{"id":35973,"date":"2025-05-07T09:10:28","date_gmt":"2025-05-07T01:10:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/35973.html"},"modified":"2025-05-07T09:10:28","modified_gmt":"2025-05-07T01:10:28","slug":"aigc%e6%97%b6%e4%bb%a3kubernetes%e4%bc%81%e4%b8%9a%e7%ba%a7%e4%ba%91%e5%8e%9f%e7%94%9f%e8%bf%90%e7%bb%b4%e5%ae%9e%e6%88%98%ef%bc%9a%e6%99%ba%e8%83%bd%e9%87%8d%e6%9e%84%e4%b8%8e%e6%b7%b1%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/35973.html","title":{"rendered":"AIGC\u65f6\u4ee3Kubernetes\u4f01\u4e1a\u7ea7\u4e91\u539f\u751f\u8fd0\u7ef4\u5b9e\u6218\uff1a\u667a\u80fd\u91cd\u6784\u4e0e\u6df1\u5ea6\u5b9e\u8df5\u6307\u5357"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u4e00\u3001AIGC\u6280\u672f\u6808\u4e0eKubernetes\u7684\u6df1\u5ea6\u878d\u5408<\/li>\n<li>\n<ul>\n<li>1. \u667a\u80fd\u914d\u7f6e\u751f\u6210&#xff1a;\u4eceYAML\u5230\u81ea\u7136\u8bed\u8a00<\/li>\n<li>2. \u52a8\u6001\u8d44\u6e90\u4f18\u5316&#xff1a;AI\u9a71\u52a8\u7684\u5f39\u6027\u4f38\u7f29<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u667a\u80fd\u8fd0\u7ef4\u4f53\u7cfb\u67b6\u6784\u6df1\u5ea6\u89e3\u6790<\/li>\n<li>\n<ul>\n<li>\u56db\u7ef4\u80fd\u529b\u77e9\u9635\u589e\u5f3a\u5b9e\u73b0&#xff1a;<\/li>\n<li>\u5173\u952e\u7ec4\u4ef6\u5347\u7ea7\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u4f01\u4e1a\u7ea7\u5b9e\u6218\u7b56\u7565\u6df1\u5ea6\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>\u7b56\u75651&#xff1a;AI\u8f85\u52a9\u7684\u6e10\u8fdb\u5f0f\u4ea4\u4ed8<\/li>\n<li>\u7b56\u75652&#xff1a;\u81ea\u4e3b\u4f18\u5316\u95ed\u73af\u5b9e\u73b0<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u5178\u578b\u573a\u666f\u5b9e\u6218\u6df1\u5ea6\u89e3\u6790<\/li>\n<li>\n<ul>\n<li>\u573a\u666f1&#xff1a;\u7a81\u53d1\u6d41\u91cf\u5e94\u5bf9&#xff08;\u5b8c\u6574\u4ee3\u7801\u793a\u4f8b&#xff09;<\/li>\n<li>\u573a\u666f2&#xff1a;\u6df7\u5408\u4e91\u707e\u5907&#xff08;\u591a\u4e91\u9002\u914d\u4ee3\u7801&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u672a\u6765\u6f14\u8fdb\u65b9\u5411\u4ee3\u7801\u63a2\u7d22<\/li>\n<li>\n<ul>\n<li>\u6570\u5b57\u5b6a\u751f\u793a\u4f8b&#xff08;\u7b80\u5316\u7248&#xff09;<\/li>\n<li>\u8fb9\u7f18\u667a\u80fd\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>\u300aKubernetes\u4f01\u4e1a\u7ea7\u4e91\u539f\u751f\u8fd0\u7ef4\u5b9e\u6218&#xff08;\u4e91\u8ba1\u7b97\u524d\u6cbf\u5b9e\u6218\u4e1b\u4e66&#xff09;\u300b<\/li>\n<li>\n<ul>\n<li>\u7f16\u8f91\u63a8\u8350<\/li>\n<li>\u5185\u5bb9\u7b80\u4ecb<\/li>\n<li>\u4f5c\u8005\u7b80\u4ecb<\/li>\n<li>\u76ee\u5f55<\/li>\n<li>\u524d\u8a00\/\u5e8f\u8a00<\/li>\n<li>\u672c\u4e66\u5185\u5bb9<\/li>\n<li>\u672c\u4e66\u7279\u70b9<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<p>\u5728\u751f\u6210\u5f0fAI&#xff08;AIGC&#xff09;\u4e0e\u4e91\u539f\u751f\u6280\u672f\u6df1\u5ea6\u878d\u5408\u7684\u4eca\u5929&#xff0c;Kubernetes\u6b63\u7ecf\u5386\u7740\u4ece\u201c\u5bb9\u5668\u7f16\u6392\u5de5\u5177\u201d\u5230\u201c\u667a\u80fd\u8fd0\u7ef4\u5927\u8111\u201d\u7684\u8715\u53d8\u3002\u672c\u6587\u5c06\u901a\u8fc7\u6280\u672f\u89e3\u6790\u3001\u4ee3\u7801\u793a\u4f8b\u4e0e\u5b9e\u6218\u6848\u4f8b&#xff0c;\u63ed\u793a\u5982\u4f55\u6784\u5efaAIGC\u589e\u5f3a\u7684Kubernetes\u8fd0\u7ef4\u4f53\u7cfb&#xff0c;\u5e76\u7ed9\u51fa\u53ef\u76f4\u63a5\u843d\u5730\u7684\u64cd\u4f5c\u6307\u5357\u3002<\/p>\n<h2>\u4e00\u3001AIGC\u6280\u672f\u6808\u4e0eKubernetes\u7684\u6df1\u5ea6\u878d\u5408<\/h2>\n<h3>1. \u667a\u80fd\u914d\u7f6e\u751f\u6210&#xff1a;\u4eceYAML\u5230\u81ea\u7136\u8bed\u8a00<\/h3>\n<p>\u4f20\u7edf\u65b9\u5f0f&#xff1a;\u624b\u52a8\u7f16\u5199Kubernetes Deployment\u914d\u7f6e<\/p>\n<p><span class=\"token key atrule\">apiVersion<\/span><span class=\"token punctuation\">:<\/span> apps\/v1<br \/>\n<span class=\"token key atrule\">kind<\/span><span class=\"token punctuation\">:<\/span> Deployment<br \/>\n<span class=\"token key atrule\">metadata<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> nginx<span class=\"token punctuation\">&#8211;<\/span>deployment<br \/>\n<span class=\"token key atrule\">spec<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">replicas<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">3<\/span><br \/>\n  <span class=\"token key atrule\">template<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">spec<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">containers<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> nginx<br \/>\n        <span class=\"token key atrule\">image<\/span><span class=\"token punctuation\">:<\/span> nginx<span class=\"token punctuation\">:<\/span><span class=\"token number\">1.21<\/span><\/p>\n<p>AIGC\u589e\u5f3a\u65b9\u5f0f&#xff1a;\u4f7f\u7528GPT-4\u751f\u6210\u914d\u7f6e<\/p>\n<p><span class=\"token keyword\">import<\/span> openai<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_deployment<\/span><span class=\"token punctuation\">(<\/span>service_name<span class=\"token punctuation\">,<\/span> image<span class=\"token punctuation\">,<\/span> replicas<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n    Generate a Kubernetes Deployment YAML for <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>service_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> using <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>image<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> image,<br \/>\n    with <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>replicas<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> replicas and proper resource limits.<br \/>\n    &#034;&#034;&#034;<\/span><\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> openai<span class=\"token punctuation\">.<\/span>Completion<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        engine<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        prompt<span class=\"token operator\">&#061;<\/span>prompt<span class=\"token punctuation\">,<\/span><br \/>\n        max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">500<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>text<\/p>\n<p><span class=\"token comment\"># \u793a\u4f8b\u8c03\u7528<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>generate_deployment<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;web-app&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;nginx:alpine&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>2. \u52a8\u6001\u8d44\u6e90\u4f18\u5316&#xff1a;AI\u9a71\u52a8\u7684\u5f39\u6027\u4f38\u7f29<\/h3>\n<p>\u4f7f\u7528PyTorch\u6784\u5efa\u8d44\u6e90\u9884\u6d4b\u6a21\u578b<\/p>\n<p><span class=\"token keyword\">import<\/span> torch<br \/>\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<br \/>\n<span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>preprocessing <span class=\"token keyword\">import<\/span> MinMaxScaler<\/p>\n<p><span class=\"token comment\"># \u52a0\u8f7d\u5386\u53f2\u8d44\u6e90\u4f7f\u7528\u6570\u636e<\/span><br \/>\ndata <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>loadtxt<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;resource_usage.csv&#039;<\/span><span class=\"token punctuation\">,<\/span> delimiter<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;,&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nscaler <span class=\"token operator\">&#061;<\/span> MinMaxScaler<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nscaled_data <span class=\"token operator\">&#061;<\/span> scaler<span class=\"token punctuation\">.<\/span>fit_transform<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u5b9a\u4e49LSTM\u6a21\u578b<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ResourcePredictor<\/span><span class=\"token punctuation\">(<\/span>torch<span class=\"token punctuation\">.<\/span>nn<span class=\"token punctuation\">.<\/span>Module<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> input_size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> hidden_size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">50<\/span><span class=\"token punctuation\">,<\/span> output_size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>lstm <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>nn<span class=\"token punctuation\">.