303\u56f4\u7684\u95f4\u9699\u548c\u73b0\u6709\u8bb0\u5f55<\/strong>\uff0c\u963b\u6b62\u5176\u4ed6\u4e8b\u52a1\u63d2\u5165\u6216\u4fee\u6539\u7b26\u5408\u6761\u4ef6\u7684\u6570\u636e\uff0c\u4ece\u800c\u4fdd\u8bc1\u540c\u4e00\u4e8b\u52a1\u5185\u591a\u6b21\u67e5\u8be2\u7ed3\u679c\u7684\u4e00\u81f4\u6027\u3002\u5177\u4f53\u5b9e\u73b0\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u95f4\u9699\u9501<\/strong>\u00a0\u4e13\u6ce8\u4e8e\u9501\u5b9a\u201c\u65e0\u8bb0\u5f55\u7684\u533a\u95f4\u201d\uff0c\u9632\u6b62\u63d2\u5165\u65b0\u8bb0\u5f55\uff1b<\/li>\n\n\n\n<li><strong>\u90bb\u952e\u9501<\/strong>\u00a0\u7ed3\u5408\u884c\u9501\u548c\u95f4\u9699\u9501\uff0c\u540c\u65f6\u9632\u6b62\u63d2\u5165\u548c\u4fee\u6539\u73b0\u6709\u8bb0\u5f55\uff1b<\/li>\n\n\n\n<li>InnoDB \u5728\u00a0<code>\u53ef\u91cd\u590d\u8bfb<\/code>\u9694\u79bb\u7ea7\u522b\u4e0b\u9ed8\u8ba4\u4f7f\u7528\u90bb\u952e\u9501\uff0c\u662f\u89e3\u51b3\u5e7b\u8bfb\u7684\u6838\u5fc3\u673a\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u9700\u6ce8\u610f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u67e5\u8be2\u6761\u4ef6\u8bbe\u8ba1\u5408\u9002\u7684\u7d22\u5f15\uff08\u907f\u514d\u5168\u8868\u626b\u63cf\uff09\uff1b<\/li>\n\n\n\n<li>\u63a7\u5236\u4e8b\u52a1\u7684\u6267\u884c\u65f6\u95f4\uff08\u51cf\u5c11\u9501\u6301\u6709\u65f6\u95f4\uff09\uff1b<\/li>\n\n\n\n<li>\u5bf9\u9ad8\u5e76\u53d1\u573a\u666f\uff0c\u53ef\u901a\u8fc7\u8c03\u6574\u9694\u79bb\u7ea7\u522b\uff08\u5982\u00a0<code>\u8bfb\u5df2\u63d0\u4ea4<\/code>\uff09\u6216\u4f18\u5316\u4e1a\u52a1\u903b\u8f91\uff08\u5982\u4e50\u89c2\u9501\uff09\u5e73\u8861\u4e00\u81f4\u6027\u4e0e\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6587\u672c\u5207\u5272\u8fc7\u7a0b\u4e2d\u4e00\u4e9b\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\">\u6587\u672c\u5207\u5272\u8fc7\u7a0b\u4e2d\u4e00\u4e9b\u9700\u8981\u8003\u8651\u7684\u95ee\u9898<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6b67\u4e49\u6027\u4e0e\u8fb9\u754c\u6a21\u7cca\">\u6b67\u4e49\u6027\u4e0e\u8fb9\u754c\u6a21\u7cca<\/h4>\n\n\n\n<p>\u6587\u672c\u5929\u7136\u6a21\u7cca\u6027\u65f6\u5207\u5272\u7684\u6838\u5fc3\u6311\u6218\uff0c\u4e3b\u8981\u8868\u73b0\u4e3a\u8bcd\u8bed\u8fb9\u754c\u4e0d\u660e\u786e\u6216\u8bed\u4e49\u5355\u5143\u91cd\u53e0<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5178\u578b\u95ee\u9898\"><strong>\u5178\u578b\u95ee\u9898<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e2d\u6587\u5206\u8bcd\u6b67\u4e49<\/strong>\uff1a\u5982\u201c\u4e52\u4e53\u7403\u62cd\u5356\u5b8c\u4e86\u201d\u53ef\u5207\u5272\u4e3a\u201c\u4e52\u4e53\u7403\u62cd\/\u5356\/\u5b8c\u4e86\u201d\u6216\u201c\u4e52\u4e53\u7403\/\u62cd\u5356\/\u5b8c\u4e86\u201d\uff0c\u9700\u4f9d\u8d56\u4e0a\u4e0b\u6587\u5224\u65ad\u3002<\/li>\n\n\n\n<li><strong>\u82f1\u6587\u7f29\u5199\u4e0e\u8fde\u5b57\u7b26<\/strong>\uff1a\u5982\u201cMr. Smith\u201d\u4e2d\u7684\u201cMr.\u201d\u662f\u7f29\u5199\uff08\u975e\u53e5\u5b50\u7ed3\u675f\uff09\uff0c\u201cstate-of-the-art\u201d\u662f\u590d\u5408\u8bcd\uff08\u9700\u6574\u4f53\u5207\u5272\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6807\u70b9\u5e72\u6270<\/strong>\uff1a\u5f15\u53f7\u5185\u7684\u53e5\u53f7\uff08\u5982<code>\u4ed6\u8bf4\uff1a\u201c\u7ed3\u675f\u3002\u201d<\/code>\uff09\u4e0d\u5e94\u4f5c\u4e3a\u53e5\u5b50\u7ed3\u675f\u7b26\uff1b\u62ec\u53f7\u5185\u7684\u5185\u5bb9\uff08\u5982<code>\u6ce8\uff1a(1)\u2026 (2)\u2026<\/code>\uff09\u9700\u4fdd\u6301\u5c40\u90e8\u5b8c\u6574\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u601d\u8def\"><strong>\u89e3\u51b3\u601d\u8def<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f15\u5165\u00a0<strong>\u7edf\u8ba1\u6a21\u578b<\/strong>\uff08\u5982CRF\u3001LSTM\u3001Transformer\uff09\u6355\u6349\u4e0a\u4e0b\u6587\u4f9d\u8d56\uff0c\u901a\u8fc7\u6982\u7387\u5224\u65ad\u6700\u4f18\u5207\u5272\u8def\u5f84\u3002<\/li>\n\n\n\n<li>\u6784\u5efa\u00a0<strong>\u9886\u57df\u8bcd\u5178<\/strong>\u00a0\u8865\u5145\u672a\u767b\u5f55\u8bcd\uff08\u5982\u7f51\u7edc\u65b0\u8bcd\u3001\u4e13\u4e1a\u672f\u8bed\uff09\uff0c\u51cf\u5c11\u672a\u767b\u5f55\u8bcd\u5bfc\u81f4\u7684\u6b67\u4e49\u3002<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u00a0<strong>\u89c4\u5219\u540e\u5904\u7406<\/strong>\uff08\u5982\u6b63\u5219\u8868\u8fbe\u5f0f\uff09\uff0c\u9488\u5bf9\u7279\u5b9a\u6a21\u5f0f\uff08\u5982\u7f29\u5199\u3001\u5f15\u53f7\u5185\u7684\u6807\u70b9\uff09\u4fee\u6b63\u5207\u5272\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7279\u6b8a\u5b57\u7b26\u4e0e\u566a\u58f0\u5e72\u6270\">\u7279\u6b8a\u5b57\u7b26\u4e0e\u566a\u58f0\u5e72\u6270<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5178\u578b\u95ee\u9898-2\"><strong>\u5178\u578b\u95ee\u9898<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b57\u7b26\u7f16\u7801\u95ee\u9898<\/strong>\uff1a\u5982UTF-8\u4e0eGBK\u6df7\u7528\u5bfc\u81f4\u4e71\u7801\uff08\u5982\u201c\u00e6\u02c6\u2018\u00e6\u02dc\u00af\u00e4\u00b8\u00ad\u00e6\u2013\u2021\u201d\uff09\uff0c\u9700\u5148\u7edf\u4e00\u7f16\u7801\u3002<\/li>\n\n\n\n<li><strong>\u5168\u89d2\/\u534a\u89d2\u6df7\u5408<\/strong>\uff1a\u5982\u201c\u4f60\u597d\uff57\uff4f\uff52\uff4c\uff44\u201d\u4e2d\u7684\u5168\u89d2\u7a7a\u683c\u4e0e\u534a\u89d2\u5b57\u6bcd\uff0c\u9700\u6807\u51c6\u5316\u4e3a\u7edf\u4e00\u683c\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u566a\u58f0\u5185\u5bb9<\/strong>\uff1a\u5982\u201c\u3010\u5e7f\u544a\u3011\u70b9\u51fb\u9886\u53d6\u201d\u4e2d\u7684\u5197\u4f59\u6807\u7b7e\uff0c\u6216\u201c\u554a\u554a\u554a\u554a\u201d\u7b49\u65e0\u610f\u4e49\u91cd\u590d\u5b57\u7b26\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u601d\u8def-2\"><strong>\u89e3\u51b3\u601d\u8def<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9884\u5904\u7406\u6e05\u6d17<\/strong>\uff1a\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0f\u8fc7\u6ee4\u4e71\u7801\uff08\u5982\u975eUTF-8\u5b57\u7b26\uff09\u3001\u7edf\u4e00\u5168\u89d2\/\u534a\u89d2\uff08\u5982\u5c06\u201c\uff57\u201d\u8f6c\u4e3a\u201cw\u201d\uff09\u3001\u53bb\u9664\u5197\u4f59\u6807\u7b7e\uff08\u5982\u5e7f\u544a\u524d\u7f00\uff09\u3002<\/li>\n\n\n\n<li><strong>\u566a\u58f0\u9c81\u68d2\u6027\u8bad\u7ec3<\/strong>\uff1a\u5728\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\u52a0\u5165\u566a\u58f0\u6837\u672c\uff08\u5982\u968f\u673a\u63d2\u5165\u91cd\u590d\u5b57\u7b26\uff09\uff0c\u63d0\u5347\u6a21\u578b\u5bf9\u566a\u58f0\u7684\u5bb9\u5fcd\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u591a\u8bed\u8a00\u4e0e\u9886\u57df\u9002\u5e94\u6027\">\u591a\u8bed\u8a00\u4e0e\u9886\u57df\u9002\u5e94\u6027<\/h4>\n\n\n\n<p>\u4e0d\u540c\u8bed\u8a00\u7684\u8bed\u6cd5\u7ed3\u6784\u5dee\u5f02\u5927\uff0c\u4e14\u7279\u5b9a\u9886\u57df\uff08\u5982\u533b\u7597\u3001\u6cd5\u5f8b\uff09\u7684\u6587\u672c\u5305\u542b\u4e13\u4e1a\u672f\u8bed\uff0c\u901a\u7528\u5207\u5272\u65b9\u6cd5\u53ef\u80fd\u5931\u6548\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u65b9\u6848-2\">\u89e3\u51b3\u65b9\u6848<\/h5>\n\n\n\n<p>\u591a\u8bed\u8a00\u6a21\u578b\u9002\u914d\u548c\u6784\u5efa\u9886\u57df\u8bcd\u5178\uff0c\u8fdb\u884c\u9886\u57df\u5b9a\u5236\u5316<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u957f\u4e0a\u4e0b\u6587\u4f9d\u8d56\u4e0e\u957f\u8ddd\u79bb\u5173\u8054\">\u957f\u4e0a\u4e0b\u6587\u4f9d\u8d56\u4e0e\u957f\u8ddd\u79bb\u5173\u8054<\/h4>\n\n\n\n<p>\u90e8\u5206\u5355\u5143\u6587\u672c\u5207\u5272\u9700\u8981\u4f9d\u8d56\u957f\u8ddd\u79bb\u4e0a\u4e0b\u6587\uff0c\u5c40\u90e8\u4fe1\u606f\u4e0d\u8db3\u4ee5\u5224\u65ad\u8fb9\u754c<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u601d\u8def-3\">\u89e3\u51b3\u601d\u8def<\/h5>\n\n\n\n<p>\u4f7f\u7528\u957f\u6587\u672c\u5efa\u6a21\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\uff0c\u7ed3\u5408\u7bc7\u7ae0\u5206\u6790\u8bc6\u522b\u8bed\u4e49\u5355\u5143\uff0c\u5728\u5207\u5272\u65f6\u4fdd\u7559\u903b\u8f91\u8fde\u8d2f\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6027\u80fd\u4e0e\u6548\u7387\u95ee\u9898\">\u6027\u80fd\u4e0e\u6548\u7387\u95ee\u9898<\/h4>\n\n\n\n<p>\u5904\u7406\u5927\u89c4\u6a21\u6587\u672c\uff08\u5982\u65e5\u5fd7\u6587\u4ef6\u3001\u6d77\u91cf\u6587\u6863\uff09\u65f6\uff0c\u9700\u5e73\u8861\u5207\u5272\u51c6\u786e\u6027\u4e0e\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5178\u578b\u95ee\u9898-3\"><strong>\u5178\u578b\u95ee\u9898<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u590d\u6742\u5ea6\u9ad8<\/strong>\uff1a\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6a21\u578b\uff08\u5982BERT\uff09\u63a8\u7406\u901f\u5ea6\u6162\uff0c\u96be\u4ee5\u5904\u7406\u5b9e\u65f6\u6216\u6d77\u91cf\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u5185\u5b58\u5360\u7528\u5927<\/strong>\uff1a\u957f\u6587\u672c\u5904\u7406\u65f6\uff0c\u6a21\u578b\u8f93\u5165\u957f\u5ea6\u9650\u5236\uff08\u5982Transformer\u7684512 token\u9650\u5236\uff09\u53ef\u80fd\u5bfc\u81f4\u622a\u65ad\uff0c\u4e22\u5931\u5173\u952e\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u601d\u8def-4\"><strong>\u89e3\u51b3\u601d\u8def<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f7b\u91cf\u7ea7\u6a21\u578b<\/strong>\uff1a\u91c7\u7528\u8f7b\u91cf\u7ea7\u67b6\u6784\uff08\u5982BiLSTM+CRF\uff09\u6216\u6a21\u578b\u538b\u7f29\uff08\u5982\u77e5\u8bc6\u84b8\u998f\u3001\u91cf\u5316\uff09\u63d0\u5347\u63a8\u7406\u901f\u5ea6\uff1b<\/li>\n\n\n\n<li><strong>\u5206\u5757\u5904\u7406<\/strong>\uff1a\u5bf9\u957f\u6587\u672c\u6309\u56fa\u5b9a\u957f\u5ea6\uff08\u5982512 token\uff09\u5206\u5757\uff0c\u7ed3\u5408\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08\u5982\u6ed1\u52a8\u7a97\u53e3\uff09\u4fdd\u7559\u8de8\u5757\u5173\u8054\uff1b<\/li>\n\n\n\n<li><strong>\u5e76\u884c\u8ba1\u7b97<\/strong>\uff1a\u5229\u7528GPU\/TPU\u52a0\u901f\u6a21\u578b\u63a8\u7406\uff0c\u6216\u901a\u8fc7\u591a\u7ebf\u7a0b\/\u5206\u5e03\u5f0f\u5904\u7406\u6279\u91cf\u6587\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6807\u6ce8\u6570\u636e\u4e0e\u6a21\u578b\u6cdb\u5316\">\u6807\u6ce8\u6570\u636e\u4e0e\u6a21\u578b\u6cdb\u5316<\/h4>\n\n\n\n<p>\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u4f9d\u8d56\u9ad8\u8d28\u91cf\u6807\u6ce8\u6570\u636e\uff0c\u4f46\u6807\u6ce8\u6210\u672c\u9ad8\uff0c\u4e14\u6a21\u578b\u53ef\u80fd\u56e0\u6570\u636e\u5206\u5e03\u504f\u79fb\uff08\u5982\u9886\u57df\u53d8\u5316\uff09\u5931\u6548\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5178\u578b\u95ee\u9898-4\"><strong>\u5178\u578b\u95ee\u9898<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6807\u6ce8\u6570\u636e\u4e0d\u8db3<\/strong>\uff1a\u5782\u76f4\u9886\u57df\uff08\u5982\u533b\u7597\uff09\u7f3a\u4e4f\u6807\u6ce8\u8bed\u6599\uff0c\u901a\u7528\u6570\u636e\u96be\u4ee5\u76f4\u63a5\u5e94\u7528\u3002<\/li>\n\n\n\n<li><strong>\u9886\u57df\u504f\u79fb<\/strong>\uff1a\u6a21\u578b\u5728\u8bad\u7ec3\u96c6\uff08\u5982\u65b0\u95fb\u6587\u672c\uff09\u4e0a\u6548\u679c\u597d\uff0c\u4f46\u5728\u76ee\u6807\u9886\u57df\uff08\u5982\u793e\u4ea4\u5a92\u4f53\uff09\u4e0a\u6027\u80fd\u4e0b\u964d\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u601d\u8def-5\"><strong>\u89e3\u51b3\u601d\u8def<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u534a\u76d1\u7763\/\u65e0\u76d1\u7763\u65b9\u6cd5<\/strong>\uff1a\u5229\u7528\u5c11\u91cf\u6807\u6ce8\u6570\u636e+\u5927\u91cf\u672a\u6807\u6ce8\u6570\u636e\uff08\u5982\u81ea\u8bad\u7ec3\u3001\u5bf9\u6bd4\u5b66\u4e60\uff09\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff1b<\/li>\n\n\n\n<li><strong>\u8fc1\u79fb\u5b66\u4e60<\/strong>\uff1a\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982BERT\uff09\u5728\u76ee\u6807\u9886\u57df\u5fae\u8c03\uff0c\u51cf\u5c11\u5bf9\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56\uff1b<\/li>\n\n\n\n<li><strong>\u4e3b\u52a8\u5b66\u4e60<\/strong>\uff1a\u901a\u8fc7\u6a21\u578b\u4e0d\u786e\u5b9a\u6027\u91c7\u6837\uff08\u5982\u9884\u6d4b\u7f6e\u4fe1\u5ea6\u4f4e\u6837\u672c\uff09\u4f18\u5148\u6807\u6ce8\u5173\u952e\u6570\u636e\uff0c\u964d\u4f4e\u6807\u6ce8\u6210\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u8bc4\u4f30\u4e0e\u9a8c\u8bc1\">\u8bc4\u4f30\u4e0e\u9a8c\u8bc1<\/h4>\n\n\n\n<p>\u5207\u5272\u7ed3\u679c\u7684\u8bc4\u4f30\u9700\u8bbe\u8ba1\u5408\u7406\u7684\u6307\u6807\uff0c\u5e76\u8986\u76d6\u771f\u5b9e\u573a\u666f\u7684\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5178\u578b\u95ee\u9898-5\"><strong>\u5178\u578b\u95ee\u9898<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6307\u6807\u5355\u4e00<\/strong>\uff1a\u4ec5\u7528\u51c6\u786e\u7387\uff08Accuracy\uff09\u53ef\u80fd\u5ffd\u7565\u8fb9\u754c\u6a21\u7cca\u7684\u6a21\u7cca\u6848\u4f8b\uff08\u5982\u201c\u4e52\u4e53\u7403\u62cd\u5356\u5b8c\u4e86\u201d\u7684\u4e24\u79cd\u5207\u5272\u5747\u6709\u4e00\u5b9a\u5408\u7406\u6027\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6d4b\u8bd5\u96c6\u8986\u76d6\u4e0d\u8db3<\/strong>\uff1a\u6d4b\u8bd5\u6570\u636e\u4e0e\u5b9e\u9645\u573a\u666f\uff08\u5982\u9886\u57df\u3001\u8bed\u8a00\u98ce\u683c\uff09\u5dee\u5f02\u5927\uff0c\u5bfc\u81f4\u8bc4\u4f30\u7ed3\u679c\u4e0d\u53ef\u9760\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u601d\u8def-6\"><strong>\u89e3\u51b3\u601d\u8def<\/strong>\uff1a<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u7ef4\u5ea6\u6307\u6807<\/strong>\uff1a\u7ed3\u5408\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u503c\uff0c\u4ee5\u53ca\u8fb9\u754c\u9519\u8bef\u7387\uff08Boundary Error Rate\uff09\u8bc4\u4f30\u5207\u5272\u7cbe\u5ea6\uff1b<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u8bc4\u4f30<\/strong>\uff1a\u9488\u5bf9\u6a21\u7cca\u6848\u4f8b\uff08\u5982\u6b67\u4e49\u53e5\uff09\u8bbe\u8ba1\u4eba\u5de5\u8bc4\u5206\u6807\u51c6\uff0c\u8865\u5145\u81ea\u52a8\u6307\u6807\u7684\u4e0d\u8db3\uff1b<\/li>\n\n\n\n<li><strong>\u9886\u57df\u6d4b\u8bd5\u96c6<\/strong>\uff1a\u6784\u5efa\u4e0e\u76ee\u6807\u573a\u666f\u4e00\u81f4\u7684\u6d4b\u8bd5\u96c6\uff08\u5982\u533b\u7597\u6587\u672c\u3001\u793e\u4ea4\u5a92\u4f53\u6587\u672c\uff09\uff0c\u9a8c\u8bc1\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6d88\u606f\u5806\u79ef\u751f\u4ea7\u7aef\u901f\u7387\u5982\u4f55\u505a\u63a7\u5236\">\u6d88\u606f\u5806\u79ef\u751f\u4ea7\u7aef\u901f\u7387\u5982\u4f55\u505a\u63a7\u5236<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u89e3\u51b3\u6838\u5fc3\u64cd\u4f5c\">\u89e3\u51b3\u6838\u5fc3\u64cd\u4f5c<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5229\u7528\u6d88\u606f\u961f\u5217\u81ea\u5e26\u7684\u53c2\u6570\u9650\u5236\u8c03\u6574\u751f\u4ea7\u8005\u7684\u751f\u4ea7\u901f\u7387<\/li>\n\n\n\n<li>\u5229\u7528\u9650\u6d41\u7b97\u6cd5\uff0c\u6f0f\u6876\u6216\u8005\u4ee4\u724c\u6876\u8fdb\u884c\u9650\u6d41<\/li>\n\n\n\n<li>\u80cc\u538b\u673a\u5236\uff0c\u901a\u8fc7\u6d88\u8d39\u7aef\u7684\u53cd\u9988\u52a8\u6001\u8c03\u6574\u751f\u4ea7\u901f\u7387<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6d88\u606f\u5806\u79ef\u7684\u6838\u5fc3\u539f\u56e0\u4e0e\u5f71\u54cd\">\u6d88\u606f\u5806\u79ef\u7684\u6838\u5fc3\u539f\u56e0\u4e0e\u5f71\u54cd<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u539f\u56e0<\/strong>\uff1a\u751f\u4ea7\u7aef\u901f\u7387\uff08P\uff09\uff1e \u6d88\u8d39\u7aef\u901f\u7387\uff08C\uff09\uff0c\u4e14\u6301\u7eed\u65f6\u95f4\u8d85\u8fc7\u7cfb\u7edf\u7f13\u51b2\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u5178\u578b\u5f71\u54cd<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5b58\u50a8\u8d44\u6e90\u8017\u5c3d\uff08\u5982Kafka\u5206\u533a\u78c1\u76d8\u5199\u6ee1\u3001RocketMQ CommitLog\u78c1\u76d8\u6ea2\u51fa\uff09\uff1b<\/li>\n\n\n\n<li>\u7f51\u7edc\u5e26\u5bbd\u5360\u7528\u8fc7\u9ad8\uff08\u751f\u4ea7\u7aef\u5927\u91cf\u53d1\u9001\u5bfc\u81f4\u7f51\u7edc\u62e5\u585e\uff09\uff1b<\/li>\n\n\n\n<li>\u6d88\u8d39\u7aef\u8d1f\u8f7d\u8fc7\u91cd\uff08\u7ebf\u7a0b\/\u8fde\u63a5\u6570\u88ab\u6253\u6ee1\uff0c\u5904\u7406\u5ef6\u8fdf\u6fc0\u589e\uff09\uff1b<\/li>\n\n\n\n<li>\u7ea7\u8054\u6545\u969c\uff08\u5982\u6d88\u8d39\u7aef\u5904\u7406\u5931\u8d25\u89e6\u53d1\u91cd\u8bd5\uff0c\u8fdb\u4e00\u6b65\u52a0\u5267\u5806\u79ef\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u76ee\u6807-2\">\u6838\u5fc3\u76ee\u6807<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u907f\u514d\u5806\u79ef\u6076\u5316<\/strong>\uff1a\u901a\u8fc7\u9650\u5236\u751f\u4ea7\u901f\u7387\uff0c\u4f7f\uff08P \u2264 C + \u7f13\u51b2\u5bb9\u91cf\uff09\uff0c\u4e3a\u6d88\u8d39\u7aef\u4e89\u53d6\u5904\u7406\u65f6\u95f4\u3002<\/li>\n\n\n\n<li><strong>\u5e73\u6ed1\u6d41\u91cf\u6ce2\u52a8<\/strong>\uff1a\u5c06\u7a81\u53d1\u7684\u6d41\u91cf\u9ad8\u5cf0\uff08\u5982\u79d2\u6740\u3001\u5927\u4fc3\uff09\u8f6c\u5316\u4e3a\u7a33\u5b9a\u7684\u6d41\u91cf\u8f93\u51fa\u3002<\/li>\n\n\n\n<li><strong>\u4fdd\u62a4\u7cfb\u7edf\u8d44\u6e90<\/strong>\uff1a\u9632\u6b62\u7f51\u7edc\u3001\u78c1\u76d8\u3001\u5185\u5b58\u7b49\u8d44\u6e90\u88ab\u751f\u4ea7\u7aef\u8017\u5c3d\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5177\u4f53\u7b56\u7565\">\u5177\u4f53\u7b56\u7565<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6d41\u91cf\u6574\u5f62<\/strong>\uff08Traffic Shaping\uff09\uff1a\u901a\u8fc7\u7b97\u6cd5\uff08\u5982\u4ee4\u724c\u6876\u3001\u6f0f\u6876\uff09\u5c06\u7a81\u53d1\u6d41\u91cf\u5e73\u6ed1\u4e3a\u7a33\u5b9a\u6d41\u3002<\/li>\n\n\n\n<li><strong>\u52a8\u6001\u8c03\u53c2<\/strong>\uff1a\u6839\u636e\u5b9e\u65f6\u76d1\u63a7\u6570\u636e\uff08\u5982\u6d88\u8d39\u7aefTPS\u3001\u961f\u5217\u5806\u79ef\u91cf\uff09\u8c03\u6574\u901f\u7387\u4e0a\u9650\u3002<\/li>\n\n\n\n<li><strong>\u961f\u5217\u9694\u79bb<\/strong>\uff1a\u901a\u8fc7\u591a\u961f\u5217\u6216\u4f18\u5148\u7ea7\u961f\u5217\u533a\u5206\u6d88\u606f\u7c7b\u578b\uff0c\u9488\u5bf9\u6027\u63a7\u5236\u901f\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7f13\u5b58\u51fb\u7a7f\u7f13\u5b58\u7a7f\u900f\u7f13\u5b58\u96ea\u5d29\">\u7f13\u5b58\u51fb\u7a7f\uff0c\u7f13\u5b58\u7a7f\u900f\uff0c\u7f13\u5b58\u96ea\u5d29<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7279\u5f81<\/strong><\/th><th><strong>\u7f13\u5b58\u51fb\u7a7f<\/strong><\/th><th><strong>\u7f13\u5b58\u7a7f\u900f<\/strong><\/th><th><strong>\u7f13\u5b58\u96ea\u5d29<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u89e6\u53d1\u6761\u4ef6<\/strong><\/td><td>\u5355\u4e2a\u70ed\u70b9 Key \u8fc7\u671f<\/td><td>\u67e5\u8be2\u4e0d\u5b58\u5728\u7684\u6570\u636e<\/td><td>\u5927\u91cf Key \u96c6\u4e2d\u8fc7\u671f\/\u7f13\u5b58\u5b95\u673a<\/td><\/tr><tr><td><strong>\u8bf7\u6c42\u7279\u5f81<\/strong><\/td><td>\u77ac\u65f6\u9ad8\u5e76\u53d1\u8bf7\u6c42\uff08\u540c\u4e00 Key\uff09<\/td><td>\u5927\u91cf\u65e0\u6548\u8bf7\u6c42\uff08\u4e0d\u5b58\u5728\u7684 Key\uff09<\/td><td>\u6d77\u91cf\u8bf7\u6c42\uff08\u6240\u6709 Key \u5931\u6548\uff09<\/td><\/tr><tr><td><strong>\u6838\u5fc3\u95ee\u9898<\/strong><\/td><td>\u70ed\u70b9 Key \u8fc7\u671f\u540e\u7684\u77ac\u65f6\u6d2a\u5cf0<\/td><td>\u65e0\u6548 Key \u7ed5\u8fc7\u7f13\u5b58<\/td><td>\u7f13\u5b58\u5931\u6548\u6216\u5b95\u673a\u5bfc\u81f4\u7684\u5168\u91cf\u6d2a\u5cf0<\/td><\/tr><tr><td><strong>\u89e3\u51b3\u65b9\u6848<\/strong><\/td><td>\u4e92\u65a5\u9501\u3001\u63d0\u524d\u66f4\u65b0\u3001\u591a\u7ea7\u7f13\u5b58<\/td><td>\u7f13\u5b58\u7a7a\u503c\u3001\u5e03\u9686\u8fc7\u6ee4\u5668\u3001\u53c2\u6570\u6821\u9a8c<\/td><td>\u5206\u6563\u8fc7\u671f\u65f6\u95f4\u3001\u591a\u7ea7\u7f13\u5b58\u3001\u9650\u6d41\u964d\u7ea7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"mcp\u7684\u7ec4\u6210\u90e8\u5206\">MCP\u7684\u7ec4\u6210\u90e8\u5206<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.0mF1UA\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/09\/24\/imaged5e6526e8ede6aba.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/09\/24\/imaged5e6526e8ede6aba.