{"id":43328,"date":"2023-07-08T03:44:30","date_gmt":"2023-06-22T07:34:26","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/"},"modified":"2024-04-30T12:33:17","modified_gmt":"2024-04-30T04:33:17","slug":"%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/","title":{"rendered":"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c"},"content":{"rendered":"<h1>\u9996\u5148<\/h1>\n<p>\u4f5c\u4e3a\u6784\u6210MLOps\u7684\u529f\u80fd\u8981\u7d20\u4e4b\u4e00\uff0c\u76d1\u63a7\u8d77\u5230\u91cd\u8981\u4f5c\u7528\uff0c\u53ef\u4ee5\u6355\u6349\u63a8\u65ad\u51c6\u786e\u5ea6\u7684\u53d8\u5316\u548c\u6570\u636e\u6f02\u79fb\u7684\u53d1\u751f\uff0c\u4ee5\u4fbf\u5c06\u5176\u4e0e\u6a21\u578b\u7684\u91cd\u65b0\u8bad\u7ec3\u548c\u518d\u5f00\u53d1\u76f8\u8fde\u63a5\u3002Evidently AI\u662f\u7528\u4e8e\u5b9e\u73b0\u8fd9\u79cd\u76d1\u63a7\u7684\u5f00\u6e90\u8f6f\u4ef6\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5e93\u7528\u4e8e\u8ba1\u7b97\u5404\u79cd\u6307\u6807\u5e76\u751f\u6210\u62a5\u544a\u3002Evidently AI\u7684\u4f7f\u7528\u65b9\u6cd5\u548c\u793a\u4f8b\u5df2\u5728GitHub\u4e0a\u516c\u5f00\u3002\u5176\u4e2d\u6709\u4e00\u4e2a\u540d\u4e3a&#8221;Real-time ML monitoring with Evidently and Grafana&#8221;\u7684\u793a\u4f8b\u53ef\u4ee5\u4f7f\u7528Prometheus\u548cGrafana\u6765\u5b9e\u65f6\u53ef\u89c6\u5316\u6307\u6807\u60c5\u51b5\u3002\u8fd9\u4e2a\u516c\u5f00\u793a\u4f8b\u662f\u4f7f\u7528docker compose\u6765\u8fd0\u884c\u7684\uff0c\u4f46\u6211\u4eec\u5c1d\u8bd5\u5728Kubernetes\uff08minikube\uff09\u4e0a\u8fd0\u884c\u5b83\u3002<\/p>\n<h1>\u7cfb\u7edf\u73af\u5883<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">PC: Windows 11<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">WSL2: Ubuntu 20.04<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Docker 20.10.17<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Python 3.8.10<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Amazon Elastic Container Registry (ECR)<\/ul>\n<\/li>\n<\/ul>\n<p>AWS CLI\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u9019\u6b21\u6211\u5011\u5728\u672c\u5730PC\uff08Windows\uff09\u4e0a\u6e96\u5099\u4e86WSL2+Docker\uff08Ubuntu 20.04\uff09\u7684\u74b0\u5883\uff0c\u4e26\u5728\u90a3\u88e1\u904b\u884cminikube\u3002\u6b64\u5916\uff0c\u70ba\u4e86\u7ba1\u7406Docker\u6620\u50cf\uff0c\u6211\u5011\u4f7f\u7528\u4e86AWS\u7684ECR\u3002\u7136\u800c\uff0c\u6211\u8a8d\u70ba\u5b83\u4e5f\u53ef\u4ee5\u5728\u5176\u4ed6Kubernetes\u74b0\u5883\uff08\u5982EKS\uff09\u4e0a\u904b\u884c\uff0c\u4e26\u4e14Docker\u5bb9\u5668\u8a3b\u518a\u8868\u4e0d\u4e00\u5b9a\u9700\u8981\u4f7f\u7528ECR\u4ee5\u5916\u7684\u5176\u4ed6\u670d\u52d9\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d51e337434c4406ccb49b\/5-0.png\" alt=\"sub003-01.png\" \/><\/div>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u3053\u306e\u516c\u5f0f\u30b5\u30f3\u30d7\u30eb\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u63a8\u8ad6\u3092\u884c\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u63a8\u8ad6\u5b9f\u884c\u6e08\u306e\u30c7\u30fc\u30bf(production\u30c7\u30fc\u30bf)\u3092\u5b9a\u671f\u7684\u306b\u8ee2\u9001\u3057\u3066\u3044\u307e\u3059\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Evidently