<\/span>LSTM<span class=\"token punctuation\">(<\/span>input_size<span class=\"token punctuation\">,<\/span> hidden_size<span class=\"token punctuation\">,<\/span> batch_first<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>linear <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span>nn<span class=\"token punctuation\">.<\/span>Linear<span class=\"token punctuation\">(<\/span>hidden_size<span class=\"token punctuation\">,<\/span> output_size<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">forward<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> x<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        out<span class=\"token punctuation\">,<\/span> _ <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>lstm<span class=\"token punctuation\">(<\/span>x<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>linear<span class=\"token punctuation\">(<\/span>out<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u8bad\u7ec3\u4e0e\u9884\u6d4b<\/span><br \/>\nmodel <span class=\"token operator\">&#061;<\/span> ResourcePredictor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token comment\"># &#8230;&#xff08;\u8bad\u7ec3\u4ee3\u7801\u7701\u7565&#xff09;<\/span><\/p>\n<p><span class=\"token comment\"># \u6839\u636e\u9884\u6d4b\u7ed3\u679c\u8c03\u6574Kubernetes\u8d44\u6e90<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">adjust_resources<\/span><span class=\"token punctuation\">(<\/span>pod_name<span class=\"token punctuation\">,<\/span> cpu_request<span class=\"token punctuation\">,<\/span> memory_limit<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    kubectl_cmd <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n    kubectl patch deployment <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>pod_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    -p &#039;{&#034;spec&#034;:{&#034;template&#034;:{&#034;spec&#034;:{&#034;containers&#034;:[{&#034;name&#034;:&#034;app&#034;,&#034;resources&#034;:<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;requests&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;cpu&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;{cpu_request}&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;limits&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;memory&#034;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token string\">&#034;{memory_limit}&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">}]}}}}&#039;<br \/>\n    &#034;&#034;&#034;<\/span><\/span><br \/>\n    os<span class=\"token punctuation\">.<\/span>system<span class=\"token punctuation\">(<\/span>kubectl_cmd<span class=\"token punctuation\">)<\/span><\/p>\n<h2>\u4e8c\u3001\u667a\u80fd\u8fd0\u7ef4\u4f53\u7cfb\u67b6\u6784\u6df1\u5ea6\u89e3\u6790<\/h2>\n<h3>\u56db\u7ef4\u80fd\u529b\u77e9\u9635\u589e\u5f3a\u5b9e\u73b0&#xff1a;<\/h3>\n<table>\n<tr>\u7ef4\u5ea6\u6280\u672f\u5b9e\u73b0<\/tr>\n<tbody>\n<tr>\n<td>\u914d\u7f6e\u7ba1\u7406<\/td>\n<td>AIGC\u751f\u6210YAML &#043; kube-linter\u6821\u9a8c<\/td>\n<\/tr>\n<tr>\n<td>\u76d1\u63a7\u544a\u8b66<\/td>\n<td>Prometheus &#043; Grafana &#043; AI\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u6269\u7f29\u5bb9\u7b56\u7565<\/td>\n<td>KEDA &#043; \u81ea\u5b9a\u4e49AI\u9884\u6d4b\u5668<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u5408\u89c4<\/td>\n<td>Trivy\u6f0f\u6d1e\u626b\u63cf &#043; AI\u98ce\u9669\u753b\u50cf\u751f\u6210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u5173\u952e\u7ec4\u4ef6\u5347\u7ea7\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/h3>\n<p>\u667a\u80fd\u63a7\u5236\u5e73\u9762\u96c6\u6210&#xff08;\u7b80\u5316\u7248&#xff09;&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ \u6269\u5c55kube-apiserver\u6dfb\u52a0NLP\u67e5\u8be2\u7aef\u70b9<\/span><br \/>\n<span class=\"token keyword\">package<\/span> main<\/p>\n<p><span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;net\/http&#034;<\/span><br \/>\n    <span class=\"token string\">&#034;github.com\/gin-gonic\/gin&#034;<\/span><br \/>\n    <span class=\"token string\">&#034;k8s.io\/client-go\/kubernetes&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">func<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    clientset <span class=\"token operator\">:&#061;<\/span> <span class=\"token function\">getKubeClient<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/ \u521d\u59cb\u5316Kubernetes\u5ba2\u6237\u7aef<\/span><br \/>\n    r <span class=\"token operator\">:&#061;<\/span> gin<span class=\"token punctuation\">.<\/span><span class=\"token function\">Default<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    r<span class=\"token punctuation\">.<\/span><span class=\"token function\">GET<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/query&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">func<\/span><span class=\"token punctuation\">(<\/span>c <span class=\"token operator\">*<\/span>gin<span class=\"token punctuation\">.<\/span>Context<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        query <span class=\"token operator\">:&#061;<\/span> c<span class=\"token punctuation\">.<\/span><span class=\"token function\">Query<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;q&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u8c03\u7528GPT\u89e3\u6790\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n        result <span class=\"token operator\">:&#061;<\/span> <span class=\"token function\">processNLPQuery<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u8f6c\u6362\u4e3aKubernetes API\u8c03\u7528<\/span><br \/>\n        pods<span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">_<\/span> <span class=\"token operator\">:&#061;<\/span> clientset<span class=\"token punctuation\">.<\/span><span class=\"token function\">CoreV1<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">Pods<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">List<\/span><span class=\"token punctuation\">(<\/span>context<span class=\"token punctuation\">.<\/span><span class=\"token function\">TODO<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> metav1<span class=\"token punctuation\">.<\/span>ListOptions<span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        c<span class=\"token punctuation\">.<\/span><span class=\"token function\">JSON<\/span><span class=\"token punctuation\">(<\/span>http<span class=\"token punctuation\">.<\/span>StatusOK<span class=\"token punctuation\">,<\/span> gin<span class=\"token punctuation\">.<\/span>H<span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;query&#034;<\/span><span class=\"token punctuation\">:<\/span> query<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;result&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token function\">mergeAIResultWithKubeData<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">,<\/span> pods<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    r<span class=\"token punctuation\">.<\/span><span class=\"token function\">Run<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;:8080&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h2>\u4e09\u3001\u4f01\u4e1a\u7ea7\u5b9e\u6218\u7b56\u7565\u6df1\u5ea6\u5b9e\u8df5<\/h2>\n<h3>\u7b56\u75651&#xff1a;AI\u8f85\u52a9\u7684\u6e10\u8fdb\u5f0f\u4ea4\u4ed8<\/h3>\n<p>\u4f7f\u7528Argo CD &#043; AIGC\u5b9e\u73b0\u667a\u80fd\u91d1\u4e1d\u96c0\u53d1\u5e03&#xff1a;<\/p>\n<p><span class=\"token comment\"># Argo CD Application\u914d\u7f6e<\/span><br \/>\n<span class=\"token key atrule\">apiVersion<\/span><span class=\"token punctuation\">:<\/span> argoproj.io\/v1alpha1<br \/>\n<span class=\"token key atrule\">kind<\/span><span class=\"token punctuation\">:<\/span> Application<br \/>\n<span class=\"token key atrule\">metadata<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> ai<span class=\"token punctuation\">&#8211;<\/span>canary<br \/>\n<span class=\"token key atrule\">spec<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">project<\/span><span class=\"token punctuation\">:<\/span> default<br \/>\n  <span class=\"token key atrule\">source<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">repoURL<\/span><span class=\"token punctuation\">:<\/span> https<span class=\"token punctuation\">:<\/span>\/\/github.com\/your<span class=\"token punctuation\">&#8211;<\/span>repo.git<br \/>\n    <span class=\"token key atrule\">targetRevision<\/span><span class=\"token punctuation\">:<\/span> HEAD<br \/>\n    <span