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6d88\u606f\u7684\u987a\u5e8f\u6027\u5982\u4f55\u4fdd\u8bc1\">\u6d88\u606f\u7684\u987a\u5e8f\u6027\u5982\u4f55\u4fdd\u8bc1<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5e38\u89c1\u9650\u6d41\u7b97\u6cd5\u603b\u7ed3\">\u5e38\u89c1\u9650\u6d41\u7b97\u6cd5\u603b\u7ed3<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u56fa\u5b9a\u7a97\u53e3\u9650\u6d41\">\u56fa\u5b9a\u7a97\u53e3\u9650\u6d41<\/h4>\n\n\n\n<p>\u5c06\u5355\u4f4d\u65f6\u95f4\u6bb5\u4f5c\u4e3a\u4e00\u4e2a\u7a97\u53e3\uff0c\u8ba1\u6570\u5668\u8bb0\u5f55\u8fd9\u4e2a\u7a97\u53e3\u63a5\u6536\u8bf7\u6c42\u7684\u6b21\u6570<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u6b21\u6570\u5c11\u4e8e\u9650\u6d41\u9600\u503c\uff0c\u5c31\u5141\u8bb8\u8bbf\u95ee\uff0c\u5e76\u4e14\u8ba1\u6570\u5668+1<\/li>\n\n\n\n<li>\u5f53\u6b21\u6570\u5927\u4e8e\u9650\u6d41\u9600\u503c\uff0c\u5c31\u62d2\u7edd\u8bbf\u95ee\u3002<\/li>\n\n\n\n<li>\u5f53\u524d\u7684\u65f6\u95f4\u7a97\u53e3\u8fc7\u53bb\u4e4b\u540e\uff0c\u8ba1\u6570\u5668\u6e05\u96f6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56fa\u5b9a\u7a97\u53e3\u9650\u6d41\u7b97\u6cd5\u5b58\u5728\u4e34\u754c\u95ee\u9898\uff0c\u5047\u8bbe\u9650\u6d41\u9600\u503c\u4e3a5\u4e2a\u8bf7\u6c42\uff0c\u5355\u4f4d\u65f6\u95f4\u7a97\u53e3\u662f1s,\u5982\u679c\u6211\u4eec\u5728\u5355\u4f4d\u65f6\u95f4\u5185\u7684\u524d0.8-1s\u548c1-1.2s\uff0c\u5206\u522b\u5e76\u53d15\u4e2a\u8bf7\u6c42\u3002\u867d\u7136\u90fd\u6ca1\u6709\u8d85\u8fc7\u9600\u503c\uff0c\u4f46\u662f\u5982\u679c\u7b970.8-1.2s,\u5219\u5e76\u53d1\u6570\u9ad8\u8fbe10\uff0c\u5df2\u7ecf<strong>\u8d85\u8fc7\u5355\u4f4d\u65f6\u95f41s\u4e0d\u8d85\u8fc75\u9600\u503c<\/strong>\u7684\u5b9a\u4e49\u5566\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6ed1\u52a8\u7a97\u53e3\u9650\u6d41\u7b97\u6cd5\">\u6ed1\u52a8\u7a97\u53e3\u9650\u6d41\u7b97\u6cd5<\/h4>\n\n\n\n<p>\u628a\u7a97\u53e3\u5212\u5206\u4e3a\u5c0f\u5468\u671f\u6765\u89e3\u51b3\u56fa\u5b9a\u7a97\u53e3\u7684\u4e34\u754c\u95ee\u9898<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.picgo.net\/image\/image.0m57KC\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/origin.picgo.net\/2025\/09\/24\/image92b8ffa2f610563d.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/origin.picgo.net\/2025\/09\/24\/image92b8ffa2f610563d.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image\"\/><\/div><\/a><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6f0f\u6876\u7b97\u6cd5\">\u6f0f\u6876\u7b97\u6cd5<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u53c2\u6570\">\u6838\u5fc3\u53c2\u6570<\/h5>\n\n\n\n<p>\u5bb9\u91cf\uff0c\u6f0f\u6c34\u901f\u7387\uff0c\u62d2\u7edd\u7b56\u7565<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7b97\u6cd5\u7279\u70b9\">\u7b97\u6cd5\u7279\u70b9<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e73\u6ed1\u6d41\u91cf<\/li>\n\n\n\n<li>\u4e25\u683c\u901f\u7387\u63a7\u5236<\/li>\n\n\n\n<li>\u5bb9\u91cf\u9650\u5236<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7b97\u6cd5\u5b9e\u73b0\">\u7b97\u6cd5\u5b9e\u73b0<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>package org.example;\n\nimport java.util.LinkedList;\nimport java.util.Queue;\nimport java.util.concurrent.locks.Lock;\nimport java.util.concurrent.locks.ReentrantLock;\n\npublic class LeakyBucket {\n    private final int capacity;\n    private final int rate;\n    private final Queue&lt;Long&gt; bucket;\n    private long lastUpdateTime;\n    private final Lock lock;\n\n    public LeakyBucket(int capacity, int rate) {\n        if (capacity &lt;= 0 || rate &lt;= 0) {\n            throw new IllegalArgumentException(\"\u5bb9\u91cf\u548c\u901f\u7387\u5fc5\u987b\u5927\u4e8e0\");\n        }\n        this.capacity = capacity;\n        this.rate = rate;\n        this.bucket = new LinkedList&lt;&gt;();\n        this.lock = new ReentrantLock();\n        this.lastUpdateTime = System.currentTimeMillis();\n    }\n\n    public boolean allow(){\n        lock.lock();\n        try {\n            long currentTime = System.currentTimeMillis();\n            long timePassed = currentTime - lastUpdateTime;\n            int numToLeak= (int) (timePassed * rate\/ 1000 );\n            if (numToLeak &gt; 0){\n                int actualLeak= Math.min(numToLeak, bucket.size());\n                for (int i = 0; i &lt; actualLeak; i++) {\n                    bucket.poll();\n                }\n            }\n            if (bucket.size() &lt; capacity){\n                bucket.offer(currentTime);\n                return true;\n            }\n            else return false;\n        }\n        finally {\n            lock.unlock();\n        }\n    }\n}\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4ee4\u724c\u6876\u7b97\u6cd5\">\u4ee4\u724c\u6876\u7b97\u6cd5<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7279\u6027<\/strong><\/th><th><strong>\u4ee4\u724c\u6876\u7b97\u6cd5<\/strong><\/th><th><strong>\u6f0f\u6876\u7b97\u6cd5<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u5904\u7406\u903b\u8f91<\/strong><\/td><td>\u8bf7\u6c42\u9700\u83b7\u53d6\u4ee4\u724c\uff08\u4ee4\u724c\u7531\u7cfb\u7edf\u4e3b\u52a8\u6295\u653e\uff09<\/td><td>\u8bf7\u6c42\u76f4\u63a5\u8fdb\u5165\u6876\uff0c\u6876\u4ee5\u56fa\u5b9a\u901f\u7387\u201c\u6f0f\u6c34\u201d<\/td><\/tr><tr><td><strong>\u7a81\u53d1\u5bb9\u5fcd\u5ea6<\/strong><\/td><td>\u5141\u8bb8\uff08\u6876\u5bb9\u91cf\u51b3\u5b9a\u6700\u5927\u7a81\u53d1\uff09<\/td><td>\u4e0d\u5141\u8bb8\uff08\u4ec5\u6876\u5bb9\u91cf\u5185\u7684\u7a81\u53d1\u88ab\u7f13\u5b58\uff09<\/td><\/tr><tr><td><strong>\u901f\u7387\u63a7\u5236<\/strong><\/td><td>\u5e73\u5747\u901f\u7387\u56fa\u5b9a\uff0c\u5141\u8bb8\u77ac\u95f4\u8d85\u901f<\/td><td>\u4e25\u683c\u56fa\u5b9a\u901f\u7387\uff08\u65e0\u8d85\u901f\u53ef\u80fd\uff09<\/td><\/tr><tr><td><strong>\u5178\u578b\u573a\u666f<\/strong><\/td><td>API \u9650\u6d41\uff08\u5141\u8bb8\u5408\u7406\u7a81\u53d1\uff09<\/td><td>\u6d41\u91cf\u6574\u5f62\uff08\u4e25\u683c\u8981\u6c42\u5e73\u6ed1\u8f93\u51fa\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7b97\u6cd5\u5b9e\u73b0-2\">\u7b97\u6cd5\u5b9e\u73b0<\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>package org.example;\n\nimport java.util.concurrent.locks.Lock;\nimport java.util.concurrent.locks.ReentrantLock;\n\npublic class TokenBucket {\n    private final int capacity;\n    private final int rate;\n    private int tokens;\n    private long lastRefillTime;\n    private final Lock lock;\n\n    public TokenBucket(int capacity, int rate) {\n        if (capacity &lt;= 0 || rate &lt;= 0) {\n            throw new IllegalArgumentException(\"\u5bb9\u91cf\u548c\u901f\u7387\u5fc5\u987b\u5927\u4e8e0\");\n        }\n        this.capacity = capacity;\n        this.rate = rate;\n        this.tokens = capacity;\n        this.lastRefillTime = System.currentTimeMillis();\n        this.lock = new ReentrantLock();\n    }\n\n    private void refillTokens() {\n        long currentTime = System.currentTimeMillis();\n        long timePassed = currentTime - lastRefillTime;\n        int tokensToAdd = (int) (timePassed * rate \/ 1000);\n        if (tokensToAdd &gt; 0) {\n            tokens = Math.min(capacity, tokens + tokensToAdd);\n            lastRefillTime = currentTime;\n        }\n    }\n\n    public boolean tryAcquire() {\n        return tryAcquire(1);\n    }\n\n    public boolean tryAcquire(int requiredTokens) {\n        if (requiredTokens &lt;= 0) {\n            throw new IllegalArgumentException(\"\u6240\u9700\u4ee4\u724c\u6570\u5fc5\u987b\u5927\u4e8e0\");\n        }\n        if (requiredTokens &gt; capacity) {\n            return false;\n        }\n        lock.lock();\n        try {\n            refillTokens();\n            if (tokens &gt;= requiredTokens) {\n                tokens -= requiredTokens;\n                return true;\n            } else return false;\n        } finally {\n            lock.unlock();\n        }\n    }\n}\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"vesync\">Vesync<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"qps\u76f8\u540cqps\u4e0b\u4f7f\u7528\u591a\u7ebf\u7a0b\u5bf9\u4e8e\u670d\u52a1\u5668\u5404\u79cd\u8d44\u6e90\u7684\u5f71\u54cd\">QPS,\u76f8\u540cqps\u4e0b\uff0c\u4f7f\u7528\u591a\u7ebf\u7a0b\u5bf9\u4e8e\u670d\u52a1\u5668\u5404\u79cd\u8d44\u6e90\u7684\u5f71\u54cd<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"cpu\u8d44\u6e90\">cpu\u8d44\u6e90<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6b63\u9762\uff1a\u5bf9\u4e8eIO\u5bc6\u96c6\u578b\u64cd\u4f5c\uff08\u6570\u636e\u5e93\u67e5\u8be2\uff0c\u6587\u4ef6\u8bfb\u5199\uff09\uff0c\u7ebf\u7a0b\u5728\u7b49\u5f85IO\u65f6\u4f1a\u4e3b\u52a8\u8ba9\u51faCPU\uff0c\u591a\u7ebf\u7a0b\u53ef\u8ba9\u5176\u4ed6\u7ebf\u7a0b\u5360\u7528\u7a7a\u95f2\u7684cpu\u6838\u5fc3\u5904\u7406\u8bf7\u6c42\uff0c\u907f\u514dcpu\u7a7a\u95f2\uff0c<strong>\u663e\u8457\u63d0\u5347cpu\u5229\u7528\u7387<\/strong>\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u5f31CPU\u5bc6\u96c6\u578b\uff08\u52a0\u5bc6\u8ba1\u7b97+IO\u6df7\u5408\uff09\uff0c\u5408\u7406\u589e\u52a0\u7ebf\u7a0b\u6570\u53ef\u9690\u85cfIO\u5ef6\u8fdf\uff0c\u4f7f<strong>CPU\u6301\u7eed\u5fd9\u788c<\/strong><\/li>\n\n\n\n<li>\u8d1f\u9762\uff1a\u5bf9\u4e8eCPU\u5bc6\u96c6\u578b\u4efb\u52a1\uff08\u52a0\u5bc6\u8ba1\u7b97+IO\u6df7\u5408\uff09\uff0c\u7ebf\u7a0b\u6570\u8d85\u8fc7CPU\u6838\u5fc3\u6570\uff0c\u64cd\u4f5c\u7cfb\u7edf\u901a\u8fc7\u65f6\u95f4\u7247\u8f6e\u8f6c\u8c03\u5ea6\u7ebf\u7a0b\uff0c\u5bfc\u81f4<strong>\u9891\u7e41\u7684\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u8fd9\u4f1a\u6d88\u8017CPU\u8d44\u6e90<\/strong><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5185\u5b58\u8d44\u6e90\">\u5185\u5b58\u8d44\u6e90<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6808\u7a7a\u95f4\u7ebf\u6027\u589e\u957f\uff1a\u7ebf\u7a0b\u6570\u589e\u52a0\uff0c\u6bcf\u4e2a\u7ebf\u7a0b\u9700\u8981\u72ec\u7acb\u7684\u8fd0\u884c\u6808\uff0c\u5bfc\u81f4\u5185\u5b58\u5360\u7528\u589e\u52a0\uff0c\u6216\u8005\u89e6\u53d1Swap\uff0c\u4e25\u91cd\u5f71\u54cd\u6027\u80fd\u3002<\/li>\n\n\n\n<li>\u5171\u4eab\u6570\u636e\u7684\u5185\u5b58\u526f\u672c\uff1a\u82e5\u7ebf\u7a0b\u95f4\u9700\u8981\u4f20\u9012\u6216\u8005\u62f7\u8d1d\u6570\u636e\uff08\u5982\u8bf7\u6c42\u4e0a\u4e0b\u6587\uff09\uff0c\u589e\u52a0\u5185\u5b58\u590d\u5236\u5f00\u9500<\/li>\n\n\n\n<li>\u7ebf\u7a0b\u672c\u5730\u5b58\u50a8\uff1a\u90e8\u5206\u6846\u67b6\u4f7f\u7528TLS\u7f13\u5b58\u7ebf\u7a0b\u79c1\u6709\u6570\u636e\uff08\u5982\u6570\u636e\u5e93\u8fde\u63a5\uff09\uff0c\u7ebf\u7a0b\u6570\u589e\u52a0\u5bfc\u81f4TLS\u5185\u5b58\u788e\u7247\u5316\uff0c\u80af\u6069\u964d\u4f4e\u5185\u5b58\u8bbf\u95ee\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"io\u8d44\u6e90\">IO\u8d44\u6e90<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540c\u6b65IO\uff1a\u5355\u7ebf\u7a0b\u5904\u7406\u540c\u6b65I\/O\u65f6\u4f1a\u963b\u585e\u7b49\u5f85\u54cd\u5e94\uff08\u5982\u8c03\u7528<code>read()<\/code>\u8bfb\u53d6\u78c1\u76d8\u6587\u4ef6\uff09\uff0c\u6b64\u65f6CPU\u7a7a\u95f2\u3002\u591a\u7ebf\u7a0b\u53ef\u8ba9\u5176\u4ed6\u7ebf\u7a0b\u7ee7\u7eed\u6267\u884c\uff08\u5982\u5904\u7406\u65b0\u8bf7\u6c42\uff09\uff0c<strong>\u63d0\u5347I\/O\u8bbe\u5907\u7684\u5e76\u53d1\u5229\u7528\u7387<\/strong>\uff08\u5982\u78c1\u76d8\u961f\u5217\u88ab\u591a\u4e2a\u7ebf\u7a0b\u7684\u8bf7\u6c42\u586b\u6ee1\uff0c\u51cf\u5c11\u5bfb\u9053\u7a7a\u95f2\uff09\u3002<\/li>\n\n\n\n<li>\u5f02\u6b65IO\uff1a\u5f02\u6b65I\/O\uff08\u5982Linux AIO\u3001epoll\uff09\u901a\u8fc7\u4e8b\u4ef6\u9a71\u52a8\u907f\u514d\u7ebf\u7a0b\u963b\u585e\uff0c\u6b64\u65f6\u591a\u7ebf\u7a0b\u7684\u5fc5\u8981\u6027\u964d\u4f4e\u3002\u82e5\u5f3a\u884c\u4f7f\u7528\u591a\u7ebf\u7a0b\u5904\u7406\u5f02\u6b65\u4e8b\u4ef6\uff0c\u53ef\u80fd\u56e0\u7ebf\u7a0b\u8c03\u5ea6\u5ef6\u8fdf\u62b5\u6d88\u5f02\u6b65\u4f18\u52bf\uff0c\u589e\u52a0\u5185\u5b58\u548cCPU\u5f00\u9500\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7f51\u7edc\u8d44\u6e90\">\u7f51\u7edc\u8d44\u6e90\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fde\u63a5\u5e76\u53d1\u4e0e\u7aef\u53e3\u6d88\u8017<\/strong>\uff1a\u6bcf\u4e2a\u7ebf\u7a0b\u53ef\u80fd\u7ed1\u5b9a\u4e00\u4e2a\u7f51\u7edc\u8fde\u63a5\uff08\u5982\u77ed\u8fde\u63a5\u573a\u666f\uff09\uff0c\u7ebf\u7a0b\u6570\u589e\u52a0\u4f1a\u5bfc\u81f4\u540c\u65f6\u6d3b\u8dc3\u7684TCP\u8fde\u63a5\u6570\u4e0a\u5347\uff0c\u6d88\u8017\u66f4\u591a\u7aef\u53e3\u53f7\uff08\u5ba2\u6237\u7aef\uff09\u6216\u670d\u52a1\u7aef\u8fde\u63a5\u8868\u9879\uff08\u5982Linux\u00a0<code>net.core.somaxconn<\/code>\u9650\u5236\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7f51\u7edc\u6808\u8d44\u6e90\u7ade\u4e89<\/strong>\uff1a\u591a\u7ebf\u7a0b\u53d1\u9001\/\u63a5\u6536\u6570\u636e\u65f6\uff0c\u53ef\u80fd\u7ade\u4e89\u7f51\u5361\u9a71\u52a8\u3001\u534f\u8bae\u6808\uff08\u5982TCP\/IP\u6821\u9a8c\u548c\u8ba1\u7b97\uff09\u7684\u8d44\u6e90\uff0c\u5bfc\u81f4\u5ef6\u8fdf\u6ce2\u52a8\u3002\u4f46\u73b0\u4ee3\u7f51\u5361\u652f\u6301\u591a\u961f\u5217\uff08RSS\uff09\uff0c\u53ef\u5c06\u6d41\u91cf\u5206\u6563\u5230\u4e0d\u540cCPU\u6838\u5fc3\uff0c\u7f13\u89e3\u7ade\u4e89\u3002<\/li>\n\n\n\n<li><strong>\u5e26\u5bbd\u5229\u7528\u7387<\/strong>\uff1a\u82e5QPS\u76f8\u540c\uff0c\u603b\u7f51\u7edc\u6d41\u91cf\uff08\u5b57\u8282\/\u79d2\uff09\u901a\u5e38\u4e0d\u53d8\uff0c\u4f46\u591a\u7ebf\u7a0b\u53ef\u901a\u8fc7\u5e76\u884c\u53d1\u9001\/\u63a5\u6536\u6570\u636e\u5305\uff0c\u51cf\u5c11\u5355\u4e2a\u8fde\u63a5\u7684\u5ef6\u8fdf\uff0c\u95f4\u63a5\u63d0\u5347\u6574\u4f53\u541e\u5410\u6548\u7387\uff08\u5982\u66f4\u5feb\u7684\u54cd\u5e94\u65f6\u95f4\u5141\u8bb8\u5ba2\u6237\u7aef\u66f4\u5feb\u53d1\u9001\u4e0b\u4e00\u4e2a\u8bf7\u6c42\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u9501\u7ade\u4e89\u4e0e\u540c\u6b65\u5f00\u9500\">\u9501\u7ade\u4e89\u4e0e\u540c\u6b65\u5f00\u9500<\/h4>\n\n\n\n<p>\u591a\u7ebf\u7a0b\u5171\u4eab\u8d44\u6e90\uff08\u5982\u5168\u5c40\u8ba1\u6570\u5668\u3001\u7f13\u5b58\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\uff09\u65f6\uff0c\u9700\u901a\u8fc7\u9501\uff08\u4e92\u65a5\u9501\u3001\u81ea\u65cb\u9501\uff09\u6216\u65e0\u9501\u673a\u5236\u540c\u6b65\uff0c\u53ef\u80fd\u5e26\u6765\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9501\u7ade\u4e89\u5bfc\u81f4\u7684\u7b49\u5f85<\/strong>\uff1a\u82e5\u591a\u4e2a\u7ebf\u7a0b\u9891\u7e41\u7ade\u4e89\u540c\u4e00\u628a\u9501\uff08\u5982\u70ed\u70b9\u6570\u636e\u7684\u5168\u5c40\u9501\uff09\uff0c\u7ebf\u7a0b\u4f1a\u4ece\u8fd0\u884c\u6001\u8f6c\u4e3a\u963b\u585e\u6001\uff0c\u89e6\u53d1\u64cd\u4f5c\u7cfb\u7edf\u8c03\u5ea6\u3002\u6b64\u65f6CPU\u65f6\u95f4\u88ab\u6d6a\u8d39\u5728\u7b49\u5f85\u9501\u4e0a\uff0c\u800c\u975e\u5b9e\u9645\u4efb\u52a1\u5904\u7406\u3002<\/li>\n\n\n\n<li><strong>\u9501\u7c92\u5ea6\u4e0e\u6027\u80fd<\/strong>\uff1a\u7ec6\u7c92\u5ea6\u9501\uff08\u5982\u6bcf\u4e2a\u8d44\u6e90\u72ec\u7acb\u52a0\u9501\uff09\u53ef\u51cf\u5c11\u7ade\u4e89\uff0c\u4f46\u4f1a\u589e\u52a0\u9501\u7ba1\u7406\u7684\u590d\u6742\u5ea6\uff08\u5982\u54c8\u5e0c\u8868\u7ef4\u62a4\u9501\uff09\uff1b\u7c97\u7c92\u5ea6\u9501\uff08\u5982\u5168\u5c40\u9501\uff09\u7b80\u5355\u4f46\u6613\u6210\u4e3a\u74f6\u9888\u3002<\/li>\n\n\n\n<li><strong>\u539f\u5b50\u64cd\u4f5c\u4e0e\u5185\u5b58\u5c4f\u969c<\/strong>\uff1a\u65e0\u9501\u7f16\u7a0b\u4f9d\u8d56\u539f\u5b50\u6307\u4ee4\uff08\u5982CAS\uff09\u548c\u5185\u5b58\u5c4f\u969c\uff0c\u867d\u907f\u514d\u4e86\u663e\u5f0f\u9501\uff0c\u4f46\u53ef\u80fd\u589e\u52a0CPU\u6d41\u6c34\u7ebf\u7684\u505c\u987f\uff08\u56e0\u5185\u5b58\u987a\u5e8f\u7ea6\u675f\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e0a\u4e0b\u6587\u5207\u6362\u7ebf\u7a0b\u8c03\u5ea6\u7684\u76f4\u63a5\u5f00\u9500\">\u4e0a\u4e0b\u6587\u5207\u6362\uff1a\u7ebf\u7a0b\u8c03\u5ea6\u7684\u76f4\u63a5\u5f00\u9500<\/h4>\n\n\n\n<p>\u7ebf\u7a0b\u6570\u8d85\u8fc7CPU\u6838\u5fc3\u6570\u65f6\uff0c\u64cd\u4f5c\u7cfb\u7edf\u9700\u901a\u8fc7\u4e0a\u4e0b\u6587\u5207\u6362\uff08Context Switch\uff09\u8c03\u5ea6\u7ebf\u7a0b\u3002\u6bcf\u6b21\u5207\u6362\u9700\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u5f53\u524d\u7ebf\u7a0b\u7684\u5bc4\u5b58\u5668\u3001\u6808\u6307\u9488\u3001\u865a\u62df\u5185\u5b58\u72b6\u6001\u5230\u5185\u6838\u6808\uff1b<\/li>\n\n\n\n<li>\u52a0\u8f7d\u4e0b\u4e00\u4e2a\u7ebf\u7a0b\u7684\u72b6\u6001\u5e76\u6062\u590d\u6267\u884c\u3002\u8fd9\u4e00\u8fc7\u7a0b\u6d88\u8017CPU\u65f6\u95f4\uff08\u901a\u5e38\u51e0\u5fae\u79d2\u5230\u51e0\u5341\u5fae\u79d2\uff09\uff0c\u4e14\uff1a<\/li>\n\n\n\n<li>\u7528\u6237\u6001\u2192\u5185\u6838\u6001\u7684\u5207\u6362\u4f1a\u589e\u52a0TLB\uff08\u9875\u8868\u7f13\u5b58\uff09\u5931\u6548\u7684\u6982\u7387\uff0c\u964d\u4f4e\u5185\u5b58\u8bbf\u95ee\u6548\u7387\uff1b<\/li>\n\n\n\n<li>\u9891\u7e41\u5207\u6362\u53ef\u80fd\u5bfc\u81f4CPU\u5229\u7528\u7387\u201c\u865a\u9ad8\u201d\uff08\u5185\u6838\u6001\u5360\u6bd4\u8d85\u8fc720%\u65f6\u9700\u8b66\u60d5\uff09\uff0c\u5b9e\u9645\u4efb\u52a1\u5904\u7406\u65f6\u95f4\u51cf\u5c11\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5173\u4e8eqps\u7684\u4e0a\u9650\">\u5173\u4e8eQPS\u7684\u4e0a\u9650<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"qps\u4e0a\u9650\u7684\u5f71\u54cd\u56e0\u7d20\">qps\u4e0a\u9650\u7684\u5f71\u54cd\u56e0\u7d20<\/h4>\n\n\n\n<p>QPS\u4e0a\u9650\u5e76\u975e\u5355\u4e00\u56e0\u7d20\u5bfc\u81f4\uff0c\u800c\u662f\u7cfb\u7edf\u5404\u5c42\u7ea7\u8d44\u6e90\u6216\u903b\u8f91\u74f6\u9888\u53e0\u52a0\u7684\u7ed3\u679c\u3002\u5e38\u89c1\u573a\u666f\u53ef\u5206\u4e3a<strong>\u786c\u4ef6\u8d44\u6e90\u74f6\u9888<\/strong>\u3001<strong>\u8f6f\u4ef6\u67b6\u6784\u9650\u5236<\/strong>\u3001<strong>\u5916\u90e8\u4f9d\u8d56\u7ea6\u675f<\/strong>\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-\u786c\u4ef6\u8d44\u6e90\u74f6\u9888\u5e95\u5c42\u7269\u7406\u9650\u5236\"><strong>1. 