{"id":1539,"date":"2024-05-20T17:34:53","date_gmt":"2024-05-20T17:34:53","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1539"},"modified":"2024-05-20T17:36:04","modified_gmt":"2024-05-20T17:36:04","slug":"rang-k8s-gengjiandan8kuannibudebuzhide-ai-gongju-part-1","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/rang-k8s-gengjiandan8kuannibudebuzhide-ai-gongju-part-1.html","title":{"rendered":"\u8ba9 K8s \u66f4\u7b80\u5355\uff018\u6b3e\u4f60\u4e0d\u5f97\u4e0d\u77e5\u7684 AI \u5de5\u5177-Part 1"},"content":{"rendered":"<h2 data-id=\"heading-0\">\u4ecb\u7ecd<\/h2>\n<p>\u6700\u8fd1\uff0cAI \u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u800c Kubernetes \u9a71\u52a8\u7684 DevOps \u4e5f\u4e0d\u4f8b\u5916\u3002\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u662f\u81ea\u52a8\u5316\u7684\u5fe0\u5b9e\u62e5\u62a4\u8005\uff0c\u56e0\u6b64\u9488\u5bf9 Kubernetes \u64cd\u4f5c\u5458\u7684 AI \u9a71\u52a8\u5de5\u5177\u81ea\u7136\u4e5f\u5f00\u59cb\u6d8c\u73b0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e9b\u5de5\u5177\u5927\u591a\u4e13\u4e3a\u7ec8\u7aef (CLI) \u4f7f\u7528\u800c\u8bbe\u8ba1\u3002Kubernetes \u662f\u5bb9\u5668\u7f16\u6392\u7684\u9996\u9009\u5e73\u53f0\uff0c\u800c\u5728 AI \u9a71\u52a8\u5de5\u5177\u7684\u5e2e\u52a9\u4e0b\u53ef\u4ee5\u4ece\u81ea\u52a8\u5316\u4efb\u52a1\u3001\u63d0\u9ad8\u53ef\u9760\u6027\u548c\u63d0\u4f9b\u6d1e\u5bdf\u529b\u7b49\u65b9\u9762\u6765\u5e2e\u52a9\u60a8\u66f4\u597d\u638c\u63e1\u5b83\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>OpenAI \u662f Kubernetes AIOps \u6700\u6709\u524d\u9014\u7684 AI \u5e73\u53f0\u4e4b\u4e00\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u5957\u5f00\u6e90\u5de5\u5177\uff0c\u53ef\u7528\u4e8e\u4e3a Kubernetes \u6784\u5efa AI \u9a71\u52a8\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6211\u4eec\u5c06\u5206\u6210\u4e24\u4e2a parts \u6765\u63a2\u8ba8 OpenAI \u7684\u4e00\u4e9b\u5f00\u6e90\u5de5\u5177\u5982\u4f55\u5e2e\u52a9\u60a8\u5b9e\u73b0 Kubernetes AIOps\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 data-id=\"heading-1\">\u6982\u8ff0<\/h2>\n<p>Kubernetes \u7528\u6237\u4e0d\u53ef\u907f\u514d\u5730\u4f1a\u9047\u5230\u4e00\u4e9b\u9700\u8981\u8c03\u8bd5\u548c\u4fee\u590d\u7684\u96c6\u7fa4\u95ee\u9898\uff0c\u4ee5\u4fdd\u8bc1\u5176 pod \u548c\u670d\u52a1\u987a\u5229\u8fd0\u884c\u3002\u5c24\u5176\u662f\u4e91\u7aef\u539f\u751f\u7684DevOps \u53ef\u80fd\u5728\u7ba1\u7406\u5bb9\u5668\u3001\u5fae\u670d\u52a1\u548c\u81ea\u52a8\u6269\u5c55\u529f\u80fd\u65b9\u9762\u6d89\u53ca\u5f88\u591a\u590d\u6742\u95ee\u9898\u3002GenAI \u53ef\u4ee5<strong>\u5e2e\u52a9\u6392\u9664\u6545\u969c\uff0c\u5e76\u6267\u884c\u4e00\u4e9b\u4e0e Kubernetes \u7b49\u5e73\u53f0\u76f8\u5173\u7684\u64cd\u4f5c\u4efb\u52a1<\/strong>\u3002\u8fd9\u53ef\u80fd\u6d89\u53ca\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u6765\u542f\u52a8\u3001\u56de\u6eda\u6216\u83b7\u53d6\u96c6\u7fa4\u7684\u53ef\u89c1\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4f8b\u5982\uff0c\u5728 KubeCon + CloudNativeCon 2023 \u5927\u4f1a\u4e0a\uff0cKubiya \u9996\u6b21\u5c55\u793a\u4e86\u4e00\u4e2a\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41\u5f15\u64ce\uff0c\u5b83\u80fd\u591f\u5728 Slack \u4e2d\u89e3\u91ca\u6b64\u7c7b\u547d\u4ee4\u3002\u6269\u5c55\u81ea\u7136\u8bed\u8a00\u5904\u7406\u529f\u80fd\u53ef\u4ee5\u5e2e\u52a9\u5e73\u53f0\u56e2\u961f\u521b\u5efa\u65b0\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4ece\u800c\u62bd\u8c61\u51fa\u4e91\u7aef\u539f\u751f\u5e73\u53f0\u5de5\u4f5c\u7684\u590d\u6742\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 data-id=\"heading-2\">K8sGPT<\/h2>\n<p>K8sGPT \u662f\u4e00\u4e2a\u76f8\u5bf9\u8f83\u65b0\u7684\u5f00\u6e90\u9879\u76ee\uff0c<strong>\u5b83\u4f7f\u7528 AI \u6a21\u578b\u6765\u89e3\u91ca Kubernetes \u7684\u9519\u8bef\u4fe1\u606f\u5e76\u63d0\u4f9b\u96c6\u7fa4\u89c1\u89e3<\/strong>\u3002\u5b83\u5df2\u88ab\u4e24\u4e2a\u7ec4\u7ec7\u7528\u4e8e\u751f\u4ea7\uff0c\u5e76\u5df2\u7533\u8bf7\u6210\u4e3a CNCF \u6c99\u76d2\u9879\u76ee\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5176\u4e3b\u8981\u529f\u80fd\u6709\uff1a<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>\u63d0\u4f9b Kubernetes \u9519\u8bef\u4fe1\u606f\u7684\u8be6\u7ec6\u60c5\u5883\u89e3\u91ca<\/li>\n<li>\u63d0\u4f9b\u96c6\u7fa4\u6d1e\u5bdf<\/li>\n<li>\u652f\u6301\u591a\u79cd\u5b89\u88c5\u9009\u9879<\/li>\n<li>\u652f\u6301\u4e0d\u540c\u7684 AI \u540e\u7aef<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>K8sGPT \u7684\u9879\u76ee\u7531\u662f\u540c\u7c7b CLI \u5de5\u5177\u4e2d\u6700\u77e5\u540d\u3001\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u4e00\u4e2a\uff0c\u5176\u4e3b\u8981\u547d\u4ee4\u662f <code>k8sgpt