AI\u3067\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u969b\u306f\u30e2\u30c7\u30eb\u5b66\u7fd2\u6642\u306e\u30c7\u30fc\u30bf(reference\u30c7\u30fc\u30bf)\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u3082\u4e8b\u524d\u306b\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308b\u5f62\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/ul>\n<p>\u6b64\u5916\uff0c\u6587\u4ef6\u5939\u7684\u7ed3\u6784\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d51e337434c4406ccb49b\/8-0.png\" alt=\"sub003-05.png\" \/><\/div>\n<h1>\u5efa\u7acb\u7a0b\u5e8f<\/h1>\n<h2>1. \u73af\u5883\u51c6\u5907\u5b8c\u6210<\/h2>\n<p>\u5b89\u88c5Minikube\u548c\u5176\u4ed6\u5de5\u5177\u3002\u6709\u51e0\u79cd\u5b89\u88c5\u65b9\u6cd5\u53ef\u4f9b\u9009\u62e9\uff0c\u4f46\u8fd9\u6b21\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528\u4e00\u4e2a\u540d\u4e3aasdf\u7684\u5de5\u5177\u6765\u8fdb\u884cMinikube\u3001kubectl\u7b49\u5de5\u5177\u7684\u7248\u672c\u7ba1\u7406\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># asdf\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\ngit clone https:\/\/github.com\/asdf-vm\/asdf.git ~\/.asdf\r\n<span class=\"nb\">cat<\/span> <span class=\"o\">&lt;&lt;<\/span><span class=\"no\">EOF<\/span><span class=\"sh\"> &gt;&gt; ~\/.bashrc\r\n# asdf setting\r\n. <\/span><span class=\"nv\">$HOME<\/span><span class=\"sh\">\/.asdf\/asdf.sh\r\n. <\/span><span class=\"nv\">$HOME<\/span><span class=\"sh\">\/.asdf\/completions\/asdf.bash\r\n<\/span><span class=\"no\">EOF\r\n<\/span><span class=\"nb\">exec<\/span> <span class=\"nv\">$SHELL<\/span> <span class=\"nt\">-l<\/span>\r\n\r\n<span class=\"c\"># minikube\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\n<span class=\"c\"># \u4eca\u56de\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u3057\u30661.23.2\u3092\u6307\u5b9a<\/span>\r\nasdf plugin-add minikube\r\nasdf list-all minikube   <span class=\"c\"># minikube\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e00\u89a7\u304c\u51fa\u3066\u304f\u308b<\/span>\r\nasdf <span class=\"nb\">install <\/span>minikube 1.23.2\r\nasdf global minikube 1.23.2\r\n\r\n<span class=\"c\"># kubectl\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\n<span class=\"c\"># \u4eca\u56de\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u3057\u30661.23.2\u3092\u6307\u5b9a<\/span>\r\nasdf plugin-add kubectl\r\nasdf list-all kubectl   <span class=\"c\"># kubectl\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e00\u89a7\u304c\u51fa\u3066\u304f\u308b<\/span>\r\nasdf <span class=\"nb\">install <\/span>kubectl 1.23.2\r\nasdf global kubectl 1.23.2\r\n<\/code><\/pre>\n<p>\u6211\u8981\u542f\u52a8minikube\u3002<\/p>\n<pre class=\"post-pre\"><code>minikube start <span class=\"nt\">--kubernetes-version<\/span><span class=\"o\">=<\/span>v1.23.2 <span class=\"nt\">--memory<\/span><span