class=\"token key atrule\">path<\/span><span class=\"token punctuation\">:<\/span> deployments\/<br \/>\n  <span class=\"token key atrule\">destination<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">server<\/span><span class=\"token punctuation\">:<\/span> https<span class=\"token punctuation\">:<\/span>\/\/kubernetes.default.svc<br \/>\n    <span class=\"token key atrule\">namespace<\/span><span class=\"token punctuation\">:<\/span> production<br \/>\n  <span class=\"token key atrule\">syncPolicy<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">automated<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">prune<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n      <span class=\"token key atrule\">selfHeal<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n    <span class=\"token key atrule\">syncOptions<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> CreateNamespace&#061;true<br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> Validate&#061;false<br \/>\n  <span class=\"token comment\"># AI\u9a71\u52a8\u7684\u53d1\u5e03\u7b56\u7565<\/span><br \/>\n  <span class=\"token key atrule\">canary<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">analysis<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">interval<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">300<\/span> <span class=\"token comment\"># \u6bcf5\u5206\u949f\u68c0\u67e5\u4e00\u6b21<\/span><br \/>\n      <span class=\"token key atrule\">threshold<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">5<\/span>   <span class=\"token comment\"># \u9519\u8bef\u7387\u9608\u503c<\/span><br \/>\n      <span class=\"token key atrule\">iterations<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">10<\/span> <span class=\"token comment\"># \u6700\u5927\u8fed\u4ee3\u6b21\u6570<\/span><br \/>\n      <span class=\"token key atrule\">promote<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token key atrule\">steps<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">setWeight<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">10<\/span><br \/>\n        <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">pause<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token key atrule\">duration<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">300<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">setWeight<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">20<\/span><br \/>\n        <span class=\"token comment\"># &#8230; \u6839\u636eAI\u5206\u6790\u7ed3\u679c\u52a8\u6001\u8c03\u6574<\/span><\/p>\n<h3>\u7b56\u75652&#xff1a;\u81ea\u4e3b\u4f18\u5316\u95ed\u73af\u5b9e\u73b0<\/h3>\n<p>FinOps\u6210\u672c\u6cbb\u7406\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> kubernetes <span class=\"token keyword\">import<\/span> client<span class=\"token punctuation\">,<\/span> config<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>cloud <span class=\"token keyword\">import<\/span> bigquery<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_costs<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u4eceBigQuery\u83b7\u53d6\u6210\u672c\u6570\u636e<\/span><br \/>\n    client <span class=\"token operator\">&#061;<\/span> bigquery<span class=\"token punctuation\">.<\/span>Client<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    query <span class=\"token operator\">&#061;<\/span> <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    SELECT SUM(cost) as total_cost<br \/>\n    FROM &#096;project.dataset.cost_table&#096;<br \/>\n    WHERE service &#061; &#039;Kubernetes&#039;<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    results <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>query<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>result<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    total_cost <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span>results<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>total_cost<\/p>\n<p>    <span class=\"token comment\"># \u4f7f\u7528AI\u6a21\u578b\u9884\u6d4b\u6210\u672c\u8d8b\u52bf<\/span><br \/>\n    model <span class=\"token operator\">&#061;<\/span> load_cost_prediction_model<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    forecast <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span>predict<span class=\"token punctuation\">(<\/span>total_cost<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u751f\u6210\u4f18\u5316\u5efa\u8bae<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> forecast <span class=\"token operator\">&gt;<\/span> BUDGET_THRESHOLD<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> generate_optimization_report<span class=\"token punctuation\">(<\/span>forecast<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;Cost within budget&#034;<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_optimization_report<\/span><span class=\"token punctuation\">(<\/span>forecast<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u8c03\u7528AIGC\u751f\u6210\u4f18\u5316\u65b9\u6848<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Kubernetes\u6210\u672c\u4f18\u5316\u5efa\u8bae&#xff0c;\u5f53\u524d\u9884\u6d4b\u6210\u672c&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>forecast<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> openai<span class=\"token punctuation\">.<\/span>Completion<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n        engine<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        prompt<span class=\"token operator\">&#061;<\/span>prompt<span class=\"token punctuation\">,<\/span><br \/>\n        max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1000<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>text<\/p>\n<h2>\u56db\u3001\u5178\u578b\u573a\u666f\u5b9e\u6218\u6df1\u5ea6\u89e3\u6790<\/h2>\n<h3>\u573a\u666f1&#xff1a;\u7a81\u53d1\u6d41\u91cf\u5e94\u5bf9&#xff08;\u5b8c\u6574\u4ee3\u7801\u793a\u4f8b&#xff09;<\/h3>\n<p><span class=\"token keyword\">import<\/span> requests<br \/>\n<span class=\"token keyword\">from<\/span> prometheus_client <span class=\"token keyword\">import<\/span> CollectorRegistry<span class=\"token punctuation\">,<\/span> Gauge<span class=\"token punctuation\">,<\/span> generate_latest<\/p>\n<p><span class=\"token comment\"># 1. \u76d1\u63a7\u6307\u6807\u91c7\u96c6<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">collect_metrics<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    registry <span class=\"token operator\">&#061;<\/span> CollectorRegistry<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    g <span class=\"token operator\">&#061;<\/span> Gauge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;http_requests_total&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;HTTP\u8bf7\u6c42\u603b\u91cf&#039;<\/span><span class=\"token punctuation\">,<\/span> registry<span class=\"token operator\">&#061;<\/span>registry<span class=\"token punctuation\">)<\/span><br \/>\n    g<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>get_current_requests<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> generate_latest<span class=\"token punctuation\">(<\/span>registry<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># 2. AI\u9884\u6d4b\u6d41\u91cf<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">predict_traffic<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    metrics <span class=\"token operator\">&#061;<\/span> collect_metrics<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u53d1\u9001\u5230\u9884\u6d4b\u670d\u52a1<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;http:\/\/ai-predictor:8080\/predict&#034;<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">&#061;<\/span>metrics<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;predicted_traffic&#039;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># 3. \u81ea\u52a8\u6269\u7f29\u5bb9<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">auto_scale<\/span><span class=\"token punctuation\">(<\/span>predicted_traffic<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    current_replicas <span class=\"token operator\">&#061;<\/span> get_current_replicas<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    target_replicas <span class=\"token operator\">&#061;<\/span> calculate_target_replicas<span class=\"token