analyze<\/code>\uff0c<strong>\u65e8\u5728\u63ed\u793a Kubernetes \u96c6\u7fa4\u4e2d\u7684\u95ee\u9898<\/strong>\u3002\u5b83\u901a\u8fc7\u4f7f\u7528 analyzers \u6765\u505a\u5230\u8fd9\u4e00\u70b9\u3002\u8fd9\u79cd analyzers \u5b9a\u4e49\u4e86\u6bcf\u4e2a Kubernetes \u5bf9\u8c61\u7684\u903b\u8f91\u4ee5\u53ca\u53ef\u80fd\u9047\u5230\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0cKubernetes Services \u7684 analyzers \u4f1a\u68c0\u67e5\u7279\u5b9a Services \u662f\u5426\u5b58\u5728\u3001\u662f\u5426\u6709\u7aef\u70b9\uff0c\u4ee5\u53ca\u7aef\u70b9\u662f\u5426\u51c6\u5907\u5c31\u7eea\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u66f4\u5389\u5bb3\u7684\u5728\u4e8e\u5f53\u60a8\u8981\u6c42 K8sgpt \u89e3\u91ca\u80fd\u505a\u4e9b\u4ec0\u4e48\u2014\u2014\u4e3a\u6b64\uff0c\u9700\u8981\u8fd0\u884c <code>k8sgpt analyze --explain<\/code> \u547d\u4ee4\u3002\u8fd9\u5c06\u8981\u6c42 AI \u4e3a\u60a8\u7684\u5177\u4f53\u60c5\u51b5\u63d0\u4f9b\u8bf4\u660e\uff0c\u5e76\u663e\u793a\u51fa\u6765\u3002\u8fd9\u4e9b\u8bf4\u660e\u5305\u62ec<strong>\u6392\u9664\u6545\u969c\u7684\u64cd\u4f5c\u4ee5\u53ca\u5177\u4f53\u7684 kubectl \u547d\u4ee4<\/strong>\uff0c\u60a8\u53ea\u9700\u590d\u5236\u548c\u7c98\u8d34\u8fd9\u4e9b\u547d\u4ee4\u5373\u53ef\u6267\u884c\u3002\u800c\u4e4b\u6240\u4ee5\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u662f\u56e0\u4e3a Kubernetes \u8d44\u6e90\u7684\u540d\u79f0\u5df2\u7ecf\u5c31\u4f4d\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/772f37d9dfa86bbca8d80cba7faa3a93.png\" alt=\"640.gif\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-3\">\u5b89\u88c5<\/h3>\n<p>\u6839\u636e\u60a8\u7684\u504f\u597d\u548c\u64cd\u4f5c\u7cfb\u7edf\uff0c\u6709\u591a\u79cd\u5b89\u88c5\u9009\u9879\u53ef\u4f9b\u9009\u62e9\u3002\u60a8\u53ef\u4ee5\u5728\u6587\u6863\u7684\u5b89\u88c5\u90e8\u5206\u627e\u5230\u4e0d\u540c\u7684\u9009\u9879\u3002\u5b89\u88c5 K8sGPT \u7684\u524d\u63d0\u6761\u4ef6\u662f\u5728 Mac \u4e0a\u5b89\u88c5 Homebrew \u6216\u5728 Windows \u673a\u5668\u4e0a\u5b89\u88c5 WSL\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u60a8\u53ef\u4ee5\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">brew tap k8sgpt-ai\/k8sgpt <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">brew install k8sgpt<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u5982\u8981\u67e5\u770b K8sGPT \u63d0\u4f9b\u7684\u6240\u6709\u547d\u4ee4\uff0c\u8bf7\u4f7f\u7528  <code>- help<\/code> \u6807\u5fd7\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">k8sgpt --<span class=\"hljs-built_in\">help<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-4\">\u524d\u63d0\u6761\u4ef6<\/h3>\n<p>\u540e\u7eed\u6b65\u9aa4\u7684\u524d\u63d0\u6761\u4ef6\u662f\u62e5\u6709\u4e00\u4e2a OpneAI \u8d26\u6237\u548c\u4e00\u4e2a\u6b63\u5728\u8fd0\u884c\u7684 Kubernetes \u96c6\u7fa4\uff1b\u4efb\u4f55\u96c6\u7fa4\uff0c\u6bd4\u5982 microk8s \u6216 minikube \u90fd\u8db3\u591f\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6709\u4e86 OpneAI \u8d26\u6237\u540e\uff0c\u60a8\u9700\u8981\u53bb\u5176\u7f51\u7ad9\u751f\u6210\u4e00\u4e2a\u65b0\u7684 API \u5bc6\u94a5<\/p>\n<p>&nbsp;<\/p>\n<p>\u6216\u8005\uff0c\u4f60\u4e5f\u53ef\u4ee5\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0cK8sGPT \u4f1a\u5728\u4f60\u7684\u9ed8\u8ba4\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\u76f8\u540c\u7684\u7f51\u7ad9\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">k8sgpt generate<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>K8sGPT \u4e0e OpenAI \u4ea4\u4e92\u65f6\u9700\u8981\u6b64\u5bc6\u94a5\u3002\u4f7f\u7528\u65b0\u521b\u5efa\u7684 API \u5bc6\u94a5\/\u4ee4\u724c\u6388\u6743 K8sGPT\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">vbnet<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-vbnet code-block-extension-codeShowNum\" lang=\"vbnet\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">k8sgpt auth add openai <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">Enter openai <span class=\"hljs-keyword\">Key<\/span>: openai added <span class=\"hljs-keyword\">to<\/span> the AI backend provider list<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5217\u51fa\u60a8\u7684\u540e\u7aef\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">k8sgpt auth list<\/span>\n<\/code><\/pre>\n\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">markdown<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-markdown code-block-extension-codeShowNum\" lang=\"markdown\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Default: <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-quote\">&gt; openai <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">Active: <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-quote\">&gt; openai <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">Unused: <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-quote\">&gt; localai <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-quote\">&gt; azureopenai <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><span class=\"hljs-quote\">&gt; noopai<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u5176\u6b21\uff0c\u6211\u4eec\u5c06\u5728 Kubernetes \u96c6\u7fa4\u4e2d\u5b89\u88c5\u6076\u610f\u90e8\u7f72\u3002\u8be5 pod \u5c06\u8fdb\u5165 CrashLoopBackOff\u3002\u4e0b\u9762\u662f YAML\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">yaml<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-yaml code-block-extension-codeShowNum\" lang=\"yaml\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">apiVersion:<\/span> <span class=\"hljs-string\">apps\/v1<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-attr\">kind:<\/span> <span class=\"hljs-string\">Deployment<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">metadata:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">  <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx-deployment<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">  <span class=\"hljs-attr\">labels:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-attr\">app:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-attr\">spec:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">  <span class=\"hljs-attr\">replicas:<\/span> <span class=\"hljs-number\">3<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">  <span class=\"hljs-attr\">selector:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-attr\">matchLabels:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">      <span class=\"hljs-attr\">app:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">  <span class=\"hljs-attr\">template:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-attr\">metadata:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">      <span class=\"hljs-attr\">labels:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        <span class=\"hljs-attr\">app:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-attr\">spec:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">      <span class=\"hljs-attr\">containers:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">        <span class=\"hljs-attr\">image:<\/span> <span class=\"hljs-string\">nginx:1.14.2<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">        <span class=\"hljs-attr\">ports:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">        <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">containerPort:<\/span> <span class=\"hljs-number\">80<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">        <span class=\"hljs-attr\">securityContext:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">          <span class=\"hljs-attr\">readOnlyRootFilesystem:<\/span> <span class=\"hljs-literal\">true<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4e3a\u793a\u4f8b\u5e94\u7528\u7a0b\u5e8f\u521b\u5efa\u4e00\u4e2a\u4e13\u7528\u547d\u540d\u7a7a\u95f4\uff0c\u5e76\u5b89\u88c5 Deployment\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">kubectl create ns demo <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">namespace<\/span>\/demo created<\/span>\n<\/code><\/pre>\n\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">kubectl apply -f .\/deployment.yaml -n demo<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">deployment.apps\/nginx-deployment created<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u73b0\u5728\uff0c\u60a8\u5c06\u770b\u5230\u6f14\u793a\u547d\u540d\u7a7a\u95f4\u4e2d\u7684 pod \u6807\u660e\u9519\u8bef\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/64b36f698e8be455341df887ccc50f0f.png\" alt=\"6401.png\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<p>\u5982\u679c\u6211\u4eec\u60f3\u67e5\u770b\u5176\u4e2d\u4e00\u4e2a pod \u7684\u4e8b\u4ef6\uff0c\u5c31\u4f1a\u663e\u793a\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">rust<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-rust code-block-extension-codeShowNum\" lang=\"rust\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Warning  BackOff        <span class=\"hljs-number\">3<\/span>s (x8 over <span class=\"hljs-number\">87<\/span>s)  kube<span class=\"hljs-keyword\">let<\/span>                <span class=\"hljs-keyword\"><\/span><span class=\"hljs-variable\">Back<\/span>-off restarting failed container<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd0\u884c K8sGPT \u547d\u4ee4\u6765\u83b7\u53d6\u66f4\u591a\u6709\u5173\u8fd9\u4e9b pod \u51fa\u9519\u539f\u56e0\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">k8sgpt