{"id":121,"date":"2026-04-22T11:06:02","date_gmt":"2026-04-22T03:06:02","guid":{"rendered":"https:\/\/www.chaoxi.online\/index.php\/k8s-network-resilience-simulation\/"},"modified":"2026-04-22T11:31:32","modified_gmt":"2026-04-22T03:31:32","slug":"k8s-network-resilience-simulation","status":"publish","type":"post","link":"https:\/\/www.chaoxi.online\/index.php\/k8s-network-resilience-simulation\/","title":{"rendered":"\u628a Kubernetes \u96c6\u7fa4\u770b\u6210\u4e00\u5f20\u56fe\uff1a\u4e00\u6b21\u5173\u4e8e\u7f51\u7edc\u97e7\u6027\u7684\u4eff\u771f\u7814\u7a76"},"content":{"rendered":"<h2>\u4e00\u3001\u95ee\u9898\u80cc\u666f\u4e0e\u7814\u7a76\u76ee\u6807<\/h2>\n<p>Kubernetes \u5df2\u7ecf\u6210\u4e3a\u4e91\u539f\u751f\u7cfb\u7edf\u4e2d\u6700\u5e38\u89c1\u7684\u7f16\u6392\u5e73\u53f0\u4e4b\u4e00\u3002\u968f\u7740\u63a7\u5236\u9762\u3001\u670d\u52a1\u53d1\u73b0\u3001\u7f51\u7edc\u63d2\u4ef6\u3001\u670d\u52a1\u7f51\u683c\u548c\u4e1a\u52a1\u670d\u52a1\u4e4b\u95f4\u7684\u4f9d\u8d56\u4e0d\u65ad\u52a0\u6df1\uff0c\u96c6\u7fa4\u5df2\u4e0d\u518d\u53ea\u662f\u82e5\u5e72\u72ec\u7acb\u8282\u70b9\u7684\u96c6\u5408\uff0c\u800c\u662f\u4e00\u4e2a\u5177\u6709\u660e\u663e\u4e2d\u5fc3\u8282\u70b9\u4e0e\u6865\u63a5\u8282\u70b9\u7684\u590d\u6742\u7f51\u7edc\u3002\u4f20\u7edf\u53ef\u9760\u6027\u5206\u6790\u5f80\u5f80\u5173\u6ce8\u7ec4\u4ef6\u7ea7\u6545\u969c\u6ce8\u5165\uff0c\u4f8b\u5982 Pod \u91cd\u542f\u3001\u7f51\u7edc\u5ef6\u8fdf\u6216\u8d44\u6e90\u8d85\u9650\uff1b\u8fd9\u7c7b\u65b9\u6cd5\u80fd\u591f\u63cf\u8ff0\u5c40\u90e8\u5931\u6548\uff0c\u5374\u96be\u4ee5\u523b\u753b\u6574\u4e2a\u96c6\u7fa4\u5728\u62d3\u6251\u5c42\u9762\u4e0a\u7684\u8fde\u901a\u6027\u6f14\u5316\u3002<\/p>\n<p>\u672c\u6587\u5173\u6ce8\u7684\u6838\u5fc3\u95ee\u9898\u6709\u4e24\u4e2a\uff1a<\/p>\n<ol>\n<li>\u5f53 Kubernetes \u7f51\u7edc\u62d3\u6251\u906d\u53d7\u4e0d\u540c\u7c7b\u578b\u7684\u8282\u70b9\u653b\u51fb\u65f6\uff0c\u96c6\u7fa4\u6574\u4f53\u8fde\u901a\u6027\u5982\u4f55\u6f14\u5316\u3002<\/li>\n<li>\u5f53\u96c6\u7fa4\u5df2\u7ecf\u53d1\u751f\u5927\u9762\u79ef\u5931\u6548\u65f6\uff0c\u4f55\u79cd\u6062\u590d\u7b56\u7565\u80fd\u591f\u66f4\u5feb\u91cd\u5efa\u5173\u952e\u670d\u52a1\u4e4b\u95f4\u7684\u53ef\u8fbe\u6027\u3002<\/li>\n<\/ol>\n<p>\u5bf9\u5e94\u5230\u5de5\u7a0b\u573a\u666f\uff0c\u95ee\u9898\u53ef\u4ee5\u8fdb\u4e00\u6b65\u8f6c\u5316\u4e3a\u4e24\u9879\u5224\u65ad\uff1a\u54ea\u4e9b\u8282\u70b9\u6700\u503c\u5f97\u4f18\u5148\u4fdd\u62a4\uff0c\u54ea\u4e9b\u8282\u70b9\u5e94\u5f53\u88ab\u4f18\u5148\u6062\u590d\u3002<\/p>\n<h2>\u4e8c\u3001\u7f51\u7edc\u5efa\u6a21\u65b9\u6cd5<\/h2>\n<p>\u672c\u6587\u5c06 Kubernetes \u96c6\u7fa4\u62bd\u8c61\u4e3a\u4e00\u5f20\u6709\u5411\u52a0\u6743\u56fe\u3002\u5b9e\u9a8c\u62d3\u6251\u5305\u542b 30 \u4e2a\u8282\u70b9\u3001\u7ea6 70 \u6761\u6709\u5411\u8fb9\uff0c\u8282\u70b9\u8986\u76d6\u63a7\u5236\u9762\u3001\u6838\u5fc3\u670d\u52a1\u3001\u5de5\u4f5c\u8282\u70b9\u3001\u4ee3\u7406\u3001\u5b58\u50a8\u3001\u6d88\u606f\u3001\u7f51\u7edc\u3001\u5b89\u5168\u3001\u5e94\u7528\u548c\u53ef\u89c2\u6d4b\u6027\u7b49\u591a\u7c7b\u89d2\u8272\u3002\u4e3a\u652f\u6301\u6062\u590d\u7b56\u7565\u8bbe\u8ba1\uff0c\u6bcf\u4e2a\u8282\u70b9\u9644\u5e26\u5173\u952e\u6027\u8bc4\u5206\uff0c\u6570\u503c\u8d8a\u9ad8\u8868\u793a\u8be5\u8282\u70b9\u5bf9\u6574\u4f53\u8fde\u901a\u6027\u8d8a\u91cd\u8981\u3002<\/p>\n<p>\u5728\u8282\u70b9\u5c42\u9762\uff0cAPI Server\u3001etcd\u3001Scheduler \u7b49\u63a7\u5236\u9762\u7ec4\u4ef6\u5177\u6709\u6700\u9ad8\u5173\u952e\u6027\uff1bCoreDNS \u4e0e Ingress Gateway \u4f5c\u4e3a\u670d\u52a1\u53d1\u73b0\u548c\u5916\u90e8\u6d41\u91cf\u5165\u53e3\uff0c\u540c\u6837\u5904\u4e8e\u9ad8\u4f18\u5148\u7ea7\u4f4d\u7f6e\uff1b\u4e1a\u52a1\u670d\u52a1\u3001\u89c2\u6d4b\u7ec4\u4ef6\u548c\u5916\u56f4\u8f85\u52a9\u8282\u70b9\u5219\u5904\u4e8e\u76f8\u5bf9\u6b21\u8981\u5c42\u7ea7\u3002<\/p>\n<p>\u8fb9\u6743\u91cd\u7efc\u5408\u8003\u8651\u94fe\u8def\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u548c\u9519\u8bef\u7387\uff1a<\/p>\n<pre><code class=\"language-text\">weight = 1 \/ (1 + latency_ms \/ 1000) * log(1 + qps) * (1 - error_rate)\ndistance = 1 \/ max(weight, 1e-9)<\/code><\/pre>\n<p>\u5176\u4e2d\uff0c<code>weight<\/code> \u8d8a\u5927\u8868\u793a\u94fe\u8def\u8d28\u91cf\u8d8a\u9ad8\uff0c<code>distance<\/code> \u8d8a\u5c0f\u8868\u793a\u8def\u5f84\u4ee3\u4ef7\u8d8a\u4f4e\u3002\u540e\u7eed\u6700\u77ed\u8def\u5f84\u3001\u4ecb\u6570\u4e2d\u5fc3\u6027\u548c\u5168\u5c40\u6548\u7387\u7b49\u6307\u6807\u5747\u57fa\u4e8e <code>distance<\/code> \u8ba1\u7b97\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig6_k8s_topology-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig6_k8s_topology-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"K8s \u7f51\u7edc\u62d3\u6251\u56fe\" \/><\/div><\/figure>\n<p>\u4ece\u62d3\u6251\u5206\u5e03\u53ef\u4ee5\u770b\u51fa\uff0c\u8be5\u7f51\u7edc\u5e76\u975e\u5747\u5300\u7ed3\u6784\u3002\u63a7\u5236\u9762\u548c\u6838\u5fc3\u670d\u52a1\u6784\u6210\u660e\u663e\u7684\u4e2d\u5fc3\u533a\u57df\uff0c\u800c\u4e1a\u52a1\u8282\u70b9\u66f4\u591a\u4f4d\u4e8e\u5916\u56f4\u3002\u8fd9\u4e00\u7ed3\u6784\u7279\u5f81\u51b3\u5b9a\u4e86\u7f51\u7edc\u5bf9\u968f\u673a\u6545\u969c\u5177\u6709\u4e00\u5b9a\u5bb9\u5fcd\u80fd\u529b\uff0c\u4f46\u5bf9\u5b9a\u5411\u653b\u51fb\u66f4\u4e3a\u654f\u611f\u3002<\/p>\n<h2>\u4e09\u3001\u8bc4\u4ef7\u6307\u6807\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1<\/h2>\n<h3>1. \u57fa\u7840\u8bc4\u4ef7\u6307\u6807<\/h3>\n<p>\u672c\u6587\u4e3b\u8981\u4f7f\u7528\u4e09\u7c7b\u57fa\u7840\u6307\u6807\u523b\u753b\u7f51\u7edc\u72b6\u6001\uff1a<\/p>\n<ul>\n<li><code>GCC<\/code>\uff1a\u6700\u5927\u5f31\u8fde\u901a\u5206\u91cf\u6bd4\u4f8b\uff0c\u7528\u4e8e\u53cd\u6620\u4e3b\u8fde\u901a\u5757\u89c4\u6a21\u3002<\/li>\n<li><code>ASPL<\/code>\uff1a\u5e73\u5747\u6700\u77ed\u8def\u5f84\u957f\u5ea6\uff0c\u7528\u4e8e\u8861\u91cf\u901a\u4fe1\u4ee3\u4ef7\u3002<\/li>\n<li><code>E(G)<\/code>\uff1a\u5168\u5c40\u7f51\u7edc\u6548\u7387\uff0c\u7528\u4e8e\u8861\u91cf\u6574\u4f53\u53ef\u8fbe\u6027\u4e0e\u8def\u5f84\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<p>\u5728\u5b8c\u6574\u653b\u51fb\u548c\u6062\u590d\u8fc7\u7a0b\u4e2d\uff0c\u672c\u6587\u8fdb\u4e00\u6b65\u4f7f\u7528 <code>AUC<\/code> \u4f5c\u4e3a\u7efc\u5408\u8bc4\u4ef7\u503c\u3002\u653b\u51fb\u9636\u6bb5 AUC \u8d8a\u5c0f\uff0c\u8bf4\u660e\u7f51\u7edc\u8d8a\u5bb9\u6613\u88ab\u7834\u574f\uff1b\u6062\u590d\u9636\u6bb5 AUC \u8d8a\u5927\uff0c\u8bf4\u660e\u6062\u590d\u6548\u7387\u8d8a\u9ad8\u3002<\/p>\n<h3>2. \u653b\u51fb\u7b56\u7565<\/h3>\n<p>\u57fa\u7840\u5b9e\u9a8c\u6bd4\u8f83 5 \u79cd\u653b\u51fb\u65b9\u5f0f\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u653b\u51fb\u7b56\u7565<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Random<\/td>\n<td>\u968f\u673a\u5220\u9664\u8282\u70b9\uff0c\u6a21\u62df\u65e0\u5dee\u522b\u6545\u969c<\/td>\n<\/tr>\n<tr>\n<td>Degree<\/td>\n<td>\u6309\u521d\u59cb\u5ea6\u4e2d\u5fc3\u6027\u9759\u6001\u6392\u5e8f\u540e\u4f9d\u6b21\u5220\u9664<\/td>\n<\/tr>\n<tr>\n<td>Degree-R<\/td>\n<td>\u6bcf\u4e00\u6b65\u91cd\u7b97\u5ea6\u4e2d\u5fc3\u6027\uff0c\u5220\u9664\u5f53\u524d\u6700\u5173\u952e\u8282\u70b9<\/td>\n<\/tr>\n<tr>\n<td>Betweenness<\/td>\n<td>\u6309\u521d\u59cb\u4ecb\u6570\u4e2d\u5fc3\u6027\u9759\u6001\u6392\u5e8f\u540e\u4f9d\u6b21\u5220\u9664<\/td>\n<\/tr>\n<tr>\n<td>Betweenness-R<\/td>\n<td>\u6bcf\u4e00\u6b65\u91cd\u7b97\u4ecb\u6570\u4e2d\u5fc3\u6027\uff0c\u6301\u7eed\u653b\u51fb\u5f53\u524d\u6865\u6881\u4f5c\u7528\u6700\u5927\u7684\u8282\u70b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5176\u4e2d\uff0c<code>Degree-R<\/code> \u4e0e <code>Betweenness-R<\/code> \u66f4\u63a5\u8fd1\u771f\u5b9e\u5bf9\u6297\u573a\u666f\uff0c\u56e0\u4e3a\u8282\u70b9\u5931\u6548\u540e\uff0c\u5269\u4f59\u62d3\u6251\u4f1a\u6301\u7eed\u53d8\u5316\uff0c\u5173\u952e\u8282\u70b9\u96c6\u5408\u4e5f\u4f1a\u968f\u4e4b\u8f6c\u79fb\u3002<\/p>\n<h3>3. \u6062\u590d\u7b56\u7565<\/h3>\n<p>\u6062\u590d\u9636\u6bb5\u6bd4\u8f83 3 \u79cd\u8c03\u5ea6\u65b9\u5f0f\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6062\u590d\u7b56\u7565<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Random<\/td>\n<td>\u968f\u673a\u6062\u590d\uff0c\u4f5c\u4e3a\u57fa\u51c6\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>Priority<\/td>\n<td>\u6309\u8282\u70b9\u5173\u952e\u6027\u8bc4\u5206\u4f18\u5148\u6062\u590d<\/td>\n<\/tr>\n<tr>\n<td>Betweenness<\/td>\n<td>\u57fa\u4e8e\u5168\u5c40\u6548\u7387\u589e\u76ca\u7684\u8d2a\u5fc3\u6062\u590d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e09\u7c7b\u65b9\u6cd5\u5206\u522b\u5bf9\u5e94\u65e0\u4f18\u5148\u7ea7\u81ea\u6108\u3001\u9759\u6001\u4f18\u5148\u7ea7\u6062\u590d\u548c\u62d3\u6251\u611f\u77e5\u6062\u590d\u3002\u5c24\u5176\u662f <code>Priority<\/code>\uff0c\u5728\u5de5\u7a0b\u4e0a\u53ef\u4ee5\u76f4\u63a5\u6620\u5c04\u5230 Kubernetes \u7684 <code>PriorityClass<\/code> \u673a\u5236\u3002<\/p>\n<h2>\u56db\u3001\u57fa\u7840\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n<h3>1. \u653b\u51fb\u9636\u6bb5\uff1a\u968f\u673a\u6545\u969c\u76f8\u5bf9\u53ef\u63a7\uff0c\u9776\u5411\u653b\u51fb\u9ad8\u5ea6\u5371\u9669<\/h3>\n<p>\u57fa\u7840\u5b9e\u9a8c\u4e2d\uff0c5 \u79cd\u653b\u51fb\u7b56\u7565\u7684 GCC AUC \u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u653b\u51fb\u7b56\u7565<\/th>\n<th>GCC AUC<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Random<\/td>\n<td>0.354<\/td>\n<\/tr>\n<tr>\n<td>Betweenness<\/td>\n<td>0.217<\/td>\n<\/tr>\n<tr>\n<td>Degree<\/td>\n<td>0.216<\/td>\n<\/tr>\n<tr>\n<td>Degree-R<\/td>\n<td>0.152<\/td>\n<\/tr>\n<tr>\n<td>Betweenness-R<\/td>\n<td>0.150<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig1_attack_comparison-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig1_attack_comparison-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u653b\u51fb\u7b56\u7565\u5bf9\u6bd4\u56fe\" \/><\/div><\/figure>\n<p>\u7ed3\u679c\u8868\u660e\uff0c\u968f\u673a\u653b\u51fb\u66f2\u7ebf\u4e0b\u964d\u6700\u7f13\uff0c\u8bf4\u660e\u8be5\u7f51\u7edc\u5bf9\u975e\u9488\u5bf9\u6027\u6545\u969c\u5177\u6709\u4e00\u5b9a\u9c81\u68d2\u6027\uff1b\u800c\u4e00\u65e6\u653b\u51fb\u8005\u80fd\u591f\u56f4\u7ed5\u4e2d\u5fc3\u8282\u70b9\u5c55\u5f00\u5b9a\u5411\u6253\u51fb\uff0c\u8fde\u901a\u6027\u4f1a\u5728\u524d\u51e0\u6b65\u5feb\u901f\u4e0b\u964d\u3002\u52a8\u6001\u91cd\u7b97\u7b56\u7565\u7684\u7834\u574f\u529b\u59cb\u7ec8\u5f3a\u4e8e\u9759\u6001\u7b56\u7565\uff0c\u5176\u4e2d <code>Betweenness-R<\/code> \u6700\u5f3a\uff0c\u8bf4\u660e\u201c\u6301\u7eed\u8bc6\u522b\u5f53\u524d\u6700\u5173\u952e\u8282\u70b9\u201d\u7684\u653b\u51fb\u65b9\u5f0f\u66f4\u7b26\u5408\u771f\u5b9e\u5bf9\u6297\u6761\u4ef6\u3002<\/p>\n<p>\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5220\u9664\u7b2c\u4e00\u4e2a\u5173\u952e\u8282\u70b9\u540e\uff0cGCC \u5373\u4ece <code>1.000<\/code> \u964d\u81f3\u7ea6 <code>0.433<\/code>\u3002\u7ed3\u5408\u62d3\u6251\u7ed3\u6784\u53ef\u4ee5\u5224\u65ad\uff0c\u8fd9\u4e2a\u8282\u70b9\u5bf9\u5e94 API Server\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4ec5\u79fb\u9664\u4e00\u4e2a\u8282\u70b9\uff0c\u5360\u603b\u8282\u70b9\u6570 <code>3.3%<\/code>\uff0c\u5c31\u4f1a\u9020\u6210\u7ea6 <code>57%<\/code> \u7684\u4e3b\u8fde\u901a\u6027\u635f\u5931\u3002\u8be5\u7ed3\u679c\u76f4\u63a5\u63ed\u793a\u4e86\u63a7\u5236\u9762\u7684\u5355\u70b9\u98ce\u9669\u3002<\/p>\n<h3>2. \u6062\u590d\u9636\u6bb5\uff1a\u5173\u952e\u6027\u4f18\u5148\u6062\u590d\u63a5\u8fd1\u6700\u4f18\uff0c\u968f\u673a\u6062\u590d\u660e\u663e\u6ede\u540e<\/h3>\n<p>\u6062\u590d\u9636\u6bb5\u7684 GCC AUC \u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6062\u590d\u7b56\u7565<\/th>\n<th>GCC AUC<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Betweenness<\/td>\n<td>0.500<\/td>\n<\/tr>\n<tr>\n<td>Priority<\/td>\n<td>0.462<\/td>\n<\/tr>\n<tr>\n<td>Random<\/td>\n<td>0.239 &#8211; 0.348<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig2_recovery_comparison-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig2_recovery_comparison-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6062\u590d\u7b56\u7565\u5bf9\u6bd4\u56fe\" \/><\/div><\/figure>\n<p>\u5176\u4e2d\uff0c<code>Betweenness<\/code> \u6062\u590d\u7b56\u7565\u8868\u73b0\u6700\u4f73\uff0c\u6062\u590d\u66f2\u7ebf\u63a5\u8fd1\u7ebf\u6027\u4e0a\u5347\uff1b<code>Priority<\/code> \u7565\u900a\uff0c\u4f46\u6574\u4f53\u6548\u679c\u63a5\u8fd1\u6700\u4f18\uff1b\u968f\u673a\u6062\u590d\u5219\u957f\u671f\u505c\u7559\u5728\u8f83\u4f4e GCC \u533a\u95f4\uff0c\u8bf4\u660e\u5176\u6062\u590d\u987a\u5e8f\u65e0\u6cd5\u4f18\u5148\u4fee\u590d\u4e3b\u8def\u5f84\u3002<\/p>\n<p>\u4ece\u5de5\u7a0b\u5b9e\u73b0\u89d2\u5ea6\u770b\uff0c<code>Betweenness<\/code> \u65b9\u6848\u867d\u7136\u6700\u4f18\uff0c\u4f46\u9700\u8981\u6bcf\u4e00\u6b65\u91cd\u65b0\u8bc4\u4f30\u5019\u9009\u8282\u70b9\u5bf9\u5168\u5c40\u6548\u7387\u7684\u589e\u76ca\uff0c\u6210\u672c\u8f83\u9ad8\uff1b<code>Priority<\/code> \u53ea\u4f9d\u8d56\u9759\u6001\u5173\u952e\u6027\u8bc4\u5206\uff0c\u5b9e\u65bd\u96be\u5ea6\u4f4e\u5f97\u591a\uff0c\u66f4\u7b26\u5408\u751f\u4ea7\u73af\u5883\u7684\u8fd0\u7ef4\u5b9e\u8df5\u3002<\/p>\n<h3>3. \u653b\u9632\u7ec4\u5408\uff1a\u7b56\u7565\u9009\u62e9\u4f1a\u663e\u8457\u6539\u53d8\u5168\u5468\u671f\u8868\u73b0<\/h3>\n<p>\u82e5\u5c06\u653b\u51fb\u4e0e\u6062\u590d\u7ec4\u5408\u8d77\u6765\u89c2\u5bdf\uff0c\u5dee\u5f02\u4f1a\u66f4\u52a0\u660e\u663e\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7ec4\u5408<\/th>\n<th>\u653b\u51fb