punctuation\">(<\/span>predicted_traffic<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> target_replicas <span class=\"token operator\">&gt;<\/span> current_replicas<span class=\"token punctuation\">:<\/span><br \/>\n        scale_up<span class=\"token punctuation\">(<\/span>target_replicas <span class=\"token operator\">&#8211;<\/span> current_replicas<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> target_replicas <span class=\"token operator\">&lt;<\/span> current_replicas<span class=\"token punctuation\">:<\/span><br \/>\n        scale_down<span class=\"token punctuation\">(<\/span>current_replicas <span class=\"token operator\">&#8211;<\/span> target_replicas<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># 4. \u751f\u6210\u56de\u6eda\u9884\u6848<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_rollback_plan<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n    kubectl rollout undo deployment\/web-app<br \/>\n    kubectl scale deployment\/web-app &#8211;replicas&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>ORIGINAL_REPLICAS<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    &#034;&#034;&#034;<\/span><\/span><\/p>\n<p><span class=\"token comment\"># \u4e3b\u6d41\u7a0b<\/span><br \/>\n<span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    traffic <span class=\"token operator\">&#061;<\/span> predict_traffic<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    auto_scale<span class=\"token punctuation\">(<\/span>traffic<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>generate_rollback_plan<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u573a\u666f2&#xff1a;\u6df7\u5408\u4e91\u707e\u5907&#xff08;\u591a\u4e91\u9002\u914d\u4ee3\u7801&#xff09;<\/h3>\n<p><span class=\"token comment\"># \u4f7f\u7528KubeFed\u5b9e\u73b0\u8de8\u4e91\u707e\u5907<\/span><br \/>\nkubefed init multi-cloud<br \/>\nkubefed <span class=\"token function\">join<\/span> aws &#8211;cluster-context aws-context<br \/>\nkubefed <span class=\"token function\">join<\/span> gcp &#8211;cluster-context gcp-context<\/p>\n<p><span class=\"token comment\"># AI\u9a71\u52a8\u7684\u6545\u969c\u8fc1\u79fb<\/span><br \/>\nkubectl apply -f ai-disaster-recovery.yaml<\/p>\n<p><span class=\"token comment\"># ai-disaster-recovery.yaml<\/span><br \/>\n<span class=\"token key atrule\">apiVersion<\/span><span class=\"token punctuation\">:<\/span> apps\/v1<br \/>\n<span class=\"token key atrule\">kind<\/span><span class=\"token punctuation\">:<\/span> Deployment<br \/>\n<span class=\"token key atrule\">metadata<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> ai<span class=\"token punctuation\">&#8211;<\/span>disaster<span class=\"token punctuation\">&#8211;<\/span>recovery<br \/>\n<span class=\"token key atrule\">spec<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">template<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">spec<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">containers<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> ai<span class=\"token punctuation\">&#8211;<\/span>controller<br \/>\n        <span class=\"token key atrule\">image<\/span><span class=\"token punctuation\">:<\/span> ai<span class=\"token punctuation\">&#8211;<\/span>disaster<span class=\"token punctuation\">&#8211;<\/span>recovery<span class=\"token punctuation\">:<\/span>latest<br \/>\n        <span class=\"token key atrule\">command<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;python&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;controller.py&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token key atrule\">env<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> AWS_CLUSTER_CONTEXT<br \/>\n          <span class=\"token key atrule\">value<\/span><span class=\"token punctuation\">:<\/span> aws<span class=\"token punctuation\">&#8211;<\/span>context<br \/>\n        <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> GCP_CLUSTER_CONTEXT<br \/>\n          <span class=\"token key atrule\">value<\/span><span class=\"token punctuation\">:<\/span> gcp<span class=\"token punctuation\">&#8211;<\/span>context<\/p>\n<h2>\u4e94\u3001\u672a\u6765\u6f14\u8fdb\u65b9\u5411\u4ee3\u7801\u63a2\u7d22<\/h2>\n<h3>\u6570\u5b57\u5b6a\u751f\u793a\u4f8b&#xff08;\u7b80\u5316\u7248&#xff09;<\/h3>\n<p><span class=\"token keyword\">from<\/span> pykube <span class=\"token keyword\">import<\/span> HTTPAPI<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ClusterTwin<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> cluster_url<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api <span class=\"token operator\">&#061;<\/span> HTTPAPI<span class=\"token punctuation\">(<\/span>cluster_url<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>state <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>api<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">.<\/span>namespaces<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">simulate<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> action<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u5728\u6570\u5b57\u5b6a\u751f\u73af\u5883\u4e2d\u6267\u884c\u64cd\u4f5c<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> action <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;scale_up&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>api<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">.<\/span>namespaced_deployment_scale<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;default&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;web-app&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;spec&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;replicas&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>api<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">.<\/span>namespaced_deployment<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;default&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;web-app&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u4f7f\u7528AI\u8fdb\u884c\u79bb\u7ebf\u63a8\u6f14<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">ai_simulation<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    twin <span class=\"token operator\">&#061;<\/span> ClusterTwin<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;https:\/\/twin-cluster:443&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    best_action <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    best_score <span class=\"token operator\">&#061;<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> action <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;scale_up&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;scale_down&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;no_change&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        result <span class=\"token operator\">&#061;<\/span> twin<span class=\"token punctuation\">.<\/span>simulate<span class=\"token punctuation\">(<\/span>action<span class=\"token punctuation\">)<\/span><br \/>\n        score <span class=\"token operator\">&#061;<\/span> calculate_sla_score<span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> score <span class=\"token operator\">&gt;<\/span> best_score<span class=\"token punctuation\">:<\/span><br \/>\n            best_score <span class=\"token operator\">&#061;<\/span> score<br \/>\n            best_action <span class=\"token operator\">&#061;<\/span> action<\/p>\n<p>    <span class=\"token keyword\">return<\/span> best_action<\/p>\n<h3>\u8fb9\u7f18\u667a\u80fd\u793a\u4f8b<\/h3>\n<p><span class=\"token comment\">\/\/ \u8fb9\u7f18\u8282\u70b9AI\u51b3\u7b56\u6a21\u5757<\/span><br \/>\n<span class=\"token keyword\">package<\/span> main<\/p>\n<p><span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;fmt&#034;<\/span><br \/>\n    <span class=\"token string\">&#034;github.com\/tinygo-org\/tinygo\/src\/machine&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">func<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u521d\u59cb\u5316\u8fb9\u7f18\u8bbe\u5907\u4f20\u611f\u5668<\/span><br \/>\n    sensor <span class=\"token operator\">:&#061;<\/span> machine<span class=\"token punctuation\">.<\/span>ADC<span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    sensor<span class=\"token punctuation\">.