analyse<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u5c06\u663e\u793a K8sGPT \u5728\u96c6\u7fa4\u4e2d\u53d1\u73b0\u7684\u95ee\u9898\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">yaml<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-yaml code-block-extension-codeShowNum\" lang=\"yaml\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">AI Provider:<\/span> <span class=\"hljs-string\">openai<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u82e5\u60f3\u8981\u83b7\u5f97\u66f4\u591a\u4fe1\u606f\u4ee5\u53ca\u5982\u4f55\u89e3\u51b3\u95ee\u9898\u7684\u5efa\u8bae\uff0c\u6211\u4eec\u5219\u53ef\u4ee5\u4f7f\u7528 <code>--explain<\/code> \u6807\u5fd7\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">k8sgpt analyse <span class=\"hljs-attr\">--explain<\/span><\/span>\n<\/code><\/pre>\n\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">scss<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-scss code-block-extension-codeShowNum\" lang=\"scss\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-number\">0<\/span> demo\/<span class=\"hljs-built_in\">nginx-deployment-5f4c7db77b-hq74n<\/span>(Deployment\/nginx-deployment)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">- Error: back-off <span class=\"hljs-number\">1<\/span>m20s restarting failed container=nginx pod=<span class=\"hljs-built_in\">nginx-deployment-5f4c7db77b-hq74n_demo<\/span>(<span class=\"hljs-number\">7854<\/span>b793-<span class=\"hljs-number\">21<\/span>b7-<span class=\"hljs-number\">4<\/span>f81-<span class=\"hljs-number\">86<\/span>e5-dbb4113f64f4)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-number\">1<\/span> demo\/<span class=\"hljs-built_in\">nginx-deployment-5f4c7db77b-phbq8<\/span>(Deployment\/nginx-deployment)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">- Error: back-off <span class=\"hljs-number\">1<\/span>m20s restarting failed container=nginx pod=<span class=\"hljs-built_in\">nginx-deployment-5f4c7db77b-phbq8_demo<\/span>(<span class=\"hljs-number\">74038531<\/span>-e362-<span class=\"hljs-number\">45<\/span>a6-a436-cf1a6ea46d8a)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-number\">2<\/span> demo\/<span class=\"hljs-built_in\">nginx-deployment-5f4c7db77b-shkw6<\/span>(Deployment\/nginx-deployment)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">- Error: back-off <span class=\"hljs-number\">1<\/span>m20s restarting failed container=nginx pod=<span class=\"hljs-built_in\">nginx-deployment-5f4c7db77b-shkw6_demo<\/span>(<span class=\"hljs-number\">2603<\/span>f332-<span class=\"hljs-number\">3<\/span>e1c-<span class=\"hljs-number\">45<\/span>da-<span class=\"hljs-number\">8080<\/span>-e34dd6d956ad)<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2 data-id=\"heading-5\">kubectl-ai<\/h2>\n<p>\u8be5\u9879\u76ee\u662f\u4e00\u4e2a <code>kubectl<\/code> \u63d2\u4ef6\uff0c\u57fa\u4e8e GTP \u751f\u6210\u548c\u5e94\u7528 Kubernetes Manifests \u53bb<strong>\u751f\u6210\u548c\u5e94\u7528 Kubernetes \u6e05\u5355<\/strong>\u3002\u4e3a\u8ba9\u5176\u66f4\u6709\u8da3\u5e76\u4ee5\u53ef\u89c6\u5316\u7684\u65b9\u5f0f\u7406\u89e3\uff0c\u6211\u4eec\u5c06\u5229\u7528 Kubectl + OpenAI\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-6\">\u5b89\u88c5<\/h3>\n<p><strong>Homebrew<\/strong>\uff1a\u6dfb\u52a0\u5230 <code>brew<\/code> tap \u5e76\u5b89\u88c5<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">brew tap sozercan\/kubectl-ai https:\/\/github.com\/sozercan\/kubectl-ai<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">brew install kubectl-ai<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><strong>Krew<\/strong>\uff1a\u6dfb\u52a0\u5230 <code>krew<\/code> index\u518d\u4f7f\u7528<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">kubectl krew index add kubectl-ai https:\/\/github.com\/sozercan\/kubectl-aikubectl <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">krew install kubectl-ai\/kubectl-ai<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-7\">\u524d\u63d0\u6761\u4ef6<\/h3>\n<p><code>kubectl-ai<\/code> \u9700\u8981\u6709\u6548\u7684 Kubernetes \u914d\u7f6e\u548c\u4ee5\u4e0b\u6761\u4ef6\u4e4b\u4e00\uff1a<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>OpenAI API \u5bc6\u94a5<\/li>\n<li>Azure OpenAI \u670d\u52a1 API \u5bc6\u94a5\u548c\u7aef\u70b9<\/li>\n<li>LocalAI<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u5bf9\u4e8e\u8fd9\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">export <span class=\"hljs-attr\">OPENAI_API_KEY<\/span>=&lt;your OpenAI key&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">export <span class=\"hljs-attr\">OPENAI_DEPLOYMENT_NAME<\/span>=&lt;your OpenAI