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class=\"wp-block-list\">\n<li><strong>CPU\uff1a\u8ba1\u7b97\u80fd\u529b\u7684\u8fb9\u754c*<\/strong>*\u573a\u666f<strong>\uff1aCPU\u5bc6\u96c6\u578b\u4efb\u52a1\uff08\u5982\u52a0\u5bc6\u8ba1\u7b97\u3001\u590d\u6742\u7b97\u6cd5\u63a8\u7406\u3001\u5927\u89c4\u6a21\u6570\u636e\u538b\u7f29\uff09\u3002\u6bcf\u4e2a\u8bf7\u6c42\u9700\u6d88\u8017\u5927\u91cfCPU\u5468\u671f\uff08\u4f8b\u5982\uff0c\u4e00\u4e2a\u8bf7\u6c42\u9700\u6267\u884c10ms\u7684\u6d6e\u70b9\u8fd0\u7b97\uff09\uff0c\u6b64\u65f6QPS\u4e0a\u9650\u7531CPU\u6838\u5fc3\u6570\u548c\u5355\u6838\u5fc3\u9891\u7387\u51b3\u5b9a\u3002<\/strong>\u4f8b\u5b50**\uff1a4\u6838CPU\uff0c\u5355\u6838\u5fc3\u6bcf\u79d2\u53ef\u5904\u74061000\u4e2a10ms\u8bf7\u6c42\uff081s\/0.01s=100\uff09\uff0c\u603bQPS\u4e0a\u9650\u7ea64\u00d7100=400\u3002\u82e5\u7ebf\u7a0b\u6570\u8d85\u8fc7\u6838\u5fc3\u6570\uff0c\u4e0a\u4e0b\u6587\u5207\u6362\u5f00\u9500\u4f1a\u8fdb\u4e00\u6b65\u538b\u4f4e\u5b9e\u9645QPS\u3002<\/li>\n\n\n\n<li><strong>\u5185\u5b58\uff1a\u6570\u636e\u5b58\u50a8\u4e0e\u8bbf\u95ee\u7684\u9650\u5236*<\/strong>*\u573a\u666f<strong>\uff1a\u5185\u5b58\u5bc6\u96c6\u578b\u4efb\u52a1\uff08\u5982\u5b9e\u65f6\u6570\u636e\u5206\u6790\u3001\u7f13\u5b58\u7cfb\u7edf\uff09\u3002\u82e5\u8bf7\u6c42\u9700\u52a0\u8f7d\u5927\u91cf\u6570\u636e\u5230\u5185\u5b58\uff08\u5982\u6bcf\u4e2a\u8bf7\u6c42\u9700\u8bfb\u53d610MB\u6570\u636e\u5230\u5185\u5b58\u5904\u7406\uff09\uff0c\u5185\u5b58\u5e26\u5bbd\uff08\u6570\u636e\u8bfb\u5199\u901f\u5ea6\uff09\u6216\u5bb9\u91cf\u4f1a\u6210\u4e3a\u74f6\u9888\u3002<\/strong>\u4f8b\u5b50**\uff1a\u670d\u52a1\u5668\u5185\u5b58\u5e26\u5bbd\u4e3a50GB\/s\uff0c\u6bcf\u4e2a\u8bf7\u6c42\u9700\u8bfb\u519920MB\u6570\u636e\uff0c\u5219\u6bcf\u79d2\u6700\u591a\u5904\u740650\u00d71024MB \/ 20MB \u2248 2560\u4e2a\u8bf7\u6c42\uff0cQPS\u4e0a\u9650\u7ea62560\u3002\u82e5\u5185\u5b58\u4e0d\u8db3\uff0c\u8fd8\u4f1a\u89e6\u53d1Swap\uff0c\u5bfc\u81f4\u5ef6\u8fdf\u98d9\u5347\u751a\u81f3OOM\u5d29\u6e83\u3002<\/li>\n\n\n\n<li><strong>\u78c1\u76d8I\/O\uff1a\u6301\u4e45\u5316\u64cd\u4f5c\u7684\u5ef6\u8fdf*<\/strong>*\u573a\u666f<strong>\uff1a\u4f9d\u8d56\u78c1\u76d8\u5199\u5165\u7684\u4efb\u52a1\uff08\u5982\u65e5\u5fd7\u8bb0\u5f55\u3001\u6570\u636e\u5e93\u4e8b\u52a1\u63d0\u4ea4\uff09\u3002\u78c1\u76d8\u7684IOPS\uff08\u6bcf\u79d2\u8f93\u5165\u8f93\u51fa\u6b21\u6570\uff09\u548c\u5ef6\u8fdf\u662f\u6838\u5fc3\u9650\u5236\u3002<\/strong>\u4f8b\u5b50**\uff1a\u673a\u68b0\u786c\u76d8IOPS\u7ea6100\uff0cSSD\u7ea65\u4e07\u3002\u82e5\u6bcf\u4e2a\u8bf7\u6c42\u9700\u5199\u51651\u6b21\u78c1\u76d8\uff08\u5982\u6570\u636e\u5e93\u4e8b\u52a1\uff09\uff0c\u673a\u68b0\u786c\u76d8\u7684QPS\u4e0a\u9650\u4ec5\u7ea6100\uff08\u5373\u4f7fCPU\u548c\u5185\u5b58\u7a7a\u95f2\uff0c\u78c1\u76d8\u4e5f\u65e0\u6cd5\u66f4\u5feb\u54cd\u5e94\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7f51\u7edc\u5e26\u5bbd\uff1a\u6570\u636e\u4f20\u8f93\u7684\u901f\u7387*<\/strong>*\u573a\u666f<strong>\uff1a\u9ad8\u6d41\u91cf\u4f20\u8f93\u573a\u666f\uff08\u5982\u6587\u4ef6\u4e0b\u8f7d\u3001\u89c6\u9891\u6d41\u670d\u52a1\uff09\u3002QPS\u4e0a\u9650\u53d7\u9650\u4e8e\u7f51\u7edc\u63a5\u53e3\u7684\u603b\u5e26\u5bbd\uff08\u59821Gbps\u5e26\u5bbd\uff0c\u6bcf\u4e2a\u8bf7\u6c42\u54cd\u5e94\u970010KB\u6570\u636e\uff0c\u5219QPS\u4e0a\u9650=1Gbps\/(8\u00d710KB)=\u7ea6131,072\uff09\u3002<\/strong>\u4f8b\u5b50**\uff1a\u82e5\u6bcf\u4e2a\u8bf7\u6c42\u54cd\u5e94\u4e3a1MB\uff0c1Gbps\u5e26\u5bbd\u7684QPS\u4e0a\u9650\u4ec5\u7ea6800\uff081Gbps=125MB\/s\uff0c125MB\/s \u00f7 1MB\/\u8bf7\u6c42\u2248125\u8bf7\u6c42\/\u79d2\uff0c\u53d7\u9650\u4e8e\u5355\u4e2a\u8fde\u63a5\u7684\u5904\u7406\u80fd\u529b\uff0c\u5b9e\u9645\u66f4\u4f4e\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-\u8f6f\u4ef6\u67b6\u6784\u9650\u5236\u903b\u8f91\u4e0e\u7ec4\u4ef6\u7684\u74f6\u9888\"><strong>2. \u8f6f\u4ef6\u67b6\u6784\u9650\u5236\uff1a\u903b\u8f91\u4e0e\u7ec4\u4ef6\u7684\u74f6\u9888<\/strong><\/h4>\n\n\n\n<p>\u5373\u4f7f\u786c\u4ef6\u8d44\u6e90\u5145\u8db3\uff0c\u8f6f\u4ef6\u67b6\u6784\u7684\u8bbe\u8ba1\u7f3a\u9677\u6216\u7ec4\u4ef6\u9650\u5236\u4e5f\u4f1a\u76f4\u63a5\u5bfc\u81f4QPS\u4e0a\u9650\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u5e93\u8fde\u63a5\u6c60\uff1a\u5e76\u53d1\u8bf7\u6c42\u7684\u201c\u95f8\u95e8\u201d*<\/strong>*\u573a\u666f<strong>\uff1a\u4f9d\u8d56\u6570\u636e\u5e93\u7684\u5e94\u7528\uff08\u5982Web\u670d\u52a1\uff09\u3002\u6570\u636e\u5e93\u8fde\u63a5\u6c60\uff08\u5982HikariCP\uff09\u7684\u5927\u5c0f\u51b3\u5b9a\u4e86\u540c\u65f6\u80fd\u4e0e\u6570\u636e\u5e93\u5efa\u7acb\u8fde\u63a5\u7684\u8bf7\u6c42\u6570\u3002<\/strong>\u4f8b\u5b50**\uff1a\u8fde\u63a5\u6c60\u914d\u7f6e\u4e3a100\uff0c\u5373\u4f7f\u5e94\u7528\u670d\u52a1\u5668\u67091000\u4e2a\u7ebf\u7a0b\uff0c\u540c\u65f6\u53ea\u6709100\u4e2a\u8bf7\u6c42\u80fd\u7b49\u5f85\u6570\u636e\u5e93\u54cd\u5e94\uff0c\u5176\u4f59\u7ebf\u7a0b\u9700\u963b\u585e\u6392\u961f\uff0cQPS\u4e0a\u9650\u88ab\u9650\u5236\u5728\u8fde\u63a5\u6c60\u5927\u5c0f\u9644\u8fd1\uff08\u82e5\u6bcf\u4e2a\u8fde\u63a5\u6bcf\u79d2\u5904\u740610\u4e2a\u8bf7\u6c42\uff0c\u603bQPS\u2248100\u00d710=1000\uff09\u3002<\/li>\n\n\n\n<li><strong>\u9501\u7ade\u4e89\u4e0e\u540c\u6b65\uff1a\u5171\u4eab\u8d44\u6e90\u7684\u4e89\u62a2*<\/strong>*\u573a\u666f<strong>\uff1a\u591a\u7ebf\u7a0b\u5171\u4eab\u8d44\u6e90\u7684\u573a\u666f\uff08\u5982\u5168\u5c40\u8ba1\u6570\u5668\u3001\u7f13\u5b58\u66f4\u65b0\u3001\u5206\u5e03\u5f0f\u9501\uff09\u3002\u9501\uff08\u4e92\u65a5\u9501\u3001\u81ea\u65cb\u9501\uff09\u4f1a\u5bfc\u81f4\u7ebf\u7a0b\u963b\u585e\uff0c\u964d\u4f4e\u5e76\u884c\u6548\u7387\u3002<\/strong>\u4f8b\u5b50**\uff1a\u67d0\u70ed\u70b9\u6570\u636e\u7684\u5168\u5c40\u9501\u88ab100\u4e2a\u7ebf\u7a0b\u7ade\u4e89\uff0c\u6bcf\u4e2a\u7ebf\u7a0b\u6301\u6709\u9501\u7684\u65f6\u95f4\u4e3a1ms\uff0c\u5373\u4f7fCPU\u7a7a\u95f2\uff0c\u6bcf\u79d2\u6700\u591a\u5904\u74061000\u4e2a\u8bf7\u6c42\uff081s\/1ms=1000\uff09\uff0c\u9501\u7ade\u4e89\u6210\u4e3aQPS\u4e0a\u9650\u7684\u74f6\u9888\u3002<\/li>\n\n\n\n<li><strong>\u7ebf\u7a0b\/\u8fdb\u7a0b\u8c03\u5ea6\uff1a\u64cd\u4f5c\u7cfb\u7edf\u5f00\u9500*<\/strong>*\u573a\u666f<strong>\uff1a\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u7ebf\u7a0b\u7ba1\u7406\u3002\u7ebf\u7a0b\u6570\u8fc7\u591a\u4f1a\u5bfc\u81f4\u9891\u7e41\u7684\u4e0a\u4e0b\u6587\u5207\u6362\uff08\u7528\u6237\u6001\u2192\u5185\u6838\u6001\u5207\u6362\uff09\uff0c\u6d88\u8017CPU\u65f6\u95f4\u3002<\/strong>\u4f8b\u5b50**\uff1aLinux\u7cfb\u7edf\u4e0a\u4e0b\u6587\u5207\u6362\u8017\u65f6\u7ea61~10\u03bcs\uff0c\u82e5\u6bcf\u79d2\u5207\u636210\u4e07\u6b21\uff0cCPU\u65f6\u95f4\u6d6a\u8d39\u5728\u5207\u6362\u4e0a\u7684\u5360\u6bd4\u53ef\u8fbe10%\u4ee5\u4e0a\uff0c\u5269\u4f59\u65f6\u95f4\u624d\u80fd\u5904\u7406\u5b9e\u9645\u8bf7\u6c42\uff0c\u95f4\u63a5\u62c9\u4f4eQPS\u4e0a\u9650\u3002<\/li>\n\n\n\n<li><strong>\u5355\u5b9e\u4f8b\u90e8\u7f72\uff1a\u7eb5\u5411\u6269\u5c55\u7684\u6781\u9650*<\/strong>*\u573a\u666f<strong>\uff1a\u672a\u505a\u5206\u5e03\u5f0f\u90e8\u7f72\u7684\u5355\u53f0\u670d\u52a1\u5668\u3002\u65e0\u8bba\u786c\u4ef6\u591a\u5f3a\uff0c\u5355\u5b9e\u4f8b\u7684QPS\u4e0a\u9650\u53d7\u9650\u4e8e\u4e0a\u8ff0\u6240\u6709\u8d44\u6e90\u7684\u603b\u548c\uff08\u5982CPU+\u5185\u5b58+\u78c1\u76d8\u7684\u7efc\u5408\u74f6\u9888\uff09\u3002<\/strong>\u4f8b\u5b50**\uff1a\u5355\u53f0\u670d\u52a1\u5668\u901a\u8fc7\u4f18\u5316\u53ef\u5c06QPS\u63d0\u5347\u81f31\u4e07\uff0c\u4f46\u9762\u5bf910\u4e07QPS\u7684\u9700\u6c42\u65f6\uff0c\u5fc5\u987b\u901a\u8fc7\u5206\u5e03\u5f0f\u67b6\u6784\uff08\u591a\u5b9e\u4f8b\u8d1f\u8f7d\u5747\u8861\uff09\u7a81\u7834\u5355\u5b9e\u4f8b\u4e0a\u9650\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"3-\u5916\u90e8\u4f9d\u8d56\u7ea6\u675f\u4e0a\u4e0b\u6e38\u7cfb\u7edf\u7684\u7275\u5236\"><strong>3. \u5916\u90e8\u4f9d\u8d56\u7ea6\u675f\uff1a\u4e0a\u4e0b\u6e38\u7cfb\u7edf\u7684\u7275\u5236<\/strong><\/h4>\n\n\n\n<p>\u7cfb\u7edf\u7684QPS\u4e0a\u9650\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u81ea\u8eab\uff0c\u8fd8\u53d7\u9650\u4e8e\u4f9d\u8d56\u7684\u5916\u90e8\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e09\u65b9API\/\u670d\u52a1\uff1a\u4e0b\u6e38\u5904\u7406\u80fd\u529b*<\/strong>*\u573a\u666f<strong>\uff1a\u8c03\u7528\u5916\u90e8\u670d\u52a1\uff08\u5982\u652f\u4ed8\u63a5\u53e3\u3001\u77ed\u4fe1\u9a8c\u8bc1\u7801\u3001\u5730\u56feAPI\uff09\u3002\u82e5\u7b2c\u4e09\u65b9\u670d\u52a1\u7684QPS\u4e0a\u9650\u4e3a1000\uff0c\u5373\u4f7f\u81ea\u8eab\u7cfb\u7edf\u80fd\u5904\u74061\u4e07QPS\uff0c\u6574\u4f53QPS\u4e5f\u4f1a\u88ab\u9650\u5236\u57281000\u3002<\/strong>\u4f8b\u5b50**\uff1a\u7535\u5546\u5927\u4fc3\u65f6\uff0c\u652f\u4ed8\u63a5\u53e3\u7684QPS\u4e0a\u9650\u4e3a5000\uff0c\u5373\u4f7f\u8ba2\u5355\u7cfb\u7edf\u80fd\u652f\u649110\u4e07QPS\uff0c\u5b9e\u9645\u8ba2\u5355\u521b\u5efaQPS\u4e5f\u53ea\u80fd\u8fbe\u52305000\u3002<\/li>\n\n\n\n<li><strong>\u6d88\u606f\u961f\u5217\uff1a\u6d41\u91cf\u524a\u5cf0\u7684\u8fb9\u754c*<\/strong>*\u573a\u666f<strong>\uff1a\u4f7f\u7528\u6d88\u606f\u961f\u5217\uff08\u5982Kafka\u3001RabbitMQ\uff09\u7f13\u51b2\u8bf7\u6c42\u3002\u961f\u5217\u7684\u541e\u5410\u91cf\uff08\u5982Kafka\u5355\u5206\u533a\u6bcf\u79d2\u5904\u740610\u4e07\u6761\u6d88\u606f\uff09\u548c\u6d88\u8d39\u7aef\u5904\u7406\u80fd\u529b\u5171\u540c\u51b3\u5b9aQPS\u4e0a\u9650\u3002<\/strong>\u4f8b\u5b50**\uff1a\u6d88\u606f\u961f\u5217\u751f\u4ea7\u7aefQPS\u4e3a10\u4e07\uff0c\u4f46\u6d88\u8d39\u7aef\u53ea\u670910\u4e2a\u6d88\u8d39\u8005\uff0c\u6bcf\u4e2a\u6d88\u8d39\u8005\u6bcf\u79d2\u5904\u74061000\u6761\u6d88\u606f\uff0c\u6574\u4f53QPS\u4e0a\u9650\u4ec51\u4e07\uff08\u6d88\u8d39\u7aef\u6210\u4e3a\u74f6\u9888\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5982\u4f55\u5b9e\u73b0\u4e00\u4e2a\u4e0b\u8f7d\u903b\u8f91\u5728\u540e\u7aef\u751f\u6210\u4e00\u4e2aexcel\u6587\u4ef6\u524d\u7aef\u5982\u4f55\u4e0b\u8f7d\">\u5982\u4f55\u5b9e\u73b0\u4e00\u4e2a\u4e0b\u8f7d\u903b\u8f91\uff0c\u5728\u540e\u7aef\u751f\u6210\u4e00\u4e2aexcel\u6587\u4ef6\uff0c\u524d\u7aef\u5982\u4f55\u4e0b\u8f7d<\/h3>\n\n\n\n<p>\u6838\u5fc3\u662f&nbsp;<strong>\u540e\u7aef\u76f4\u63a5\u8fd4\u56de\u6587\u4ef6\u6d41<\/strong>&nbsp;\u548c&nbsp;<strong>\u524d\u7aef\u6b63\u786e\u5904\u7406Blob\u54cd\u5e94<\/strong>\uff0c\u907f\u514d\u4e2d\u95f4\u6587\u4ef6\u843d\u76d8\uff0c\u540c\u65f6\u89e3\u51b3\u6587\u4ef6\u540d\u4e71\u7801\u3001\u5927\u6587\u4ef6\u6027\u80fd\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5b9e\u73b0\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u540e\u7aef<\/strong>\uff1a\u751f\u6210Excel\u5185\u5bb9 \u2192 \u5199\u5165\u54cd\u5e94\u8f93\u51fa\u6d41 \u2192 \u8bbe\u7f6e<code>Content-Type<\/code>\u548c<code>Content-Disposition<\/code>\u54cd\u5e94\u5934\u3002<\/li>\n\n\n\n<li><strong>\u524d\u7aef<\/strong>\uff1a\u53d1\u8d77\u8bf7\u6c42\uff08GET\/POST\uff09\u2192 \u63a5\u6536\u6587\u4ef6\u6d41\uff08<code>responseType: 'blob'<\/code>\uff09\u2192 \u521b\u5efaBlob\u5bf9\u8c61 \u2192 \u6a21\u62df<code>&lt;a><\/code>\u6807\u7b7e\u70b9\u51fb\u4e0b\u8f7d\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5bf9\u63a5\u53e3\u505a\u5e76\u884c\u5316\u4f18\u5316\u540e\u53ef\u80fd\u5bfc\u81f4\u63a5\u53e3qps\u663e\u8457\u63d0\u9ad8\u7684\u56e0\u7d20\">\u5bf9\u63a5\u53e3\u505a\u5e76\u884c\u5316\u4f18\u5316\u540e\uff0c\u53ef\u80fd\u5bfc\u81f4\u63a5\u53e3qps\u663e\u8457\u63d0\u9ad8\u7684\u56e0\u7d20<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5355\u8bf7\u6c42RT\u4e0b\u964d<\/strong>\uff1a\u901a\u8fc7APM\u5de5\u5177\uff08\u5982SkyWalking\uff09\u89c2\u5bdf\u63a5\u53e3\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u662f\u5426\u7f29\u77ed\uff1b<\/li>\n\n\n\n<li><strong>\u7ebf\u7a0b\u5229\u7528\u7387\u63d0\u5347<\/strong>\uff1a\u76d1\u63a7\u7ebf\u7a0b\u6c60\u7684\u6d3b\u8dc3\u7ebf\u7a0b\u6570\u3001\u961f\u5217\u5927\u5c0f\uff0c\u786e\u8ba4\u7ebf\u7a0b\u662f\u5426\u4ece\u201c\u963b\u585e\u7b49\u5f85\u201d\u8f6c\u4e3a\u201c\u5fd9\u788c\u5904\u7406\u201d\uff1b<\/li>\n\n\n\n<li><strong>CPU\u5229\u7528\u7387\u63d0\u5347<\/strong>\uff1a\u591a\u6838CPU\u7684\u4f7f\u7528\u7387\u662f\u5426\u4ece\u5355\u6838\u9ad8\u8d1f\u8f7d\u8f6c\u4e3a\u591a\u6838\u5747\u8861\u8d1f\u8f7d\uff1b<\/li>\n\n\n\n<li><strong>IO\u7b49\u5f85\u65f6\u95f4\u5360\u6bd4\u4e0b\u964d<\/strong>\uff1a\u901a\u8fc7\u76d1\u63a7\u53d1\u73b0IO\u64cd\u4f5c\uff08\u5982\u6570\u636e\u5e93\u3001RPC\uff09\u7684\u8017\u65f6\u5360\u6bd4\u662f\u5426\u964d\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5353\u671b\u516c\u53f8\">\u5353\u671b\u516c\u53f8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"springboot\u81ea\u52a8\u88c5\u914d\">SpringBoot\u81ea\u52a8\u88c5\u914d<\/h3>\n\n\n\n<p>Spring Boot \u7684<strong>\u81ea\u52a8\u88c5\u914d\uff08Auto-configuration\uff09<\/strong>\u662f\u5176\u6838\u5fc3\u7279\u6027\u4e4b\u4e00\uff0c\u65e8\u5728\u901a\u8fc7\u201c\u7ea6\u5b9a\u5927\u4e8e\u914d\u7f6e\u201d\u7684\u539f\u5219\uff0c\u81ea\u52a8\u5b8c\u6210\u6846\u67b6\u7ec4\u4ef6\u3001\u7b2c\u4e09\u65b9\u5e93\u7684\u521d\u59cb\u5316\u548c\u914d\u7f6e\uff0c\u5927\u5e45\u51cf\u5c11\u5f00\u53d1\u8005\u7684\u624b\u52a8\u914d\u7f6e\u5de5\u4f5c\u91cf\u3002\u4ee5\u4e0b\u4ece\u673a\u5236\u3001\u5173\u952e\u6ce8\u89e3\u3001\u5b9e\u73b0\u539f\u7406\u3001\u81ea\u5b9a\u4e49\u6269\u5c55\u7b49\u65b9\u9762\u8be6\u7ec6\u89e3\u6790\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4e00\u81ea\u52a8\u88c5\u914d\u7684\u6838\u5fc3\u76ee\u6807\"><strong>\u4e00\u3001\u81ea\u52a8\u88c5\u914d\u7684\u6838\u5fc3\u76ee\u6807<\/strong><\/h5>\n\n\n\n<p>Spring Boot \u81ea\u52a8\u88c5\u914d\u7684\u76ee\u6807\u662f\uff1a<strong>\u6839\u636e\u9879\u76ee\u4f9d\u8d56\uff08\u5982\u5f15\u5165\u7684 Starter\uff09\u3001\u7c7b\u8def\u5f84\u4e0b\u7684\u7c7b\u3001Bean \u7684\u5b58\u5728\u4e0e\u5426\u7b49\u6761\u4ef6\uff0c\u81ea\u52a8\u521b\u5efa\u5e76\u914d\u7f6e Spring \u4e0a\u4e0b\u6587\u4e2d\u7684 Bean<\/strong>\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f15\u5165\u00a0<code>spring-boot-starter-web<\/code>\u4f9d\u8d56\uff0c\u4f1a\u81ea\u52a8\u914d\u7f6e Tomcat\u3001Spring MVC \u76f8\u5173\u7ec4\u4ef6\uff1b<\/li>\n\n\n\n<li>\u5f15\u5165\u00a0<code>spring-boot-starter-data-jpa<\/code>\u4f9d\u8d56\uff0c\u4f1a\u81ea\u52a8\u914d\u7f6e\u6570\u636e\u6e90\u3001JPA \u5b9e\u4f53\u7ba1\u7406\u5668\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4e8c\u81ea\u52a8\u88c5\u914d\u7684\u5173\u952e\u6ce8\u89e3\"><strong>\u4e8c\u3001\u81ea\u52a8\u88c5\u914d\u7684\u5173\u952e\u6ce8\u89e3<\/strong><\/h5>\n\n\n\n<p>Spring Boot \u81ea\u52a8\u88c5\u914d\u7684\u89e6\u53d1\u4e3b\u8981\u4f9d\u8d56\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u6ce8\u89e3\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>@SpringBootApplication<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u662f Spring Boot \u4e3b\u7c7b\u7684\u6838\u5fc3\u6ce8\u89e3\uff0c\u662f\u4e00\u4e2a\u7ec4\u5408\u6ce8\u89e3\uff0c\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>@SpringBootConfiguration<\/code>\uff1a\u6807\u8bb0\u5f53\u524d\u7c7b\u4e3a\u914d\u7f6e\u7c7b\uff08\u7b49\u4ef7\u4e8e\u00a0<code>@Configuration<\/code>\uff09\uff1b<\/li>\n\n\n\n<li><code>@ComponentScan<\/code>\uff1a\u626b\u63cf\u5f53\u524d\u5305\u53ca\u5b50\u5305\u4e0b\u7684\u00a0<code>@Component<\/code>\u3001<code>@Service<\/code>\u7b49\u7ec4\u4ef6\uff1b<\/li>\n\n\n\n<li><strong><code>@EnableAutoConfiguration<\/code><\/strong>\uff1a<strong>\u89e6\u53d1\u81ea\u52a8\u88c5\u914d\u7684\u6838\u5fc3\u6ce8\u89e3<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><code>@EnableAutoConfiguration<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8be5\u6ce8\u89e3\u7684\u4f5c\u7528\u662f<strong>\u542f\u7528 Spring Boot \u7684\u81ea\u52a8\u914d\u7f6e\u673a\u5236<\/strong>\u3002\u5176\u5e95\u5c42\u901a\u8fc7&nbsp;<code>@Import<\/code>\u5bfc\u5165\u4e86&nbsp;<code>AutoConfigurationImportSelector<\/code>\u7c7b\uff0c\u8d1f\u8d23\u52a0\u8f7d\u81ea\u52a8\u914d\u7f6e\u7c7b\u3002<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><code>@AutoConfiguration<\/code>\uff08Spring Boot 2.7+\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u7528\u4e8e\u6807\u8bb0\u4e00\u4e2a\u7c7b\u4e3a\u81ea\u52a8\u914d\u7f6e\u7c7b\uff08\u66ff\u4ee3\u65e9\u671f\u7684&nbsp;<code>@Configuration<\/code>\u914d\u5408\u6761\u4ef6\u6ce8\u89e3\u7684\u65b9\u5f0f\uff09\uff0c\u660e\u786e\u544a\u77e5 Spring Boot \u8fd9\u662f\u4e00\u4e2a\u81ea\u52a8\u914d\u7f6e\u7c7b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4e09\u81ea\u52a8\u88c5\u914d\u7684\u5b9e\u73b0\u539f\u7406\"><strong>\u4e09\u3001\u81ea\u52a8\u88c5\u914d\u7684\u5b9e\u73b0\u539f\u7406<\/strong><\/h5>\n\n\n\n<p>\u81ea\u52a8\u88c5\u914d\u7684\u6838\u5fc3\u6d41\u7a0b\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u51e0\u6b65\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u52a0\u8f7d\u81ea\u52a8\u914d\u7f6e\u7c7b\">1. \u52a0\u8f7d\u81ea\u52a8\u914d\u7f6e\u7c7b<\/h5>\n\n\n\n<p><code>@EnableAutoConfiguration<\/code>\u901a\u8fc7&nbsp;<code>AutoConfigurationImportSelector<\/code>\u8bfb\u53d6&nbsp;<strong><code>META-INF\/spring.factories<\/code><\/strong>&nbsp;\u6587\u4ef6\uff08\u4f4d\u4e8e Spring Boot Starter \u7684 JAR \u5305\u4e2d\uff09\uff0c\u83b7\u53d6\u6240\u6709\u9700\u8981\u52a0\u8f7d\u7684\u81ea\u52a8\u914d\u7f6e\u7c7b\u5217\u8868\u3002<\/p>\n\n\n\n<p><code>spring.factories<\/code>\u4e2d\u5b9a\u4e49\u7684\u952e\u4e3a&nbsp;<code>org.springframework.boot.autoconfigure.EnableAutoConfiguration<\/code>\uff0c\u503c\u662f\u4e00\u7ec4\u81ea\u52a8\u914d\u7f6e\u7c7b\u7684\u5168\u9650\u5b9a\u540d\uff08\u5982&nbsp;<code>org.springframework.boot.autoconfigure.web.servlet.DispatcherServletAutoConfiguration<\/code>\uff09\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u8fc7\u6ee4\u6709\u6548\u7684\u81ea\u52a8\u914d\u7f6e\u7c7b\">2. \u8fc7\u6ee4\u6709\u6548\u7684\u81ea\u52a8\u914d\u7f6e\u7c7b<\/h5>\n\n\n\n<p>\u52a0\u8f7d\u5230\u7684\u81ea\u52a8\u914d\u7f6e\u7c7b\u5e76\u975e\u5168\u90e8\u751f\u6548\uff0c\u9700\u8981\u901a\u8fc7<strong>\u6761\u4ef6\u6ce8\u89e3\uff08<code>@Conditional<\/code>\u7cfb\u5217\uff09<\/strong>\u8fc7\u6ee4\u3002\u5e38\u89c1\u6761\u4ef6\u6ce8\u89e3\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>@ConditionalOnClass<\/code>\uff1a\u5f53\u7c7b\u8def\u5f84\u4e0b\u5b58\u5728\u6307\u5b9a\u7c7b\u65f6\u751f\u6548\uff08\u5982\u00a0<code>DispatcherServletAutoConfiguration<\/code>\u8981\u6c42\u00a0<code>DispatcherServlet<\/code>\u5b58\u5728\uff09\uff1b<\/li>\n\n\n\n<li><code>@ConditionalOnMissingBean<\/code>\uff1a\u5f53\u5bb9\u5668\u4e2d\u4e0d\u5b58\u5728\u6307\u5b9a Bean \u65f6\u751f\u6548\uff08\u907f\u514d\u8986\u76d6\u7528\u6237\u81ea\u5b9a\u4e49\u7684 Bean\uff09\uff1b<\/li>\n\n\n\n<li><code>@ConditionalOnProperty<\/code>\uff1a\u5f53\u914d\u7f6e\u6587\u4ef6\u4e2d\u5b58\u5728\u6307\u5b9a\u5c5e\u6027\u65f6\u751f\u6548\uff08\u5982\u00a0<code>server.port<\/code>\u63a7\u5236\u670d\u52a1\u5668\u7aef\u53e3\u914d\u7f6e\uff09\uff1b<\/li>\n\n\n\n<li><code>@ConditionalOnResource<\/code>\uff1a\u5f53\u7c7b\u8def\u5f84\u4e0b\u5b58\u5728\u6307\u5b9a\u8d44\u6e90\u65f6\u751f\u6548\uff08\u5982\u914d\u7f6e\u6587\u4ef6\u00a0<code>application.properties<\/code>\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u521d\u59cb\u5316\u81ea\u52a8\u914d\u7f6e\u7684-bean\">3. \u521d\u59cb\u5316\u81ea\u52a8\u914d\u7f6e\u7684 Bean<\/h5>\n\n\n\n<p>\u8fc7\u6ee4\u540e\u7684\u81ea\u52a8\u914d\u7f6e\u7c7b\u4f1a\u88ab\u5b9e\u4f8b\u5316\uff0c\u5176\u4e2d\u7684&nbsp;<code>@Bean<\/code>\u65b9\u6cd5\u4f1a\u521b\u5efa\u5bf9\u5e94\u7684 Bean \u5e76\u6ce8\u518c\u5230 Spring \u5bb9\u5668\u4e2d\u3002\u8fd9\u4e9b Bean \u901a\u5e38\u662f\u6846\u67b6\u6216\u7b2c\u4e09\u65b9\u5e93\u7684\u6838\u5fc3\u7ec4\u4ef6\uff08\u5982\u6570\u636e\u6e90\u3001Tomcat\u3001MVC \u63a7\u5236\u5668\u7b49\uff09\u3002<\/p>\n\n\n\n<p><strong>\u56db\u3001\u81ea\u52a8\u88c5\u914d\u7684\u5178\u578b\u793a\u4f8b<\/strong><\/p>\n\n\n\n<p>\u4ee5&nbsp;<code>spring-boot-starter-web<\/code>\u4e3a\u4f8b\uff0c\u81ea\u52a8\u88c5\u914d\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f15\u5165\u00a0<code>spring-boot-starter-web<\/code>\u4f9d\u8d56\u540e\uff0c\u5176\u4f20\u9012\u4f9d\u8d56\u4f1a\u5f15\u5165\u00a0<code>spring-webmvc<\/code>\u3001<code>tomcat-embed-core<\/code>\u7b49\u5e93\uff1b<\/li>\n\n\n\n<li>Spring Boot \u626b\u63cf\u00a0<code>META-INF\/spring.factories<\/code>\uff0c\u627e\u5230\u00a0<code>DispatcherServletAutoConfiguration<\/code>\uff08DispatcherServlet \u81ea\u52a8\u914d\u7f6e\uff09\u3001<code>ServletWebServerFactoryAutoConfiguration<\/code>\uff08\u5185\u5d4c Tomcat \u914d\u7f6e\uff09\u7b49\uff1b<\/li>\n\n\n\n<li>\u68c0\u67e5\u6761\u4ef6\uff1a\u7c7b\u8def\u5f84\u4e0b\u5b58\u5728\u00a0<code>DispatcherServlet<\/code>\u548c\u00a0<code>Tomcat<\/code>\u76f8\u5173\u7c7b\uff0c\u4e14\u5bb9\u5668\u4e2d\u6ca1\u6709\u81ea\u5b9a\u4e49\u7684\u00a0<code>ServletWebServerFactory<\/code>\uff1b<\/li>\n\n\n\n<li>\u81ea\u52a8\u521b\u5efa\u00a0<code>DispatcherServlet<\/code>\u3001<code>TomcatServletWebServerFactory<\/code>\u7b49 Bean\uff0c\u5e76\u5b8c\u6210 Web \u73af\u5883\u7684\u521d\u59cb\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4e94\u81ea\u5b9a\u4e49\u81ea\u52a8\u88c5\u914d\"><strong>\u4e94\u3001\u81ea\u5b9a\u4e49\u81ea\u52a8\u88c5\u914d<\/strong><\/h5>\n\n\n\n<p>\u5982\u679c\u9700\u8981\u4e3a\u81ea\u5df1\u7684\u5e93\u6216\u7ec4\u4ef6\u6dfb\u52a0\u81ea\u52a8\u88c5\u914d\u80fd\u529b\uff0c\u53ef\u4ee5\u6309\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"1-\u521b\u5efa\u81ea\u52a8\u914d\u7f6e\u7c7b\">1. \u521b\u5efa\u81ea\u52a8\u914d\u7f6e\u7c7b<\/h6>\n\n\n\n<p>\u5b9a\u4e49\u4e00\u4e2a\u7c7b\uff0c\u4f7f\u7528&nbsp;<code>@AutoConfiguration<\/code>\uff08\u6216&nbsp;<code>@Configuration<\/code>\uff09\u6ce8\u89e3\uff0c\u5e76\u914d\u5408\u6761\u4ef6\u6ce8\u89e3\u63a7\u5236\u751f\u6548\u903b\u8f91\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@AutoConfiguration \/\/ \u6807\u8bb0\u4e3a\u81ea\u52a8\u914d\u7f6e\u7c7b\uff08Spring Boot 2.7+\uff09\n@ConditionalOnClass(MyService.class) \/\/ \u5f53 MyService \u5b58\u5728\u65f6\u751f\u6548\npublic class MyAutoConfiguration {\n\n    @Bean\n    @ConditionalOnMissingBean \/\/ \u5bb9\u5668\u4e2d\u65e0 MyService \u65f6\u624d\u521b\u5efa\n    public MyService myService() {\n        return new MyService();\n    }\n}\n<\/code><\/pre>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"2-\u6ce8\u518c\u81ea\u52a8\u914d\u7f6e\u7c7b\">2. \u6ce8\u518c\u81ea\u52a8\u914d\u7f6e\u7c7b<\/h6>\n\n\n\n<p>\u5728&nbsp;<code>src\/main\/resources\/META-INF\/spring.factories<\/code>\u6587\u4ef6\u4e2d\u6dfb\u52a0\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>org.springframework.boot.autoconfigure.EnableAutoConfiguration=\\\ncom.example.MyAutoConfiguration\n<\/code><\/pre>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"3-\u6d4b\u8bd5\u9a8c\u8bc1\">3. \u6d4b\u8bd5\u9a8c\u8bc1<\/h6>\n\n\n\n<p>\u5728\u9879\u76ee\u4e2d\u5f15\u5165\u5305\u542b\u8be5\u81ea\u52a8\u914d\u7f6e\u7c7b\u7684\u4f9d\u8d56\uff0cSpring Boot \u4f1a\u81ea\u52a8\u52a0\u8f7d\u5e76\u521d\u59cb\u5316&nbsp;<code>MyService<\/code>Bean\uff08\u9664\u975e\u7528\u6237\u624b\u52a8\u5b9a\u4e49\u4e86&nbsp;<code>MyService<\/code>\uff09\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u516d\u7981\u7528\u81ea\u52a8\u88c5\u914d\"><strong>\u516d\u3001\u7981\u7528\u81ea\u52a8\u88c5\u914d<\/strong><\/h5>\n\n\n\n<p>\u5982\u679c\u9700\u8981\u7981\u7528\u67d0\u4e9b\u81ea\u52a8\u914d\u7f6e\u7c7b\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728\u4e3b\u7c7b\u4e0a\u4f7f\u7528\u00a0<code>@SpringBootApplication<\/code>\u7684\u00a0<code>exclude<\/code>\u53c2\u6570\uff1a<code>@SpringBootApplication(exclude = {DispatcherServletAutoConfiguration.class}) public class Application { ... }<\/code><\/li>\n\n\n\n<li>\u5728\u00a0<code>application.properties<\/code>\u4e2d\u914d\u7f6e\uff1a<code>spring.autoconfigure.exclude=org.springframework.boot.autoconfigure.web.servlet.DispatcherServletAutoConfiguration<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u603b\u7ed3\"><strong>\u603b\u7ed3<\/strong><\/h4>\n\n\n\n<p>Spring Boot \u81ea\u52a8\u88c5\u914d\u901a\u8fc7&nbsp;<code>@EnableAutoConfiguration<\/code>\u89e6\u53d1\uff0c\u7ed3\u5408&nbsp;<code>spring.factories<\/code>\u52a0\u8f7d\u81ea\u52a8\u914d\u7f6e\u7c7b\uff0c\u5e76\u901a\u8fc7\u6761\u4ef6\u6ce8\u89e3\u52a8\u6001\u8fc7\u6ee4\u751f\u6548\u7684\u914d\u7f6e\u3002\u5176\u6838\u5fc3\u662f\u201c\u7ea6\u5b9a\u5927\u4e8e\u914d\u7f6e\u201d\uff0c\u901a\u8fc7\u4f9d\u8d56\u548c\u7c7b\u8def\u5f84\u7b49\u4fe1\u606f\u81ea\u52a8\u5b8c\u6210\u7ec4\u4ef6\u521d\u59cb\u5316\uff0c\u6781\u5927\u7b80\u5316\u4e86\u5f00\u53d1\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u81ea\u5b9a\u4e49\u81ea\u52a8\u914d\u7f6e\u7c7b\u6269\u5c55\u8fd9\u4e00\u673a\u5236\uff0c\u5b9e\u73b0\u6846\u67b6\u6216\u4e1a\u52a1\u7ec4\u4ef6\u7684\u65e0\u7f1d\u96c6\u6210\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5e38\u7528linux\u6307\u4ee4\">\u5e38\u7528Linux\u6307\u4ee4<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6587\u4ef6\u76ee\u5f55\u7c7b\">\u6587\u4ef6\u76ee\u5f55\u7c7b<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><code>ls [\u53c2\u6570]<\/code><\/th><th>\u5217\u51fa\u76ee\u5f55\u5185\u5bb9<\/th><th><code>ls -l<\/code>\uff08\u8be6\u7ec6\u5217\u8868\uff09\u3001<code>ls -a<\/code>\uff08\u663e\u793a\u9690\u85cf\u6587\u4ef6\uff09\u3001<code>ls \/opt\/app<\/code>\uff08\u67e5\u770b\u6307\u5b9a\u76ee\u5f55\uff09<\/th><\/tr><\/thead><tbody><tr><td><code>cd [\u8def\u5f84]<\/code><\/td><td>\u5207\u6362\u76ee\u5f55<\/td><td><code>cd \/opt\/app<\/code>\uff08\u7edd\u5bf9\u8def\u5f84\uff09\u3001<code>cd ..