<\/span><span class=\"token function\">Configure<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u52a0\u8f7d\u8f7b\u91cf\u5316AI\u6a21\u578b<\/span><br \/>\n    model <span class=\"token operator\">:&#061;<\/span> <span class=\"token function\">loadEdgeAIModel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        reading <span class=\"token operator\">:&#061;<\/span> sensor<span class=\"token punctuation\">.<\/span><span class=\"token function\">Get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        prediction <span class=\"token operator\">:&#061;<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">Predict<\/span><span class=\"token punctuation\">(<\/span>reading<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> prediction <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;anomaly&#034;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            fmt<span class=\"token punctuation\">.<\/span><span class=\"token function\">Println<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Edge AI detected anomaly, triggering local action&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token function\">triggerLocalRemediation<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u4e9b\u4ee3\u7801\u793a\u4f8b\u5c55\u793a\u4e86\u4ece\u57fa\u7840\u914d\u7f6e\u751f\u6210\u5230\u590d\u6742\u667a\u80fd\u51b3\u7b56\u7684\u5168\u94fe\u8def\u5b9e\u73b0\u3002\u5efa\u8bae\u4f01\u4e1a\u6839\u636e\u81ea\u8eab\u9700\u6c42\u9009\u62e9\u6210\u719f\u6846\u67b6&#xff08;\u5982Kubeflow\u3001KFServing&#xff09;\u8fdb\u884c\u6269\u5c55&#xff0c;\u540c\u65f6\u5173\u6ce8\u4ee5\u4e0b\u6280\u672f\u8d8b\u52bf&#xff1a;<\/p>\n<li>\u591a\u6a21\u6001\u8fd0\u7ef4&#xff1a;\u7ed3\u5408\u65e5\u5fd7\u56fe\u50cf\u8bc6\u522b&#xff08;\u5982OCR\u89e3\u6790\u67b6\u6784\u56fe&#xff09;\u548c\u8bed\u97f3\u6307\u4ee4<\/li>\n<li>\u751f\u6210\u5f0f\u5b89\u5168&#xff1a;\u4f7f\u7528AI\u81ea\u52a8\u751f\u6210\u6e17\u900f\u6d4b\u8bd5\u7528\u4f8b<\/li>\n<li>\u795e\u7ecf\u7b26\u53f7\u7cfb\u7edf&#xff1a;\u5c06\u4e13\u5bb6\u77e5\u8bc6\u878d\u5165AI\u51b3\u7b56\u6d41\u7a0b<\/li>\n<li>\u91cf\u5b50\u542f\u53d1\u5f0f\u4f18\u5316&#xff1a;\u5728\u590d\u6742\u8c03\u5ea6\u573a\u666f\u4e2d\u5e94\u7528\u91cf\u5b50\u8ba1\u7b97\u539f\u7406<\/li>\n<p>\u901a\u8fc7\u6784\u5efa\u8fd9\u79cd&#034;AI&#043;Kubernetes&#034;\u7684\u53cc\u6838\u9a71\u52a8\u67b6\u6784&#xff0c;\u4f01\u4e1a\u53ef\u5b9e\u73b0\u8fd0\u7ef4\u6548\u7387\u7684\u6307\u6570\u7ea7\u63d0\u5347&#xff0c;\u5c06\u5de5\u7a0b\u5e08\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e&#xff0c;\u4e13\u6ce8\u4e8e\u521b\u65b0\u4ef7\u503c\u7684\u521b\u9020\u3002<\/p>\n<hr \/>\n<h2>\u300aKubernetes\u4f01\u4e1a\u7ea7\u4e91\u539f\u751f\u8fd0\u7ef4\u5b9e\u6218&#xff08;\u4e91\u8ba1\u7b97\u524d\u6cbf\u5b9e\u6218\u4e1b\u4e66&#xff09;\u300b<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250507011027-681ab3036c331.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><font color=\"red\">\u83b7\u53d6\u65b9\u5f0f&#xff1a;https:\/\/item.jd.com\/14227279.html<\/font><\/p>\n<h3>\u7f16\u8f91\u63a8\u8350<\/h3>\n<p>14\u5e74DevOps\u5927\u5382\u8fd0\u7ef4\u4e13\u5bb6&#xff0c;\u624b\u628a\u624b\u5168\u9762\u6307\u5bfc\u5bb9\u5668\u4e91\u5e73\u53f0\u5efa\u8bbe&#xff0c;\u52a9\u529b\u6253\u9020\u9ad8\u6548\u4f01\u4e1a\u7ea7\u5e73\u53f0\u3002<\/p>\n<h3>\u5185\u5bb9\u7b80\u4ecb<\/h3>\n<p>\u672c\u4e66\u662f\u4e00\u672c\u5b9e\u7528\u6027\u5f88\u5f3a\u7684Kubernetes\u8fd0\u7ef4\u5b9e\u6218\u6307\u5357&#xff0c;\u65e8\u5728\u4e3a\u5bb9\u5668\u4e91\u5e73\u53f0\u7684\u5efa\u8bbe\u3001\u5e94\u7528\u548c\u8fd0\u7ef4\u8fc7\u7a0b\u63d0\u4f9b\u5168\u9762\u7684\u6307\u5bfc\u3002\u4f5c\u8005\u7ed3\u5408\u4e30\u5bcc\u7684\u751f\u4ea7\u73af\u5883\u7ecf\u9a8c&#xff0c;\u6df1\u5165\u63a2\u8ba8\u4f5c\u4e3a\u4e00\u540dKubernetes\u5de5\u7a0b\u5e08\u5fc5\u5907\u7684\u6838\u5fc3\u6280\u80fd&#xff0c;\u5305\u62ec\u90e8\u7f72\u3001\u5b58\u50a8\u3001\u7f51\u7edc\u3001\u5b89\u5168\u3001\u65e5\u5fd7\u3001\u76d1\u63a7\u3001CI\/CD\u7b49\u65b9\u9762\u7684\u6280\u672f\u3002\u672c\u4e66\u7ed3\u5408\u5927\u91cf\u7684\u5b9e\u9645\u6848\u4f8b&#xff0c;\u6df1\u5165\u89e3\u6790\u5404\u4e2a\u77e5\u8bc6\u70b9&#xff0c;\u5e2e\u52a9\u8bfb\u8005\u66f4\u8f7b\u677e\u5730\u7406\u89e3Kubernetes&#xff0c;\u5e76\u638c\u63e1\u5728\u771f\u5b9e\u5e94\u7528\u573a\u666f\u4e2d\u7684\u4f7f\u7528\u65b9\u6cd5\u3001\u6280\u5de7\u4ee5\u53ca\u5de5\u4f5c\u539f\u7406\u3002\u901a\u8fc7\u5b66\u4e60\u672c\u4e66&#xff0c;\u8bfb\u8005\u53ef\u4ee5\u719f\u7ec3\u8fd0\u7528\u8fd9\u4e9b\u77e5\u8bc6\u6765\u6784\u5efa\u9ad8\u6548\u3001\u7a33\u5b9a\u3001\u5b89\u5168\u7684\u4f01\u4e1a\u7ea7Kubernetes\u5bb9\u5668\u5e73\u53f0&#xff0c;\u63d0\u9ad8\u81ea\u8eab\u7684\u8fd0\u7ef4\u80fd\u529b\u548c\u7ade\u4e89\u529b\u3002<\/p>\n<p>\u672c\u4e66\u9002\u7528\u4e8e\u4e91\u8ba1\u7b97\u5de5\u7a0b\u5e08\u3001\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u3001DevOps\u5de5\u7a0b\u5e08\u3001\u5f00\u53d1\u5de5\u7a0b\u5e08\u3001\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u3001\u67b6\u6784\u5e08\u4ee5\u53ca\u5907\u8003CKA\u8ba4\u8bc1\u4eba\u5458&#xff0c;\u4e5f\u9002\u5408\u4f5c\u4e3a\u9ad8\u7b49\u9662\u6821\u8ba1\u7b97\u673a\u4e13\u4e1a\u4e91\u8ba1\u7b97\u53ca\u5bb9\u5668\u6280\u672f\u65b9\u9762\u7684\u6559\u6750\u548c\u6559\u5b66\u53c2\u8003\u4e66\u3002<\/p>\n<h3>\u4f5c\u8005\u7b80\u4ecb<\/h3>\n<p>\u674e\u632f\u826f&#xff1a;<\/p>\n<p>14\u5e74DevOps\u76f8\u5173\u5de5\u4f5c\u7ecf\u9a8c\u53ca7\u5e74\u57f9\u8bad\u7ecf\u9a8c&#xff1b;\u56fd\u5185\u65e9\u4e00\u6279K8s\u5e03\u9053\u8005&#xff1b;\u66fe\u62c5\u4efb\u5947\u864e360\u516c\u53f8\u9ad8\u7ea7DevOps\u5de5\u7a0b\u5e08&#xff0c;K8s\u8fd0\u7ef4\u67b6\u6784\u5e08&#xff0c;Linux\u96c6\u7fa4\u67b6\u6784\u4e13\u5bb6&#xff1b;\u66fe\u8d1f\u8d23\u8fd1\u5343\u53f0\u670d\u52a1\u5668&#xff0c;\u4e3b\u5bfc\u4ece0\u52301\u5b9e\u73b0\u4ebf\u7ea7PV\u4e2d\u5927\u578b\u7f51\u7ad9\u67b6\u6784\u3001K8s\u5bb9\u5668\u5e73\u53f0\u5efa\u8bbe\u3001\u5f00\u53d1\u8fd0\u7ef4\u7ba1\u7406\u5e73\u53f0\u7b49\u5341\u591a\u4e2a\u9879\u76ee&#xff0c;\u79ef\u7d2f\u4e86\u4e30\u5bcc\u9879\u76ee\u5b9e\u6218\u7ecf\u9a8c\u3002\u4e13\u6ce8\u4e8eLinux\u3001Python\u3001Golang\u3001Docker\u3001Kubernetes\u3001DevOps\u3001\u4e91\u539f\u751f\u7b49\u6280\u672f\u3002<\/p>\n<h3>\u76ee\u5f55<\/h3>\n<p>\u7b2c1\u7ae0 Kubernetes\u6982\u8ff0 <span class=\"token number\">1<\/span><\/p>\n<p><span class=\"token number\">1.1<\/span> \u5bb9\u5668\u6280\u672f\u6982\u8ff0 <span class=\"token number\">1<\/span><\/p>\n<p><span class=\"token number\">1.2<\/span> Kubernetes\u4ecb\u7ecd <span class=\"token number\">3<\/span><\/p>\n<p><span class=\"token number\">1.3<\/span> Kubernetes\u67b6\u6784\u4e0e\u7ec4\u4ef6 <span class=\"token number\">4<\/span><\/p>\n<p><span class=\"token number\">1.4<\/span> Kubernetes\u6838\u5fc3\u8d44\u6e90 <span class=\"token number\">5<\/span><\/p>\n<p><span class=\"token number\">1.5<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">6<\/span><\/p>\n<p>\u7b2c2\u7ae0 Kubernetes\u5feb\u901f\u5165\u95e8 <span class=\"token number\">7<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span> Kubernetes\u96c6\u7fa4\u90e8\u7f72 <span class=\"token number\">7<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.1 \u51c6\u5907\u670d\u52a1\u5668\u73af\u5883 <span class=\"token number\">7<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.2 \u7cfb\u7edf\u521d\u59cb\u5316\u914d\u7f6e <span class=\"token number\">8<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.3 \u5b89\u88c5Docker <span class=\"token number\">10<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.4 \u5b89\u88c5cri-docker <span class=\"token number\">10<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.5 \u5b89\u88c5kubeadm\u548ckubelet <span class=\"token number\">11<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.6 \u90e8\u7f72Master\u8282\u70b9 <span class=\"token number\">12<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.7 \u90e8\u7f72Node\u8282\u70b9 <span class=\"token number\">14<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.8 \u90e8\u7f72\u7f51\u7edc\u63d2\u4ef6 <span class=\"token number\">14<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.9 \u90e8\u7f72Dashboard <span class=\"token number\">16<\/span><\/p>\n<p><span class=\"token number\">2.1<\/span>.10 \u6e05\u7a7aKubernetes\u73af\u5883 <span class=\"token number\">18<\/span><\/p>\n<p><span