deployment\/model name. defaults to <span class=\"hljs-string\">\"gpt-3.5-turbo-0301\"<\/span>&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">export <span class=\"hljs-attr\">OPENAI_ENDPOINT<\/span>=&lt;your OpenAI endpoint, like <span class=\"hljs-string\">\"https:\/\/my-aoi-endpoint.openai.azure.com\"<\/span> or <span class=\"hljs-string\">\"http:\/\/localhost:8080\/v1\"<\/span>&gt;<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u5982\u679c\u8bbe\u7f6e\u4e86 <code>OPENAI_ENDPOINT<\/code> \u53d8\u91cf\uff0c\u5219\u5c06\u4f7f\u7528\u7aef\u70b9\u3002\u5426\u5219\uff0c\u5c06\u4f7f\u7528 OpenAI API\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Azure OpenAI \u670d\u52a1\u4e0d\u5141\u8bb8\u5728\u90e8\u7f72\u540d\u79f0\u4e2d\u4f7f\u7528\u67d0\u4e9b\u5b57\u7b26\uff0c\u5982<code>.<\/code>\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e Azure\uff0ckubectl-ai \u4f1a\u81ea\u52a8\u5c06 <code>gpt-3.5-turbo<\/code> \u66ff\u6362\u4e3a <code>gpt-35-turbo<\/code>\u3002\u4f46\u662f\uff0c\u5982\u679c\u4f7f\u7528\u7684 Azure OpenAI \u90e8\u7f72\u540d\u79f0\u4e0e\u6a21\u578b\u540d\u79f0\u5b8c\u5168\u4e0d\u540c\uff0c\u53ef\u4ee5\u8bbe\u7f6e <code>AZURE_OPENAI_MAP<\/code> \u73af\u5883\u53d8\u91cf\uff0c\u5c06\u6a21\u578b\u540d\u79f0\u6620\u5c04\u5230 Azure OpenAI \u90e8\u7f72\u540d\u79f0\u3002\u4f8b\u5982\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">export <span class=\"hljs-attr\">AZURE_OPENAI_MAP<\/span>=<span class=\"hljs-string\">\"gpt-3.5-turbo=my-deployment\"<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-8\">\u6f14\u793a<\/h3>\n<p><strong>Nginx Pod \u7684\u547d\u4ee4<\/strong>\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">kubectl ai <span class=\"hljs-string\">\"create an nginx pod\"<\/span><\/span>\n<\/code><\/pre>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">yaml<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-yaml code-block-extension-codeShowNum\" lang=\"yaml\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-string\">kubectl<\/span> <span class=\"hljs-string\">ai<\/span> <span class=\"hljs-string\">\"create an nginx pod\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-string\">\u2728<\/span> <span class=\"hljs-attr\">Attempting to apply the following manifest:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-attr\">apiVersion:<\/span> <span class=\"hljs-string\">v1<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-attr\">kind:<\/span> <span class=\"hljs-string\">Pod<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-attr\">metadata:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">  <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx-pod<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><span class=\"hljs-attr\">spec:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">  <span class=\"hljs-attr\">containers:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">  <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-attr\">image:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-attr\">ports:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">containerPort:<\/span> <span class=\"hljs-number\">80<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\"><span class=\"hljs-attr\">Use the arrow keys to navigate:<\/span> <span class=\"hljs-string\">\u2193<\/span> <span class=\"hljs-string\">\u2191<\/span> <span class=\"hljs-string\">\u2192<\/span> <span class=\"hljs-string\">\u2190<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\"><span class=\"hljs-string\">?<\/span> <span class=\"hljs-string\">Would<\/span> <span class=\"hljs-string\">you<\/span> <span class=\"hljs-string\">like<\/span> <span class=\"hljs-string\">to<\/span> <span class=\"hljs-string\">apply<\/span> <span class=\"hljs-string\">this?<\/span> [<span class=\"hljs-string\">Reprompt\/Apply\/Don't<\/span> <span class=\"hljs-string\">Apply<\/span>]<span class=\"hljs-string\">:<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\"><span class=\"hljs-string\">+<\/span>   <span class=\"hljs-string\">Reprompt<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">  <span class=\"hljs-string\">\u25b8<\/span> <span class=\"hljs-string\">Apply<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">    <span class=\"hljs-string\">Don't<\/span> <span class=\"hljs-string\">Apply<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><strong>Deployment<\/strong>\uff1a\u9009\u62e9 &#8220;Reprompt&#8221; \u5e76\u8f93\u5165 &#8220;make this into deployment&#8221;<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">yaml<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-yaml code-block-extension-codeShowNum\" lang=\"yaml\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">Reprompt:<\/span> <span