\/<\/code>\uff08\u8fd4\u56de\u4e0a\u7ea7\u76ee\u5f55\uff09\u3001<code>cd ~<\/code>\uff08\u56de\u5230\u7528\u6237\u5bb6\u76ee\u5f55\uff09<\/td><\/tr><tr><td><code>mkdir [\u53c2\u6570]<\/code><\/td><td>\u521b\u5efa\u76ee\u5f55<\/td><td><code>mkdir -p \/opt\/app\/logs<\/code>\uff08\u9012\u5f52\u521b\u5efa\u591a\u7ea7\u76ee\u5f55\uff09<\/td><\/tr><tr><td><code>rm [\u53c2\u6570]<\/code><\/td><td>\u5220\u9664\u6587\u4ef6\/\u76ee\u5f55<\/td><td><code>rm -f log.txt<\/code>\uff08\u5f3a\u5236\u5220\u9664\u6587\u4ef6\uff09\u3001<code>rm -r logs\/<\/code>\uff08\u9012\u5f52\u5220\u9664\u76ee\u5f55\uff09<\/td><\/tr><tr><td><code>cp [\u53c2\u6570]<\/code><\/td><td>\u590d\u5236\u6587\u4ef6\/\u76ee\u5f55<\/td><td><code>cp app.jar \/backup\/<\/code>\uff08\u590d\u5236\u6587\u4ef6\uff09\u3001<code>cp -r src\/ target\/<\/code>\uff08\u9012\u5f52\u590d\u5236\u76ee\u5f55\uff09<\/td><\/tr><tr><td><code>mv [\u53c2\u6570]<\/code><\/td><td>\u79fb\u52a8\u6587\u4ef6\/\u76ee\u5f55 \u6216 \u91cd\u547d\u540d<\/td><td><code>mv old.log new.log<\/code>\uff08\u91cd\u547d\u540d\uff09\u3001<code>mv app.jar \/opt\/deploy\/<\/code>\uff08\u79fb\u52a8\u6587\u4ef6\uff09<\/td><\/tr><tr><td><code>touch [\u6587\u4ef6]<\/code><\/td><td>\u521b\u5efa\u7a7a\u6587\u4ef6 \u6216 \u66f4\u65b0\u6587\u4ef6\u65f6\u95f4\u6233<\/td><td><code>touch startup.sh<\/code>\uff08\u521b\u5efa\u811a\u672c\u6587\u4ef6\uff09<\/td><\/tr><tr><td><code>cat [\u6587\u4ef6]<\/code><\/td><td>\u67e5\u770b\u6587\u4ef6\u5168\u91cf\u5185\u5bb9<\/td><td><code>cat application.yml<\/code>\uff08\u67e5\u770b\u914d\u7f6e\u6587\u4ef6\uff09<\/td><\/tr><tr><td><code>grep [\u53c2\u6570]<\/code><\/td><td>\u6587\u672c\u641c\u7d22\uff08\u7ed3\u5408\u7ba1\u9053\u4f7f\u7528\uff09<\/td><td><code>cat log.txt \\| grep \"ERROR\"<\/code>\uff08\u8fc7\u6ee4\u65e5\u5fd7\u4e2d\u7684 ERROR \u884c\uff09\u3001<code>grep -i \"user\" *.log<\/code>\uff08\u5ffd\u7565\u5927\u5c0f\u5199\u641c\u7d22\u5f53\u524d\u76ee\u5f55\u6240\u6709\u65e5\u5fd7\uff09<\/td><\/tr><tr><td><code>find [\u8def\u5f84]<\/code><\/td><td>\u67e5\u627e\u6587\u4ef6\/\u76ee\u5f55<\/td><td><code>find \/opt\/app -name \"*.jar\"<\/code>\uff08\u67e5\u627e\u6240\u6709 jar \u6587\u4ef6\uff09\u3001<code>find . -type f -size +10M<\/code>\uff08\u67e5\u627e\u5927\u4e8e 10MB \u7684\u6587\u4ef6\uff09<\/td><\/tr><tr><td><code>tar [\u53c2\u6570]<\/code><\/td><td>\u6253\u5305\/\u89e3\u538b\u6587\u4ef6<\/td><td><code>tar -zxvf app.tar.gz<\/code>\uff08\u89e3\u538b\uff09\u3001<code>tar -zcvf app.tar.gz .\/app<\/code>\uff08\u6253\u5305\uff09<\/td><\/tr><tr><td><code>chmod [\u53c2\u6570]<\/code><\/td><td>\u4fee\u6539\u6587\u4ef6\/\u76ee\u5f55\u6743\u9650<\/td><td><code>chmod 755 startup.sh<\/code>\uff08\u8d4b\u4e88\u6240\u6709\u8005\u8bfb\u5199\u6267\u884c\uff0c\u5176\u4ed6\u7528\u6237\u8bfb\u6267\u884c\uff09\u3001<code>chmod u+x script.sh<\/code>\uff08\u4ec5\u6240\u6709\u8005\u52a0\u6267\u884c\u6743\u9650\uff09<\/td><\/tr><tr><td><code>chown [\u53c2\u6570]<\/code><\/td><td>\u4fee\u6539\u6587\u4ef6\/\u76ee\u5f55\u6240\u6709\u8005<\/td><td><code>chown user:user app.jar<\/code>\uff08\u5c06\u6587\u4ef6\u6240\u6709\u8005\u6539\u4e3a user \u7528\u6237\u548c\u7ec4\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u8fdb\u7a0b\u4e0e\u670d\u52a1\u7ba1\u7406\">\u8fdb\u7a0b\u4e0e\u670d\u52a1\u7ba1\u7406<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><code>ps [\u53c2\u6570]<\/code><\/th><th>\u67e5\u770b\u8fdb\u7a0b\u72b6\u6001<\/th><th><code>ps -ef \\| grep java<\/code>\uff08\u67e5\u770b\u6240\u6709 Java \u8fdb\u7a0b\uff09\u3001<code>ps -aux \\| grep 8080<\/code>\uff08\u7ed3\u5408 grep \u8fc7\u6ee4\u7aef\u53e3\u76f8\u5173\u8fdb\u7a0b\uff09<\/th><\/tr><\/thead><tbody><tr><td><code>jps<\/code><\/td><td>\u67e5\u770b Java \u8fdb\u7a0b\uff08JDK \u81ea\u5e26\u5de5\u5177\uff09<\/td><td><code>jps -l<\/code>\uff08\u663e\u793a\u8fdb\u7a0b PID \u548c\u4e3b\u7c7b\u5168\u9650\u5b9a\u540d\uff09<\/td><\/tr><tr><td><code>kill [\u53c2\u6570]<\/code><\/td><td>\u7ec8\u6b62\u8fdb\u7a0b<\/td><td><code>kill 1234<\/code>\uff08\u7ec8\u6b62 PID \u4e3a 1234 \u7684\u8fdb\u7a0b\uff09\u3001<code>kill -9 1234<\/code>\uff08\u5f3a\u5236\u7ec8\u6b62\uff09<\/td><\/tr><tr><td><code>top<\/code>\/&nbsp;<code>htop<\/code><\/td><td>\u5b9e\u65f6\u76d1\u63a7\u8fdb\u7a0b\u4e0e\u7cfb\u7edf\u8d44\u6e90<\/td><td>\u76f4\u63a5\u8fd0\u884c\uff0c\u67e5\u770b CPU\u3001\u5185\u5b58\u3001\u8fdb\u7a0b\u5360\u7528\u6392\u540d\uff08<code>htop<\/code>\u9700\u989d\u5916\u5b89\u88c5\uff0c\u754c\u9762\u66f4\u53cb\u597d\uff09<\/td><\/tr><tr><td><code>free [\u53c2\u6570]<\/code><\/td><td>\u67e5\u770b\u5185\u5b58\u4f7f\u7528\u60c5\u51b5<\/td><td><code>free -h<\/code>\uff08\u4ee5\u4eba\u7c7b\u53ef\u8bfb\u683c\u5f0f\u663e\u793a\u5185\u5b58\u603b\u91cf\u3001\u5df2\u7528\u3001\u5269\u4f59\uff09<\/td><\/tr><tr><td><code>df [\u53c2\u6570]<\/code><\/td><td>\u67e5\u770b\u78c1\u76d8\u7a7a\u95f4\u4f7f\u7528\u60c5\u51b5<\/td><td><code>df -h<\/code>\uff08\u663e\u793a\u5404\u5206\u533a\u78c1\u76d8\u5360\u7528\uff09\u3001<code>df -h \/opt<\/code>\uff08\u67e5\u770b\u6307\u5b9a\u76ee\u5f55\u6240\u5728\u5206\u533a\uff09<\/td><\/tr><tr><td><code>du [\u53c2\u6570]<\/code><\/td><td>\u67e5\u770b\u76ee\u5f55\/\u6587\u4ef6\u5927\u5c0f<\/td><td><code>du -sh \/opt\/app<\/code>\uff08\u67e5\u770b app \u76ee\u5f55\u603b\u5927\u5c0f\uff09\u3001<code>du -h --max-depth=1 \/logs<\/code>\uff08\u67e5\u770b logs \u4e0b\u4e00\u7ea7\u76ee\u5f55\u5927\u5c0f\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u65e5\u5fd7\u67e5\u770b\u4e0e\u5206\u6790\">\u65e5\u5fd7\u67e5\u770b\u4e0e\u5206\u6790<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><code>tail [\u53c2\u6570]<\/code><\/th><th>\u67e5\u770b\u6587\u4ef6\u672b\u5c3e\u5185\u5bb9\uff08\u5b9e\u65f6\u76d1\u63a7\uff09<\/th><th><code>tail -n 100 app.log<\/code>\uff08\u67e5\u770b\u6700\u540e 100 \u884c\uff09\u3001<code>tail -f app.log<\/code>\uff08\u5b9e\u65f6\u8ffd\u8e2a\u65b0\u589e\u65e5\u5fd7\uff09<\/th><\/tr><\/thead><tbody><tr><td><code>head [\u53c2\u6570]<\/code><\/td><td>\u67e5\u770b\u6587\u4ef6\u5f00\u5934\u5185\u5bb9<\/td><td><code>head -n 50 app.log<\/code>\uff08\u67e5\u770b\u524d 50 \u884c\uff09<\/td><\/tr><tr><td><code>less [\u6587\u4ef6]<\/code><\/td><td>\u5206\u9875\u67e5\u770b\u5927\u6587\u4ef6\uff08\u652f\u6301\u641c\u7d22\uff09<\/td><td><code>less app.log<\/code>\uff08\u8fdb\u5165\u5206\u9875\u6a21\u5f0f\uff0c\u6309&nbsp;<code>\/<\/code>\u641c\u7d22\u5173\u952e\u5b57\uff0c<code>q<\/code>\u9000\u51fa\uff09<\/td><\/tr><tr><td><code>sed [\u53c2\u6570]<\/code><\/td><td>\u6587\u672c\u66ff\u6362\uff08\u9ad8\u7ea7\u8fc7\u6ee4\uff09<\/td><td><code>sed -n '\/2024-01-01 10:00:\/,\/2024-01-01 11:00:\/p' app.log<\/code>\uff08\u63d0\u53d6\u67d0\u65f6\u95f4\u6bb5\u65e5\u5fd7\uff09<\/td><\/tr><tr><td><code>awk [\u53c2\u6570]<\/code><\/td><td>\u6309\u5217\u5904\u7406\u6587\u672c<\/td><td><code>awk '{print $4}' access.log<\/code>\uff08\u6253\u5370\u65e5\u5fd7\u7b2c 4 \u5217\uff0c\u5982 HTTP \u72b6\u6001\u7801<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7f51\u7edc\u76f8\u5173\u64cd\u4f5c\">\u7f51\u7edc\u76f8\u5173\u64cd\u4f5c<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><code>ping [\u76ee\u6807]<\/code><\/th><th>\u6d4b\u8bd5\u7f51\u7edc\u8fde\u901a\u6027<\/th><th><code>ping www.baidu.com<\/code>\uff08\u68c0\u67e5\u662f\u5426\u80fd\u8bbf\u95ee\u5916\u7f51\uff09<\/th><\/tr><\/thead><tbody><tr><td><code>telnet [\u4e3b\u673a] [\u7aef\u53e3]<\/code><\/td><td>\u6d4b\u8bd5\u7aef\u53e3\u662f\u5426\u5f00\u653e<\/td><td><code>telnet localhost 8080<\/code>\uff08\u68c0\u67e5\u672c\u5730 8080 \u7aef\u53e3\u662f\u5426\u88ab Java \u5e94\u7528\u76d1\u542c\uff09<\/td><\/tr><tr><td><code>nc [\u53c2\u6570]<\/code><\/td><td>\u7f51\u7edc\u5de5\u5177\uff08\u6d4b\u8bd5\u7aef\u53e3\u3001\u4f20\u8f93\u6587\u4ef6\uff09<\/td><td><code>nc -zv localhost 8080<\/code>\uff08\u9a8c\u8bc1\u7aef\u53e3\u662f\u5426\u5f00\u653e\uff09<\/td><\/tr><tr><td><code>ifconfig<\/code>\/&nbsp;<code>ip addr<\/code><\/td><td>\u67e5\u770b\u7f51\u7edc\u63a5\u53e3\u4fe1\u606f<\/td><td><code>ip addr show eth0<\/code>\uff08\u67e5\u770b eth0 \u7f51\u5361\u7684 IP \u5730\u5740\uff09<\/td><\/tr><tr><td><code>netstat [\u53c2\u6570]<\/code><\/td><td>\u67e5\u770b\u7f51\u7edc\u8fde\u63a5\u4e0e\u7aef\u53e3\u76d1\u542c<\/td><td><code>netstat -tlnp \\| grep 8080<\/code>\uff08\u67e5\u770b\u76d1\u542c 8080 \u7aef\u53e3\u7684\u8fdb\u7a0b\uff09<\/td><\/tr><tr><td><code>ss [\u53c2\u6570]<\/code><\/td><td>\u66f4\u9ad8\u6548\u7684\u7f51\u7edc\u8fde\u63a5\u67e5\u770b\uff08\u66ff\u4ee3 netstat\uff09<\/td><td><code>ss -tlnp \\| grep 8080<\/code>\uff08\u540c\u4e0a\uff0c\u6027\u80fd\u66f4\u597d\uff09<\/td><\/tr><tr><td><code>curl [URL]<\/code><\/td><td>\u53d1\u9001 HTTP \u8bf7\u6c42\uff08\u6d4b\u8bd5\u63a5\u53e3\uff09<\/td><td><code>curl http:\/\/localhost:8080\/api\/hello<\/code>\uff08\u68c0\u67e5\u63a5\u53e3\u662f\u5426\u8fd4\u56de\u9884\u671f\u7ed3\u679c\uff09<\/td><\/tr><tr><td><code>wget [URL]<\/code><\/td><td>\u4e0b\u8f7d\u6587\u4ef6<\/td><td><code>wget https:\/\/repo1.maven.org\/maven2\/spring-boot\/spring-boot-starter-web\/3.2.0\/spring-boot-starter-web-3.2.0.jar<\/code>\uff08\u4e0b\u8f7d\u4f9d\u8d56\u5305\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u73af\u5883\u53d8\u91cf\u8bbe\u7f6e\">\u73af\u5883\u53d8\u91cf\u8bbe\u7f6e<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><code>echo [\u53d8\u91cf]<\/code><\/th><th>\u67e5\u770b\u73af\u5883\u53d8\u91cf\u503c<\/th><th><code>echo $JAVA_HOME<\/code>\uff08\u67e5\u770b JDK \u5b89\u88c5\u8def\u5f84\uff09\u3001<code>echo $PATH<\/code>\uff08\u67e5\u770b\u53ef\u6267\u884c\u6587\u4ef6\u641c\u7d22\u8def\u5f84\uff09<\/th><\/tr><\/thead><tbody><tr><td><code>export [\u53d8\u91cf]=[\u503c]<\/code><\/td><td>\u4e34\u65f6\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<\/td><td><code>export JAVA_HOME=\/usr\/lib\/jvm\/java-11-openjdk<\/code>\uff08\u4e34\u65f6\u4fee\u6539 JAVA_HOME\uff09<\/td><\/tr><tr><td><code>source [\u6587\u4ef6]<\/code><\/td><td>\u4f7f\u914d\u7f6e\u6587\u4ef6\u751f\u6548\uff08\u5982 .bashrc\uff09<\/td><td><code>source ~\/.bashrc<\/code>\uff08\u8ba9\u4fee\u6539\u540e\u7684\u73af\u5883\u53d8\u91cf\u7acb\u5373\u751f\u6548\uff09<\/td><\/tr><tr><td><code>vim [\u6587\u4ef6]<\/code><\/td><td>\u7f16\u8f91\u914d\u7f6e\u6587\u4ef6\uff08\u5982 .bashrc\u3001application.yml\uff09<\/td><td><code>vim ~\/.bashrc<\/code>\uff08\u8fdb\u5165 vim \u7f16\u8f91\u5668\uff0c\u6309&nbsp;<code>i<\/code>\u63d2\u5165\u5185\u5bb9\uff0c<code>ESC<\/code>\u540e&nbsp;<code>:wq<\/code>\u4fdd\u5b58\u9000\u51fa\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"jvm\u8c03\u8bd5\u5de5\u5177\">jvm\u8c03\u8bd5\u5de5\u5177<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><code>jstack [PID]<\/code><\/th><th>\u6253\u5370\u7ebf\u7a0b\u6808\uff08\u6392\u67e5\u6b7b\u9501\u3001\u7ebf\u7a0b\u963b\u585e\uff09<\/th><th><code>jstack 1234 &gt; thread_dump.log<\/code>\uff08\u5bfc\u51fa\u7ebf\u7a0b\u6808\u5230\u6587\u4ef6\u5206\u6790\uff09<\/th><\/tr><\/thead><tbody><tr><td><code>jmap [\u53c2\u6570]<\/code><\/td><td>\u751f\u6210\u5806\u8f6c\u50a8\u6587\u4ef6\uff08\u6392\u67e5\u5185\u5b58\u6cc4\u6f0f\uff09<\/td><td><code>jmap -dump:format=b,file=heap.bin 1234<\/code>\uff08\u751f\u6210\u5806\u8f6c\u50a8\u6587\u4ef6\uff09<\/td><\/tr><tr><td><code>jstat [\u53c2\u6570]<\/code><\/td><td>\u76d1\u63a7 JVM \u7edf\u8ba1\u4fe1\u606f\uff08\u5982 GC\uff09<\/td><td><code>jstat -gcutil 1234 1000 5<\/code>\uff08\u6bcf 1000ms \u8f93\u51fa\u4e00\u6b21 GC \u7edf\u8ba1\uff0c\u5171 5 \u6b21\uff09<\/td><\/tr><tr><td><code>jconsole<\/code><\/td><td>\u56fe\u5f62\u5316\u76d1\u63a7 JVM\uff08\u9700\u672c\u5730\u8fde\u63a5\uff09<\/td><td>\u76f4\u63a5\u8fd0\u884c\uff0c\u8fde\u63a5\u5230\u8fdc\u7a0b Java \u8fdb\u7a0b\uff08\u9700\u5f00\u542f JMX \u914d\u7f6e\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u76f4\u63a5\u4f7f\u7528excutorservice\u521b\u5efa\u7ebf\u7a0b\u6c60\u7684\u5f0a\u7aef\">\u76f4\u63a5\u4f7f\u7528ExcutorService\u521b\u5efa\u7ebf\u7a0b\u6c60\u7684\u5f0a\u7aef<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65e0\u754c\u961f\u5217\u5bfc\u81f4OOM<\/th><th><code>LinkedBlockingQueue<\/code>\u9ed8\u8ba4\u65e0\u754c\uff0c\u4efb\u52a1\u5806\u79ef\u8017\u5c3d\u5185\u5b58<\/th><\/tr><\/thead><tbody><tr><td>\u7ebf\u7a0b\u6570\u5931\u63a7<\/td><td><code>newCachedThreadPool<\/code>\u65e0\u9650\u521b\u5efa\u7ebf\u7a0b\uff0c\u8017\u5c3dCPU\/\u5185\u5b58<\/td><\/tr><tr><td>\u9ed8\u8ba4\u62d2\u7edd\u7b56\u7565\u6fc0\u8fdb<\/td><td>\u76f4\u63a5\u629b\u5f02\u5e38\uff0c\u4e2d\u65ad\u4e1a\u52a1\u6d41\u7a0b<\/td><\/tr><tr><td>\u65e0\u6cd5\u5b9a\u5236\u7ebf\u7a0b\u5c5e\u6027<\/td><td>\u7ebf\u7a0b\u540d\u79f0\u3001\u4f18\u5148\u7ea7\u7b49\u65e0\u6cd5\u8bbe\u7f6e\uff0c\u4e0d\u5229\u4e8e\u6392\u67e5\u95ee\u9898<\/td><\/tr><tr><td>\u65e0\u6cd5\u9002\u914d\u4e1a\u52a1\u573a\u666f<\/td><td>\u201c\u4e00\u5200\u5207\u201d\u914d\u7f6e\u65e0\u6cd5\u6ee1\u8db3\u79d2\u6740\u3001\u65e5\u5fd7\u3001\u6279\u91cf\u64cd\u4f5c\u7b49\u4e0d\u540c\u9700\u6c42<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"java\u4e2d\u5b9e\u73b0\u6df1\u62f7\u8d1d\">JAVA\u4e2d\u5b9e\u73b0\u6df1\u62f7\u8d1d<\/h3>\n\n\n\n<p>\u5b9e\u73b0clonable\u63a5\u53e3<\/p>\n\n\n\n<p>\u5b9e\u73b0Serializable\u63a5\u53e3<\/p>\n\n\n\n<p>\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4ec0\u4e48\u573a\u666f\u4e0b\u4f1a\u7528\u5230\u6df1\u62f7\u8d1d\">\u4ec0\u4e48\u573a\u666f\u4e0b\u4f1a\u7528\u5230\u6df1\u62f7\u8d1d<\/h3>\n\n\n\n<p>\u5f53\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\u65f6\uff0c<strong>\u5fc5\u987b\u4f7f\u7528\u6df1\u62f7\u8d1d<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u8c61\u5305\u542b<strong>\u53ef\u53d8\u5f15\u7528\u7c7b\u578b<\/strong>\uff08\u5982\u81ea\u5b9a\u4e49\u5bf9\u8c61\u3001\u96c6\u5408\u3001\u6570\u7ec4\uff09\uff1b<\/li>\n\n\n\n<li>\u9700\u8981<strong>\u72ec\u7acb\u526f\u672c<\/strong>\uff0c\u907f\u514d\u4fee\u6539\u65b0\u5bf9\u8c61\u5f71\u54cd\u539f\u5bf9\u8c61\uff1b<\/li>\n\n\n\n<li>\u573a\u666f\u6d89\u53ca<strong>\u72b6\u6001\u4fdd\u5b58\u3001\u6570\u636e\u9694\u79bb\u3001\u4e8b\u52a1\u56de\u6eda\u3001\u591a\u7ebf\u7a0b\/\u591a\u7528\u6237\u5b89\u5168<\/strong>\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u53cd\u4e4b\uff0c\u82e5\u5bf9\u8c61\u4ec5\u5305\u542b\u4e0d\u53ef\u53d8\u7c7b\u578b\uff08\u5982<code>String<\/code>\u3001<code>Integer<\/code>\u3001\u57fa\u672c\u7c7b\u578b\uff09\uff0c\u6216\u660e\u786e\u5141\u8bb8\u5171\u4eab\u4fee\u6539\uff0c\u5219\u6d45\u62f7\u8d1d\u5373\u53ef\u6ee1\u8db3\u9700\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u91d1\u5c71\u529e\u516c\">\u91d1\u5c71\u529e\u516c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u96ea\u82b1\u7b97\u6cd5\">\u96ea\u82b1\u7b97\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u51fa\u73b0\u7684\u673a\u9047\">\u51fa\u73b0\u7684\u673a\u9047<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u5e93\u81ea\u589e ID<\/strong>\uff1a\u4f9d\u8d56\u4e2d\u5fc3\u5316\u6570\u636e\u5e93\uff0c\u65e0\u6cd5\u6a2a\u5411\u6269\u5c55\uff0c\u4e14\u591a\u5b9e\u4f8b\u90e8\u7f72\u65f6\u6613\u51b2\u7a81\u3002<\/li>\n\n\n\n<li><strong>UUID<\/strong>\uff1a\u751f\u6210\u7684\u65e0\u5e8f\u5b57\u7b26\u4e32\u5b58\u50a8\u6548\u7387\u4f4e\uff0c\u4f5c\u4e3a\u6570\u636e\u5e93\u4e3b\u952e\u65f6\u4f1a\u4e25\u91cd\u5f71\u54cd\u7d22\u5f15\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>Redis \u81ea\u589e<\/strong>\uff1a\u4f9d\u8d56\u5916\u90e8\u5b58\u50a8\uff0c\u589e\u52a0\u7cfb\u7edf\u590d\u6742\u5ea6\u548c\u7f51\u7edc\u5f00\u9500\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u96ea\u82b1\u7b97\u6cd5\u901a\u8fc7<strong>\u672c\u5730\u751f\u6210<\/strong>\u7684\u65b9\u5f0f\uff0c\u907f\u514d\u4e86\u4e0a\u8ff0\u95ee\u9898\uff0c\u540c\u65f6\u4fdd\u8bc1 ID \u7684\u5168\u5c40\u552f\u4e00\u6027\u548c\u6709\u5e8f\u6027<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6838\u5fc3\u7ed3\u6784-2\">\u6838\u5fc3\u7ed3\u6784<\/h4>\n\n\n\n<p>\u96ea\u82b1\u7b97\u6cd5\u751f\u6210\u7684 ID \u662f\u4e00\u4e2a 64 \u4f4d\u7684\u957f\u6574\u578b\uff08long\uff09\uff0c\u901a\u5e38\u5206\u4e3a\u4ee5\u4e0b\u51e0\u90e8\u5206\uff08\u4ee5\u7ecf\u5178\u5b9e\u73b0\u4e3a\u4f8b\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u90e8\u5206<\/th><th>\u4f4d\u6570<\/th><th>\u63cf\u8ff0<\/th><\/tr><\/thead><tbody><tr><td>\u7b26\u53f7\u4f4d<\/td><td>1<\/td><td>\u56fa\u5b9a\u4e3a 0\uff0c\u4fdd\u8bc1 ID \u4e3a\u6b63\u6570\uff08Java \u4e2d long \u6700\u9ad8\u4f4d\u662f\u7b26\u53f7\u4f4d\uff09\u3002<\/td><\/tr><tr><td>\u65f6\u95f4\u6233\uff08ms\uff09<\/td><td>41<\/td><td>\u8bb0\u5f55\u751f\u6210 ID \u7684\u65f6\u95f4\u6233\uff08\u6beb\u79d2\u7ea7\uff09\uff0c\u901a\u5e38\u76f8\u5bf9\u4e8e\u67d0\u4e2a\u8d77\u59cb\u65f6\u95f4\uff08\u5982 2020-01-01\uff09\u3002<\/td><\/tr><tr><td>\u673a\u5668\/\u8282\u70b9 ID<\/td><td>10<\/td><td>\u6807\u8bc6\u751f\u6210 ID \u7684\u8282\u70b9\uff08\u5982\u670d\u52a1\u5668\u3001\u5bb9\u5668\uff09\uff0c\u652f\u6301\u6700\u591a 210=1024\u4e2a\u8282\u70b9\u3002<\/td><\/tr><tr><td>\u5e8f\u5217\u53f7<\/td><td>12<\/td><td>\u540c\u4e00\u8282\u70b9\u3001\u540c\u4e00\u6beb\u79d2\u5185\u7684\u81ea\u589e\u5e8f\u53f7\uff0c\u652f\u6301\u6bcf\u6beb\u79d2\u6700\u591a 212=4096\u4e2a ID\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u603b\u957f\u5ea6<\/strong>\uff1a1 + 41 + 10 + 12 = 64 \u4f4d\uff08\u521a\u597d\u662f Java \u7684 long \u7c7b\u578b\u957f\u5ea6\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5173\u952e\u8bbe\u8ba1\u7ec6\u8282\">\u5173\u952e\u8bbe\u8ba1\u7ec6\u8282<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u65f6\u95f4\u623341-\u4f4d\">\u65f6\u95f4\u6233\uff0841 \u4f4d\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u4fdd\u8bc1 ID \u968f\u65f6\u95f4\u9012\u589e\uff0c\u907f\u514d\u91cd\u590d\uff08\u5373\u4f7f\u673a\u5668 ID \u548c\u5e8f\u5217\u53f7\u91cd\u7f6e\uff0c\u65f6\u95f4\u6233\u4e5f\u4f1a\u9012\u589e\uff09\u3002<\/li>\n\n\n\n<li><strong>\u8d77\u59cb\u65f6\u95f4<\/strong>\uff1a\u901a\u5e38\u9009\u62e9\u4e00\u4e2a\u4e1a\u52a1\u76f8\u5173\u7684\u8d77\u59cb\u65f6\u95f4\uff08\u5982\u7cfb\u7edf\u4e0a\u7ebf\u65f6\u95f4\uff09\uff0c\u4f8b\u5982 Twitter \u4f7f\u7528\u00a0<code>2010-11-04 09:42:54 UTC<\/code>\u300241 \u4f4d\u65f6\u95f4\u6233\u7684\u6700\u5927\u503c\u4e3a 241\u22121\u6beb\u79d2 \u2248 69 \u5e74\uff08\u4ece\u8d77\u59cb\u65f6\u95f4\u8d77\u7b97\uff09\uff0c\u8db3\u591f\u652f\u6491\u5927\u591a\u6570\u7cfb\u7edf\u7684\u751f\u547d\u5468\u671f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u673a\u5668\u8282\u70b9-id10-\u4f4d\">\u673a\u5668\/\u8282\u70b9 ID\uff0810 \u4f4d\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u533a\u5206\u4e0d\u540c\u8282\u70b9\uff0c\u907f\u514d\u4e0d\u540c\u673a\u5668\u751f\u6210\u76f8\u540c ID\u3002<\/li>\n\n\n\n<li><strong>\u5206\u914d\u65b9\u5f0f<\/strong>\uff1a\u9759\u6001\u914d\u7f6e\uff1a\u624b\u52a8\u4e3a\u6bcf\u4e2a\u8282\u70b9\u5206\u914d\u552f\u4e00 ID\uff08\u5982\u901a\u8fc7\u914d\u7f6e\u6587\u4ef6\u3001\u73af\u5883\u53d8\u91cf\uff09\u3002\u52a8\u6001\u5206\u914d\uff1a\u901a\u8fc7 ZooKeeper\u3001Etcd \u6216\u6570\u636e\u5e93\u96c6\u4e2d\u7ba1\u7406\uff0c\u8282\u70b9\u542f\u52a8\u65f6\u7533\u8bf7\u5e76\u6ce8\u518c ID\uff08\u9700\u5904\u7406\u8282\u70b9\u5b95\u673a\u540e\u7684 ID \u56de\u6536\uff09\u3002\u7b80\u5316\u65b9\u6848\uff1a\u82e5\u8282\u70b9\u6570\u8f83\u5c11\uff08\u5982 &lt; 1024\uff09\uff0c\u53ef\u76f4\u63a5\u7528\u673a\u5668 IP \u7684\u540e\u51e0\u4f4d\u6216\u54c8\u5e0c\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5e8f\u5217\u53f712-\u4f4d\">\u5e8f\u5217\u53f7\uff0812 \u4f4d\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u540c\u4e00\u8282\u70b9\u3001\u540c\u4e00\u6beb\u79d2\u5185\uff0c\u901a\u8fc7\u81ea\u589e\u5e8f\u5217\u53f7\u907f\u514d ID \u91cd\u590d\u3002<\/li>\n\n\n\n<li><strong>\u89c4\u5219<\/strong>\uff1a\u6bcf\u6beb\u79d2\u5f00\u59cb\u65f6\uff0c\u5e8f\u5217\u53f7\u91cd\u7f6e\u4e3a 0\uff1b\u540c\u4e00\u6beb\u79d2\u5185\u6bcf\u751f\u6210\u4e00\u4e2a ID\uff0c\u5e8f\u5217\u53f7\u52a0 1\uff08\u6700\u5927\u5230 4095\uff09\u3002\u82e5\u8d85\u8fc7 4095\uff0c\u5219\u7b49\u5f85\u4e0b\u4e00\u6beb\u79d2\u518d\u751f\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7f13\u5b58io\u548c\u76f4\u63a5io\">\u7f13\u5b58IO\u548c\u76f4\u63a5IO<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7ef4\u5ea6<\/strong><\/th><th><strong>\u7f13\u5b58 IO<\/strong><\/th><th><strong>\u76f4\u63a5 IO<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u6570\u636e\u8def\u5f84<\/strong><\/td><td>\u5e94\u7528 \u2192 \u5185\u6838\u9875\u7f13\u5b58 \u2192 \u78c1\u76d8<\/td><td>\u5e94\u7528 \u2194 \u78c1\u76d8\uff08\u7ed5\u8fc7\u5185\u6838\u7f13\u5b58\uff09<\/td><\/tr><tr><td><strong>\u7f13\u5b58\u5229\u7528<\/strong><\/td><td>\u5229\u7528\u9884\u8bfb\u3001\u540e\u5199\u7b49\u7f13\u5b58\u4f18\u5316<\/td><td>\u4e0d\u4f7f\u7528\u5185\u6838\u7f13\u5b58<\/td><\/tr><tr><td><strong>\u6570\u636e\u4e00\u81f4\u6027<\/strong><\/td><td>\u53ef\u80fd\u5b58\u5728\u7f13\u5b58\u5ef6\u8fdf\uff08\u9700&nbsp;<code>fsync()<\/code>\u540c\u6b65\uff09<\/td><td>\u6570\u636e\u76f4\u63a5\u843d\u76d8\uff08\u6216\u5e94\u7528\u63a7\u5236\u5237\u76d8\u65f6\u673a\uff09<\/td><\/tr><tr><td><strong>\u5185\u5b58\u5f00\u9500<\/strong><\/td><td>\u5360\u7528\u7cfb\u7edf\u9875\u7f13\u5b58<\/td><td>\u4e0d\u5360\u7528\u7cfb\u7edf\u7f13\u5b58<\/td><\/tr><tr><td><strong>\u9002\u7528 I\/O \u7c7b\u578b<\/strong><\/td><td>\u5c0f\u968f\u673a\u8bfb\u3001\u591a\u6b21\u8bbf\u95ee\u76f8\u540c\u6570\u636e<\/td><td>\u5927\u6587\u4ef6\u987a\u5e8f\u8bfb\u5199\u3001\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u7684\u573a\u666f<\/td><\/tr><tr><td><strong>\u7f16\u7a0b\u590d\u6742\u5ea6<\/strong><\/td><td>\u7b80\u5355\uff08\u9ed8\u8ba4\u884c\u4e3a\uff09<\/td><td>\u9700\u5904\u7406\u5185\u5b58\u5bf9\u9f50\u3001\u663e\u5f0f\u5237\u76d8\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u600e\u4e48\u51cf\u5c0fdockerfile\u7684\u5927\u5c0f\">\u600e\u4e48\u51cf\u5c0fdockerfile\u7684\u5927\u5c0f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9009\u62e9\u6781\u7b80\u57fa\u7840\u955c\u50cf\uff0c\u4f18\u5148\u9009\u62e9\u8f7b\u91cf\u7ea7\u7684<\/li>\n\n\n\n<li>\u5408\u5e76RUN\u6307\u4ee4\u5e76\u6e05\u7406\u7f13\u5b58\uff0cDocker \u955c\u50cf\u7684\u6bcf\u4e00\u5c42\u90fd\u4f1a\u4fdd\u7559\u6587\u4ef6\u53d8\u66f4\uff0c\u82e5\u5728\u591a\u4e2a\u00a0<code>RUN<\/code>\u4e2d\u5b89\u88c5\u5305\u5e76\u6e05\u7406\u7f13\u5b58\uff0c\u7f13\u5b58\u4f1a\u88ab\u4fdd\u7559\u5728\u4e2d\u95f4\u5c42\u3002<strong>\u5fc5\u987b\u5728\u540c\u4e00\u5c42\u5185\u5b8c\u6210\u5b89\u88c5\u548c\u6e05\u7406<\/strong>\uff0c\u907f\u514d\u5197\u4f59\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u6e05\u7406\u5176\u4ed6\u4e34\u65f6\u6587\u4ef6\uff0c\u6bd4\u5982\u7f16\u8bd1\u5de5\u5177<\/li>\n\n\n\n<li>\u591a\u9636\u6bb5\u6784\u5efa\uff0c\u5728\u6784\u5efa\u9636\u6bb5\u4f7f\u7528\u5927\u4f53\u79ef\u955c\u50cf\u5b8c\u6210\u7f16\u8bd1\uff0c\u6700\u7ec8\u9636\u6bb5\u4ece\u6784\u5efa\u9636\u6bb5\u590d\u5236\u7f16\u8bd1\u540e\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u5230\u6781\u7b80\u955c\u50cf<\/li>\n\n\n\n<li>\u79fb\u9664\u5197\u4f59\u6587\u4ef6\uff0c\u53ea\u4fdd\u7559\u5fc5\u8981\u7684\u8fd0\u884c\u73af\u5883<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5982\u4f55\u6392\u67e5cpu\u98d9\u9ad8\u7684\u95ee\u9898\">\u5982\u4f55\u6392\u67e5CPU\u98d9\u9ad8\u7684\u95ee\u9898<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u786e\u8ba4\u57fa\u672c\u4fe1\u606f\">\u786e\u8ba4\u57fa\u672c\u4fe1\u606f<\/h4>\n\n\n\n<p>\u901a\u8fc7\u76d1\u63a7\u7cfb\u7edf\uff08\u5982 Prometheus+Grafana\u3001Zabbix\uff09\u67e5\u770b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u662f\u5355\u53f0\u670d\u52a1\u5668\u8fd8\u662f\u591a\u53f0\u96c6\u7fa4\u540c\u65f6\u51fa\u73b0\uff1f<\/li>\n\n\n\n<li>CPU \u662f\u6301\u7eed\u9ad8\uff08\u5982 80%+ \u8d85\u8fc7 10 \u5206\u949f\uff09\u8fd8\u662f\u5076\u53d1\u5cf0\u503c\uff1f<\/li>\n\n\n\n<li>\u7528\u6237\u6001\uff08User\uff09\u3001\u5185\u6838\u6001\uff08Sys\uff09\u3001\u7b49\u5f85 I\/O\uff08Wait\uff09\u5360\u6bd4\u5982\u4f55\uff1f\uff08<code>top<\/code>\u547d\u4ee4\u8f93\u51fa\u7684\u00a0<code>%Cpu(s)<\/code>\u884c\uff1a<code>us<\/code>\u7528\u6237\u6001\uff0c<code>sy<\/code>\u5185\u6838\u6001\uff0c<code>wa<\/code>I\/O \u7b49\u5f85\uff09<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5b9a\u4f4d\u9ad8cpu\u8fdb\u7a0b\">\u5b9a\u4f4d\u9ad8CPU\u8fdb\u7a0b<\/h4>\n\n\n\n<p>\u4f7f\u7528&nbsp;<code>top<\/code>\u6216&nbsp;<code>htop<\/code>\u5feb\u901f\u5b9a\u4f4d\u6d88\u8017 CPU \u6700\u591a\u7684\u8fdb\u7a0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>top -c  # \u663e\u793a\u5b8c\u6574\u547d\u4ee4\uff0c\u6309 P \u6309 CPU \u6392\u5e8f\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c2\u5bdf\u00a0<code>%CPU<\/code>\u5217\uff0c\u627e\u5230\u5360\u7528\u6700\u9ad8\u7684\u8fdb\u7a0b PID\uff08\u5982 PID=1234\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5b9a\u4f4d\u8fdb\u7a0b\u5185\u7684\u9ad8cpu\u7ebf\u7a0b\">\u5b9a\u4f4d\u8fdb\u7a0b\u5185\u7684\u9ad8CPU\u7ebf\u7a0b<\/h4>\n\n\n\n<p>\u8fdb\u7a0b\u662f\u7ebf\u7a0b\u7684\u5bb9\u5668\uff0c\u9700\u8fdb\u4e00\u6b65\u5b9a\u4f4d\u8fdb\u7a0b\u5185\u5177\u4f53\u54ea\u4e2a\u7ebf\u7a0b\u5728\u6d88\u8017 CPU\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u67e5\u770b\u8fdb\u7a0b\u7684\u7ebf\u7a0b-cpu-\u4f7f\u7528\u60c5\u51b5\"><strong>\u67e5\u770b\u8fdb\u7a0b\u7684\u7ebf\u7a0b CPU \u4f7f\u7528\u60c5\u51b5<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># \u65b9\u6cd5 1\uff1atop \u67e5\u770b\u7ebf\u7a0b\uff08-H \u8868\u793a\u7ebf\u7a0b\u6a21\u5f0f\uff09\ntop -Hp 1234  # 1234 \u662f\u8fdb\u7a0b PID\uff0c\u6309 P \u6309\u7ebf\u7a0b CPU \u6392\u5e8f\n\n# \u65b9\u6cd5 2\uff1aps \u8f93\u51fa\u7ebf\u7a0b\u4fe1\u606f\uff08-L \u663e\u793a\u7ebf\u7a0b\uff09\nps -Lfp 1234  # \u663e\u793a\u8fdb\u7a0b 1234 \u7684\u6240\u6709\u7ebf\u7a0b\uff0c%CPU \u5217\u4e3a\u7ebf\u7a0b CPU \u5360\u6bd4\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bb0\u5f55\u9ad8 CPU \u7ebf\u7a0b\u7684 TID\uff08\u7ebf\u7a0b ID\uff0c\u5341\u8fdb\u5236\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6293\u53d6\u7ebf\u7a0b\u6808\">\u6293\u53d6\u7ebf\u7a0b\u6808<\/h4>\n\n\n\n<p><strong>\u7528 jstack \u6293\u53d6\u7ebf\u7a0b\u6808<\/strong><\/p>\n\n\n\n<p>\u5c06\u7ebf\u7a0b TID \u8f6c\u6362\u4e3a\u5341\u516d\u8fdb\u5236\uff08Java \u6808\u4e2d\u7684\u7ebf\u7a0b ID \u662f\u5341\u516d\u8fdb\u5236\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>printf \"%x\n\" 1234  # \u8f93\u51fa\u5982 4d2\uff08\u5341\u8fdb\u5236 1234 \u2192 \u5341\u516d\u8fdb\u5236 4d2\uff09\n<\/code><\/pre>\n\n\n\n<p>\u6293\u53d6\u7ebf\u7a0b\u6808\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>jstack 1234 &gt; jstack.log\n<\/code><\/pre>\n\n\n\n<p>\u5728&nbsp;<code>jstack.log<\/code>\u4e2d\u641c\u7d22\u5341\u516d\u8fdb\u5236 TID\uff08\u5982&nbsp;<code>nid=0x4d2<\/code>\uff09\uff0c\u67e5\u770b\u7ebf\u7a0b\u72b6\u6001\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>RUNNABLE<\/code>\uff1a\u6b63\u5728\u6267\u884c Java \u4ee3\u7801\uff08\u53ef\u80fd\u662f\u6b7b\u5faa\u73af\u6216\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\uff09\u3002<\/li>\n\n\n\n<li><code>BLOCKED<\/code>\uff1a\u7b49\u5f85\u9501\uff08\u53ef\u80fd\u9501\u7ade\u4e89\u6fc0\u70c8\uff09\u3002<\/li>\n\n\n\n<li><code>TIMED_WAITING<\/code>\uff1a\u7b49\u5f85\u00a0<code>sleep<\/code>\u6216\u00a0<code>wait<\/code>\uff08\u901a\u5e38\u4e0d\u6d88\u8017 CPU\uff0c\u9664\u975e\u88ab\u9519\u8bef\u5524\u9192\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7ed3\u5408 GC \u65e5\u5fd7\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u82e5\u7ebf\u7a0b\u6808\u663e\u793a&nbsp;<code>GC task thread<\/code>\u9ad8 CPU\uff0c\u53ef\u80fd\u662f\u9891\u7e41 Full GC\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u67e5\u770b GC \u65e5\u5fd7\uff08\u9700\u5e94\u7528\u5f00\u542f -Xlog:gc*\uff09\ntail -f \/path\/to\/gc.log | grep \"Full GC\"\n<\/code><\/pre>\n\n\n\n<p>\u9891\u7e41 Full GC \u53ef\u80fd\u56e0\u5185\u5b58\u6cc4\u6f0f\u6216\u5806\u5185\u5b58\u8fc7\u5c0f\u5bfc\u81f4\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5176\u4ed6\u4e00\u4e9b\u4f1a\u5f15\u8d77cpu\u98d9\u9ad8\u7684\u56e0\u7d20\">\u5176\u4ed6\u4e00\u4e9b\u4f1a\u5f15\u8d77CPU\u98d9\u9ad8\u7684\u56e0\u7d20<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee3\u7801\u95ee\u9898\uff1a\u6b7b\u5faa\u73af\u3001\u4f4e\u6548\u7b97\u6cd5\u3001\u9891\u7e41\u5bf9\u8c61\u521b\u5efa\uff08Java GC \u538b\u529b\uff09\u3002<\/li>\n\n\n\n<li>\u8d44\u6e90\u7ade\u4e89\uff1a\u9501\u4e89\u7528\u3001\u7ebf\u7a0b\u6c60\u914d\u7f6e\u4e0d\u5408\u7406\uff08\u7ebf\u7a0b\u6570\u8fc7\u591a\uff09\u3002<\/li>\n\n\n\n<li>\u5916\u90e8\u56e0\u7d20\uff1a\u6d41\u91cf\u6fc0\u589e\u3001\u6076\u610f\u8bf7\u6c42\u3001\u4f9d\u8d56\u670d\u52a1\u5ef6\u8fdf\u5bfc\u81f4\u91cd\u8bd5\u3002<\/li>\n\n\n\n<li>\u7cfb\u7edf\u95ee\u9898\uff1a\u4e2d\u65ad\u8fc7\u591a\u3001\u4e0a\u4e0b\u6587\u5207\u6362\u9891\u7e41\u3001\u5185\u6838\u53c2\u6570\u914d\u7f6e\u4e0d\u5f53\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"b+\u6811\u7d22\u5f15\u8be6\u89e3\">B+\u6811\u7d22\u5f15\u8be6\u89e3<\/h3>\n\n\n\n<p>\u5728\u6570\u636e\u5e93\u4e2d\uff0c<strong>\u805a\u7c07\u7d22\u5f15\uff08Clustered Index\uff09<\/strong>\u548c<strong>\u8054\u5408\u7d22\u5f15\uff08Composite Index\uff09<\/strong>\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e<strong>\u7d22\u5f15\u7ed3\u6784\u4e0e\u6570\u636e\u5b58\u50a8\u7684\u5173\u7cfb<\/strong>\u3002\u5b83\u4eec\u7684\u5b58\u5728\u4f1a\u76f4\u63a5\u5f71\u54cd\u67e5\u8be2\u8bed\u53e5\u7684\u6267\u884c\u8def\u5f84\u3001\u6570\u636e\u5b9a\u4f4d\u6548\u7387\u4ee5\u53ca\u662f\u5426\u9700\u8981\u989d\u5916\u7684\u201c\u56de\u8868\u201d\u64cd\u4f5c\u3002\u4ee5\u4e0b\u4ece\u7d22\u5f15\u7279\u6027\u3001\u67e5\u8be2\u6267\u884c\u8fc7\u7a0b\u3001\u5173\u952e\u5dee\u5f02\u4e09\u4e2a\u7ef4\u5ea6\u5c55\u5f00\u5206\u6790\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e00\u524d\u7f6e\u77e5\u8bc6\u805a\u7c07\u7d22\u5f15-vs-\u8054\u5408\u7d22\u5f15\u7684\u672c\u8d28\u533a\u522b\"><strong>\u4e00\u3001\u524d\u7f6e\u77e5\u8bc6\uff1a\u805a\u7c07\u7d22\u5f15 vs \u8054\u5408\u7d22\u5f15\u7684\u672c\u8d28\u533a\u522b<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7279\u6027<\/strong><\/th><th><strong>\u805a\u7c07\u7d22\u5f15<\/strong><\/th><th><strong>\u8054\u5408\u7d22\u5f15<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u5b9a\u4e49<\/strong><\/td><td>\u6570\u636e\u884c\u7684\u7269\u7406\u5b58\u50a8\u987a\u5e8f\u4e0e\u7d22\u5f15\u952e\u987a\u5e8f\u5b8c\u5168\u4e00\u81f4\uff08\u7d22\u5f15\u5373\u6570\u636e\uff09\u3002<\/td><td>\u7531\u591a\u4e2a\u5217\u7ec4\u5408\u800c\u6210\u7684\u7d22\u5f15\uff08\u975e\u805a\u7c07\u7d22\u5f15\u6216\u805a\u7c07\u7d22\u5f15\u7684\u4e00\u79cd\u5f62\u5f0f\uff09\u3002<\/td><\/tr><tr><td><strong>\u6570\u91cf\u9650\u5236<\/strong><\/td><td>\u4e00\u5f20\u8868<strong>\u4ec5\u6709\u4e00\u4e2a<\/strong>\u805a\u7c07\u7d22\u5f15\uff08\u901a\u5e38\u662f\u4e3b\u952e\uff09\u3002<\/td><td>\u4e00\u5f20\u8868<strong>\u53ef\u521b\u5efa\u591a\u4e2a<\/strong>\u8054\u5408\u7d22\u5f15\uff08\u57fa\u4e8e\u4e0d\u540c\u5217\u7ec4\u5408\uff09\u3002<\/td><\/tr><tr><td><strong>\u53f6\u5b50\u8282\u70b9\u5185\u5bb9<\/strong><\/td><td>\u5b58\u50a8\u5b8c\u6574\u7684<strong>\u6570\u636e\u884c<\/strong>\uff08\u5982 InnoDB \u7684\u4e3b\u952e\u7d22\u5f15\uff0c\u53f6\u5b50\u8282\u70b9\u5373\u6570\u636e\u9875\uff09\u3002<\/td><td>\u82e5\u4e3a\u975e\u805a\u7c07\u7d22\u5f15\uff08\u5982 MySQL \u7684\u4e8c\u7ea7\u7d22\u5f15\uff09\uff0c\u53f6\u5b50\u8282\u70b9\u5b58\u50a8<strong>\u805a\u7c07\u7d22\u5f15\u952e<\/strong>\uff08\u5982\u4e3b\u952e\u503c\uff09\uff1b \u82e5\u4e3a\u805a\u7c07\u7d22\u5f15\uff08\u5982\u590d\u5408\u4e3b\u952e\uff09\uff0c\u53f6\u5b50\u8282\u70b9\u5b58\u50a8\u6570\u636e\u884c\u3002<\/td><\/tr><tr><td><strong>\u6392\u5e8f\u4f9d\u636e<\/strong><\/td><td>\u6309\u5355\u4e2a\u7d22\u5f15\u952e\u7684\u987a\u5e8f\u7269\u7406\u6392\u5e8f\uff08\u5982\u4e3b\u952e id \u4ece\u5c0f\u5230\u5927\uff09\u3002<\/td><td>\u6309\u591a\u4e2a\u5217\u7684\u987a\u5e8f\u5206\u5c42\u6392\u5e8f\uff08\u5982 (a, b) \u7d22\u5f15\u5148\u6309 a \u6392\u5e8f\uff0ca \u76f8\u540c\u518d\u6309 b \u6392\u5e8f\uff09\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e8c\u67e5\u8be2\u6267\u884c\u8fc7\u7a0b\u7684\u5177\u4f53\u5dee\u5f02\"><strong>\u4e8c\u3001\u67e5\u8be2\u6267\u884c\u8fc7\u7a0b\u7684\u5177\u4f53\u5dee\u5f02<\/strong><\/h4>\n\n\n\n<p>\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u5f20\u8ba2\u5355\u8868&nbsp;<code>orders<\/code>\uff0c\u5305\u542b\u5b57\u6bb5&nbsp;<code>id\uff08\u4e3b\u952e\uff0c\u805a\u7c07\u7d22\u5f15\uff09<\/code>\u3001<code>user_id<\/code>\u3001<code>order_time<\/code>\u3001<code>amount<\/code>\u3002<\/p>\n\n\n\n<p>\u8868\u7ed3\u6784\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>CREATE TABLE orders (\n    id INT PRIMARY KEY,          -- \u805a\u7c07\u7d22\u5f15\uff08\u6570\u636e\u6309 id \u7269\u7406\u6392\u5e8f\uff09\n    user_id INT,\n    order_time DATETIME,\n    amount DECIMAL(10,2),\n    INDEX idx_user_order (user_id, order_time)  -- \u8054\u5408\u7d22\u5f15\uff08user_id + order_time\uff09\n);\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f-1\u67e5\u8be2\u4f7f\u7528\u805a\u7c07\u7d22\u5f15\u5982\u4e3b\u952e\u67e5\u8be2\"><strong>\u573a\u666f 1\uff1a\u67e5\u8be2\u4f7f\u7528\u805a\u7c07\u7d22\u5f15\uff08\u5982\u4e3b\u952e\u67e5\u8be2\uff09<\/strong><\/h5>\n\n\n\n<p><strong>\u67e5\u8be2\u8bed\u53e5<\/strong>\uff1a<code>SELECT * FROM orders WHERE id = 100;<\/code><\/p>\n\n\n\n<p><strong>\u6267\u884c\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7d22\u5f15\u67e5\u627e<\/strong>\uff1a\u7531\u4e8e\u00a0<code>id<\/code>\u662f\u805a\u7c07\u7d22\u5f15\uff0c\u6570\u636e\u5e93\u76f4\u63a5\u901a\u8fc7\u805a\u7c07\u7d22\u5f15\u6811\u5b9a\u4f4d\u5230\u00a0<code>id=100<\/code>\u7684\u53f6\u5b50\u8282\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u83b7\u53d6\u6570\u636e<\/strong>\uff1a\u805a\u7c07\u7d22\u5f15\u7684\u53f6\u5b50\u8282\u70b9\u76f4\u63a5\u5b58\u50a8\u5b8c\u6574\u6570\u636e\u884c\uff0c\u56e0\u6b64\u65e0\u9700\u989d\u5916\u64cd\u4f5c\uff0c\u76f4\u63a5\u8fd4\u56de\u8be5\u884c\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u5173\u952e\u7279\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ec5\u9700\u4e00\u6b21\u7d22\u5f15\u67e5\u627e\uff0c\u65e0\u56de\u8868\uff08\u6570\u636e\u4e0e\u7d22\u5f15\u4e00\u4f53\uff09\u3002<\/li>\n\n\n\n<li>\u6267\u884c\u6548\u7387\u6781\u9ad8\uff08O(log n) \u65f6\u95f4\u590d\u6742\u5ea6\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f-2\u67e5\u8be2\u4f7f\u7528\u8054\u5408\u7d22\u5f15\u975e\u805a\u7c07\u7d22\u5f15\"><strong>\u573a\u666f 2\uff1a\u67e5\u8be2\u4f7f\u7528\u8054\u5408\u7d22\u5f15\uff08\u975e\u805a\u7c07\u7d22\u5f15\uff09<\/strong><\/h5>\n\n\n\n<p><strong>\u67e5\u8be2\u8bed\u53e5<\/strong>\uff1a<code>SELECT * FROM orders WHERE user_id = 5 AND order_time &gt; '2023-01-01';<\/code><\/p>\n\n\n\n<p><strong>\u6267\u884c\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8054\u5408\u7d22\u5f15\u67e5\u627e<\/strong>\uff1a\u8054\u5408\u7d22\u5f15\u00a0<code>idx_user_order<\/code>\u6309\u00a0<code>(user_id, order_time)<\/code>\u5206\u5c42\u6392\u5e8f\uff0c\u6570\u636e\u5e93\u901a\u8fc7\u7d22\u5f15\u6811\u5feb\u901f\u5b9a\u4f4d\u5230\u00a0<code>user_id=5<\/code>\u4e14\u00a0<code>order_time > '2023-01-01'<\/code>\u7684\u6240\u6709\u7d22\u5f15\u6761\u76ee\u3002\u6bcf\u4e2a\u7d22\u5f15\u6761\u76ee\u5b58\u50a8\u7684\u662f\u00a0<code>(user_id, order_time, id)<\/code>\uff08\u8054\u5408\u7d22\u5f15\u5217 + \u805a\u7c07\u7d22\u5f15\u952e\u00a0<code>id<\/code>\uff09\u3002<\/li>\n\n\n\n<li><strong>\u56de\u8868\u67e5\u8be2\uff08Bookmark Lookup\uff09<\/strong>\uff1a\u7531\u4e8e\u8054\u5408\u7d22\u5f15\u662f\u975e\u805a\u7c07\u7d22\u5f15\uff0c\u53f6\u5b50\u8282\u70b9\u4e0d\u5b58\u50a8\u5b8c\u6574\u6570\u636e\u884c\uff0c\u4ec5\u5b58\u50a8\u805a\u7c07\u7d22\u5f15\u952e\u00a0<code>id<\/code>\u3002\u6570\u636e\u5e93\u9700\u8981\u6839\u636e\u6bcf\u4e2a\u00a0<code>id<\/code>\u503c\uff0c\u56de\u5230\u805a\u7c07\u7d22\u5f15\u6811\u4e2d\u67e5\u627e\u5bf9\u5e94\u7684\u6570\u636e\u884c\uff08\u5373\u901a\u8fc7\u00a0<code>id<\/code>\u518d\u6b21\u5b9a\u4f4d\u5230\u805a\u7c07\u7d22\u5f15\u7684\u53f6\u5b50\u8282\u70b9\uff09\u3002<\/li>\n\n\n\n<li><strong>\u8fd4\u56de\u7ed3\u679c<\/strong>\uff1a\u5c06\u6240\u6709\u6570\u636e\u884c\u6c47\u603b\u540e\u8fd4\u56de\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u5173\u952e\u7279\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9700\u4e24\u6b21\u7d22\u5f15\u67e5\u627e\uff08\u8054\u5408\u7d22\u5f15 \u2192 \u805a\u7c07\u7d22\u5f15\uff09\uff0c\u5b58\u5728\u56de\u8868\u5f00\u9500\u3002<\/li>\n\n\n\n<li>\u82e5\u67e5\u8be2\u4ec5\u9700\u8054\u5408\u7d22\u5f15\u4e2d\u7684\u5217\uff08\u5982\u00a0<code>SELECT user_id, order_time<\/code>\uff09\uff0c\u5219\u65e0\u9700\u56de\u8868\uff08\u8986\u76d6\u7d22\u5f15\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f-3\u67e5\u8be2\u4f7f\u7528\u8054\u5408\u7d22\u5f15\u4f5c\u4e3a\u8986\u76d6\u7d22\u5f15\"><strong>\u573a\u666f 3\uff1a\u67e5\u8be2\u4f7f\u7528\u8054\u5408\u7d22\u5f15\u4f5c\u4e3a\u8986\u76d6\u7d22\u5f15<\/strong><\/h5>\n\n\n\n<p><strong>\u67e5\u8be2\u8bed\u53e5<\/strong>\uff1a<code>SELECT user_id, order_time FROM orders WHERE user_id = 