class=\"token number\">2.2<\/span> \u90e8\u7f72\u7b2c\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f <span class=\"token number\">18<\/span><\/p>\n<p><span class=\"token number\">2.2<\/span>.1 \u901a\u8fc7Dashboard\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f <span class=\"token number\">18<\/span><\/p>\n<p><span class=\"token number\">2.2<\/span>.2 \u901a\u8fc7kubectl\u547d\u4ee4\u884c\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f <span class=\"token number\">20<\/span><\/p>\n<p><span class=\"token number\">2.2<\/span>.3 \u901a\u8fc7\u5b9a\u4e49\u8d44\u6e90\u6587\u4ef6\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f <span class=\"token number\">21<\/span><\/p>\n<p><span class=\"token number\">2.3<\/span> kubectl\u7ba1\u7406\u5de5\u5177 <span class=\"token number\">23<\/span><\/p>\n<p><span class=\"token number\">2.3<\/span>.1 kubectl\u5b50\u547d\u4ee4\u6982\u8981 <span class=\"token number\">23<\/span><\/p>\n<p><span class=\"token number\">2.3<\/span>.2 kubectl\u5de5\u5177\u5e38\u7528\u64cd\u4f5c <span class=\"token number\">28<\/span><\/p>\n<p><span class=\"token number\">2.4<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">30<\/span><\/p>\n<p>\u7b2c3\u7ae0 Pod\u8d44\u6e90\u5bf9\u8c61 <span class=\"token number\">31<\/span><\/p>\n<p><span class=\"token number\">3.1<\/span> Pod\u5b58\u5728\u7684\u610f\u4e49 <span class=\"token number\">31<\/span><\/p>\n<p><span class=\"token number\">3.2<\/span> Pod\u5b9e\u73b0\u539f\u7406 <span class=\"token number\">32<\/span><\/p>\n<p><span class=\"token number\">3.2<\/span>.1 \u5bb9\u5668\u4e4b\u95f4\u7f51\u7edc\u901a\u4fe1 <span class=\"token number\">32<\/span><\/p>\n<p><span class=\"token number\">3.2<\/span>.2 \u5bb9\u5668\u4e4b\u95f4\u6587\u4ef6\u5171\u4eab <span class=\"token number\">35<\/span><\/p>\n<p><span class=\"token number\">3.3<\/span> 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number\">42<\/span><\/p>\n<p><span class=\"token number\">3.8<\/span>.1 \u5b58\u6d3b\u63a2\u9488 <span class=\"token number\">42<\/span><\/p>\n<p><span class=\"token number\">3.8<\/span>.2 \u5c31\u7eea\u63a2\u9488 <span class=\"token number\">44<\/span><\/p>\n<p><span class=\"token number\">3.8<\/span>.3 \u542f\u52a8\u63a2\u9488 <span class=\"token number\">46<\/span><\/p>\n<p><span class=\"token number\">3.8<\/span>.4 tcpSocket\u548cexec\u68c0\u67e5\u65b9\u6cd5 <span class=\"token number\">47<\/span><\/p>\n<p><span class=\"token number\">3.9<\/span> \u5bb9\u5668\u8d44\u6e90\u914d\u989d <span class=\"token number\">49<\/span><\/p>\n<p><span class=\"token number\">3.9<\/span>.1 \u8d44\u6e90\u8bf7\u6c42\u4e0e\u8d44\u6e90\u9650\u5236 <span class=\"token number\">49<\/span><\/p>\n<p><span class=\"token number\">3.9<\/span>.2 \u8d44\u6e90\u8bf7\u6c42\u5bf9Pod\u8c03\u5ea6\u7684\u5f71\u54cd <span class=\"token number\">51<\/span><\/p>\n<p><span class=\"token number\">3.9<\/span>.3 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number\">91<\/span><\/p>\n<p><span class=\"token number\">5.3<\/span>.3 LoadBalancer <span class=\"token number\">93<\/span><\/p>\n<p><span class=\"token number\">5.3<\/span>.4 ExternalName <span class=\"token number\">94<\/span><\/p>\n<p><span class=\"token number\">5.4<\/span> Endpoints\u5bf9\u8c61 <span class=\"token number\">95<\/span><\/p>\n<p><span class=\"token number\">5.5<\/span> Service\u670d\u52a1\u53d1\u73b0 <span class=\"token number\">97<\/span><\/p>\n<p><span class=\"token number\">5.5<\/span>.1 \u73af\u5883\u53d8\u91cf <span class=\"token number\">97<\/span><\/p>\n<p><span class=\"token number\">5.5<\/span>.2 DNS <span class=\"token number\">97<\/span><\/p>\n<p><span class=\"token number\">5.6<\/span> Service\u4ee3\u7406\u6a21\u5f0f <span class=\"token number\">102<\/span><\/p>\n<p><span class=\"token number\">5.6<\/span>.1 iptables <span class=\"token number\">102<\/span><\/p>\n<p><span class=\"token number\">5.6<\/span>.2 ipvs <span class=\"token number\">104<\/span><\/p>\n<p><span class=\"token number\">5.7<\/span> \u751f\u4ea7\u73af\u5883\u67b6\u6784 <span class=\"token number\">107<\/span><\/p>\n<p><span class=\"token number\">5.8<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">108<\/span><\/p>\n<p>\u7b2c6\u7ae0 Ingress\u8d44\u6e90\u5bf9\u8c61 <span class=\"token number\">109<\/span><\/p>\n<p><span class=\"token number\">6.1<\/span> Ingress\u6982\u8ff0 <span class=\"token number\">109<\/span><\/p>\n<p><span class=\"token number\">6.2<\/span> Ingress\u63a7\u5236\u5668\u90e8\u7f72 <span class=\"token number\">110<\/span><\/p>\n<p><span class=\"token number\">6.3<\/span> Ingress\u5bf9\u5916\u516c\u5f00HTTP\u670d\u52a1 <span class=\"token number\">110<\/span><\/p>\n<p><span class=\"token number\">6.4<\/span> \u57fa\u4e8e\u8bf7\u6c42\u8def\u5f84\u8f6c\u53d1\u4e0d\u540c\u670d\u52a1 <span class=\"token number\">113<\/span><\/p>\n<p><span class=\"token number\">6.5<\/span> Ingress\u914d\u7f6eHTTPS <span class=\"token number\">114<\/span><\/p>\n<p><span class=\"token number\">6.6<\/span> Ingress\u81ea\u5b9a\u4e49\u914d\u7f6e <span class=\"token number\">115<\/span><\/p>\n<p><span class=\"token number\">6.6<\/span>.1 \u589e\u52a0\u4ee3\u7406\u8d85\u65f6\u65f6\u95f4 <span class=\"token number\">115<\/span><\/p>\n<p><span class=\"token number\">6.6<\/span>.2 \u8bbe\u7f6e\u5ba2\u6237\u7aef\u8bf7\u6c42\u4f53\u5927\u5c0f <span class=\"token number\">116<\/span><\/p>\n<p><span class=\"token number\">6.6<\/span>.3 \u91cd\u5b9a\u5411 <span class=\"token number\">116<\/span><\/p>\n<p><span class=\"token number\">6.6<\/span>.4 \u4f1a\u8bdd\u4fdd\u6301 <span class=\"token number\">117<\/span><\/p>\n<p><span class=\"token number\">6.6<\/span>.5 \u81ea\u5b9a\u4e49\u89c4\u5219 <span class=\"token number\">117<\/span><\/p>\n<p><span class=\"token number\">6.7<\/span> Ingress\u7070\u5ea6\u53d1\u5e03 <span class=\"token number\">118<\/span><\/p>\n<p><span class=\"token number\">6.7<\/span>.1 \u57fa\u4e8e\u6743\u91cd\u7684\u6d41\u91cf\u5207\u5206 <span class=\"token number\">119<\/span><\/p>\n<p><span class=\"token number\">6.7<\/span>.2 \u57fa\u4e8e\u5ba2\u6237\u7aef\u8bf7\u6c42\u7684\u6d41\u91cf\u5207\u5206 <span class=\"token number\">124<\/span><\/p>\n<p><span class=\"token number\">6.7<\/span>.3 \u5e38\u89c1\u53d1\u5e03\u7b56\u7565\u603b\u7ed3 <span class=\"token number\">128<\/span><\/p>\n<p><span class=\"token number\">6.8<\/span> Ingress\u5de5\u4f5c\u539f\u7406 <span class=\"token number\">128<\/span><\/p>\n<p><span class=\"token number\">6.9<\/span> \u751f\u4ea7\u73af\u5883\u67b6\u6784 <span class=\"token number\">129<\/span><\/p>\n<p><span class=\"token number\">6.10<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">131<\/span><\/p>\n<p>\u7b2c7\u7ae0 Kubernetes\u5b58\u50a8\u7ba1\u7406 <span class=\"token number\">132<\/span><\/p>\n<p><span class=\"token number\">7.1<\/span> \u5377 <span class=\"token number\">132<\/span><\/p>\n<p><span class=\"token number\">7.1<\/span>.1 emptyDir <span class=\"token number\">132<\/span><\/p>\n<p><span class=\"token number\">7.1<\/span>.2 hostPath <span class=\"token number\">134<\/span><\/p>\n<p><span class=\"token number\">7.1<\/span>.3 nfs <span class=\"token number\">136<\/span><\/p>\n<p><span class=\"token number\">7.1<\/span>.4 \u5bb9\u5668\u5b58\u50a8\u63a5\u53e3 <span class=\"token number\">139<\/span><\/p>\n<p><span class=\"token number\">7.2<\/span> \u6301\u4e45\u5377 <span class=\"token number\">140<\/span><\/p>\n<p><span class=\"token number\">7.2<\/span>.1 \u521b\u5efaPV <span class=\"token number\">141<\/span><\/p>\n<p><span class=\"token number\">7.2<\/span>.2 \u521b\u5efaPVC <span class=\"token number\">142<\/span><\/p>\n<p><span class=\"token number\">7.2<\/span>.3 Pod\u4f7f\u7528PVC <span class=\"token number\">143<\/span><\/p>\n<p><span class=\"token number\">7.2<\/span>.4 PV\u52a8\u6001\u4f9b\u7ed9 <span class=\"token number\">144<\/span><\/p>\n<p><span class=\"token number\">7.2<\/span>.5 PV\u751f\u547d\u5468\u671f <span class=\"token number\">148<\/span><\/p>\n<p><span class=\"token number\">7.3<\/span> \u5185\u7f6e\u5b58\u50a8\u5bf9\u8c61 <span class=\"token number\">149<\/span><\/p>\n<p><span class=\"token number\">7.3<\/span>.1 ConfigMap <span class=\"token number\">149<\/span><\/p>\n<p><span class=\"token number\">7.3<\/span>.2 Secret <span