class=\"hljs-string\">make<\/span> <span class=\"hljs-string\">this<\/span> <span class=\"hljs-string\">into<\/span> <span class=\"hljs-string\">deployment<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-string\">\u2728<\/span> <span class=\"hljs-attr\">Attempting to apply the following manifest:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">apiVersion:<\/span> <span class=\"hljs-string\">apps\/v1<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-attr\">kind:<\/span> <span class=\"hljs-string\">Deployment<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-attr\">metadata:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">  <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx-deployment<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-attr\">spec:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">  <span class=\"hljs-attr\">replicas:<\/span> <span class=\"hljs-number\">1<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">  <span class=\"hljs-attr\">selector:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-attr\">matchLabels:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">      <span class=\"hljs-attr\">app:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">  <span class=\"hljs-attr\">template:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-attr\">metadata:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">      <span class=\"hljs-attr\">labels:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        <span class=\"hljs-attr\">app:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-attr\">spec:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">      <span class=\"hljs-attr\">containers:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">        <span class=\"hljs-attr\">image:<\/span> <span class=\"hljs-string\">nginx:1.7.9<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">        <span class=\"hljs-attr\">ports:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">        <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">containerPort:<\/span> <span class=\"hljs-number\">80<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><strong>ReplicaSet<\/strong>\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">vbnet<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-vbnet code-block-extension-codeShowNum\" lang=\"vbnet\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-symbol\">Reprompt:<\/span> Scale <span class=\"hljs-keyword\">to<\/span> <span class=\"hljs-number\">3<\/span> replicas<\/span>\n<\/code><\/pre>\n\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">yaml<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-yaml code-block-extension-codeShowNum\" lang=\"yaml\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">Reprompt:<\/span> <span class=\"hljs-string\">Scale<\/span> <span class=\"hljs-string\">to<\/span> <span class=\"hljs-number\">3<\/span> <span class=\"hljs-string\">replicas<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-string\">\u2728<\/span> <span class=\"hljs-attr\">Attempting to apply the following manifest:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">apiVersion:<\/span> <span class=\"hljs-string\">apps\/v1<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-attr\">kind:<\/span> <span class=\"hljs-string\">Deployment<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-attr\">metadata:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">  <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx-deployment<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-attr\">spec:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">  <span class=\"hljs-attr\">replicas:<\/span> <span class=\"hljs-number\">3<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">  <span class=\"hljs-attr\">selector:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-attr\">matchLabels:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">      <span class=\"hljs-attr\">app:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">  <span class=\"hljs-attr\">template:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-attr\">metadata:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">      <span class=\"hljs-attr\">labels:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        <span class=\"hljs-attr\">app:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-attr\">spec:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">      <span class=\"hljs-attr\">containers:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">name:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">        <span