5;<\/code><\/p>\n\n\n\n<p><strong>\u6267\u884c\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8054\u5408\u7d22\u5f15\u67e5\u627e<\/strong>\uff1a\u901a\u8fc7\u00a0<code>idx_user_order<\/code>\u7d22\u5f15\u6811\u5b9a\u4f4d\u5230\u00a0<code>user_id=5<\/code>\u7684\u6240\u6709\u7d22\u5f15\u6761\u76ee\u3002<\/li>\n\n\n\n<li><strong>\u76f4\u63a5\u8fd4\u56de\u6570\u636e<\/strong>\uff1a\u7d22\u5f15\u6761\u76ee\u5df2\u5305\u542b\u00a0<code>user_id<\/code>\u548c\u00a0<code>order_time<\/code>\uff08\u8986\u76d6\u7d22\u5f15\uff09\uff0c\u65e0\u9700\u56de\u8868\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u5173\u952e\u7279\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ec5\u9700\u4e00\u6b21\u7d22\u5f15\u67e5\u627e\uff0c\u65e0\u56de\u8868\uff0c\u6548\u7387\u63a5\u8fd1\u805a\u7c07\u7d22\u5f15\u67e5\u8be2\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e09\u6838\u5fc3\u5dee\u5f02\u603b\u7ed3\"><strong>\u4e09\u3001\u6838\u5fc3\u5dee\u5f02\u603b\u7ed3<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7ef4\u5ea6<\/strong><\/th><th><strong>\u4f7f\u7528\u805a\u7c07\u7d22\u5f15\u7684\u67e5\u8be2<\/strong><\/th><th><strong>\u4f7f\u7528\u8054\u5408\u7d22\u5f15\u7684\u67e5\u8be2<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u7d22\u5f15\u4e0e\u6570\u636e\u7684\u5173\u7cfb<\/strong><\/td><td>\u7d22\u5f15\u5373\u6570\u636e\uff08\u53f6\u5b50\u8282\u70b9\u5b58\u50a8\u5b8c\u6574\u6570\u636e\u884c\uff09\u3002<\/td><td>\u975e\u805a\u7c07\u7d22\u5f15\u65f6\uff0c\u53f6\u5b50\u8282\u70b9\u5b58\u50a8\u805a\u7c07\u7d22\u5f15\u952e\uff08\u9700\u56de\u8868\uff09\uff1b \u82e5\u4e3a\u8986\u76d6\u7d22\u5f15\uff0c\u65e0\u9700\u56de\u8868\u3002<\/td><\/tr><tr><td><strong>\u56de\u8868\u64cd\u4f5c<\/strong><\/td><td>\u65e0\uff08\u6570\u636e\u76f4\u63a5\u4ece\u7d22\u5f15\u83b7\u53d6\uff09\u3002<\/td><td>\u53ef\u80fd\u6709\uff08\u53d6\u51b3\u4e8e\u662f\u5426\u8986\u76d6\u7d22\u5f15\uff09\u3002<\/td><\/tr><tr><td><strong>\u67e5\u8be2\u6548\u7387<\/strong><\/td><td>\u6700\u9ad8\uff08\u4e00\u6b21\u67e5\u627e\uff0c\u65e0\u989d\u5916\u5f00\u9500\uff09\u3002<\/td><td>\u53d6\u51b3\u4e8e\u662f\u5426\u8986\u76d6\u7d22\u5f15\uff1a &#8211; \u8986\u76d6\u7d22\u5f15\uff1a\u6548\u7387\u9ad8\uff08\u4e00\u6b21\u67e5\u627e\uff09\uff1b &#8211; \u975e\u8986\u76d6\u7d22\u5f15\uff1a\u9700\u56de\u8868\uff08\u4e24\u6b21\u67e5\u627e\uff09\u3002<\/td><\/tr><tr><td><strong>\u7d22\u5f15\u5339\u914d\u89c4\u5219<\/strong><\/td><td>\u7cbe\u786e\u5339\u914d\u7d22\u5f15\u952e\uff08\u5982\u4e3b\u952e id\uff09\u3002<\/td><td>\u9700\u5339\u914d\u6700\u5de6\u524d\u7f00\uff08\u5982 (a,b) \u7d22\u5f15\u652f\u6301 a\u3001a+b \u6761\u4ef6\uff09\u3002<\/td><\/tr><tr><td><strong>\u6570\u636e\u6392\u5e8f<\/strong><\/td><td>\u6570\u636e\u6309\u7d22\u5f15\u952e\u7269\u7406\u6392\u5e8f\uff08\u8303\u56f4\u67e5\u8be2\u66f4\u9ad8\u6548\uff09\u3002<\/td><td>\u6570\u636e\u4e0d\u6309\u8054\u5408\u7d22\u5f15\u6392\u5e8f\uff08\u8303\u56f4\u67e5\u8be2\u4f9d\u8d56\u7d22\u5f15\u5206\u5c42\u7ed3\u6784\uff09\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u56db\u5b9e\u6218\u5efa\u8bae\"><strong>\u56db\u3001\u5b9e\u6218\u5efa\u8bae<\/strong><\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f18\u5148\u5229\u7528\u8986\u76d6\u7d22\u5f15<\/strong>\uff1a\u8bbe\u8ba1\u8054\u5408\u7d22\u5f15\u65f6\uff0c\u5c3d\u91cf\u8ba9\u67e5\u8be2\u6240\u9700\u7684\u5217\u5305\u542b\u5728\u7d22\u5f15\u4e2d\uff08\u5982\u00a0<code>SELECT col1, col2<\/code>\u5219\u7d22\u5f15\u5305\u542b\u00a0<code>(a, b, col1, col2)<\/code>\uff09\uff0c\u907f\u514d\u56de\u8868\u3002<\/li>\n\n\n\n<li><strong>\u805a\u7c07\u7d22\u5f15\u9009\u62e9<\/strong>\uff1a\u805a\u7c07\u7d22\u5f15\u952e\u5e94\u5c3d\u91cf\u77ed\u4e14\u7a33\u5b9a\uff08\u5982\u81ea\u589e id\uff09\uff0c\u907f\u514d\u968f\u673a\u5199\u5165\u5bfc\u81f4\u9875\u5206\u88c2\u3002<\/li>\n\n\n\n<li><strong>\u8054\u5408\u7d22\u5f15\u6700\u5de6\u524d\u7f00<\/strong>\uff1a\u67e5\u8be2\u6761\u4ef6\u9700\u5339\u914d\u8054\u5408\u7d22\u5f15\u7684\u5de6\u524d\u7f00\uff08\u5982 (a,b,c) \u7d22\u5f15\u652f\u6301 a\u3001a+b\u3001a+b+c \u6761\u4ef6\uff0c\u4f46\u4e0d\u652f\u6301\u5355\u72ec b \u6216 c\uff09\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u8fc7\u5ea6\u7d22\u5f15<\/strong>\uff1a\u8054\u5408\u7d22\u5f15\u53ef\u66ff\u4ee3\u591a\u4e2a\u5355\u5217\u7d22\u5f15\uff0c\u51cf\u5c11\u7ef4\u62a4\u6210\u672c\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u603b\u7ed3<\/strong>\uff1a\u805a\u7c07\u7d22\u5f15\u7684\u67e5\u8be2\u76f4\u63a5\u5b9a\u4f4d\u6570\u636e\uff0c\u6548\u7387\u6700\u9ad8\uff1b\u8054\u5408\u7d22\u5f15\u7684\u67e5\u8be2\u4f9d\u8d56\u662f\u5426\u8986\u76d6\u7d22\u5f15\uff0c\u53ef\u80fd\u9700\u56de\u8868\u3002\u7406\u89e3\u4e24\u8005\u7684\u6267\u884c\u5dee\u5f02\uff0c\u80fd\u5e2e\u52a9\u4f18\u5316\u7d22\u5f15\u8bbe\u8ba1\u548c\u67e5\u8be2\u8bed\u53e5\uff0c\u663e\u8457\u63d0\u5347\u6570\u636e\u5e93\u6027\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6d41\u5f0f\u5904\u7406\">\u6d41\u5f0f\u5904\u7406<\/h3>\n\n\n\n<p>\u5904\u7406\u5927\u91cf\u6570\u636e\u65f6\uff0c<strong>\u6d41\u5f0f\u5206\u6279\u5904\u7406<\/strong>\u662f\u907f\u514d\u5185\u5b58\u6ea2\u51fa\uff08OOM\uff09\u3001\u63d0\u5347\u5904\u7406\u6548\u7387\u7684\u6838\u5fc3\u624b\u6bb5\u3002\u5176\u672c\u8d28\u662f\u5c06\u5927\u6d41\u5207\u5272\u6210\u591a\u4e2a\u5c0f\u6279\u6b21\uff08Batch\uff09\uff0c\u9010\u6279\u5904\u7406\uff0c\u4ece\u800c\u964d\u4f4e\u5355\u6279\u6b21\u7684\u5185\u5b58\u5360\u7528\uff0c\u540c\u65f6\u4fdd\u7559\u6d41\u7684\u58f0\u660e\u5f0f\u4f18\u52bf\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e00\u4e3a\u4ec0\u4e48\u9700\u8981\u6d41\u5f0f\u5206\u6279\"><strong>\u4e00\u3001\u4e3a\u4ec0\u4e48\u9700\u8981\u6d41\u5f0f\u5206\u6279\uff1f<\/strong><\/h4>\n\n\n\n<p>\u76f4\u63a5\u5904\u7406\u5927\u91cf\u6570\u636e\uff08\u5982\u767e\u4e07\u7ea7\u3001\u5343\u4e07\u7ea7\u8bb0\u5f55\uff09\u65f6\uff0c\u82e5\u4e00\u6b21\u6027\u52a0\u8f7d\u5230\u5185\u5b58\uff0c\u4f1a\u5bfc\u81f4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5185\u5b58\u6ea2\u51fa<\/strong>\uff1a\u6570\u636e\u91cf\u8d85\u8fc7JVM\u5806\u5bb9\u91cf\uff1b<\/li>\n\n\n\n<li><strong>\u5904\u7406\u7f13\u6162<\/strong>\uff1a\u5355\u6279\u6b21\u5904\u7406\u65f6\u95f4\u8fc7\u957f\uff0c\u5360\u7528\u8d44\u6e90\uff1b<\/li>\n\n\n\n<li><strong>\u5783\u573e\u56de\u6536\u538b\u529b<\/strong>\uff1a\u5927\u91cf\u5bf9\u8c61\u5b58\u6d3b\u65f6\u95f4\u957f\uff0c\u89e6\u53d1Full GC\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6d41\u5f0f\u5206\u6279\u901a\u8fc7<strong>\u201c\u5c0f\u6b65\u5feb\u8dd1\u201d<\/strong>\u7684\u65b9\u5f0f\uff0c\u5c06\u6570\u636e\u5206\u6210\u56fa\u5b9a\u5927\u5c0f\u7684\u6279\u6b21\uff0c\u9010\u6279\u52a0\u8f7d\u3001\u5904\u7406\u3001\u91ca\u653e\u5185\u5b58\uff0c\u5b8c\u7f8e\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e8cjava\u6d41\u5f0f\u5206\u6279\u7684\u6838\u5fc3\u65b9\u5f0f\"><strong>\u4e8c\u3001Java\u6d41\u5f0f\u5206\u6279\u7684\u6838\u5fc3\u65b9\u5f0f<\/strong><\/h4>\n\n\n\n<p>Java\u6d41\u5f0f\u5206\u6279\u4e3b\u8981\u6709\u4e24\u79cd\u601d\u8def\uff1a<strong>\u57fa\u4e8e<code>limit\/skip<\/code>\u7684\u7b80\u5355\u5206\u6279<\/strong>\uff08\u9002\u5408\u5c0f\u6570\u636e\u91cf\uff09\u3001<strong>\u57fa\u4e8e\u81ea\u5b9a\u4e49<code>Spliterator<\/code>\u7684\u9ad8\u6548\u5206\u6279<\/strong>\uff08\u9002\u5408\u5927\u6570\u636e\u91cf\uff09\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u57fa\u4e8elimitskip\u7684\u7b80\u5355\u5206\u6279\u5165\u95e8\u7ea7\"><strong>1. \u57fa\u4e8e<code>limit\/skip<\/code>\u7684\u7b80\u5355\u5206\u6279\uff08\u5165\u95e8\u7ea7\uff09<\/strong><\/h5>\n\n\n\n<p>\u5229\u7528<code>Stream.limit(n)<\/code>\u9650\u5236\u6bcf\u6279\u5927\u5c0f\uff0c<code>Stream.skip(m)<\/code>\u8df3\u8fc7\u5df2\u5904\u7406\u7684\u8bb0\u5f55\uff0c\u7ec4\u5408\u5b9e\u73b0\u5206\u6279\u3002<\/p>\n\n\n\n<p><strong>\u793a\u4f8b<\/strong>\uff1a\u5c0610\u4e07\u6761\u6570\u636e\u5206\u6210\u6bcf\u62791000\u6761\u5904\u7406\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>List&lt;Data&gt; bigData = ... \/\/ \u5047\u8bbe\u662f10\u4e07\u6761\u6570\u636e\u7684\u5217\u8868\nint batchSize = 1000;\nlong total = bigData.size();\n\n\/\/ \u5faa\u73af\u5206\u6279\uff1a\u4ece\u7b2c0\u6761\u5f00\u59cb\uff0c\u6bcf\u6b21\u8df3\u8fc7i*batchSize\u6761\uff0c\u53d6batchSize\u6761\nfor (long i = 0; i &lt; total; i += batchSize) {\n    List&lt;Data&gt; batch = bigData.stream()\n        .skip(i * batchSize) \/\/ \u8df3\u8fc7\u5df2\u5904\u7406\u7684\u8bb0\u5f55\n        .limit(batchSize)    \/\/ \u53d6\u5f53\u524d\u6279\u6b21\n        .collect(Collectors.toList());\n\n    processBatch(batch); \/\/ \u5904\u7406\u6279\u6b21\uff08\u5982\u4fdd\u5b58\u5230\u6570\u636e\u5e93\uff09\n}\n<\/code><\/pre>\n\n\n\n<p><strong>\u7f3a\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>skip()<\/code>\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u662fO(m)\uff08m\u662f\u8df3\u8fc7\u7684\u8bb0\u5f55\u6570\uff09\uff0c\u5f53<code>i<\/code>\u5f88\u5927\u65f6\uff0c<code>skip()<\/code>\u4f1a\u904d\u5386\u5927\u91cf\u5df2\u8df3\u8fc7\u7684\u5143\u7d20\uff0c\u6548\u7387\u6781\u4f4e\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408<strong>\u6d41\u5f0f\u6570\u636e\u6e90<\/strong>\uff08\u5982<code>Files.lines<\/code>\u3001<code>KafkaConsumer<\/code>\uff09\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6570\u636e\u6e90\u65e0\u6cd5\u968f\u673a\u8bbf\u95ee\uff08\u4e0d\u652f\u6301<code>skip<\/code>\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u57fa\u4e8espliterator\u7684\u9ad8\u6548\u5206\u6279\u63a8\u8350\"><strong>2. \u57fa\u4e8e<code>Spliterator<\/code>\u7684\u9ad8\u6548\u5206\u6279\uff08\u63a8\u8350\uff09<\/strong><\/h5>\n\n\n\n<p><code>Spliterator<\/code>\uff08\u62c6\u5206\u8fed\u4ee3\u5668\uff09\u662f\u6d41\u7684\u5e95\u5c42\u6570\u636e\u62c6\u5206\u5de5\u5177\uff0c\u53ef\u5b9e\u73b0<strong>\u96f6\u62f7\u8d1d\u3001\u65e0\u8df3\u8fc7<\/strong>\u7684\u5206\u6279\u3002\u901a\u8fc7\u81ea\u5b9a\u4e49<code>Spliterator<\/code>\uff0c\u5c06\u5927\u6d41\u62c6\u5206\u6210\u591a\u4e2a\u56fa\u5b9a\u5927\u5c0f\u7684\u5b50\u6d41\uff08\u6279\u6b21\uff09\uff0c\u9010\u6279\u5904\u7406\u3002<\/p>\n\n\n\n<p><strong>\u6b65\u9aa41\uff1a\u5b9e\u73b0<code>BatchingSpliterator<\/code><\/strong><\/p>\n\n\n\n<p>\u81ea\u5b9a\u4e49\u4e00\u4e2a<code>Spliterator<\/code>\uff0c\u5c06\u539f\u59cb\u6d41\u6309\u6279\u6b21\u62c6\u5206\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import java.util.*;\nimport java.util.function.Consumer;\nimport java.util.stream.Stream;\nimport java.util.stream.StreamSupport;\n\npublic class BatchingSpliterator&lt;T&gt; implements Spliterator&lt;List&lt;T&gt;&gt; {\n    private final Spliterator&lt;T&gt; sourceSpliterator;\n    private final int batchSize;\n\n    public BatchingSpliterator(Spliterator&lt;T&gt; sourceSpliterator, int batchSize) {\n        this.sourceSpliterator = sourceSpliterator;\n        this.batchSize = batchSize;\n    }\n\n    @Override\n    public boolean tryAdvance(Consumer&lt;? super List&lt;T&gt;&gt; action) {\n        List&lt;T&gt; batch = new ArrayList&lt;&gt;(batchSize);\n        \/\/ \u5c1d\u8bd5\u53d6batchSize\u4e2a\u5143\u7d20\u5230\u6279\u6b21\n        for (int i = 0; i &lt; batchSize; i++) {\n            if (!sourceSpliterator.tryAdvance(batch::add)) {\n                break; \/\/ \u6ca1\u6709\u66f4\u591a\u5143\u7d20\uff0c\u505c\u6b62\n            }\n        }\n        if (batch.isEmpty()) {\n            return false; \/\/ \u6279\u6b21\u4e3a\u7a7a\uff0c\u7ed3\u675f\n        }\n        action.accept(batch); \/\/ \u5904\u7406\u5f53\u524d\u6279\u6b21\n        return true;\n    }\n\n    @Override\n    public Spliterator&lt;List&lt;T&gt;&gt; trySplit() {\n        \/\/ \u4e0d\u652f\u6301\u5e76\u884c\u62c6\u5206\uff08\u82e5\u9700\u5e76\u884c\uff0c\u53ef\u8c03\u6574\u6b64\u5904\u903b\u8f91\uff09\n        return null;\n    }\n\n    @Override\n    public long estimateSize() {\n        \/\/ \u4f30\u7b97\u5269\u4f59\u5143\u7d20\u6570\u91cf\uff08\u53ef\u9009\uff09\n        return sourceSpliterator.estimateSize() \/ batchSize;\n    }\n\n    @Override\n    public int characteristics() {\n        return sourceSpliterator.characteristics();\n    }\n\n    \/\/ \u5de5\u5177\u65b9\u6cd5\uff1a\u5c06\u6d41\u8f6c\u6362\u4e3a\u6279\u6b21\u6d41\n    public static &lt;T&gt; Stream&lt;List&lt;T&gt;&gt; batch(Stream&lt;T&gt; stream, int batchSize) {\n        return StreamSupport.stream(\n            new BatchingSpliterator&lt;&gt;(stream.spliterator(), batchSize),\n            false \/\/ \u662f\u5426\u5e76\u884c\uff08false\u8868\u793a\u987a\u5e8f\u6d41\uff09\n        ).onClose(stream::close); \/\/ \u5173\u95ed\u65f6\u540c\u6b65\u5173\u95ed\u539f\u59cb\u6d41\n    }\n}\n<\/code><\/pre>\n\n\n\n<p><strong>\u6b65\u9aa42\uff1a\u4f7f\u7528\u6279\u6b21\u6d41\u5904\u7406\u5927\u91cf\u6570\u636e<\/strong><\/p>\n\n\n\n<p>\u5c06\u539f\u59cb\u6d41\u8f6c\u6362\u4e3a\u6279\u6b21\u6d41\uff0c\u9010\u6279\u5904\u7406\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ \u793a\u4f8b\uff1a\u5904\u740610\u4e07\u6761\u6570\u636e\u7684\u6d41\uff0c\u6bcf\u62791000\u6761\nStream&lt;Data&gt; dataStream = ... \/\/ \u539f\u59cb\u6d41\uff08\u5982Files.lines\u3001\u6570\u636e\u5e93\u6e38\u6807\u6d41\uff09\nint batchSize = 1000;\n\nBatchingSpliterator.batch(dataStream, batchSize)\n    .forEach(batch -&gt; {\n        processBatch(batch); \/\/ \u5904\u7406\u6279\u6b21\uff08\u5982\u4fdd\u5b58\u5230\u6570\u636e\u5e93\uff09\n    });\n<\/code><\/pre>\n\n\n\n<p><strong>\u4f18\u52bf<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65e0<code>skip<\/code>\u5f00\u9500<\/strong>\uff1a\u76f4\u63a5\u6309\u6279\u6b21\u62c6\u5206\uff0c\u907f\u514d\u8df3\u8fc7\u5927\u91cf\u5143\u7d20\uff1b<\/li>\n\n\n\n<li><strong>\u652f\u6301\u6d41\u5f0f\u6570\u636e\u6e90<\/strong>\uff1a\u9002\u7528\u4e8e<code>Files.lines<\/code>\u3001<code>InputStream<\/code>\u3001\u6570\u636e\u5e93\u6e38\u6807\u7b49\u65e0\u6cd5\u968f\u673a\u8bbf\u95ee\u7684\u6570\u636e\u6e90\uff1b<\/li>\n\n\n\n<li><strong>\u5185\u5b58\u53cb\u597d<\/strong>\uff1a\u6bcf\u6279\u4ec5\u52a0\u8f7d\u56fa\u5b9a\u6570\u91cf\u7684\u5143\u7d20\uff0c\u5904\u7406\u5b8c\u7acb\u5373\u91ca\u653e\u5185\u5b58\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u5e76\u884c\u6d41\u5206\u6279\u8fdb\u9636\"><strong>3. \u5e76\u884c\u6d41\u5206\u6279\uff08\u8fdb\u9636\uff09<\/strong><\/h5>\n\n\n\n<p>\u82e5\u6570\u636e\u91cf\u6781\u5927\uff0c\u53ef\u7ed3\u5408<strong>\u5e76\u884c\u6d41<\/strong>\u63d0\u5347\u5904\u7406\u901f\u5ea6\uff0c\u4f46\u9700\u6ce8\u610f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e76\u884c\u6d41\u7684\u5206\u6279\u9700\u4fdd\u8bc1<strong>\u7ebf\u7a0b\u5b89\u5168<\/strong>\uff08\u5904\u7406\u51fd\u6570\u65e0\u72b6\u6001\uff09\uff1b<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49<code>Spliterator<\/code>\u652f\u6301\u5e76\u884c\u62c6\u5206\uff08\u8c03\u6574<code>trySplit<\/code>\u65b9\u6cd5\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\uff1a\u5e76\u884c\u5904\u7406\u6279\u6b21\u6d41<\/strong><\/p>\n\n\n\n<p>\u4fee\u6539<code>BatchingSpliterator<\/code>\u7684<code>trySplit<\/code>\u65b9\u6cd5\uff0c\u652f\u6301\u5e76\u884c\u62c6\u5206\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@Override\npublic Spliterator&lt;List&lt;T&gt;&gt; trySplit() {\n    \/\/ \u62c6\u5206\u539f\u59cbSpliterator\u4e3a\u4e24\u90e8\u5206\uff0c\u5206\u522b\u5904\u7406\n    Spliterator&lt;T&gt; split = sourceSpliterator.trySplit();\n    if (split == null) {\n        return null;\n    }\n    return new BatchingSpliterator&lt;&gt;(split, batchSize);\n}\n<\/code><\/pre>\n\n\n\n<p>\u4f7f\u7528\u65f6\uff0c\u5c06\u6d41\u8f6c\u6362\u4e3a\u5e76\u884c\u6d41\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>BatchingSpliterator.batch(dataStream.parallel(), batchSize)\n    .forEach(batch -&gt; {\n        processBatch(batch); \/\/ \u5904\u7406\u51fd\u6570\u9700\u65e0\u72b6\u6001\uff08\u907f\u514d\u7ebf\u7a0b\u5b89\u5168\u95ee\u9898\uff09\n    });\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e09\u7ed3\u5408\u6570\u636e\u5e93\u6587\u4ef6\u7684\u5b9e\u9645\u573a\u666f\"><strong>\u4e09\u3001\u7ed3\u5408\u6570\u636e\u5e93\/\u6587\u4ef6\u7684\u5b9e\u9645\u573a\u666f<\/strong><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f1\u6570\u636e\u5e93\u5927\u91cf\u6570\u636e\u5206\u6279\u66f4\u65b0\"><strong>\u573a\u666f1\uff1a\u6570\u636e\u5e93\u5927\u91cf\u6570\u636e\u5206\u6279\u66f4\u65b0<\/strong><\/h5>\n\n\n\n<p>\u7528JPA\u7684<code>Stream<\/code>\u7ed3\u5408\u6279\u6b21\u5904\u7406\uff0c\u907f\u514d\u4e00\u6b21\u6027\u52a0\u8f7d\u6240\u6709\u6570\u636e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@Autowired\nprivate EntityManager entityManager;\n\npublic void batchUpdateUsers() {\n    String jpql = \"SELECT u FROM User u WHERE u.status = :status\";\n    Stream&lt;User&gt; userStream = entityManager.createQuery(jpql, User.class)\n        .setParameter(\"status\", \"PENDING\")\n        .getResultStream(); \/\/ \u8fd4\u56de\u6d41\uff0c\u4e0d\u4e00\u6b21\u6027\u52a0\u8f7d\u6240\u6709\u6570\u636e\n\n    BatchingSpliterator.batch(userStream, 1000)\n        .forEach(batch -&gt; {\n            batch.forEach(user -&gt; user.setStatus(\"PROCESSED\"));\n            entityManager.flush(); \/\/ \u5237\u65b0\u5f53\u524d\u6279\u6b21\n            entityManager.clear(); \/\/ \u6e05\u9664\u6301\u4e45\u5316\u4e0a\u4e0b\u6587\uff0c\u907f\u514d\u5185\u5b58\u6ea2\u51fa\n        });\n}\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f2\u6587\u4ef6\u5927\u91cf\u6570\u636e\u5206\u6279\u5904\u7406\"><strong>\u573a\u666f2\uff1a\u6587\u4ef6\u5927\u91cf\u6570\u636e\u5206\u6279\u5904\u7406<\/strong><\/h5>\n\n\n\n<p>\u7528<code>Files.lines<\/code>\u8bfb\u53d6\u6587\u4ef6\u6d41\uff0c\u5206\u6279\u5904\u7406\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Path filePath = Paths.get(\"large-file.csv\");\ntry (Stream&lt;String&gt; lines = Files.lines(filePath, StandardCharsets.UTF_8)) {\n    BatchingSpliterator.batch(lines, 1000)\n        .forEach(batch -&gt; {\n            \/\/ \u89e3\u6790\u6bcf\u6279CSV\u884c\uff0c\u5904\u7406\u4e1a\u52a1\u903b\u8f91\n            List&lt;Data&gt; dataList = batch.stream()\n                .map(this::parseCsvLine)\n                .collect(Collectors.toList());\n            saveToDatabase(dataList);\n        });\n} catch (IOException e) {\n    e.printStackTrace();\n}\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u56db\u6700\u4f73\u5b9e\u8df5\"><strong>\u56db\u3001\u6700\u4f73\u5b9e\u8df5<\/strong><\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6279\u6b21\u5927\u5c0f\u9009\u62e9<\/strong>\uff1a\u5185\u5b58\u5145\u8db3\uff1a\u6bcf\u62791000-10000\u6761\uff08\u6839\u636e\u5bf9\u8c61\u5927\u5c0f\u8c03\u6574\uff09\uff1b\u5185\u5b58\u6709\u9650\uff1a\u6bcf\u6279100-500\u6761\uff08\u907f\u514dOOM\uff09\uff1b\u6d4b\u8bd5\u8c03\u6574\uff1a\u901a\u8fc7JMeter\u6216VisualVM\u76d1\u63a7\u5185\u5b58\u4f7f\u7528\uff0c\u627e\u5230\u6700\u4f18\u503c\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u526f\u4f5c\u7528<\/strong>\uff1a\u5904\u7406\u51fd\u6570\u9700<strong>\u65e0\u72b6\u6001<\/strong>\uff08\u4e0d\u4fee\u6539\u5916\u90e8\u53d8\u91cf\uff09\uff0c\u5c24\u5176\u662f\u5e76\u884c\u6d41\u573a\u666f\uff1b\u82e5\u9700\u4fee\u6539\u5916\u90e8\u72b6\u6001\uff08\u5982\u8ba1\u6570\u5668\uff09\uff0c\u7528<code>AtomicInteger<\/code>\u7b49\u7ebf\u7a0b\u5b89\u5168\u7c7b\u3002<\/li>\n\n\n\n<li><strong>\u53ca\u65f6\u91ca\u653e\u8d44\u6e90<\/strong>\uff1a\u4f7f\u7528<code>try-with-resources<\/code>\u5173\u95ed\u6d41\uff08\u5982<code>Files.lines<\/code>\u3001<code>EntityManager<\/code>\u7684\u6d41\uff09\uff1b\u5904\u7406\u5b8c\u6279\u6b21\u540e\uff0c\u6e05\u9664\u6301\u4e45\u5316\u4e0a\u4e0b\u6587\uff08\u5982JPA\u7684<code>entityManager.clear()<\/code>\uff09\uff0c\u907f\u514d\u5185\u5b58\u6cc4\u6f0f\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u5148\u7528\u81ea\u5b9a\u4e49<code>Spliterator<\/code><\/strong>\uff1a\u907f\u514d<code>limit\/skip<\/code>\u7684<code>skip<\/code>\u5f00\u9500\uff0c\u5c24\u5176\u9002\u5408\u6d41\u5f0f\u6570\u636e\u6e90\uff1b\u652f\u6301\u5e76\u884c\u5904\u7406\uff0c\u63d0\u5347\u6548\u7387\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u603b\u7ed3-2\"><strong>\u603b\u7ed3<\/strong><\/h4>\n\n\n\n<p>\u6d41\u5f0f\u5206\u6279\u5904\u7406\u7684\u6838\u5fc3\u662f<strong>\u201c\u62c6\u5206\u5927\u6d41\u4e3a\u5c0f\u6279\u6b21\u201d<\/strong>\uff0c\u901a\u8fc7\u81ea\u5b9a\u4e49<code>Spliterator<\/code>\u5b9e\u73b0\u9ad8\u6548\u3001\u65e0\u5f00\u9500\u7684\u5206\u6279\uff0c\u7ed3\u5408\u6d41\u7684\u58f0\u660e\u5f0f\u98ce\u683c\uff0c\u65e2\u80fd\u5904\u7406\u5927\u91cf\u6570\u636e\uff0c\u53c8\u80fd\u4fdd\u6301\u4ee3\u7801\u7b80\u6d01\u3002\u5173\u952e\u8981\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u907f\u514d<code>limit\/skip<\/code>\u7684<code>skip<\/code>\u5f00\u9500\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u6d41\u5f0f\u6570\u636e\u6e90\uff1b<\/li>\n\n\n\n<li>\u63a7\u5236\u6279\u6b21\u5927\u5c0f\uff0c\u4fdd\u8bc1\u5185\u5b58\u5b89\u5168\uff1b<\/li>\n\n\n\n<li>\u7ebf\u7a0b\u5b89\u5168\uff08\u5e76\u884c\u6d41\u573a\u666f\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u53ef\u8f7b\u677e\u5904\u7406\u767e\u4e07\u7ea7\u3001\u5343\u4e07\u7ea7\u6570\u636e\uff0c\u540c\u65f6\u4fdd\u6301\u7cfb\u7edf\u7684\u9ad8\u53ef\u7528\u6027\u548c\u6027\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5728\u5b9e\u65f6\u7f16\u8f91\u573a\u666f\u4e0btcp\u7684\u7f51\u7edc\u4e22\u5305\u95ee\u9898\u600e\u4e48\u89e3\u51b3\u600e\u4e48\u4fdd\u969c\u7528\u6237\u7684\u4f53\u9a8c\">\u5728\u5b9e\u65f6\u7f16\u8f91\u573a\u666f\u4e0b\uff0ctcp\u7684\u7f51\u7edc\u4e22\u5305\u95ee\u9898\u600e\u4e48\u89e3\u51b3\uff0c\u600e\u4e48\u4fdd\u969c\u7528\u6237\u7684\u4f53\u9a8c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7528\u6237\u75db\u70b9\">\u7528\u6237\u75db\u70b9<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5ef6\u8fdf\u654f\u611f<\/li>\n\n\n\n<li>\u6570\u636e\u4e00\u81f4\u6027<\/li>\n\n\n\n<li>\u9ad8\u53ef\u9760\u6027<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e3b\u8981\u7b56\u7565\">\u4e3b\u8981\u7b56\u7565<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4f20\u8f93\u5c42\u4f18\u5316\">\u4f20\u8f93\u5c42\u4f18\u5316<\/h5>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"tcp\u53c2\u6570\u8c03\u6574\">TCP\u53c2\u6570\u8c03\u6574<\/h6>\n\n\n\n<p>\u5173\u95edNagle\u7b97\u6cd5\uff1aNagle \u7b97\u6cd5\u4f1a\u7f13\u5b58\u5c0f\u5305\uff08\u5982\u952e\u76d8\u8f93\u5165\u7684\u5355\u4e2a\u5b57\u7b26\uff09\uff0c\u5408\u5e76\u540e\u53d1\u9001\uff0c\u5bfc\u81f4\u5ef6\u8fdf\u589e\u52a0\u3002\u5b9e\u65f6\u7f16\u8f91\u9700\u5173\u95ed\u6b64\u7b97\u6cd5\uff0c\u8ba9\u5c0f\u5305\u7acb\u5373\u53d1\u9001\u3002<\/p>\n\n\n\n<p>\u4f18\u5316RTO\uff08\u8d85\u65f6\u91cd\u4f20\u65f6\u95f4\uff09\uff1a\u9ed8\u8ba4 RTO \u662f\u52a8\u6001\u8ba1\u7b97\u7684\uff0c\u4f46\u5728\u5b9e\u65f6\u573a\u666f\u4e0b\u53ef\u9002\u5f53\u7f29\u77ed\uff08\u5982\u4ece 3s \u7f29\u81f3 1s\uff09\uff0c\u51cf\u5c11\u91cd\u4f20\u7b49\u5f85\u65f6\u95f4\uff0c\u4f18\u5316\u65b9\u6848\u53ef\u4ee5\u8003\u8651\u524d\u5411\u7ea0\u9519\u548cBBR\u7b97\u6cd5<\/p>\n\n\n\n<p>\u542f\u7528SACK\uff08\u9009\u62e9\u6027\u786e\u8ba4\uff09\uff1aTCP \u7684 SACK \u5141\u8bb8\u63a5\u6536\u65b9\u544a\u77e5\u53d1\u9001\u65b9\u201c\u54ea\u4e9b\u5305\u5df2\u6536\u5230\uff0c\u54ea\u4e9b\u672a\u6536\u5230\u201d\uff0c\u53d1\u9001\u65b9\u53ea\u9700\u91cd\u4f20\u4e22\u5931\u7684\u5305\uff0c\u800c\u975e\u6574\u4e2a\u7a97\u53e3\uff0c\u51cf\u5c11\u91cd\u4f20\u6570\u636e\u91cf\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u66f4\u6362\u62e5\u585e\u63a7\u5236\u7b97\u6cd5\">\u66f4\u6362\u62e5\u585e\u63a7\u5236\u7b97\u6cd5<\/h6>\n\n\n\n<p>\u4f20\u7edf TCP \u62e5\u585e\u63a7\u5236\uff08\u5982 CUBIC\uff09\u5728\u9ad8\u4e22\u5305\u573a\u666f\u4e0b\u4f1a\u5927\u5e45\u964d\u4f4e\u541e\u5410\u91cf\uff0c\u52a0\u5267\u5ef6\u8fdf\u3002\u63a8\u8350\u4f7f\u7528<strong>BBR \u7b97\u6cd5<\/strong>\uff08Bottleneck Bandwidth and RTT\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>BBR \u4e0d\u4f9d\u8d56\u4e22\u5305\u5224\u65ad\u62e5\u585e\uff0c\u800c\u662f\u901a\u8fc7\u6d4b\u91cf\u7f51\u7edc\u7684<strong>\u74f6\u9888\u5e26\u5bbd<\/strong>\u548c<strong>\u6700\u5c0f RTT<\/strong>\u00a0\u8c03\u6574\u53d1\u9001\u901f\u7387\uff0c\u66f4\u9002\u5408\u5b9e\u65f6\u573a\u666f\uff08\u5982 Google Docs \u5df2\u91c7\u7528\uff09\u3002<\/li>\n\n\n\n<li>\u6548\u679c\uff1a\u51cf\u5c11\u56e0\u8bef\u5224\u62e5\u585e\u5bfc\u81f4\u7684\u901f\u7387\u4e0b\u964d\uff0c\u964d\u4f4e\u4e22\u5305\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\" id=\"\u4f7f\u7528quic\u534f\u8bae\u4ee3\u66fftcp\">\u4f7f\u7528QUIC\u534f\u8bae\u4ee3\u66ffTCP<\/h6>\n\n\n\n<p>QUIC\uff08Quick UDP Internet Connections\uff09\u662f\u57fa\u4e8e UDP \u7684\u65b0\u4e00\u4ee3\u4f20\u8f93\u534f\u8bae\uff0c<strong>\u96c6\u6210\u4e86 TCP \u7684\u53ef\u9760\u6027\u4e0e UDP \u7684\u4f4e\u5ef6\u8fdf<\/strong>\uff0c\u5b8c\u7f8e\u9002\u914d\u5b9e\u65f6\u7f16\u8f91\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5185\u7f6e FEC\uff08\u524d\u5411\u7ea0\u9519\uff09<\/strong>\uff1a\u53d1\u9001\u65b9\u989d\u5916\u53d1\u9001\u5197\u4f59\u5305\uff08\u5982\u6bcf 10 \u4e2a\u6570\u636e\u5305\u53d1 2 \u4e2a FEC \u5305\uff09\uff0c\u63a5\u6536\u65b9\u53ef\u901a\u8fc7 FEC \u6062\u590d\u4e22\u5931\u7684\u5305\uff0c\u65e0\u9700\u7b49\u5f85\u91cd\u4f20\u3002<\/li>\n\n\n\n<li><strong>\u5feb\u901f\u91cd\u4f20<\/strong>\uff1a\u901a\u8fc7 ACK \u5e8f\u5217\u53f7\u5feb\u901f\u68c0\u6d4b\u4e22\u5305\uff0c\u65e0\u9700\u7b49\u5f85 RTO\u3002<\/li>\n\n\n\n<li><strong>\u8fde\u63a5\u8fc1\u79fb<\/strong>\uff1a\u57fa\u4e8e Connection ID\uff0c\u5207\u6362\u7f51\u7edc\uff08\u5982 Wi-Fi \u2192 4G\uff09\u65f6\u4e0d\u4e2d\u65ad\u8fde\u63a5\uff0c\u907f\u514d\u91cd\u8fde\u5ef6\u8fdf\u3002<\/li>\n\n\n\n<li><strong>\u5e94\u7528\u5c42\u652f\u6301<\/strong>\uff1aChrome\u3001Edge \u7b49\u6d4f\u89c8\u5668\u5df2\u539f\u751f\u652f\u6301 QUIC\uff0c\u9002\u5408 Web \u7aef\u5b9e\u65f6\u7f16\u8f91\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u5e94\u7528\u5c42\u4f18\u5316\">\u5e94\u7528\u5c42\u4f18\u5316<\/h5>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u589e\u91cf\u540c\u6b65\u800c\u975e\u5168\u91cf\u540c\u6b65\"><strong>(1) \u589e\u91cf\u540c\u6b65\u800c\u975e\u5168\u91cf\u540c\u6b65<\/strong><\/h5>\n\n\n\n<p>\u5b9e\u65f6\u7f16\u8f91\u7684\u6838\u5fc3\u662f<strong>\u540c\u6b65\u64cd\u4f5c\u800c\u975e\u6570\u636e<\/strong>\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u6863\u7f16\u8f91\uff1a\u540c\u6b65\u201c\u63d2\u5165\u5b57\u7b26 at \u4f4d\u7f6e X\u201d\u201c\u5220\u9664\u5b57\u7b26 at \u4f4d\u7f6e Y\u201d\u7b49\u64cd\u4f5c\u6307\u4ee4\uff08Operation\uff09\uff0c\u800c\u975e\u6574\u4e2a\u6587\u6863\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u6548\u679c\uff1a\u6bcf\u4e2a\u64cd\u4f5c\u7684\u4f53\u79ef\u8fdc\u5c0f\u4e8e\u5168\u91cf\u6570\u636e\uff0c\u5373\u4f7f\u4e22\u5305\uff0c\u91cd\u4f20\/\u6062\u590d\u7684\u6210\u672c\u6781\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u5e94\u7528\u5c42-fec\u524d\u5411\u7ea0\u9519\"><strong>(2) \u5e94\u7528\u5c42 FEC\uff08\u524d\u5411\u7ea0\u9519\uff09<\/strong><\/h5>\n\n\n\n<p>\u5728\u589e\u91cf\u64cd\u4f5c\u7684\u57fa\u7840\u4e0a\uff0c\u5e94\u7528\u5c42\u53ef\u989d\u5916\u6dfb\u52a0 FEC \u5197\u4f59\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f8b\u5982\uff1a\u6bcf\u53d1\u9001 10 \u4e2a\u64cd\u4f5c\u6307\u4ee4\uff0c\u989d\u5916\u53d1\u9001 2 \u4e2a FEC \u6307\u4ee4\uff08\u5305\u542b\u524d 10 \u4e2a\u64cd\u4f5c\u7684\u6821\u9a8c\u4fe1\u606f\uff09\u3002<\/li>\n\n\n\n<li>\u63a5\u6536\u65b9\uff1a\u82e5\u4e22\u5931 1-2 \u4e2a\u64cd\u4f5c\uff0c\u53ef\u901a\u8fc7 FEC \u6307\u4ee4\u6062\u590d\uff0c\u65e0\u9700\u7b49\u5f85 TCP \u91cd\u4f20\u3002<\/li>\n\n\n\n<li>\u4f18\u52bf\uff1a\u5ef6\u8fdf\u6781\u4f4e\uff08FEC \u6062\u590d\u662f\u672c\u5730\u8ba1\u7b97\uff0c\u65e0\u9700\u7f51\u7edc\u8bf7\u6c42\uff09\uff0c\u9002\u5408\u5b9e\u65f6\u573a\u666f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u5e94\u7528\u5c42-ack-\u4e0e\u5feb\u901f\u91cd\u4f20\"><strong>(3) \u5e94\u7528\u5c42 ACK \u4e0e\u5feb\u901f\u91cd\u4f20<\/strong><\/h5>\n\n\n\n<p>\u5728\u589e\u91cf\u540c\u6b65\u7684\u57fa\u7840\u4e0a\uff0c\u5e94\u7528\u5c42\u53ef\u5b9e\u73b0<strong>\u81ea\u5b9a\u4e49\u7684 ACK \u673a\u5236<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a5\u6536\u65b9\u6536\u5230\u64cd\u4f5c\u540e\uff0c\u7acb\u5373\u53d1\u9001\u5e26\u5e8f\u5217\u53f7\u7684 ACK\u3002<\/li>\n\n\n\n<li>\u53d1\u9001\u65b9\uff1a\u82e5\u8fde\u7eed 2 \u4e2a ACK \u672a\u6536\u5230\uff08\u5982\u5e8f\u5217\u53f7 10\u300111 \u672a ACK\uff09\uff0c\u7acb\u5373\u91cd\u4f20\u4e22\u5931\u7684\u64cd\u4f5c\uff0c\u65e0\u9700\u7b49\u5f85 TCP \u91cd\u4f20\u3002<\/li>\n\n\n\n<li>\u6548\u679c\uff1a\u91cd\u4f20\u5ef6\u8fdf\u4ece RTO\uff08\u79d2\u7ea7\uff09\u964d\u81f3\u6beb\u79d2\u7ea7\uff0c\u51e0\u4e4e\u65e0\u611f\u77e5\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6570\u636e\u4e00\u81f4\u6027\u4fdd\u969c\">\u6570\u636e\u4e00\u81f4\u6027\u4fdd\u969c<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u64cd\u4f5c\u8f6c\u6362operational-transformation-ot\"><strong>(1) \u64cd\u4f5c\u8f6c\u6362\uff08Operational Transformation, OT\uff09<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u539f\u7406\uff1a\u6bcf\u4e2a\u64cd\u4f5c\uff08\u5982\u63d2\u5165\u3001\u5220\u9664\uff09\u90fd\u6709<strong>\u7248\u672c\u53f7<\/strong>\uff0c\u63a5\u6536\u65b9\u6536\u5230\u64cd\u4f5c\u540e\uff0c\u6839\u636e\u7248\u672c\u53f7\u8c03\u6574\u64cd\u4f5c\u7684\u987a\u5e8f\uff08\u8f6c\u6362\uff09\uff0c\u786e\u4fdd\u6240\u6709\u5ba2\u6237\u7aef\u7684\u72b6\u6001\u4e00\u81f4\u3002<\/li>\n\n\n\n<li>\u4f8b\u5b50\uff1a\u5ba2\u6237\u7aef A \u5728\u7248\u672c 5 \u63d2\u5165\u5b57\u7b26\u201cX\u201d\uff0c\u5ba2\u6237\u7aef B \u5728\u7248\u672c 5 \u5220\u9664\u5b57\u7b26\u201cY\u201d\uff0cOT \u4f1a\u5c06\u4e24\u4e2a\u64cd\u4f5c\u8f6c\u6362\u4e3a\u517c\u5bb9\u7684\u987a\u5e8f\uff0c\u907f\u514d\u51b2\u7a81\u3002<\/li>\n\n\n\n<li>\u5e94\u7528\uff1aGoogle Docs \u65e9\u671f\u91c7\u7528 OT\uff0c\u9002\u5408\u6587\u672c\u7f16\u8f91\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u51b2\u7a81-free-\u590d\u5236\u6570\u636e\u7c7b\u578bcrdt\"><strong>(2) \u51b2\u7a81-free \u590d\u5236\u6570\u636e\u7c7b\u578b\uff08CRDT\uff09<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u539f\u7406\uff1a\u6bcf\u4e2a\u5ba2\u6237\u7aef\u7ef4\u62a4\u81ea\u5df1\u7684\u72b6\u6001\uff0c\u64cd\u4f5c\u662f<strong>\u5e42\u7b49<\/strong>\u7684\uff08\u591a\u6b21\u6267\u884c\u7ed3\u679c\u4e00\u81f4\uff09\uff0c\u5373\u4f7f\u4e22\u5305\u6216\u4e71\u5e8f\uff0c\u6700\u7ec8\u72b6\u6001\u4e5f\u4f1a\u6536\u655b\u5230\u4e00\u81f4\u3002<\/li>\n\n\n\n<li>\u4f8b\u5b50\uff1aFigma \u7528 CRDT \u540c\u6b65\u7ed8\u56fe\u64cd\u4f5c\uff0c\u6bcf\u4e2a\u5f62\u72b6\u7684\u4f4d\u7f6e\u3001\u989c\u8272\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u5373\u4f7f\u4e22\u5305\uff0c\u540e\u7eed\u6536\u5230\u7f3a\u5931\u7684\u64cd\u4f5c\u4e5f\u80fd\u6b63\u786e\u5408\u5e76\u3002<\/li>\n\n\n\n<li>\u4f18\u52bf\uff1a\u65e0\u9700\u4e2d\u5fc3\u670d\u52a1\u5668\u534f\u8c03\uff0c\u79bb\u7ebf\u4e5f\u80fd\u7f16\u8f91\uff0c\u6062\u590d\u540e\u81ea\u52a8\u4e00\u81f4\uff0c\u66f4\u9002\u5408\u5206\u5e03\u5f0f\u5b9e\u65f6\u7f16\u8f91\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7528\u6237\u4f53\u9a8c\u8865\u507f\">\u7528\u6237\u4f53\u9a8c\u8865\u507f<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u52a0\u8f7d\u5360\u4f4d\u7b26\u4e0e\u5e73\u6ed1\u8fc7\u6e21\"><strong>(1) \u52a0\u8f7d\u5360\u4f4d\u7b26\u4e0e\u5e73\u6ed1\u8fc7\u6e21<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u4e22\u5305\u5bfc\u81f4\u6570\u636e\u5ef6\u8fdf\u65f6\uff0c\u663e\u793a<strong>\u9aa8\u67b6\u5c4f<\/strong>\u6216<strong>\u7f13\u5b58\u5185\u5bb9<\/strong>\uff08\u5982\u4e4b\u524d\u7684\u7f16\u8f91\u72b6\u6001\uff09\uff0c\u907f\u514d\u7a7a\u767d\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5230\u8fbe\u540e\uff0c\u7528<strong>\u52a8\u753b\u8fc7\u6e21<\/strong>\uff08\u5982\u6e10\u53d8\u3001\u6ed1\u52a8\uff09\u66ff\u6362\u76f4\u63a5\u5237\u65b0\uff0c\u51cf\u5c11\u89c6\u89c9\u51b2\u51fb\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u64cd\u4f5c\u9884\u6d4b\u4e0e\u9884\u6e32\u67d3\"><strong>(2) \u64cd\u4f5c\u9884\u6d4b\u4e0e\u9884\u6e32\u67d3<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u64cd\u4f5c\u4e60\u60ef\uff0c<strong>\u9884\u6d4b\u4e0b\u4e00\u6b65\u64cd\u4f5c<\/strong>\uff08\u5982\u8f93\u5165\u201cabc\u201d\u540e\u9884\u6d4b\u201cd\u201d\uff09\uff0c\u5148\u663e\u793a\u9884\u6d4b\u5185\u5bb9\uff0c\u7b49\u771f\u5b9e\u6570\u636e\u5230\u8fbe\u540e\u4fee\u6b63\u3002<\/li>\n\n\n\n<li>\u4f8b\u5b50\uff1a\u7528\u6237\u5728\u8f93\u5165\u6587\u5b57\u65f6\uff0c\u5373\u4f7f\u4e22\u4e86\u4e00\u4e2a\u5b57\u7b26\uff0c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5b57\u7b26\u5e76\u663e\u793a\uff0c\u7528\u6237\u51e0\u4e4e\u65e0\u611f\u77e5\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u9519\u8bef\u63d0\u793a\u4e0e\u91cd\u8bd5\u7b56\u7565\"><strong>(3) \u9519\u8bef\u63d0\u793a\u4e0e\u91cd\u8bd5\u7b56\u7565<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82e5\u4e22\u5305\u7387\u6781\u9ad8\uff08\u5982\u8d85\u8fc7 20%\uff09\uff0c\u663e\u793a<strong>\u53cb\u597d\u7684\u9519\u8bef\u63d0\u793a<\/strong>\uff08\u5982\u201c\u7f51\u7edc\u4e0d\u4f73\uff0c\u6b63\u5728\u5c1d\u8bd5\u6062\u590d\u201d\uff09\uff0c\u5e76\u81ea\u52a8\u5207\u6362\u5230\u66f4\u53ef\u9760\u7684\u4f20\u8f93\u65b9\u5f0f\uff08\u5982\u4ece QUIC \u5207\u56de TCP\uff09\u3002<\/li>\n\n\n\n<li>\u91cd\u8bd5\u7b56\u7565\uff1a\u91c7\u7528<strong>\u6307\u6570\u9000\u907f<\/strong>\uff08Exponential Backoff\uff09\uff0c\u907f\u514d\u9891\u7e41\u91cd\u8bd5\u52a0\u5267\u7f51\u7edc\u62e5\u585e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5728\u6570\u636e\u5e93\u89c6\u89d2\u5982\u4f55\u786e\u5b9a\u65b9\u6cd5\u74f6\u9888\u5728io\u8fd8\u662f\u5728cpu\">\u5728\u6570\u636e\u5e93\u89c6\u89d2\uff0c\u5982\u4f55\u786e\u5b9a\u65b9\u6cd5\u74f6\u9888\u5728IO\u8fd8\u662f\u5728CPU<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"cpu\u548cio\u74f6\u9888\u7684\u5178\u578b\u7279\u5f81\">CPU\u548cIO\u74f6\u9888\u7684\u5178\u578b\u7279\u5f81<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u6307\u6807\u7c7b\u522b<\/strong><\/th><th><strong>CPU \u74f6\u9888\u7279\u5f81<\/strong><\/th><th><strong>IO \u74f6\u9888\u7279\u5f81<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>CPU \u4f7f\u7528\u7387<\/strong><\/td><td>\u6574\u4f53 CPU \u4f7f\u7528\u7387\u9ad8\uff08&gt;80%\uff09\uff0c\u5c24\u5176\u662f\u7528\u6237\u6001\uff08<code>us<\/code>\uff09\u3002<\/td><td>CPU \u4f7f\u7528\u7387\u4f4e\uff08&lt;50%\uff09\uff0c\u4f46&nbsp;<code>wa<\/code>\uff08I\/O \u7b49\u5f85\uff09\u5360\u6bd4\u9ad8\uff08&gt;30%\uff09\u3002<\/td><\/tr><tr><td><strong>IO \u7b49\u5f85\u65f6\u95f4<\/strong><\/td><td><code>wa<\/code>\u4f4e\uff08&lt;10%\uff09\uff0cCPU \u7a7a\u95f2\u4f46\u54cd\u5e94\u6162\u3002<\/td><td><code>wa<\/code>\u9ad8\uff08&gt;30%\uff09\uff0c\u8fdb\u7a0b\u56e0\u7b49\u5f85\u78c1\u76d8 IO \u800c\u963b\u585e\u3002<\/td><\/tr><tr><td><strong>\u78c1\u76d8 IO \u541e\u5410\u91cf<\/strong><\/td><td>\u78c1\u76d8\u8bfb\u5199\u91cf\u4f4e\uff08\u5982 &lt; 100MB\/s\uff09\uff0c\u4f46\u54cd\u5e94\u6162\u3002<\/td><td>\u78c1\u76d8\u8bfb\u5199\u91cf\u9ad8\uff08\u5982 &gt; 500MB\/s\uff09\uff0c\u961f\u5217\u79ef\u538b\uff08<code>avgqu-sz<\/code>\u9ad8\uff09\u3002<\/td><\/tr><tr><td><strong>\u5185\u5b58\u4f7f\u7528<\/strong><\/td><td>\u7f13\u51b2\u6c60\uff08\u5982 InnoDB Buffer Pool\uff09\u547d\u4e2d\u7387\u9ad8\uff08&gt;99%\uff09\uff0c\u4f46 CPU \u4ecd\u9ad8\u3002<\/td><td>\u7f13\u51b2\u6c60\u547d\u4e2d\u7387\u4f4e\uff08&lt;95%\uff09\uff0c\u9891\u7e41\u4ece\u78c1\u76d8\u52a0\u8f7d\u6570\u636e\u3002<\/td><\/tr><tr><td><strong>\u9501\u4e0e\u7b49\u5f85<\/strong><\/td><td>\u9501\u7b49\u5f85\u5c11\uff0c\u4f46 CPU \u5fd9\u4e8e\u8ba1\u7b97\uff08\u5982\u6392\u5e8f\u3001\u805a\u5408\uff09\u3002<\/td><td>\u9501\u7b49\u5f85\u53ef\u80fd\u4f34\u968f IO \u7b49\u5f85\uff08\u5982\u5199\u65e5\u5fd7\u3001\u5237\u810f\u9875\uff09\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5b9a\u4f4d\u74f6\u9888\u7684\u5177\u4f53\u65b9\u6cd5\"><strong>\u5b9a\u4f4d\u74f6\u9888\u7684\u5177\u4f53\u65b9\u6cd5<\/strong><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u76d1\u63a7\u6570\u636e\u5e93\u6838\u5fc3\u6307\u6807\"><strong>1. \u76d1\u63a7\u6570\u636e\u5e93\u6838\u5fc3\u6307\u6807<\/strong><\/h5>\n\n\n\n<p>\u901a\u8fc7\u6570\u636e\u5e93\u81ea\u5e26\u5de5\u5177\u6216\u7b2c\u4e09\u65b9\u76d1\u63a7\u5e73\u53f0\uff0c\u91c7\u96c6\u5173\u952e\u6307\u6807\u5e76\u5206\u6790\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-mysqlinnodb-\u573a\u666f\"><strong>(1) MySQL\/InnoDB \u573a\u666f<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>SHOW GLOBAL STATUS<\/code><\/strong>\uff1a\u5173\u6ce8\u4ee5\u4e0b\u6307\u6807\uff1a<code>Threads_running<\/code>\uff1a\u9ad8\u503c\uff08> CPU \u6838\u6570\uff09\u53ef\u80fd\u8868\u793a CPU \u7ade\u4e89\u6fc0\u70c8\u3002<code>Innodb_buffer_pool_reads<\/code>\uff1a\u9ad8\u503c\uff08> 1000\/\u79d2\uff09\u8868\u793a\u7f13\u51b2\u6c60\u672a\u547d\u4e2d\uff0c\u9700\u4ece\u78c1\u76d8\u8bfb\u53d6\uff08IO \u74f6\u9888\uff09\u3002<code>Innodb_os_log_written<\/code>\uff1a\u9ad8\u503c\uff08> 10MB\/\u79d2\uff09\u8868\u793a\u4e8b\u52a1\u65e5\u5fd7\u5199\u5165\u9891\u7e41\uff08IO \u74f6\u9888\uff09\u3002<code>Created_tmp_disk_tables<\/code>\uff1a\u9ad8\u503c\uff08> 100\/\u79d2\uff09\u8868\u793a\u4e34\u65f6\u8868\u5199\u5165\u78c1\u76d8\uff08IO \u74f6\u9888\uff09\u3002<\/li>\n\n\n\n<li><strong><code>SHOW ENGINE INNODB STATUS<\/code><\/strong>\uff1a\u67e5\u770b\u00a0<code>SEMAPHORES<\/code>\u90e8\u5206\u7684\u00a0<code>OS WAIT<\/code>\u7edf\u8ba1\uff0c\u82e5\u00a0<code>File I\/O<\/code>\u7b49\u5f85\u9ad8\uff0c\u8bf4\u660e IO \u74f6\u9888\u3002<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u6a21\u5f0f\uff08Performance Schema\uff09<\/strong>\uff1a\u5206\u6790\u00a0<code>events_statements_summary_by_digest<\/code>\uff0c\u7edf\u8ba1\u9ad8\u8017\u65f6 SQL \u7684\u00a0<code>ROWS_EXAMINED<\/code>\uff08\u626b\u63cf\u884c\u6570\uff09\u548c\u00a0<code>CREATED_TMP_DISK_TABLES<\/code>\uff08\u78c1\u76d8\u4e34\u65f6\u8868\uff09\uff0c\u5224\u65ad\u662f\u5426\u56e0\u5168\u8868\u626b\u63cf\u6216\u4e34\u65f6\u8868\u5bfc\u81f4 IO \u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-postgresql-\u573a\u666f\"><strong>(2) PostgreSQL \u573a\u666f<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>pg_stat_activity<\/code><\/strong>\uff1a\u67e5\u770b\u00a0<code>state<\/code>\u5217\uff0c\u82e5\u5927\u91cf\u8fdb\u7a0b\u5904\u4e8e\u00a0<code>idle in transaction<\/code>\u6216\u00a0<code>waiting for disk I\/O<\/code>\uff0c\u8bf4\u660e IO \u74f6\u9888\u3002<\/li>\n\n\n\n<li><strong><code>pg_stat_statements<\/code><\/strong>\uff1a\u5206\u6790\u00a0<code>total_time<\/code>\uff08\u603b\u8017\u65f6\uff09\u548c\u00a0<code>shared_blks_read<\/code>\uff08\u5171\u4eab\u5757\u8bfb\u53d6\u6b21\u6570\uff09\uff0c\u82e5\u00a0<code>shared_blks_read<\/code>\u9ad8\u4e14\u00a0<code>total_time<\/code>\u957f\uff0c\u53ef\u80fd\u662f IO \u74f6\u9888\u3002<\/li>\n\n\n\n<li><strong><code>pg_stat_database<\/code><\/strong>\uff1a\u5173\u6ce8\u00a0<code>blks_read<\/code>\uff08\u78c1\u76d8\u5757\u8bfb\u53d6\uff09\u548c\u00a0<code>blks_hit<\/code>\uff08\u7f13\u51b2\u6c60\u547d\u4e2d\uff09\uff0c\u82e5\u00a0<code>blks_read \/ (blks_read + blks_hit)<\/code>> 10%\uff0c\u8bf4\u660e\u7f13\u51b2\u6c60\u672a\u547d\u4e2d\u7387\u9ad8\uff08IO \u74f6\u9888\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u5206\u6790-sql-\u6267\u884c\u8ba1\u5212\"><strong>2. \u5206\u6790 SQL \u6267\u884c\u8ba1\u5212<\/strong><\/h5>\n\n\n\n<p>\u901a\u8fc7\u6267\u884c\u8ba1\u5212\u5224\u65ad SQL \u662f<strong>\u8ba1\u7b97\u5bc6\u96c6\u578b<\/strong>\uff08CPU \u74f6\u9888\uff09\u8fd8\u662f<strong>IO \u5bc6\u96c6\u578b<\/strong>\uff08IO \u74f6\u9888\uff09\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-cpu-\u74f6\u9888\u7684\u5178\u578b\u6267\u884c\u8ba1\u5212\u7279\u5f81\"><strong>(1) CPU \u74f6\u9888\u7684\u5178\u578b\u6267\u884c\u8ba1\u5212\u7279\u5f81<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u8868\u626b\u63cf\uff08ALL\uff09<\/strong>\uff1a\u65e0\u7d22\u5f15\u53ef\u7528\uff0c\u9700\u626b\u63cf\u5168\u8868\u6570\u636e\uff08\u6570\u636e\u91cf\u5927\u65f6 CPU \u9700\u5904\u7406\u5927\u91cf\u884c\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6392\u5e8f\uff08Using filesort\uff09<\/strong>\uff1a\u9700\u5728\u5185\u5b58\u6216\u78c1\u76d8\u6392\u5e8f\uff08\u6570\u636e\u91cf\u5927\u65f6 CPU \u6216 IO \u5747\u53ef\u80fd\u9ad8\uff0c\u82e5\u5185\u5b58\u4e0d\u8db3\u5219\u8f6c\u4e3a IO\uff09\u3002<\/li>\n\n\n\n<li><strong>\u805a\u5408\uff08Using temporary\uff09<\/strong>\uff1a\u9700\u521b\u5efa\u4e34\u65f6\u8868\u805a\u5408\u6570\u636e\uff08\u5982\u00a0<code>GROUP