class=\"token number\">153<\/span><\/p>\n<p><span class=\"token number\">7.3<\/span>.3 \u914d\u7f6e\u6587\u4ef6\u81ea\u52a8\u91cd\u65b0\u52a0\u8f7d\u65b9\u6848 <span class=\"token number\">156<\/span><\/p>\n<p><span class=\"token number\">7.4<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">156<\/span><\/p>\n<p>\u7b2c8\u7ae0 \u6709\u72b6\u6001\u5e94\u7528\u7ba1\u7406 <span class=\"token number\">157<\/span><\/p>\n<p><span class=\"token number\">8.1<\/span> StatefulSet\u5de5\u4f5c\u8d1f\u8f7d\u8d44\u6e90 <span class=\"token number\">157<\/span><\/p>\n<p><span class=\"token number\">8.1<\/span>.1 \u7a33\u5b9a\u7684\u7f51\u7edc\u6807\u8bc6\u7b26 <span class=\"token number\">157<\/span><\/p>\n<p><span class=\"token number\">8.1<\/span>.2 \u7a33\u5b9a\u7684\u72ec\u4eab\u5b58\u50a8 <span class=\"token number\">160<\/span><\/p>\n<p><span class=\"token number\">8.2<\/span> MySQL\u4e3b\u4ece\u590d\u5236\u96c6\u7fa4\u5b9e\u8df5 <span class=\"token number\">162<\/span><\/p>\n<p><span class=\"token number\">8.2<\/span>.1 MySQL\u96c6\u7fa4\u62d3\u6251\u89c4\u5212 <span class=\"token number\">162<\/span><\/p>\n<p><span class=\"token number\">8.2<\/span>.2 MySQL\u96c6\u7fa4\u5bb9\u5668\u5316\u5b9e\u73b0 <span class=\"token number\">163<\/span><\/p>\n<p><span class=\"token number\">8.2<\/span>.3 MySQL Slave\u6269\u5c55\u4e0e\u7f29\u51cf <span class=\"token number\">167<\/span><\/p>\n<p><span class=\"token number\">8.2<\/span>.4 MySQL\u7248\u672c\u5347\u7ea7\u4e0e\u56de\u6eda <span class=\"token number\">170<\/span><\/p>\n<p><span class=\"token number\">8.3<\/span> Operator <span class=\"token number\">170<\/span><\/p>\n<p><span class=\"token number\">8.3<\/span>.1 Operator\u4ecb\u7ecd <span class=\"token number\">170<\/span><\/p>\n<p><span class=\"token number\">8.3<\/span>.2 \u81ea\u5b9a\u4e49\u8d44\u6e90\u5b9a\u4e49 <span class=\"token number\">171<\/span><\/p>\n<p><span class=\"token number\">8.3<\/span>.3 \u63a7\u5236\u5668 <span class=\"token number\">173<\/span><\/p>\n<p><span class=\"token number\">8.3<\/span>.4 MySQL Operator <span class=\"token number\">174<\/span><\/p>\n<p><span class=\"token number\">8.4<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">178<\/span><\/p>\n<p>\u7b2c9\u7ae0 Kubernetes\u8c03\u5ea6\u7ba1\u7406 <span class=\"token number\">179<\/span><\/p>\n<p><span class=\"token number\">9.1<\/span> \u8282\u70b9\u9009\u62e9\u5668 <span class=\"token number\">179<\/span><\/p>\n<p><span class=\"token number\">9.2<\/span> \u8282\u70b9\u4eb2\u548c\u6027 <span class=\"token number\">180<\/span><\/p>\n<p><span class=\"token number\">9.3<\/span> Pod\u4eb2\u548c\u6027\u548c\u53cd\u4eb2\u548c\u6027 <span class=\"token number\">184<\/span><\/p>\n<p><span class=\"token number\">9.3<\/span>.1 \u4eb2\u548c\u6027 <span class=\"token number\">184<\/span><\/p>\n<p><span class=\"token number\">9.3<\/span>.2 \u53cd\u4eb2\u548c\u6027 <span class=\"token number\">186<\/span><\/p>\n<p><span class=\"token number\">9.4<\/span> \u6c61\u70b9\u4e0e\u5bb9\u5fcd <span class=\"token number\">187<\/span><\/p>\n<p><span class=\"token number\">9.4<\/span>.1 \u6c61\u70b9 <span class=\"token number\">187<\/span><\/p>\n<p><span class=\"token number\">9.4<\/span>.2 \u5bb9\u5fcd <span class=\"token number\">188<\/span><\/p>\n<p><span class=\"token number\">9.5<\/span> nodeName <span class=\"token number\">190<\/span><\/p>\n<p><span class=\"token number\">9.6<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">190<\/span><\/p>\n<p>\u7b2c10\u7ae0 Kubernetes\u5b89\u5168\u914d\u7f6e <span class=\"token number\">192<\/span><\/p>\n<p><span class=\"token number\">10.1<\/span> Kubernetes API\u8bbf\u95ee\u63a7\u5236 <span class=\"token number\">192<\/span><\/p>\n<p><span class=\"token number\">10.1<\/span>.1 Kubernetes\u5b89\u5168\u6846\u67b6 <span class=\"token number\">192<\/span><\/p>\n<p><span class=\"token number\">10.1<\/span>.2 RBAC\u4ecb\u7ecd <span class=\"token number\">193<\/span><\/p>\n<p><span class=\"token number\">10.1<\/span>.3 \u9762\u5411\u7528\u6237\u6388\u6743\u6848\u4f8b1 <span class=\"token number\">195<\/span><\/p>\n<p><span class=\"token number\">10.1<\/span>.4 \u9762\u5411\u7528\u6237\u6388\u6743\u6848\u4f8b2 <span class=\"token number\">202<\/span><\/p>\n<p><span class=\"token number\">10.1<\/span>.5 \u5185\u7f6e\u96c6\u7fa4\u89d2\u8272 <span class=\"token number\">204<\/span><\/p>\n<p><span class=\"token number\">10.1<\/span>.6 \u9762\u5411\u5e94\u7528\u7a0b\u5e8f\u6388\u6743\u6848\u4f8b <span class=\"token number\">204<\/span><\/p>\n<p><span class=\"token number\">10.2<\/span> Pod\u5b89\u5168\u4e0a\u4e0b\u6587 <span class=\"token number\">207<\/span><\/p>\n<p><span class=\"token number\">10.2<\/span>.1 \u5bb9\u5668\u4ee5\u666e\u901a\u7528\u6237\u8fd0\u884c <span class=\"token number\">208<\/span><\/p>\n<p><span class=\"token number\">10.2<\/span>.2 \u5bb9\u5668\u542f\u7528\u7279\u6743 <span class=\"token number\">209<\/span><\/p>\n<p><span class=\"token number\">10.2<\/span>.3 \u5bb9\u5668\u8bbe\u7f6e\u53ea\u8bfb\u6587\u4ef6\u7cfb\u7edf <span class=\"token number\">210<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span> \u7f51\u7edc\u7b56\u7565 <span class=\"token number\">210<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.1 \u7f51\u7edc\u7b56\u7565\u5b9e\u73b0 <span class=\"token number\">210<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.2 \u7f51\u7edc\u7b56\u7565\u8d44\u6e90 <span class=\"token number\">211<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.3 \u9ed8\u8ba4\u7b56\u7565 <span class=\"token number\">212<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.4 Pod\u7ea7\u522b\u9650\u5236 <span class=\"token number\">213<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.5 \u547d\u540d\u7a7a\u95f4\u7ea7\u522b\u9650\u5236 <span class=\"token number\">214<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.6 \u7ec6\u7c92\u5ea6\u9650\u5236 <span class=\"token number\">215<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.7 IP\u6bb5\u9650\u5236 <span class=\"token number\">216<\/span><\/p>\n<p><span class=\"token number\">10.3<\/span>.8 \u51fa\u7ad9\u6d41\u91cf\u9650\u5236 <span class=\"token number\">217<\/span><\/p>\n<p><span class=\"token number\">10.4<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">218<\/span><\/p>\n<p>\u7b2c11\u7ae0 Kubernetes\u7f51\u7edc\u63d2\u4ef6\u4e4b<\/p>\n<p>Calico <span class=\"token number\">219<\/span><\/p>\n<p><span class=\"token number\">11.1<\/span> Docker\u7f51\u7edc\u6a21\u578b <span class=\"token number\">219<\/span><\/p>\n<p><span class=\"token number\">11.1<\/span>.1 \u5bb9\u5668\u4e4b\u95f4\u4ee5\u53ca\u5bb9\u5668\u4e0e\u5bbf\u4e3b\u673a<\/p>\n<p>\u4e4b\u95f4\u7684\u901a\u4fe1 <span class=\"token number\">219<\/span><\/p>\n<p><span class=\"token number\">11.1<\/span>.2 \u5bb9\u5668\u8bbf\u95ee\u5916\u90e8\u7f51\u7edc <span class=\"token number\">221<\/span><\/p>\n<p><span class=\"token number\">11.1<\/span>.3 \u5916\u90e8\u7f51\u7edc\u8bbf\u95ee\u5bb9\u5668 <span class=\"token number\">221<\/span><\/p>\n<p><span class=\"token number\">11.2<\/span> Kubernetes\u7f51\u7edc\u6a21\u578b <span class=\"token number\">222<\/span><\/p>\n<p><span class=\"token number\">11.3<\/span> Calico\u4ecb\u7ecd <span class=\"token number\">224<\/span><\/p>\n<p><span class=\"token number\">11.4<\/span> Calico\u90e8\u7f72 <span class=\"token number\">226<\/span><\/p>\n<p><span class=\"token number\">11.5<\/span> calicoctl\u7ba1\u7406\u5de5\u5177 <span class=\"token number\">226<\/span><\/p>\n<p><span class=\"token number\">11.6<\/span> Calico\u5de5\u4f5c\u6a21\u5f0f <span class=\"token number\">227<\/span><\/p>\n<p><span class=\"token number\">11.6<\/span>.1 \u8986\u76d6\u7f51\u7edc&#xff1a;VXLAN\u6a21\u5f0f <span class=\"token number\">229<\/span><\/p>\n<p><span class=\"token number\">11.6<\/span>.2 \u8986\u76d6\u7f51\u7edc&#xff1a;IPIP\u6a21\u5f0f <span class=\"token number\">233<\/span><\/p>\n<p><span class=\"token number\">11.6<\/span>.3 \u8def\u7531\u7f51\u7edc&#xff1a;BGP\u6a21\u5f0f <span class=\"token number\">235<\/span><\/p>\n<p><span class=\"token number\">11.6<\/span>.4 \u5de5\u4f5c\u6a21\u5f0f\u4f18\u7f3a\u70b9 <span class=\"token number\">236<\/span><\/p>\n<p><span class=\"token number\">11.7<\/span> \u8def\u7531\u53cd\u5c04\u5668 <span class=\"token