class=\"hljs-attr\">image:<\/span> <span class=\"hljs-string\">nginx<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">        <span class=\"hljs-attr\">ports:<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">        <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-attr\">containerPort:<\/span> <span class=\"hljs-number\">80<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2 data-id=\"heading-9\">KoPylot<\/h2>\n<p>&nbsp;<\/p>\n<p>KoPylot \u662f\u4e00\u6b3e\u7531 AI \u9a71\u52a8\u7684\u5f00\u6e90 Kubernetes \u52a9\u624b\u3002\u5176\u76ee\u6807\u662f<strong>\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u548c DevOps \u5de5\u7a0b\u5e08\u8f7b\u677e\u7ba1\u7406\u548c\u76d1\u63a7 Kubernetes \u96c6\u7fa4<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-10\">\u529f\u80fd<\/h3>\n<p>&nbsp;<\/p>\n<p>\u5728\u5f53\u524d\u7248\u672c\u4e2d\uff0cKoPylot \u6709\u56db\u4e2a\u4e3b\u8981\u529f\u80fd\u3002\u8fd9\u4e9b\u529f\u80fd\u53ef\u4ee5\u8f6c\u5316\u4e3a <code>kopylot<\/code> CLI \u7684\u5b50\u547d\u4ee4\u3002\u8fd9\u4e9b\u5b50\u547d\u4ee4\u662f <strong>Audit, Chat, Diagnose \u548c Ctl<\/strong> \u3002\u73b0\u5728\u8ba9\u6211\u4eec\u6df1\u5165\u4e86\u89e3\u4e00\u4e0b\u8fd9\u4e9b\u547d\u4ee4\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/7250bf7074de455e1e2cf9f13d68a5b6.png\" alt=\"6402.png\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Audit<\/strong>\uff1aAudit \u8d44\u6e90\uff0c\u4f8b\u5982 pod\u3001\u90e8\u7f72\u548c\u670d\u52a1\u3002KoPylot \u4f1a\u6839\u636e\u5355\u4e2a\u8d44\u6e90\u7684\u6e05\u5355\u6587\u4ef6\u67e5\u627e\u6f0f\u6d1e\u3002<\/p>\n<p>&nbsp;\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/5c610fe8612530efe71252ac8245bc6a.png\" alt=\"6403.png\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Chat<\/strong>\uff1a\u7528\u7b80\u5355\u7684\u82f1\u8bed\u8be2\u95ee KoPylot \u4ee5\u751f\u6210 kubectl \u547d\u4ee4\u3002\u5728\u8fd0\u884c\u547d\u4ee4\u4e4b\u524d\uff0c\u60a8\u53ef\u4ee5\u67e5\u770b\u547d\u4ee4\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/b3e72f9702b8e50a9f8045281c6a794a.png\" alt=\"6404.png\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Diagnose<\/strong>\uff1a\u60a8\u53ef\u4ee5\u4f7f\u7528\u8bca\u65ad\u5de5\u5177\u6765\u5e2e\u52a9\u60a8\u8c03\u8bd5\u5e94\u7528\u7a0b\u5e8f\u7684\u4e0d\u540c\u7ec4\u4ef6\u3002\u8bca\u65ad\u547d\u4ee4\u4f1a\u4e3a\u60a8\u5217\u51fa\u635f\u574f\u8d44\u6e90\u7684\u53ef\u80fd\u4fee\u590d\u65b9\u6cd5\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/d73a7d7ca3478511fbdca87b638a81b6.png\" alt=\"6405.png\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Ctl<\/strong>\uff1akubectl \u7684\u5305\u88c5\u5668\u3002\u4f20\u9012\u7ed9 ctl \u5b50\u547d\u4ee4\u7684\u6240\u6709\u53c2\u6570\u90fd\u7531 kubectl \u89e3\u91ca\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/745b217f1651dd8db26937029c75d812.png\" alt=\"6406.png\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-11\">\u8fd0\u884c\u539f\u7406<\/h3>\n<p>\u76ee\u524d\uff0cKoPylot \u7684\u5de5\u4f5c\u65b9\u5f0f\u662f\u4ece Kubernetes \u8d44\u6e90\u63cf\u8ff0\uff08kubectl describe &#8230;\uff09\u6216\u6e05\u5355\u4e2d\u63d0\u53d6\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u4e0e\u63d0\u793a\u4e00\u8d77\u8f93\u5165 OpenAI \u7684 Davinci \u6a21\u578b\u3002\u63d0\u793a\u544a\u8bc9\u6a21\u578b\u5982\u4f55\u5904\u7406 Kubernetes \u8d44\u6e90\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u63d0\u793a\u8fd8\u8d1f\u8d23\u6307\u5bfc\u6a21\u578b\u5982\u4f55\u6784\u5efa\u8f93\u51fa\u3002\u4f8b\u5982\uff0c\u7528\u4e8e Audit \u547d\u4ee4\u7684\u63d0\u793a\u7b26\u8981\u6c42\u6a21\u578b\u5c06\u7ed3\u679c\u8f93\u51fa\u4e3a\u5305\u542b\u6f0f\u6d1e\u53ca\u5176\u4e25\u91cd\u7a0b\u5ea6\u7684\u53cc\u5217 JSON\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8def\u7ebf\u56fe\u7684\u76ee\u6807\u4e4b\u4e00\u662f\u7528\u5185\u90e8\u6258\u7ba1\u6a21\u578b\u53d6\u4ee3 OpenAI \u6a21\u578b\u3002\u8fd9\u5c06\u89e3\u51b3\u5411 OpenAI \u670d\u52a1\u5668\u53d1\u9001\u6f5c\u5728\u654f\u611f\u6570\u636e\u7684\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u60a8\u53ef\u4ee5\u6309\u4ee5\u4e0b\u6b65\u9aa4\u4f7f\u7528 KoPylot\uff1a<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>\u5411 OpenAI \u7533\u8bf7\u4e00\u4e2a API \u5bc6\u94a5\u3002<\/li>\n<li>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5bfc\u51fa\u5bc6\u94a5<\/li>\n<\/ul>\n\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">export<\/span> KOPYLOT_AUTH_TOKEN=<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u4f7f\u7528 pip \u5b89\u88c5 Kopylot\uff1a<\/li>\n<\/ul>\n\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pip install kopylot<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u8fd0\u884c