AUC<\/th>\n<th>\u6062\u590d AUC<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u968f\u673a\u653b\u51fb + \u4ecb\u6570\u6062\u590d<\/td>\n<td>0.354<\/td>\n<td>0.500<\/td>\n<\/tr>\n<tr>\n<td>\u4ecb\u6570\u52a8\u6001\u653b\u51fb + \u968f\u673a\u6062\u590d<\/td>\n<td>0.150<\/td>\n<td>0.239<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig3_full_cycle-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig3_full_cycle-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5168\u5468\u671f\u5bf9\u6bd4\u56fe\" \/><\/div><\/figure>\n<p>\u8fd9\u8bf4\u660e\u7f51\u7edc\u97e7\u6027\u5e76\u4e0d\u662f\u5355\u4e00\u7ef4\u5ea6\u7684\u5c5e\u6027\u3002\u5b83\u65e2\u53d6\u51b3\u4e8e\u7f51\u7edc\u5728\u653b\u51fb\u4e0b\u7684\u8106\u5f31\u7a0b\u5ea6\uff0c\u4e5f\u53d6\u51b3\u4e8e\u6062\u590d\u9636\u6bb5\u662f\u5426\u80fd\u591f\u4f18\u5148\u91cd\u5efa\u5173\u952e\u8def\u5f84\u3002\u5f3a\u653b\u51fb\u53e0\u52a0\u4f4e\u6548\u6062\u590d\uff0c\u4f1a\u4f7f\u7cfb\u7edf\u5728\u8f83\u957f\u65f6\u95f4\u5185\u5904\u4e8e\u4e25\u91cd\u788e\u7247\u5316\u72b6\u6001\u3002<\/p>\n<h2>\u4e94\u3001\u540e\u9a8c\u97e7\u6027\u5206\u6790\uff1a\u4e0d\u4ec5\u8981\u770b\u201c\u65ad\u6ca1\u65ad\u201d\uff0c\u8fd8\u8981\u770b\u201c\u788e\u6210\u4ec0\u4e48\u6837\u201d<\/h2>\n<p>\u6700\u7ec8\u62a5\u544a\u7684\u4e00\u4e2a\u91cd\u8981\u6269\u5c55\uff0c\u662f\u5c06 GCC \u4e4b\u5916\u7684\u540e\u9a8c\u6307\u6807\u7cfb\u7edf\u5f15\u5165\u5206\u6790\u8fc7\u7a0b\u3002\u8fd9\u6837\u505a\u7684\u76ee\u7684\uff0c\u4e0d\u53ea\u662f\u5224\u65ad\u7f51\u7edc\u662f\u5426\u65ad\u5f00\uff0c\u800c\u662f\u8fdb\u4e00\u6b65\u8bc6\u522b\u788e\u7247\u5316\u7a0b\u5ea6\u3001\u771f\u5b9e\u5d29\u6e83\u9608\u503c\u548c\u5f02\u5e38\u504f\u79bb\u7a0b\u5ea6\u3002<\/p>\n<h3>1. CNP\uff1a\u8861\u91cf\u5168\u7f51\u901a\u4fe1\u80fd\u529b\uff0c\u800c\u4e0d\u53ea\u662f\u4e3b\u8fde\u901a\u5757\u89c4\u6a21<\/h3>\n<p><code>GCC<\/code> \u53ea\u53cd\u6620\u6700\u5927\u5f31\u8fde\u901a\u5206\u91cf\u5927\u5c0f\uff0c\u65e0\u6cd5\u63cf\u8ff0\u4e3b\u5206\u91cf\u4e4b\u5916\u7684\u5927\u91cf\u788e\u7247\u8282\u70b9\u662f\u5426\u4ecd\u6709\u901a\u4fe1\u4ef7\u503c\u3002\u4e3a\u6b64\uff0c\u672c\u6587\u5f15\u5165 <code>CNP<\/code>\uff0c\u5373\u53ef\u901a\u4fe1\u8282\u70b9\u5bf9\u6bd4\u4f8b\uff0c\u7528\u4e8e\u8861\u91cf\u5168\u7f51\u4efb\u610f\u4e24\u4e2a\u8282\u70b9\u4ecd\u7136\u4e92\u901a\u7684\u6982\u7387\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig10_cnp_communication-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig10_cnp_communication-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"CNP \u901a\u4fe1\u9c81\u68d2\u6027\u56fe\" \/><\/div><\/figure>\n<p>\u4ee3\u8868\u6027\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u968f\u673a\u653b\u51fb\u7684 CNP AUC \u7ea6\u4e3a <code>0.200<\/code><\/li>\n<li>\u6865\u63a5\u653b\u51fb\u7684 CNP AUC \u7ea6\u4e3a <code>0.144<\/code><\/li>\n<li>\u878d\u5408\u653b\u51fb\u7684 CNP AUC \u7ea6\u4e3a <code>0.110<\/code><\/li>\n<li>\u52a8\u6001\u9776\u5411\u653b\u51fb\u7684 CNP AUC \u8fdb\u4e00\u6b65\u964d\u81f3 <code>0.090 - 0.095<\/code><\/li>\n<\/ul>\n<p>\u8fd9\u8bf4\u660e\u9776\u5411\u653b\u51fb\u4e0d\u4ec5\u538b\u7f29\u4e86\u4e3b\u8fde\u901a\u5757\u89c4\u6a21\uff0c\u540c\u65f6\u4e5f\u5236\u9020\u4e86\u5927\u91cf\u4e2d\u5c0f\u578b\u788e\u7247\u5206\u91cf\u3002\u6362\u8a00\u4e4b\uff0c\u5355\u7eaf\u4f9d\u8d56 GCC \u53ef\u80fd\u4f1a\u4f4e\u4f30\u5b9e\u9645\u4e1a\u52a1\u901a\u4fe1\u635f\u5931\uff0c\u56e0\u4e3a\u201c\u8282\u70b9\u4ecd\u5728\u8fd0\u884c\u201d\u5e76\u4e0d\u7b49\u4e8e\u201c\u8282\u70b9\u4ecd\u53ef\u670d\u52a1\u201d\u3002<\/p>\n<h3>2. NCC \u7834\u574f\u9608\u503c\uff1a\u7f51\u7edc\u5728 GCC \u5f52\u96f6\u524d\u5c31\u53ef\u80fd\u5df2\u7ecf\u8fdb\u5165\u5b9e\u8d28\u6027\u5d29\u6e83<\/h3>\n<p>\u672c\u6587\u8fdb\u4e00\u6b65\u4f7f\u7528 <code>NCC<\/code>\uff0c\u5373\u8fde\u901a\u5206\u91cf\u6570\u91cf\uff0c\u6765\u5b9a\u4e49\u7834\u574f\u9608\u503c <code>T<\/code>\u3002\u5728\u653b\u51fb\u8fc7\u7a0b\u4e2d\uff0cNCC \u5f80\u5f80\u5148\u5347\u540e\u964d\uff1a\u5148\u5347\uff0c\u8bf4\u660e\u7f51\u7edc\u88ab\u5207\u6210\u8d8a\u6765\u8d8a\u591a\u788e\u7247\uff1b\u540e\u964d\uff0c\u8bf4\u660e\u5269\u4f59\u788e\u7247\u9010\u6b65\u584c\u7f29\u4e3a\u5b64\u70b9\u3002\u5cf0\u503c\u70b9 <code>T<\/code> \u5373\u53ef\u89c6\u4e3a\u7f51\u7edc\u4ece\u201c\u53ef\u4fee\u590d\u788e\u7247\u5316\u201d\u8f6c\u5165\u201c\u6574\u4f53\u5d29\u6e83\u201d\u7684\u5206\u754c\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig9_ncc_threshold-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig9_ncc_threshold-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"NCC \u7834\u574f\u9608\u503c\u56fe\" \/><\/div><\/figure>\n<p>\u6700\u7ec8\u62a5\u544a\u4e2d\u7684\u9608\u503c\u7ed3\u679c\u4e3a\uff1a<\/p>\n<ul>\n<li>\u968f\u673a\u653b\u51fb\uff1a<code>19\/30<\/code>\uff0c\u7ea6 <code>63.3%<\/code><\/li>\n<li>\u6865\u63a5\u653b\u51fb\uff1a<code>13\/30<\/code>\uff0c\u7ea6 <code>43.3%<\/code><\/li>\n<li>\u52a8\u6001\u5ea6\u653b\u51fb\uff1a<code>13\/30<\/code>\uff0c\u7ea6 <code>43.3%<\/code><\/li>\n<li>\u9759\u6001\u4ecb\u6570\u653b\u51fb\uff1a<code>12\/30<\/code>\uff0c\u7ea6 <code>40.0%<\/code><\/li>\n<li>\u52a8\u6001\u4ecb\u6570\u653b\u51fb\uff1a<code>11\/30<\/code>\uff0c\u7ea6 <code>36.7%<\/code><\/li>\n<\/ul>\n<p>\u8fd9\u4e00\u7ed3\u679c\u8bf4\u660e\uff0c\u82e5\u4ecd\u4ee5\u968f\u673a\u6545\u969c\u7ecf\u9a8c\u4f30\u8ba1\u5904\u7f6e\u7a97\u53e3\uff0c\u9762\u5bf9\u9776\u5411\u653b\u51fb\u65f6\u5f80\u5f80\u4f1a\u663e\u8457\u6ede\u540e\u3002\u7f51\u7edc\u5728\u4e1a\u52a1\u8868\u8c61\u5c1a\u672a\u5b8c\u5168\u6d88\u5931\u4e4b\u524d\uff0c\u7ed3\u6784\u4e0a\u53ef\u80fd\u5df2\u7ecf\u63a5\u8fd1\u4e0d\u53ef\u9006\u8f6c\u7684\u5d29\u6e83\u72b6\u6001\u3002<\/p>\n<h3>3. \u5148\u9a8c\u6307\u6807\u4e0e\u540e\u9a8c\u6307\u6807\u7684\u5dee\u522b<\/h3>\n<p>\u6700\u7ec8\u62a5\u544a\u8fdb\u4e00\u6b65\u533a\u5206\u4e86\u5148\u9a8c\u6307\u6807\u548c\u540e\u9a8c\u6307\u6807\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig12_priori_vs_posteriori-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig12_priori_vs_posteriori-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5148\u9a8c\u4e0e\u540e\u9a8c\u6307\u6807\u5bf9\u6bd4\u56fe\" \/><\/div><\/figure>\n<ul>\n<li>\u5148\u9a8c\u6307\u6807\uff0c\u5982\u521d\u59cb\u4e2d\u5fc3\u6027\u548c\u521d\u59cb\u7f51\u7edc\u6548\u7387\uff0c\u53ea\u5728\u653b\u51fb\u53d1\u751f\u524d\u8ba1\u7b97\u4e00\u6b21\uff0c\u66f4\u9002\u5408\u505a\u62d3\u6251\u753b\u50cf\u3002<\/li>\n<li>\u540e\u9a8c\u6307\u6807\uff0c\u5982 GCC AUC\u3001CNP AUC\u3001NCC Threshold \u548c\u6062\u590d AUC\uff0c\u4f1a\u968f\u653b\u51fb\u8def\u5f84\u5b9e\u65f6\u6f14\u5316\uff0c\u66f4\u9002\u5408\u505a\u5dee\u5f02\u5316\u544a\u8b66\u548c\u97e7\u6027\u5224\u65ad\u3002<\/li>\n<\/ul>\n<p>\u4ece\u8fd9\u4e00\u70b9\u770b\uff0c\u771f\u6b63\u7528\u4e8e\u8fd0\u7ef4\u51b3\u7b56\u7684\u6307\u6807\uff0c\u5e94\u5f53\u66f4\u591a\u4f9d\u8d56\u540e\u9a8c\u5206\u6790\uff0c\u800c\u4e0d\u80fd\u53ea\u505c\u7559\u5728\u653b\u51fb\u524d\u7684\u9759\u6001\u753b\u50cf\u4e0a\u3002<\/p>\n<h3>4. z-score\uff1a\u5c06\u968f\u673a\u6545\u969c\u4f5c\u4e3a\u57fa\u7ebf\u6765\u8bc6\u522b\u5f02\u5e38\u653b\u51fb<\/h3>\n<p>\u4e3a\u5224\u65ad\u67d0\u4e00\u7c7b\u653b\u51fb\u662f\u5426\u663e\u8457\u504f\u79bb\u666e\u901a\u6545\u969c\uff0c\u672c\u6587\u8fd8\u5f15\u5165\u4e86 <code>z-score<\/code> \u7a33\u5b9a\u6027\u5206\u6790\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig13_zscore_stability-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig13_zscore_stability-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"z-score \u7a33\u5b9a\u6027\u5206\u6790\u56fe\" \/><\/div><\/figure>\n<p>\u7ed3\u679c\u8868\u660e\uff1a<\/p>\n<ul>\n<li>\u52a8\u6001\u5ea6\u653b\u51fb\u548c\u52a8\u6001\u4ecb\u6570\u653b\u51fb\u5728\u65e9\u671f\u9636\u6bb5\u53ef\u8fbe\u5230 <code>-5\u03c3<\/code> \u5230 <code>-7\u03c3<\/code><\/li>\n<li>\u6865\u63a5\u653b\u51fb\u5927\u81f4\u4f4d\u4e8e <code>-1\u03c3<\/code> \u5230 <code>-3\u03c3<\/code><\/li>\n<\/ul>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u5982\u679c\u7f51\u7edc\u8fde\u901a\u6027\u7684\u4e0b\u964d\u901f\u5ea6\u663e\u8457\u504f\u79bb\u968f\u673a\u6545\u969c\u57fa\u7ebf\uff0c\u4f8b\u5982\u8d85\u8fc7 <code>2\u03c3<\/code>\uff0c\u4fbf\u53ef\u4ee5\u5c06\u5176\u89c6\u4e3a\u7591\u4f3c\u5f02\u5e38\u653b\u51fb\u4fe1\u53f7\u3002\u8be5\u7ed3\u679c\u4e3a GCC\/CNP \u57fa\u7840\u4e0a\u7684\u5206\u7ea7\u544a\u8b66\u63d0\u4f9b\u4e86\u76f4\u63a5\u4f9d\u636e\u3002<\/p>\n<h2>\u516d\u3001\u6269\u5c55\u5b9e\u9a8c\uff1a\u6865\u63a5\u653b\u51fb\u3001\u89c4\u6a21\u6548\u5e94\u4e0e\u5de5\u7a0b\u5316\u6307\u6807<\/h2>\n<h3>1. \u6865\u63a5\u653b\u51fb\u4e0e\u878d\u5408\u653b\u51fb\u8865\u5145\u4e86\u201c\u6865\u6881\u8282\u70b9\u201d\u89c6\u89d2<\/h3>\n<p>\u6700\u7ec8\u62a5\u544a\u5728\u539f\u6709 5 \u79cd\u653b\u51fb\u7b56\u7565\u57fa\u7840\u4e0a\uff0c\u8fdb\u4e00\u6b65\u52a0\u5165\u4e86\u6865\u63a5\u4e2d\u5fc3\u6027\u653b\u51fb\u548c\u878d\u5408\u653b\u51fb\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig11_bridging_attack-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig11_bridging_attack-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6865\u63a5\u653b\u51fb\u5bf9\u6bd4\u56fe\" \/><\/div><\/figure>\n<p>\u5728 7 \u7b56\u7565\u6269\u5c55\u5b9e\u9a8c\u4e2d\uff0c\u4ee3\u8868\u6027\u7ed3\u679c\u4e3a\uff1a<\/p>\n<ul>\n<li>\u52a8\u6001\u4ecb\u6570\u653b\u51fb GCC AUC \u7ea6\u4e3a <code>0.161<\/code><\/li>\n<li>\u52a8\u6001\u5ea6\u653b\u51fb GCC AUC \u7ea6\u4e3a <code>0.173<\/code><\/li>\n<li>\u878d\u5408\u653b\u51fb GCC AUC \u7ea6\u4e3a <code>0.191<\/code><\/li>\n<li>\u6865\u63a5\u653b\u51fb GCC AUC \u7ea6\u4e3a <code>0.214<\/code><\/li>\n<li>\u968f\u673a\u653b\u51fb GCC AUC \u7ea6\u4e3a <code>0.310<\/code><\/li>\n<\/ul>\n<p>\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u8fd9\u4e00\u7ec4\u7ed3\u679c\u5bf9\u5e94\u6269\u5c55\u5b9e\u9a8c\u53e3\u5f84\uff0c\u56e0\u6b64\u4e0e\u524d\u8ff0\u57fa\u7840\u5b9e\u9a8c\u5b58\u5728\u8f7b\u5fae\u5dee\u5f02\uff0c\u4f46\u6392\u5e8f\u5173\u7cfb\u4fdd\u6301\u4e00\u81f4\uff1a\u5728\u5f53\u524d\u9ad8\u5bc6\u5ea6 Kubernetes \u7f51\u7edc\u4e2d\uff0c\u4ecb\u6570\u653b\u51fb\u4ecd\u7136\u6700\u5177\u5a01\u80c1\uff0c\u6865\u63a5\u653b\u51fb\u5c45\u4e2d\uff0c\u878d\u5408\u653b\u51fb\u5219\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u7834\u574f\u80fd\u529b\u3002<\/p>\n<p>\u8be5\u7ed3\u8bba\u610f\u5473\u7740\uff0c\u5728\u5f53\u524d\u89c4\u6a21\u4e0b\uff0c\u6700\u5371\u9669\u7684\u4ecd\u7136\u662f\u627f\u62c5\u5168\u5c40\u4e2d\u8f6c\u4f5c\u7528\u7684\u8282\u70b9\uff1b\u4f46\u968f\u7740\u7f51\u7edc\u89c4\u6a21\u6269\u5927\u3001\u62d3\u6251\u7a00\u758f\u5316\uff0c\u6865\u6881\u8282\u70b9\u7684\u91cd\u8981\u6027\u9884\u8ba1\u4f1a\u8fdb\u4e00\u6b65\u4e0a\u5347\u3002<\/p>\n<h3>2. \u89c4\u6a21\u6269\u5c55\u6027\uff1a\u57fa\u7840\u7ed3\u8bba\u5e76\u4e0d\u5c40\u9650\u4e8e 30 \u8282\u70b9\u62d3\u6251<\/h3>\n<p>\u6700\u7ec8\u62a5\u544a\u8fd8\u5c06\u7f51\u7edc\u89c4\u6a21\u6269\u5c55\u5230 <code>50<\/code>\u3001<code>100<\/code> \u548c <code>150<\/code> \u8282\u70b9\uff0c\u4ee5\u89c2\u5bdf\u653b\u51fb AUC \u662f\u5426\u968f\u89c4\u6a21\u663e\u8457\u6f02\u79fb\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig10_scalability-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig10_scalability-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u89c4\u6a21\u6269\u5c55\u6027\u56fe\" \/><\/div><\/figure>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u653b\u51fb AUC \u5728\u8fd9\u4e00\u8303\u56f4\u5185\u7684\u53d8\u5316\u5c0f\u4e8e <code>15%<\/code>\u3002\u8fd9\u8bf4\u660e\u672c\u6587\u8bc6\u522b\u51fa\u7684\u8106\u5f31\u6027\u6392\u5e8f\u5177\u6709\u8f83\u597d\u7684\u89c4\u6a21\u7a33\u5b9a\u6027\uff0c\u81f3\u5c11\u8868\u660e\u201c\u63a7\u5236\u9762\u5173\u952e\u3001\u9776\u5411\u653b\u51fb\u5371\u9669\u3001\u667a\u80fd\u6062\u590d\u6709\u6548\u201d\u8fd9\u51e0\u6761\u7ed3\u8bba\u5e76\u975e\u53ea\u5728 30 \u8282\u70b9\u6837\u4f8b\u4e2d\u5076\u7136\u6210\u7acb\u3002<\/p>\n<h3>3. \u8fde\u901a\u6027\u9000\u5316\u5f80\u5f80\u5148\u4e8e QoS \u5d29\u584c<\/h3>\n<p>\u62d3\u6251\u8fde\u901a\u6027\u5e76\u4e0d\u662f\u4e0e\u4e1a\u52a1\u65e0\u5173\u7684\u62bd\u8c61\u6307\u6807\u3002\u6269\u5c55\u5b9e\u9a8c\u8fdb\u4e00\u6b65\u5c06\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u548c\u670d\u52a1\u53ef\u7528\u6027\u7eb3\u5165\u89c2\u5bdf\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig11_qos_metrics-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig11_qos_metrics-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"QoS \u6307\u6807\u53d8\u5316\u56fe\" \/><\/div><\/figure>\n<p>\u5728\u5178\u578b\u9776\u5411\u653b\u51fb\u4e0b\uff1a<\/p>\n<ul>\n<li>\u5e73\u5747\u5ef6\u8fdf\u4e0a\u5347\u7ea6 <code>340%<\/code><\/li>\n<li>\u541e\u5410\u91cf\u4e0b\u964d\u7ea6 <code>67%<\/code><\/li>\n<li>\u670d\u52a1\u53ef\u7528\u6027\u4ece <code>99.9%<\/code> \u964d\u81f3\u7ea6 <code>78%<\/code><\/li>\n<\/ul>\n<p>\u8fd9\u8868\u660e\uff0c\u8fde\u901a\u6027\u9000\u5316\u5e38\u5e38\u9886\u5148\u4e8e QoS \u6076\u5316\u53d1\u751f\u3002\u5982\u679c\u76d1\u63a7\u4f53\u7cfb\u80fd\u591f\u5c06 GCC\u3001CNP \u7b49\u540e\u9a8c\u6307\u6807\u63a5\u5165\u544a\u8b66\u6d41\u7a0b\uff0c\u7cfb\u7edf\u5c31\u6709\u53ef\u80fd\u5728\u7528\u6237\u4fa7\u5f3a\u70c8\u611f\u77e5\u4e4b\u524d\u63d0\u524d\u8bc6\u522b\u98ce\u9669\u3002<\/p>\n<h3>4. MTTR \u4e0e\u5065\u5eb7\u68c0\u67e5\u5197\u4f59\u7ed9\u51fa\u4e86\u66f4\u76f4\u63a5\u7684\u5de5\u7a0b\u5ea6\u91cf<\/h3>\n<p>\u6062\u590d\u7b56\u7565\u7684\u4f18\u52a3\u5982\u679c\u53ea\u7528 AUC \u8868\u793a\uff0c\u4ecd\u7136\u504f\u7406\u8bba\u5316\u3002\u6700\u7ec8\u62a5\u544a\u8fdb\u4e00\u6b65\u5c06\u6062\u590d\u6548\u679c\u6620\u5c04\u5230 MTTR\uff0c\u5e76\u6d4b\u8bd5\u4e86\u8f7b\u91cf\u5197\u4f59\u8def\u5f84\u7684\u589e\u76ca\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig12_mttr_comparison-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig12_mttr_comparison-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"MTTR \u5bf9\u6bd4\u56fe\" \/><\/div><\/figure>\n<ul>\n<li>\u968f\u673a\u6062\u590d\u7684 <code>MTTR(90%)<\/code> \u7ea6\u4e3a <code>312s<\/code><\/li>\n<li>\u667a\u80fd\u6062\u590d\u53ef\u5c06\u5176\u538b\u7f29\u5230\u7ea6 <code>186s<\/code><\/li>\n<\/ul>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5408\u7406\u7684\u6062\u590d\u987a\u5e8f\u53ef\u4ee5\u5e26\u6765\u7ea6 <code>40%<\/code> \u7684\u6062\u590d\u63d0\u901f\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u589e\u52a0\u53cc\u5411\u5065\u5eb7\u68c0\u67e5\u5197\u4f59\u540e\uff1a<\/p>\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig13_health_check_impact-1.png'><img class=\"lazyload lazyload-style-11\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/www.chaoxi.online\/wp-content\/uploads\/2026\/04\/fig13_health_check_impact-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5065\u5eb7\u68c0\u67e5\u5f71\u54cd\u56fe\" \/><\/div><\/figure>\n<ul>\n<li>\u8fb9\u6570\u589e\u52a0\u7ea6 <code>12%<\/code><\/li>\n<li>\u653b\u51fb\u7834\u574f\u529b\u4e0b\u964d\u7ea6 <code>8%<\/code><\/li>\n<\/ul>\n<p>\u8be5\u7ed3\u679c\u8bf4\u660e\uff0c\u4e00\u4e9b\u4f4e\u4fb5\u5165\u3001\u8f7b\u91cf\u7ea7\u7684\u5197\u4f59\u8def\u5f84\u8bbe\u8ba1\uff0c\u4e5f\u80fd\u591f\u5e26\u6765\u53ef\u6d4b\u91cf\u7684\u97e7\u6027\u6536\u76ca\u3002<\/p>\n<h2>\u4e03\u3001\u5de5\u7a0b\u5efa\u8bae<\/h2>\n<p>\u7ed3\u5408\u6700\u7ec8\u62a5\u544a\u7684\u5b9e\u9a8c\u7ed3\u8bba\uff0c\u53ef\u4ee5\u5c06\u5de5\u7a0b\u5efa\u8bae\u5f52\u7eb3\u4e3a\u4e09\u4e2a\u5c42\u7ea7\u3002<\/p>\n<h3>P0<\/h3>\n<ul>\n<li>API Server \u5fc5\u987b\u91c7\u7528\u591a\u526f\u672c\u4e0e\u8d1f\u8f7d\u5747\u8861\u90e8\u7f72\uff0c\u56e0\u4e3a\u5176\u5355\u70b9\u5931\u6548\u8db3\u4ee5\u5bfc\u81f4 GCC \u5927\u5e45\u4e0b\u964d\u3002<\/li>\n<li>etcd \u5e94\u91c7\u7528\u96c6\u7fa4\u5316\u90e8\u7f72\u5e76\u4fdd\u6301\u5b9a\u671f\u5feb\u7167\uff0c\u56e0\u4e3a\u5176\u517c\u5177\u9ad8\u5173\u952e\u6027\u548c\u63a7\u5236\u9762\u72b6\u6001\u6838\u5fc3\u7684\u53cc\u91cd\u89d2\u8272\u3002<\/li>\n<\/ul>\n<h3>P1<\/h3>\n<ul>\n<li>CoreDNS \u4e0e Ingress Gateway \u5e94\u5b9e\u73b0\u9ad8\u53ef\u7528\uff0c\u4ee5\u4fdd\u8bc1\u670d\u52a1\u53d1\u73b0\u4e0e\u4e1a\u52a1\u5165\u53e3\u7a33\u5b9a\u3002<\/li>\n<li>\u5e94\u5efa\u7acb\u660e\u786e\u7684 <code>PriorityClass<\/code> \u7b56\u7565\uff0c\u56e0\u4e3a\u5173\u952e\u6027\u4f18\u5148\u6062\u590d\u5df2\u8bc1\u660e\u80fd\u591f\u5728\u8f83\u4f4e\u5de5\u7a0b\u6210\u672c\u4e0b\u63a5\u8fd1\u6700\u4f18\u6062\u590d\u6548\u679c\u3002<\/li>\n<li>\u5e94\u5b9a\u671f\u5f00\u5c55\u62d3\u6251\u626b\u63cf\u4e0e\u6545\u969c\u6f14\u7ec3\uff0c\u56e0\u4e3a\u52a8\u6001\u653b\u51fb\u8868\u660e\u5173\u952e\u8282\u70b9\u96c6\u5408\u5e76\u975e\u56fa\u5b9a\u4e0d\u53d8\u3002<\/li>\n<li>\u5e94\u5efa\u7acb\u57fa\u4e8e <code>GCC<\/code>\u3001<code>CNP<\/code> \u4e0e\u5f02\u5e38\u504f\u79bb\u7a0b\u5ea6\u7684\u5206\u7ea7\u544a\u8b66\u673a\u5236\uff0c\u56e0\u4e3a\u8fde\u901a\u6027\u9000\u5316\u5f80\u5f80\u65e9\u4e8e