number\">237<\/span><\/p>\n<p><span class=\"token number\">11.8<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">240<\/span><\/p>\n<p>\u7b2c12\u7ae0 Kubernetes\u90e8\u7f72\u5229\u5668<\/p>\n<p>Helm <span class=\"token number\">241<\/span><\/p>\n<p><span class=\"token number\">12.1<\/span> Helm\u4ecb\u7ecd <span class=\"token number\">241<\/span><\/p>\n<p><span class=\"token number\">12.2<\/span> Helm\u5b89\u88c5 <span class=\"token number\">241<\/span><\/p>\n<p><span class=\"token number\">12.3<\/span> Helm\u547d\u4ee4\u6982\u8ff0 <span class=\"token number\">242<\/span><\/p>\n<p><span class=\"token number\">12.4<\/span> Helm\u57fa\u672c\u4f7f\u7528 <span class=\"token number\">243<\/span><\/p>\n<p><span class=\"token number\">12.4<\/span>.1 \u5236\u4f5cChart <span class=\"token number\">243<\/span><\/p>\n<p><span class=\"token number\">12.4<\/span>.2 \u5b89\u88c5Chart <span class=\"token number\">246<\/span><\/p>\n<p><span class=\"token number\">12.4<\/span>.3 \u66f4\u65b0Release <span class=\"token number\">248<\/span><\/p>\n<p><span class=\"token number\">12.4<\/span>.4 \u56de\u6edaRelease <span class=\"token number\">249<\/span><\/p>\n<p><span class=\"token number\">12.4<\/span>.5 \u5378\u8f7dRelease <span class=\"token number\">249<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span> \u6df1\u5165\u7406\u89e3Chart\u6a21\u677f <span class=\"token number\">249<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span>.1 \u7f29\u8fdb\u51fd\u6570 <span class=\"token number\">250<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span>.2 toYaml\u51fd\u6570 <span class=\"token number\">250<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span>.3 \u6761\u4ef6\u5224\u65ad <span class=\"token number\">251<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span>.4 \u5faa\u73af <span class=\"token number\">252<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span>.5 \u53d8\u91cf\u4f5c\u7528\u57df <span class=\"token number\">253<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span>.6 \u8bfb\u53d6\u6587\u4ef6 <span class=\"token number\">254<\/span><\/p>\n<p><span class=\"token number\">12.5<\/span>.7 \u81ea\u5b9a\u4e49\u6a21\u677f <span class=\"token number\">255<\/span><\/p>\n<p><span class=\"token number\">12.6<\/span> \u81ea\u5efaChart\u4ed3\u5e93 <span class=\"token number\">257<\/span><\/p>\n<p><span class=\"token number\">12.6<\/span>.1 \u642d\u5efaChart\u4ed3\u5e93\u670d\u52a1\u5668 <span class=\"token number\">257<\/span><\/p>\n<p><span class=\"token number\">12.6<\/span>.2 \u63a8\u9001\u672c\u5730Chart\u5230\u8fdc\u7a0b\u4ed3\u5e93 <span class=\"token number\">257<\/span><\/p>\n<p><span class=\"token number\">12.6<\/span>.3 \u901a\u8fc7\u8fdc\u7a0b\u4ed3\u5e93\u5b89\u88c5Chart <span class=\"token number\">258<\/span><\/p>\n<p><span class=\"token number\">12.7<\/span> \u516c\u5171Chart\u4ed3\u5e93 <span class=\"token number\">258<\/span><\/p>\n<p><span class=\"token number\">12.7<\/span>.1 \u90e8\u7f72MySQL\u96c6\u7fa4 <span class=\"token number\">259<\/span><\/p>\n<p><span class=\"token number\">12.7<\/span>.2 \u90e8\u7f72Redis\u96c6\u7fa4 <span class=\"token number\">262<\/span><\/p>\n<p><span class=\"token number\">12.8<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">263<\/span><\/p>\n<p>\u7b2c13\u7ae0 \u57fa\u4e8eJenkins\u7684CI\/CD<\/p>\n<p>\u5e73\u53f0 <span class=\"token number\">265<\/span><\/p>\n<p><span class=\"token number\">13.1<\/span> CI\/CD\u7b80\u4ecb <span class=\"token number\">265<\/span><\/p>\n<p><span class=\"token number\">13.1<\/span>.1 \u6301\u7eed\u96c6\u6210 <span class=\"token number\">265<\/span><\/p>\n<p><span class=\"token number\">13.1<\/span>.2 \u6301\u7eed\u4ea4\u4ed8\u548c\u6301\u7eed\u90e8\u7f72 <span class=\"token number\">266<\/span><\/p>\n<p><span class=\"token number\">13.2<\/span> CI\/CD\u6d41\u7a0b\u8bbe\u8ba1 <span class=\"token number\">267<\/span><\/p>\n<p><span class=\"token number\">13.3<\/span> \u76f8\u5173\u8f6f\u4ef6\u73af\u5883\u51c6\u5907 <span class=\"token number\">267<\/span><\/p>\n<p><span class=\"token number\">13.3<\/span>.1 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number\">13.8<\/span> \u6848\u4f8b&#xff1a;Pipeline\u5b9e\u73b0\u7f51\u7ad9\u9879\u76ee\u7684<\/p>\n<p>\u81ea\u52a8\u53d1\u5e03 <span class=\"token number\">297<\/span><\/p>\n<p><span class=\"token number\">13.8<\/span>.1 Pipeline\u811a\u672c\u57fa\u672c\u7ed3\u6784 <span class=\"token number\">297<\/span><\/p>\n<p><span class=\"token number\">13.8<\/span>.2 \u62c9\u53d6\u4ee3\u7801\u9636\u6bb5 <span class=\"token number\">299<\/span><\/p>\n<p><span class=\"token number\">13.8<\/span>.3 \u4ee3\u7801\u7f16\u8bd1\u9636\u6bb5 <span class=\"token number\">302<\/span><\/p>\n<p><span class=\"token number\">13.8<\/span>.4 \u6784\u5efa\u955c\u50cf\u9636\u6bb5 <span class=\"token number\">303<\/span><\/p>\n<p><span class=\"token number\">13.8<\/span>.5 \u90e8\u7f72\u5230K8s\u96c6\u7fa4\u9636\u6bb5 <span class=\"token number\">306<\/span><\/p>\n<p><span class=\"token number\">13.8<\/span>.6 \u53cd\u9988\u9636\u6bb5 <span class=\"token number\">309<\/span><\/p>\n<p><span class=\"token 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number\">14.3<\/span> \u90e8\u7f72Prometheus\u548cGrafana <span class=\"token number\">326<\/span><\/p>\n<p><span class=\"token number\">14.3<\/span>.1 \u90e8\u7f72Prometheus <span class=\"token number\">326<\/span><\/p>\n<p><span class=\"token number\">14.3<\/span>.2 \u90e8\u7f72Grafana <span class=\"token number\">327<\/span><\/p>\n<p><span class=\"token number\">14.3<\/span>.3 \u5728Grafana\u4e2d\u6dfb\u52a0Prometheus\u4f5c\u4e3a<\/p>\n<p>\u6570\u636e\u6e90 <span class=\"token number\">328<\/span><\/p>\n<p><span class=\"token number\">14.4<\/span> Prometheus\u76d1\u63a7\u6848\u4f8b <span class=\"token number\">329<\/span><\/p>\n<p><span class=\"token number\">14.4<\/span>.1 \u76d1\u63a7Linux\u670d\u52a1\u5668 <span class=\"token number\">329<\/span><\/p>\n<p><span class=\"token number\">14.4<\/span>.2 \u76d1\u63a7Docker\u670d\u52a1\u5668 <span class=\"token number\">332<\/span><\/p>\n<p><span class=\"token number\">14.4<\/span>.3 \u76d1\u63a7MySQL\u670d\u52a1\u5668 <span 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class=\"token number\">368<\/span><\/p>\n<p><span class=\"token number\">14.6<\/span>.8 \u76d1\u63a7\u96c6\u7fa4\u4e2d\u5e94\u7528\u7a0b\u5e8f <span class=\"token number\">371<\/span><\/p>\n<p><span class=\"token number\">14.6<\/span>.9 \u76d1\u63a7Kubernetes\u7ec4\u4ef6 <span class=\"token number\">374<\/span><\/p>\n<p><span class=\"token number\">14.7<\/span> \u672c\u7ae0\u5c0f\u7ed3 <span class=\"token number\">383<\/span><\/p>\n<p>\u7b2c15\u7ae0 \u57fa\u4e8eELK Stack\u7684\u65e5\u5fd7\u7ba1\u7406<\/p>\n<p>\u5e73\u53f0 <span class=\"token number\">384<\/span><\/p>\n<p><span class=\"token number\">15.1<\/span> ELK Stack\u7b80\u4ecb <span class=\"token number\">384<\/span><\/p>\n<p><span class=\"token number\">15.2<\/span> \u90e8\u7f72Elasticsearch\u548cKibana <span class=\"token number\">386<\/span><\/p>\n<p><span class=\"token number\">15.3<\/span> Nginx\u65e5\u5fd7\u6536\u96c6\u6848\u4f8b <span class=\"token number\">387<\/span><\/p>\n<p><span class=\"token number\">15.3<\/span>.1 \u90e8\u7f72Filebeat <span class=\"token number\">387<\/span><\/p>\n<p><span class=\"token number\">15.3<\/span>.2 Kibana\u67e5\u770b\u7d22\u5f15 <span class=\"token number\">388<\/span><\/p>\n<p><span class=\"token number\">15.3<\/span>.3 \u521b\u5efa\u6570\u636e\u89c6\u56fe <span class=\"token number\">389<\/span><\/p>\n<p><span class=\"token number\">15.4<\/span> \u6570\u636e\u5904\u7406\u7ba1\u9053Logstash <span class=\"token number\">391<\/span><\/p>\n<p><span class=\"token number\">15.4<\/span>.1 \u90e8\u7f72Logstash <span class=\"token number\">391<\/span><\/p>\n<p><span class=\"token number\">15.4<\/span>.2 \u5b9a\u4e49\u6570\u636e\u5904\u7406\u89c4\u5219 <span class=\"token number\">393<\/span><\/p>\n<p><span class=\"token number\">15.4<\/span>.3 \u914d\u7f6eFilebeat\u53d1\u9001\u5230Logstash <span class=\"token number\">395<\/span><\/p>\n<p><span class=\"token number\">15.5<\/span> Kibana\u4eea\u8868\u677f <span class=\"token number\">396<\/span><\/p>\n<p><span class=\"token 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