BY<\/code>\u3001<code>DISTINCT<\/code>\uff0c\u5185\u5b58\u4e0d\u8db3\u65f6\u5199\u5165\u78c1\u76d8\uff09\u3002<\/li>\n\n\n\n<li><strong>\u590d\u6742\u8ba1\u7b97<\/strong>\uff1a\u5982\u00a0<code>JSON_EXTRACT<\/code>\u3001<code>REGEXP<\/code>\u7b49\u51fd\u6570\uff0cCPU \u8ba1\u7b97\u91cf\u5927\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>EXPLAIN SELECT * FROM orders WHERE create_time &gt; '2023-01-01' ORDER BY amount DESC;\n-- \u6267\u884c\u8ba1\u5212\u663e\u793a\uff1atype=ALL\uff08\u5168\u8868\u626b\u63cf\uff09\uff0cExtra=Using filesort\uff08\u9700\u8981\u6392\u5e8f\uff09\n-- \u7ed3\u8bba\uff1aCPU \u9700\u5904\u7406\u5168\u8868\u626b\u63cf\u548c\u6392\u5e8f\uff0c\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\u3002\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-io-\u74f6\u9888\u7684\u5178\u578b\u6267\u884c\u8ba1\u5212\u7279\u5f81\"><strong>(2) IO \u74f6\u9888\u7684\u5178\u578b\u6267\u884c\u8ba1\u5212\u7279\u5f81<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d22\u5f15\u626b\u63cf\uff08index\uff09<\/strong>\uff1a\u867d\u8d70\u7d22\u5f15\uff0c\u4f46\u7d22\u5f15\u672a\u8986\u76d6\u67e5\u8be2\u5217\uff08\u9700\u56de\u8868\u67e5\u4e3b\u952e\u7d22\u5f15\uff0c\u589e\u52a0 IO\uff09\u3002<\/li>\n\n\n\n<li><strong>\u968f\u673a I\/O<\/strong>\uff1a\u901a\u8fc7\u4e8c\u7ea7\u7d22\u5f15\u67e5\u8be2\uff0c\u9700\u591a\u6b21\u968f\u673a\u8bfb\u53d6\u6570\u636e\u9875\uff08\u78c1\u76d8\u968f\u673a IO \u9ad8\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4e34\u65f6\u8868\u5199\u5165\u78c1\u76d8<\/strong>\uff1a\u6267\u884c\u8ba1\u5212\u4e2d\u00a0<code>Extra=Using temporary; Using filesort<\/code>\uff0c\u4e14\u00a0<code>created_tmp_disk_tables<\/code>\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>EXPLAIN SELECT user_id, SUM(amount) FROM orders GROUP BY user_id;\n-- \u6267\u884c\u8ba1\u5212\u663e\u793a\uff1atype=index\uff08\u7d22\u5f15\u626b\u63cf\uff09\uff0cExtra=Using temporary; Using filesort\n-- \u7ed3\u8bba\uff1a\u9700\u626b\u63cf\u7d22\u5f15\u5e76\u805a\u5408\uff0c\u82e5\u5185\u5b58\u4e0d\u8db3\uff0c\u4e34\u65f6\u8868\u5199\u5165\u78c1\u76d8\uff08IO \u74f6\u9888\uff09\u3002\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u89c2\u5bdf\u6570\u636e\u5e93\u8fdb\u7a0b\u72b6\u6001\"><strong>3. \u89c2\u5bdf\u6570\u636e\u5e93\u8fdb\u7a0b\u72b6\u6001<\/strong><\/h5>\n\n\n\n<p>\u901a\u8fc7&nbsp;<code>SHOW PROCESSLIST<\/code>\uff08MySQL\uff09\u6216&nbsp;<code>pg_stat_activity<\/code>\uff08PostgreSQL\uff09\u67e5\u770b\u6d3b\u8dc3\u8fdb\u7a0b\u7684\u884c\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CPU \u5bc6\u96c6\u578b\u8fdb\u7a0b<\/strong>\uff1a\u8fdb\u7a0b\u72b6\u6001\u4e3a\u00a0<code>Sending data<\/code>\u3001<code>Sorting result<\/code>\u3001<code>Copying to tmp table<\/code>\uff0c\u4e14\u00a0<code>Time<\/code>\u5217\u8f83\u957f\uff08\u5982 > 10s\uff09\u3002<\/li>\n\n\n\n<li><strong>IO \u5bc6\u96c6\u578b\u8fdb\u7a0b<\/strong>\uff1a\u8fdb\u7a0b\u72b6\u6001\u4e3a\u00a0<code>Waiting for table metadata lock<\/code>\uff08\u53ef\u80fd\u56e0\u78c1\u76d8 IO \u6162\u5bfc\u81f4\u5143\u6570\u636e\u52a0\u8f7d\u5ef6\u8fdf\uff09\u3001<code>Waiting for disk I\/O<\/code>\uff08\u660e\u786e\u7b49\u5f85\u78c1\u76d8\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"4-\u538b\u6d4b\u9a8c\u8bc1\u74f6\u9888\"><strong>4. \u538b\u6d4b\u9a8c\u8bc1\u74f6\u9888<\/strong><\/h5>\n\n\n\n<p>\u901a\u8fc7\u538b\u6d4b\u5de5\u5177\uff08\u5982&nbsp;<code>sysbench<\/code>\u3001<code>pgbench<\/code>\uff09\u6a21\u62df\u8d1f\u8f7d\uff0c\u89c2\u5bdf\u6307\u6807\u53d8\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CPU \u74f6\u9888\u9a8c\u8bc1<\/strong>\uff1a\u589e\u52a0\u5e76\u53d1\u8fde\u63a5\u6570\uff0c\u82e5 CPU \u4f7f\u7528\u7387\u7ebf\u6027\u4e0a\u5347\uff0c\u4f46\u541e\u5410\u91cf\uff08QPS\uff09\u4e0d\u518d\u589e\u957f\uff0c\u8bf4\u660e CPU \u5df2\u9971\u548c\u3002<\/li>\n\n\n\n<li><strong>IO \u74f6\u9888\u9a8c\u8bc1<\/strong>\uff1a\u589e\u52a0\u5e76\u53d1\u8fde\u63a5\u6570\uff0c\u82e5\u78c1\u76d8 IO \u541e\u5410\u91cf\uff08\u5982\u00a0<code>iostat<\/code>\u7684\u00a0<code>%util<\/code>> 80%\uff09\u6216\u961f\u5217\uff08<code>avgqu-sz<\/code>> 5\uff09\u663e\u8457\u5347\u9ad8\uff0c\u800c QPS \u589e\u957f\u505c\u6ede\uff0c\u8bf4\u660e IO \u5df2\u9971\u548c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5e38\u89c1\u573a\u666f\u7684\u74f6\u9888\u5b9a\u4f4d\"><strong>\u5e38\u89c1\u573a\u666f\u7684\u74f6\u9888\u5b9a\u4f4d<\/strong><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f-1oltp-\u77ed\u67e5\u8be2\u54cd\u5e94\u6162\"><strong>\u573a\u666f 1\uff1aOLTP \u77ed\u67e5\u8be2\u54cd\u5e94\u6162<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u5355\u6761 SQL \u6267\u884c\u5feb\uff08&lt; 10ms\uff09\uff0c\u4f46\u9ad8\u5e76\u53d1\u65f6\u6574\u4f53\u54cd\u5e94\u53d8\u6162\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790<\/strong>\uff1a\u82e5 CPU \u4f7f\u7528\u7387\u9ad8\uff08>80%\uff09\u4e14\u00a0<code>wa<\/code>\u4f4e\uff1a\u53ef\u80fd\u662f\u9501\u7ade\u4e89\uff08\u5982\u884c\u9501\u3001\u8868\u9501\uff09\u6216 CPU \u8ba1\u7b97\uff08\u5982\u89e6\u53d1\u5668\u3001\u5b58\u50a8\u8fc7\u7a0b\uff09\u3002\u82e5\u00a0<code>wa<\/code>\u9ad8\uff08>30%\uff09\u4e14\u78c1\u76d8 IO \u9ad8\uff1a\u53ef\u80fd\u662f\u7f13\u51b2\u6c60\u547d\u4e2d\u7387\u4f4e\uff08\u5982\u9891\u7e41\u8bbf\u95ee\u672a\u7f13\u5b58\u7684\u70ed\u6570\u636e\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f-2olap-\u5927\u67e5\u8be2\u8d85\u65f6\"><strong>\u573a\u666f 2\uff1aOLAP \u5927\u67e5\u8be2\u8d85\u65f6<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u590d\u6742\u67e5\u8be2\uff08\u5982\u591a\u8868 JOIN\u3001\u805a\u5408\uff09\u6267\u884c\u65f6\u95f4\u957f\uff08> 10s\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790<\/strong>\uff1a\u82e5\u6267\u884c\u8ba1\u5212\u663e\u793a\u5168\u8868\u626b\u63cf\u6216\u5927\u91cf\u6392\u5e8f\uff1aCPU \u9700\u5904\u7406\u5927\u91cf\u6570\u636e\uff0c\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\u3002\u82e5\u6267\u884c\u8ba1\u5212\u663e\u793a\u968f\u673a I\/O \u6216\u4e34\u65f6\u8868\u5199\u5165\u78c1\u76d8\uff1aIO \u6210\u4e3a\u74f6\u9888\uff08\u5982\u78c1\u76d8\u901f\u5ea6\u6162\u6216\u5bb9\u91cf\u4e0d\u8db3\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u573a\u666f-3\u5199\u5165\u64cd\u4f5c\u6162\"><strong>\u573a\u666f 3\uff1a\u5199\u5165\u64cd\u4f5c\u6162<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73b0\u8c61<\/strong>\uff1aINSERT\/UPDATE \u9891\u7e41\u65f6\u54cd\u5e94\u6162\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790<\/strong>\uff1a\u82e5 CPU \u4f7f\u7528\u7387\u9ad8\uff1a\u53ef\u80fd\u662f\u4e8b\u52a1\u63d0\u4ea4\u65f6\u8ba1\u7b97\uff08\u5982\u751f\u6210\u552f\u4e00\u952e\u3001\u89e6\u53d1\u5668\uff09\u3002\u82e5\u00a0<code>wa<\/code>\u9ad8\u4e14\u00a0<code>Innodb_os_log_written<\/code>\u9ad8\uff1a\u53ef\u80fd\u662f\u4e8b\u52a1\u65e5\u5fd7\u5199\u5165\u78c1\u76d8\u6162\uff08\u5982\u673a\u68b0\u76d8 vs SSD\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aof\u8be6\u89e3\">AOF\u8be6\u89e3<\/h3>\n\n\n\n<p>AOF\uff08Append Only File\uff0c\u8ffd\u52a0\u65e5\u5fd7\u6587\u4ef6\uff09\u662f Redis \u63d0\u4f9b\u7684<strong>\u6301\u4e45\u5316\u673a\u5236\u4e4b\u4e00<\/strong>\uff0c\u6838\u5fc3\u539f\u7406\u662f\u901a\u8fc7<strong>\u8bb0\u5f55\u6240\u6709\u5199\u64cd\u4f5c\u547d\u4ee4<\/strong>\u5230\u6587\u4ef6\u4e2d\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u6301\u4e45\u5316\u3002\u5f53 Redis \u91cd\u542f\u65f6\uff0c\u901a\u8fc7\u91cd\u65b0\u6267\u884c AOF \u6587\u4ef6\u4e2d\u7684\u547d\u4ee4\uff0c\u6062\u590d\u6570\u636e\u5230\u5185\u5b58\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e00aof-\u7684\u6838\u5fc3\u539f\u7406\"><strong>\u4e00\u3001AOF \u7684\u6838\u5fc3\u539f\u7406<\/strong><\/h4>\n\n\n\n<p>AOF \u6301\u4e45\u5316\u7684\u672c\u8d28\u662f<strong>\u201c\u65e5\u5fd7\u56de\u653e\u201d<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bb0\u5f55\u5199\u547d\u4ee4<\/strong>\uff1aRedis \u6267\u884c\u7684\u6bcf\u4e00\u4e2a\u5199\u64cd\u4f5c\uff08\u5982\u00a0<code>SET<\/code>\u3001<code>DEL<\/code>\u3001<code>HSET<\/code>\uff09\uff0c\u90fd\u4f1a\u88ab\u8ffd\u52a0\u5230 AOF \u6587\u4ef6\u4e2d\uff08\u4f7f\u7528 Redis \u534f\u8bae\u683c\u5f0f\uff0c\u53ef\u8bfb\u6027\u5f3a\uff09\u3002<\/li>\n\n\n\n<li><strong>\u91cd\u542f\u6062\u590d<\/strong>\uff1aRedis \u91cd\u542f\u65f6\uff0c\u8bfb\u53d6 AOF \u6587\u4ef6\uff0c\u6309\u987a\u5e8f\u6267\u884c\u6240\u6709\u5199\u547d\u4ee4\uff0c\u91cd\u5efa\u5185\u5b58\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e8caof-\u7684\u5173\u952e\u7279\u6027\"><strong>\u4e8c\u3001AOF \u7684\u5173\u952e\u7279\u6027<\/strong><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u547d\u4ee4\u8ffd\u52a0append\">1.&nbsp;<strong>\u547d\u4ee4\u8ffd\u52a0\uff08Append\uff09<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6240\u6709\u5199\u547d\u4ee4\u4ee5\u00a0<strong>Redis \u534f\u8bae\u683c\u5f0f<\/strong>\uff08\u5982\u00a0<code>*3\\r3\\nSET\u02da\\n\u02da1\\rk\\r$1\\rv\\r<\/code>\uff09\u8ffd\u52a0\u5230 AOF \u6587\u4ef6\u672b\u5c3e\uff0c\u4fdd\u8bc1\u6587\u4ef6\u7684\u53ef\u8bfb\u6027\u548c\u53ef\u4fee\u590d\u6027\u3002<\/li>\n\n\n\n<li>\u4ec5\u8bb0\u5f55\u5199\u64cd\u4f5c\uff0c\u8bfb\u64cd\u4f5c\uff08\u5982\u00a0<code>GET<\/code>\uff09\u4e0d\u8bb0\u5f55\uff0c\u51cf\u5c11\u6587\u4ef6\u4f53\u79ef\u3002<\/li>\n<\/ul>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u540c\u6b65\u7b56\u7565\uff08AppendFSync\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<p>AOF \u6587\u4ef6\u7684\u540c\u6b65\uff08\u5237\u76d8\uff09\u7b56\u7565\u51b3\u5b9a\u4e86<strong>\u6570\u636e\u5b89\u5168\u6027\u548c\u6027\u80fd<\/strong>\u7684\u5e73\u8861\uff0c\u901a\u8fc7&nbsp;<code>appendfsync<\/code>\u53c2\u6570\u914d\u7f6e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7b56\u7565<\/th><th>\u8bf4\u660e<\/th><th>\u6570\u636e\u5b89\u5168\u6027<\/th><th>\u6027\u80fd\u5f71\u54cd<\/th><\/tr><\/thead><tbody><tr><td><code>always<\/code><\/td><td>\u6bcf\u4e2a\u5199\u547d\u4ee4\u6267\u884c\u540e\uff0c\u540c\u6b65\u5237\u76d8\uff08\u8c03\u7528&nbsp;<code>fsync()<\/code>\uff09\u3002<\/td><td>\u6700\u9ad8\uff08\u6700\u591a\u4e22\u5931 1 \u6761\u547d\u4ee4\uff09<\/td><td>\u6027\u80fd\u6700\u5dee\uff08\u9891\u7e41\u5237\u76d8\uff09<\/td><\/tr><tr><td><code>everysec<\/code>\uff08\u9ed8\u8ba4\uff09<\/td><td>\u6bcf\u79d2\u540c\u6b65\u5237\u76d8 1 \u6b21\uff08\u540e\u53f0\u7ebf\u7a0b\u6267\u884c\uff09\u3002<\/td><td>\u8f83\u9ad8\uff08\u6700\u591a\u4e22\u5931 1 \u79d2\u5185\u7684\u547d\u4ee4\uff09<\/td><td>\u6027\u80fd\u8f83\u597d\uff08\u6298\u4e2d\u65b9\u6848\uff09<\/td><\/tr><tr><td><code>no<\/code><\/td><td>\u7531\u64cd\u4f5c\u7cfb\u7edf\u51b3\u5b9a\u5237\u76d8\u65f6\u673a\uff08\u901a\u5e38\u6bcf 30s \u4e00\u6b21\uff09\u3002<\/td><td>\u6700\u4f4e\uff08\u53ef\u80fd\u4e22\u5931\u8f83\u591a\u547d\u4ee4\uff09<\/td><td>\u6027\u80fd\u6700\u597d\uff08\u65e0\u989d\u5916\u5f00\u9500\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>AOF \u91cd\u5199\uff08Rewrite\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<p>\u968f\u7740\u5199\u64cd\u4f5c\u589e\u591a\uff0cAOF \u6587\u4ef6\u4f1a\u4e0d\u65ad\u589e\u5927\uff08\u53ef\u80fd\u8fbe\u5230 GB \u7ea7\u522b\uff09\u3002\u91cd\u5199\u673a\u5236\u901a\u8fc7<strong>\u538b\u7f29\u5197\u4f59\u547d\u4ee4<\/strong>\uff0c\u751f\u6210\u66f4\u5c0f\u7684 AOF \u6587\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89e6\u53d1\u6761\u4ef6<\/strong>\uff08\u9700\u540c\u65f6\u6ee1\u8db3\uff09\uff1aAOF \u6587\u4ef6\u5927\u5c0f\u8d85\u8fc7\u00a0<code>auto-aof-rewrite-min-size<\/code>\uff08\u9ed8\u8ba4 64MB\uff09\uff1bAOF \u6587\u4ef6\u5927\u5c0f\u6bd4\u4e0a\u6b21\u91cd\u5199\u540e\u589e\u957f\u8d85\u8fc7\u00a0<code>auto-aof-rewrite-percentage<\/code>\uff08\u9ed8\u8ba4 100%\uff0c\u5373\u7ffb\u500d\uff09\u3002<\/li>\n\n\n\n<li><strong>\u91cd\u5199\u8fc7\u7a0b<\/strong>\uff1a\u4e3b\u8fdb\u7a0b\u521b\u5efa\u5b50\u8fdb\u7a0b\uff08<code>fork()<\/code>\uff09\uff1b\u5b50\u8fdb\u7a0b\u8bfb\u53d6\u5f53\u524d\u5185\u5b58\u6570\u636e\uff0c\u751f\u6210\u65b0\u7684 AOF \u6587\u4ef6\uff08\u4ec5\u5305\u542b\u91cd\u5efa\u6570\u636e\u7684\u6700\u5c0f\u547d\u4ee4\u96c6\uff09\uff1b\u4e3b\u8fdb\u7a0b\u7ee7\u7eed\u5904\u7406\u5199\u8bf7\u6c42\uff0c\u5c06\u65b0\u547d\u4ee4\u8ffd\u52a0\u5230<strong>\u65e7 AOF \u6587\u4ef6<\/strong>\u548c<strong>\u65b0 AOF \u6587\u4ef6<\/strong>\uff1b\u5b50\u8fdb\u7a0b\u5b8c\u6210\u91cd\u5199\u540e\uff0c\u4e3b\u8fdb\u7a0b\u5c06\u65e7\u6587\u4ef6\u91cd\u547d\u540d\uff0c\u65b0\u6587\u4ef6\u66ff\u6362\u4e3a\u5f53\u524d AOF \u6587\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e09aof-\u7684\u4f18\u7f3a\u70b9\"><strong>\u4e09\u3001AOF \u7684\u4f18\u7f3a\u70b9<\/strong><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u4f18\u70b9\"><strong>\u4f18\u70b9<\/strong><\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u5b89\u5168\u6027\u9ad8<\/strong>\uff1a\u901a\u8fc7\u00a0<code>appendfsync<\/code>\u7b56\u7565\uff0c\u53ef\u914d\u7f6e\u6700\u591a\u4e22\u5931 1 \u79d2\u6216\u66f4\u5c11\u7684\u547d\u4ee4\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u8bfb\u6027\u5f3a<\/strong>\uff1aAOF \u6587\u4ef6\u662f\u660e\u6587\u7684 Redis \u534f\u8bae\uff0c\u53ef\u76f4\u63a5\u67e5\u770b\u6216\u624b\u52a8\u4fee\u590d\uff08\u5982\u5220\u9664\u9519\u8bef\u547d\u4ee4\uff09\u3002<\/li>\n\n\n\n<li><strong>\u652f\u6301\u589e\u91cf\u6301\u4e45\u5316<\/strong>\uff1a\u4ec5\u8bb0\u5f55\u5199\u64cd\u4f5c\uff0c\u6587\u4ef6\u589e\u957f\u8f83 RDB\uff08\u5feb\u7167\uff09\u66f4\u5e73\u7f13\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"\u7f3a\u70b9-2\"><strong>\u7f3a\u70b9<\/strong><\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6587\u4ef6\u4f53\u79ef\u5927<\/strong>\uff1a\u76f8\u6bd4 RDB\uff08\u4e8c\u8fdb\u5236\u5feb\u7167\uff09\uff0cAOF \u6587\u4ef6\u901a\u5e38\u66f4\u5927\uff08\u5305\u542b\u6240\u6709\u5199\u547d\u4ee4\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6062\u590d\u901f\u5ea6\u6162<\/strong>\uff1a\u91cd\u542f\u65f6\u9700\u9010\u6761\u6267\u884c\u547d\u4ee4\uff0c\u8017\u65f6\u6bd4 RDB \u957f\uff08\u5c24\u5176\u6570\u636e\u91cf\u5927\u65f6\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5199\u6027\u80fd\u5f71\u54cd<\/strong>\uff1a<code>always<\/code>\u7b56\u7565\u4f1a\u663e\u8457\u964d\u4f4e\u5199\u6027\u80fd\uff08\u9891\u7e41\u5237\u76d8\uff09\uff1b<code>everysec<\/code>\u7b56\u7565\u4ecd\u6709\u540e\u53f0\u5237\u76d8\u5f00\u9500\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u56dbaof-\u4e0e-rdb-\u7684\u5bf9\u6bd4\"><strong>\u56db\u3001AOF \u4e0e RDB \u7684\u5bf9\u6bd4<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u7ef4\u5ea6<\/strong><\/th><th><strong>AOF<\/strong><\/th><th><strong>RDB<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u6301\u4e45\u5316\u65b9\u5f0f<\/strong><\/td><td>\u8bb0\u5f55\u5199\u547d\u4ee4\uff08\u65e5\u5fd7\uff09<\/td><td>\u5b9a\u671f\u751f\u6210\u5185\u5b58\u5feb\u7167\uff08\u4e8c\u8fdb\u5236\uff09<\/td><\/tr><tr><td><strong>\u6570\u636e\u5b89\u5168\u6027<\/strong><\/td><td>\u9ad8\uff08\u53ef\u914d\u7f6e\u4e22\u5931 1 \u79d2\u5185\u547d\u4ee4\uff09<\/td><td>\u4f4e\uff08\u53d6\u51b3\u4e8e\u5feb\u7167\u95f4\u9694\uff0c\u53ef\u80fd\u4e22\u5931\u6700\u540e\u4e00\u6b21\u5feb\u7167\u540e\u7684\u6570\u636e\uff09<\/td><\/tr><tr><td><strong>\u6587\u4ef6\u4f53\u79ef<\/strong><\/td><td>\u8f83\u5927\uff08\u5305\u542b\u6240\u6709\u5199\u547d\u4ee4\uff09<\/td><td>\u8f83\u5c0f\uff08\u4e8c\u8fdb\u5236\u538b\u7f29\u5feb\u7167\uff09<\/td><\/tr><tr><td><strong>\u6062\u590d\u901f\u5ea6<\/strong><\/td><td>\u6162\uff08\u9700\u9010\u6761\u6267\u884c\u547d\u4ee4\uff09<\/td><td>\u5feb\uff08\u76f4\u63a5\u52a0\u8f7d\u5185\u5b58\u5feb\u7167\uff09<\/td><\/tr><tr><td><strong>\u9002\u7528\u573a\u666f<\/strong><\/td><td>\u5bf9\u6570\u636e\u5b89\u5168\u6027\u8981\u6c42\u9ad8\u7684\u573a\u666f\uff08\u5982\u91d1\u878d\u3001\u4ea4\u6613\uff09<\/td><td>\u5bf9\u6027\u80fd\u8981\u6c42\u9ad8\u3001\u5141\u8bb8\u5c11\u91cf\u6570\u636e\u4e22\u5931\u7684\u573a\u666f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e94aof-\u7684\u914d\u7f6e\u4e0e\u5b9e\u8df5\"><strong>\u4e94\u3001AOF \u7684\u914d\u7f6e\u4e0e\u5b9e\u8df5<\/strong><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-\u542f\u7528-aof\"><strong>1. \u542f\u7528 AOF<\/strong><\/h5>\n\n\n\n<p>\u5728&nbsp;<code>redis.conf<\/code>\u4e2d\u914d\u7f6e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>appendonly yes  # \u542f\u7528 AOF\nappendfilename \"appendonly.aof\"  # AOF \u6587\u4ef6\u540d\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-\u914d\u7f6e\u540c\u6b65\u7b56\u7565\"><strong>2. \u914d\u7f6e\u540c\u6b65\u7b56\u7565<\/strong><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>appendfsync everysec  # \u9ed8\u8ba4\u6bcf\u79d2\u5237\u76d8\uff08\u63a8\u8350\uff09\n# appendfsync always  # \u9ad8\u5b89\u5168\u6027\u573a\u666f\uff08\u5982\u652f\u4ed8\u7cfb\u7edf\uff09\n# appendfsync no      # \u6027\u80fd\u4f18\u5148\u573a\u666f\uff08\u5982\u65e5\u5fd7\u7f13\u5b58\uff09\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"3-\u914d\u7f6e\u91cd\u5199\u53c2\u6570\"><strong>3. \u914d\u7f6e\u91cd\u5199\u53c2\u6570<\/strong><\/h5>\n\n\n\n<pre class=\"wp-block-code\"><code>auto-aof-rewrite-min-size 64mb  # \u6700\u5c0f\u91cd\u5199\u6587\u4ef6\u5927\u5c0f\uff08\u9ed8\u8ba4 64MB\uff09\nauto-aof-rewrite-percentage 100  # \u6587\u4ef6\u589e\u957f\u767e\u5206\u6bd4\u9608\u503c\uff08\u9ed8\u8ba4 100%\uff09\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"4-\u624b\u52a8\u89e6\u53d1\u91cd\u5199\"><strong>4. \u624b\u52a8\u89e6\u53d1\u91cd\u5199<\/strong><\/h5>\n\n\n\n<p>\u901a\u8fc7\u547d\u4ee4\u624b\u52a8\u89e6\u53d1 AOF \u91cd\u5199\uff08\u65e0\u9700\u7b49\u5f85\u81ea\u52a8\u89e6\u53d1\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>redis-cli bgrewriteaof  # \u540e\u53f0\u6267\u884c\u91cd\u5199\n<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"5-\u4fee\u590d\u635f\u574f\u7684-aof-\u6587\u4ef6\"><strong>5. \u4fee\u590d\u635f\u574f\u7684 AOF \u6587\u4ef6<\/strong><\/h5>\n\n\n\n<p>\u82e5 AOF \u6587\u4ef6\u56e0\u610f\u5916\u635f\u574f\uff08\u5982\u78c1\u76d8\u6545\u969c\uff09\uff0c\u53ef\u901a\u8fc7&nbsp;<code>redis-check-aof<\/code>\u5de5\u5177\u4fee\u590d\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>redis-check-aof --fix appendonly.aof  # \u4fee\u590d AOF \u6587\u4ef6\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u516daof-\u7684\u9002\u7528\u573a\u666f\"><strong>\u516d\u3001AOF \u7684\u9002\u7528\u573a\u666f<\/strong><\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9ad8\u6570\u636e\u5b89\u5168\u6027\u8981\u6c42<\/strong>\uff1a\u5982\u91d1\u878d\u4ea4\u6613\u3001\u7528\u6237\u8d26\u6237\u7cfb\u7edf\uff0c\u9700\u4fdd\u8bc1\u6570\u636e\u51e0\u4e4e\u4e0d\u4e22\u5931\u3002<\/li>\n\n\n\n<li><strong>\u5199\u64cd\u4f5c\u9891\u7e41\u4f46\u6570\u636e\u91cf\u4e0d\u5927<\/strong>\uff1aAOF \u7684\u5199\u5f00\u9500\u53ef\u63a5\u53d7\uff08\u5982\u7f13\u5b58\u7cfb\u7edf\u3001\u8ba1\u6570\u5668\uff09\u3002<\/li>\n\n\n\n<li><strong>\u9700\u8981\u589e\u91cf\u6062\u590d<\/strong>\uff1a\u8bef\u5220\u6570\u636e\u65f6\uff0c\u53ef\u901a\u8fc7 AOF \u6587\u4ef6\u56de\u6eda\u5230\u67d0\u4e2a\u65f6\u95f4\u70b9\uff08\u9700\u7ed3\u5408\u65e5\u5fd7\u5206\u6790\uff09\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5e7f\u5dde\u4e91\u5f99\u79d1\u6280 JSP\u548cServlet\u7684\u533a\u522b \u8f6f\u4ef6\u5de5\u7a0b\u5e38\u89c1\u5f00\u53d1\u6a21\u578b \u6a21\u578b \u6838\u5fc3\u601d\u60f3 \u5173\u952e\u7279\u70b9 \u4e3b\u8981\u9002\u7528\u573a\u666f \u4e3b\u8981 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-582","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/posts\/582","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/comments?post=582"}],"version-history":[{"count":9,"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/posts\/582\/revisions"}],"predecessor-version":[{"id":602,"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/posts\/582\/revisions\/602"}],"wp:attachment":[{"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/media?parent=582"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/categories?post=582"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.zackzzp.top\/index.php\/wp-json\/wp\/v2\/tags?post=582"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}