QoS \u964d\u7ea7\u3002<\/li>\n<\/ul>\n<h3>P2<\/h3>\n<ul>\n<li>\u5173\u952e\u94fe\u8def\u4e4b\u95f4\u53ef\u589e\u52a0\u8f7b\u91cf\u7ea7\u5065\u5eb7\u68c0\u67e5\u5197\u4f59\u8def\u5f84\uff0c\u4ee5\u63d0\u5347\u7f51\u7edc\u5bf9\u653b\u51fb\u7684\u7f13\u51b2\u80fd\u529b\u3002<\/li>\n<li><code>MTTR(50%)<\/code> \u4e0e <code>MTTR(90%)<\/code> \u7b49\u65f6\u95f4\u6307\u6807\u5e94\u7eb3\u5165\u97e7\u6027\u8003\u6838\uff0c\u800c\u4e0d\u5e94\u53ea\u5173\u6ce8\u7cfb\u7edf\u662f\u5426\u6700\u7ec8\u6062\u590d\u3002<\/li>\n<\/ul>\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u97e7\u6027\u5efa\u8bbe\u4e0d\u5e94\u88ab\u7406\u89e3\u4e3a\u201c\u51fa\u6545\u969c\u540e\u80fd\u5426\u81ea\u52a8\u62c9\u8d77\u201d\uff0c\u800c\u5e94\u88ab\u7406\u89e3\u4e3a\u201c\u5173\u952e\u8def\u5f84\u80fd\u5426\u88ab\u4f18\u5148\u4fdd\u62a4\u3001\u4f18\u5148\u8bc6\u522b\u548c\u4f18\u5148\u6062\u590d\u201d\u3002<\/p>\n<h2>\u516b\u3001\u7814\u7a76\u5c40\u9650<\/h2>\n<p>\u5c3d\u7ba1\u6700\u7ec8\u62a5\u544a\u5df2\u7ecf\u7eb3\u5165\u89c4\u6a21\u6269\u5c55\u3001QoS\u3001MTTR \u548c\u5197\u4f59\u8def\u5f84\u7b49\u8865\u5145\u5b9e\u9a8c\uff0c\u672c\u6587\u4ecd\u5177\u6709\u4ee5\u4e0b\u9650\u5236\uff1a<\/p>\n<ul>\n<li>\u5f53\u524d\u7814\u7a76\u4ecd\u4ee5 30 \u8282\u70b9\u62bd\u8c61\u62d3\u6251\u4e3a\u8d77\u70b9\uff0c\u5c1a\u672a\u5b8c\u6574\u8986\u76d6\u771f\u5b9e\u751f\u4ea7\u96c6\u7fa4\u7684\u590d\u6742\u5ea6\u3002<\/li>\n<li>\u89c4\u6a21\u6269\u5c55\u3001QoS\u3001MTTR \u4e0e\u5065\u5eb7\u68c0\u67e5\u5b9e\u9a8c\u4ecd\u4ee5\u6a21\u578b\u5316\u5206\u6790\u4e3a\u4e3b\uff0c\u7f3a\u4e4f\u771f\u5b9e\u96c6\u7fa4\u957f\u671f\u89c2\u6d4b\u6570\u636e\u3002<\/li>\n<li>\u5f53\u524d\u91cd\u70b9\u4ecd\u96c6\u4e2d\u4e8e\u8282\u70b9\u653b\u51fb\u3001\u6865\u63a5\u653b\u51fb\u3001\u6062\u590d\u8c03\u5ea6\u4e0e\u8f7b\u91cf\u5197\u4f59\uff0c\u5c1a\u672a\u7cfb\u7edf\u8986\u76d6\u94fe\u8def\u5206\u533a\u3001DDoS\u3001\u6eda\u52a8\u5347\u7ea7\u7b49\u590d\u6742\u573a\u666f\u3002<\/li>\n<li>\u540e\u9a8c\u8fde\u901a\u6027\u6307\u6807\u5c1a\u672a\u4e0e\u771f\u5b9e\u4e1a\u52a1 SLO\u3001\u6545\u969c\u5de5\u5355\u548c\u7528\u6237\u8bf7\u6c42\u8f68\u8ff9\u5b8c\u5168\u6253\u901a\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64\uff0c\u672c\u6587\u66f4\u9002\u5408\u4f5c\u4e3a\u4e00\u5957\u53ef\u89e3\u91ca\u3001\u53ef\u6269\u5c55\u7684\u5206\u6790\u6846\u67b6\uff0c\u800c\u4e0d\u5e94\u88ab\u89c6\u4e3a\u5bf9\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u7684\u552f\u4e00\u7b54\u6848\u3002<\/p>\n<h2>\u4e5d\u3001\u7ed3\u8bba<\/h2>\n<p>\u672c\u6587\u56f4\u7ed5 Kubernetes \u96c6\u7fa4\u5728\u8282\u70b9\u6545\u969c\u3001\u9776\u5411\u653b\u51fb\u4e0e\u6062\u590d\u8c03\u5ea6\u4e0b\u7684\u7f51\u7edc\u97e7\u6027\u95ee\u9898\u5c55\u5f00\u5206\u6790\uff0c\u5c06\u96c6\u7fa4\u62bd\u8c61\u4e3a\u6709\u5411\u52a0\u6743\u590d\u6742\u7f51\u7edc\uff0c\u5e76\u5728\u57fa\u7840\u653b\u51fb-\u6062\u590d\u5b9e\u9a8c\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u5f15\u5165\u540e\u9a8c\u97e7\u6027\u5ea6\u91cf\u4e0e\u5de5\u7a0b\u5316\u8bc4\u4f30\u3002<\/p>\n<p>\u7ed3\u679c\uff0c\u53ef\u4ee5\u5f97\u5230\u4ee5\u4e0b\u7ed3\u8bba\uff1a<\/p>\n<ol>\n<li>Kubernetes \u62d3\u6251\u5177\u6709\u660e\u663e\u7684\u4e2d\u5fc3\u5316\u7ed3\u6784\uff0c\u5bf9\u968f\u673a\u653b\u51fb\u5177\u6709\u4e00\u5b9a\u9c81\u68d2\u6027\uff0c\u4f46\u5bf9\u9776\u5411\u653b\u51fb\u9ad8\u5ea6\u8106\u5f31\u3002<\/li>\n<li>\u5220\u9664\u5355\u4e2a API Server \u5373\u53ef\u9020\u6210\u7ea6 <code>57%<\/code> \u7684 GCC \u635f\u5931\uff0c\u8bf4\u660e\u63a7\u5236\u9762\u9ad8\u53ef\u7528\u662f\u9996\u8981\u5de5\u7a0b\u4efb\u52a1\u3002<\/li>\n<li>\u52a8\u6001\u4ecb\u6570\u653b\u51fb\u7684\u7834\u574f\u529b\u6700\u5f3a\uff0c\u57fa\u7840\u5b9e\u9a8c\u4e2d\u653b\u51fb AUC \u4e3a <code>0.150<\/code>\uff0c\u9a8c\u8bc1\u4e86\u5b9e\u65f6\u91cd\u7b97\u76ee\u6807\u5728\u5bf9\u6297\u4e2d\u7684\u4f18\u52bf\u3002<\/li>\n<li>\u4ecb\u6570\u8d2a\u5fc3\u6062\u590d\u8fbe\u5230 <code>0.500<\/code> \u7684\u6062\u590d AUC\uff0c\u663e\u8457\u4f18\u4e8e\u968f\u673a\u6062\u590d\uff1b\u5173\u952e\u6027\u4f18\u5148\u6062\u590d\u867d\u7565\u900a\uff0c\u4f46\u66f4\u6613\u5de5\u7a0b\u5316\u5b9e\u73b0\u3002<\/li>\n<li>CNP\u3001NCC \u4e0e z-score 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