Kopylot<\/li>\n<\/ul>\n\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">kopylot --<span class=\"hljs-built_in\">help<\/span><\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0cKoPylot \u662f\u8bca\u65ad Kubernetes \u5de5\u4f5c\u8d1f\u8f7d\u5e76\u6392\u9664\u6545\u969c\u7684\u6709\u7528\u5de5\u5177\u3002<strong>\u5b83\u57fa\u4e8e\u7f51\u7edc\u7684\u804a\u5929\u754c\u9762\u548c CLI \u4f7f\u5176\u6613\u4e8e\u4f7f\u7528\uff0c\u9002\u5408\u6240\u6709\u7ea7\u522b\u7684\u7528\u6237<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 data-id=\"heading-12\">Kopilot<\/h2>\n<p>Kopilot \u662f\u8fd9\u4e9b\u9879\u76ee\u4e2d\u552f\u4e00\u4e00\u4e2a\u7528 Go \u7f16\u5199\u7684\u9879\u76ee\u3002\u5b83\u5305\u62ec\u4e24\u4e2a\u529f\u80fd\uff1a\u6545\u969c\u6392\u9664\u548c\u5ba1\u8ba1\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-13\">\u5b89\u88c5<\/h3>\n<p><strong>macOS<\/strong>\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">brew install knight42\/tap\/kopilot<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>Krew\uff1a<\/p>\n<p>&nbsp;<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">kubectl krew install kopilot<\/span>\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p>\u76ee\u524d\uff0c\u60a8\u9700\u8981\u8bbe\u7f6e\u4e24\u4e2a ENV \u624d\u80fd\u8fd0\u884c Kopilot\uff1a<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>\u8bbe\u7f6e <code>KOPILOT_TOKEN<\/code> \u4ee5\u6307\u5b9a\u4ee4\u724c\u3002<\/li>\n<li>\u8bbe\u7f6e <code>KOPILOT_LANG<\/code> \u4ee5\u6307\u5b9a\u8bed\u8a00\uff0c\u9ed8\u8ba4\u4e3a <code>English<\/code>\u3002\u6709\u6548\u9009\u9879\u5305\u62ec <code>Chinese<\/code>\u3001 <code>French<\/code>\u3001 <code>Spain<\/code> \u7b49\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 data-id=\"heading-14\">\u4f18\u52bf<\/h3>\n<ul>\n<li>\u8bca\u65ad\u96c6\u7fa4\u4e2d\u4efb\u4f55\u4e0d\u5065\u5eb7\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u5e76\u544a\u8bc9\u60a8\u539f\u56e0<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/0cf251482a308d0edf21703ef78e030c.gif\" alt=\"640 (1).gif\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>Audit Kubernetes \u8d44\u6e90\u5e76\u67e5\u627e\u5b89\u5168\u9519\u8bef\u914d\u7f6e<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/2928e353d552598288f6f4632ea9a020.gif\" alt=\"640 (2).gif\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u5f53\u60a8\u7684 Pod \u88ab\u5361\u6216\u5728 <em><code>Pending<\/code><\/em> \u6216 <em><code>CrashLoopBackOff<\/code><\/em> \u7684\u72b6\u6001\u65f6\uff0c<code>kopilot diagnose<\/code> \u7684\u547d\u4ee4\u5c31\u4f1a\u6d3e\u4e0a\u7528\u573a\u4e86\u3002\u5b83\u6216\u5c06\u5411 AI \u5bfb\u6c42\u5e2e\u52a9\uff0c\u5e76\u5c06\u7ed3\u8bba\u5c55\u793a\u51fa\u6765\uff0c\u5176\u4e2d\u8fd8\u5305\u62ec\u53ef\u80fd\u7684\u539f\u56e0\u89e3\u91ca\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1e046fc9645d0c2ace1d535f95c4b3d7.png\" alt=\"6407.png\" \/><\/figure>\n<\/p>\n<p>&nbsp;<\/p>\n<p>\u5e76\u4e14\uff0c<code>kopilot audit<\/code>\u547d\u4ee4\u91c7\u7528\u4e86\u7c7b\u4f3c\u7684\u65b9\u6cd5\uff0c\u80fd\u6839\u636e\u4f17\u6240\u5468\u77e5\u7684\u4f18\u79c0\u5b9e\u8df5\u548c\u53ef\u80fd\u7684\u5b89\u5168\u9519\u8bef\u914d\u7f6e\u8fdb\u884c\u68c0\u67e5\u3002\u8be5\u5de5\u5177\u5c06\u4f7f\u7528\u60a8\u7684 OpenAI API \u4ee4\u724c\u548c\u60a8\u9009\u62e9\u7684\u8bed\u8a00\u6765\u56de\u7b54\u95ee\u9898\u3002<\/p>\n<p>\u672c\u7bc7 Part 1 \u4e3b\u8981\u4ecb\u7ecd\u4e86 K8sGPT\u3001kubectl-ai\u3001KoPylot \u548c Kopilot \u56db\u6b3e AI \u5de5\u5177\uff0c\u540e\u7eed\u7684 Part 2 \u4f1a\u5ef6\u7eed\u5e76\u4ecb\u7ecd\u66f4\u591a\u7684\u5de5\u5177\u5185\u5bb9\uff0c\u5e2e\u52a9\u60a8\u7b80\u5316 K8s \u7684\u4f7f\u7528\u8fc7\u7a0b\uff0c\u656c\u8bf7\u671f\u5f85\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>\u672c\u7bc7\u6587\u7ae0\u4e3b\u8981\u8bb2\u4e86OpenAI \u7684\u4e00\u4e9b\u5f00\u6e90\u5de5\u5177\u5728\u5e2e\u52a9\u5b9e\u73b0 Kubernetes AIOps \u4e0a\u7684\u4f5c\u7528\u548c\u5f71\u54cd<\/p>\n","protected":false},"author":1,"featured_media":11011,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"5","footnotes":""},"categories":[3],"tags":[136,126,127,128,129],"collection":[],"class_list":["post-1539","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-136","tag-gpt","tag-ai","tag-128","tag-129"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1539","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1539"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1539\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/11011"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1539"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}