class=\"o\">=<\/span>6g\r\n<\/code><\/pre>\n<p>\u6211\u5011\u5c07\u9032\u884c\u9a57\u8b49\u8a2d\u5b9a\uff0c\u4ee5\u4fbf\u5f9eMinikube\u8a2a\u554fECR\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># \u8a8d\u8a3c\u60c5\u5831\u306e\u8a2d\u5b9a<\/span>\r\nminikube addons configure registry-creds\r\n<\/code><\/pre>\n<p>\u6267\u884c\u4e0a\u8ff0\u547d\u4ee4\u65f6\uff0c\u5c06\u4ee5\u5bf9\u8bdd\u5f62\u5f0f\u8981\u6c42\u60a8\u8f93\u5165\u3002\u8f93\u5165\u5982\u4e0b\u6240\u793a\uff1a<br \/>\n\u5982\u679c\u663e\u793a&#8221;registry-creds was successfully configured&#8221;\uff0c\u5219\u8868\u793a\u5b8c\u6210\u3002<\/p>\n<pre class=\"post-pre\"><code>Do you want to enable AWS Elastic Container Registry? [y\/n]: y\r\n-- Enter AWS Access Key ID: &lt;\u30a2\u30af\u30bb\u30b9\u30ad\u30fc&gt;\r\n-- Enter AWS Secret Access Key: &lt;\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u30ad\u30fc&gt;\r\n-- (Optional) Enter AWS Session Token: &lt;\u7a7a\u3067Enter&gt;\r\n-- Enter AWS Region: &lt;\u30ea\u30fc\u30b8\u30e7\u30f3&gt;\r\n-- Enter 12 digit AWS Account ID (Comma separated list): &lt;AWS\u30a2\u30ab\u30a6\u30f3\u30c8ID&gt;\r\n-- (Optional) Enter ARN of AWS role to assume: &lt;\u7a7a\u3067Enter&gt;\r\n\r\nDo you want to enable Google Container Registry? [y\/n]: n\r\n\r\nDo you want to enable Docker Registry? [y\/n]: n\r\n\r\nDo you want to enable Azure Container Registry? [y\/n]: n\r\n<\/code><\/pre>\n<p>\u5f53\u60a8\u5b8c\u6210\u8f93\u5165\u540e\uff0c\u6211\u4eec\u4f1a\u542f\u7528\u8ba4\u8bc1\u8bbe\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># \u8a8d\u8a3c\u8a2d\u5b9a\u306e\u6709\u52b9\u5316<\/span>\r\nminikube addons <span class=\"nb\">enable <\/span>registry-creds\r\n<\/code><\/pre>\n<p>\u4eceGitHub\u514b\u9686Evidently AI\u516c\u5f00\u6837\u672c\u3002<\/p>\n<pre class=\"post-pre\"><code>git clone https:\/\/github.com\/evidentlyai\/evidently.git\r\n<\/code><\/pre>\n<h2>\u521b\u5efa\u7528\u4e8e Prometheus\/Grafana \u7684\u914d\u7f6e\u6587\u4ef6\u3002<\/h2>\n<p>\u516c\u5f00\u793a\u4f8b\u4e2d\u4f7f\u7528\u7684\u914d\u7f6e\u6587\u4ef6\u88ab\u5b58\u50a8\u5728\u514b\u9686\u7684\u5b58\u50a8\u5e93\u7684evidently\/examples\/integrations\/grafana_monitoring_service\/config\/\u6587\u4ef6\u5939\u4e2d\uff0c\u4ee5yaml\u683c\u5f0f\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">grafana_dashboards.yaml<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">grafana_datasources.yaml<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">prometheus.yml<\/ul>\n<p>\u672c\u6b21\u5c06\u5176\u5b9a\u4e49\u4e3aConfigMap\u3002\u6839\u636e\u672c\u6b21\u73af\u5883\u7684\u9700\u6c42\uff0c\u90e8\u5206\u8bbe\u7f6e\u5df2\u8fdb\u884c\u4e86\u66f4\u6539\u3002\u540c\u65f6\uff0c\u8fd8\u5254\u9664\u4e86\u539f\u59cbyaml\u6587\u4ef6\u4e2d\u7684\u6ce8\u91ca\u3002<\/p>\n<p>\u9996\u5148\u521b\u5efa\u4e00\u4e2a\u5b58\u50a8\u6e05\u5355\u6587\u4ef6\u7684\u6587\u4ef6\u5939\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">mkdir <\/span>manifests\r\n<\/code><\/pre>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8981\u521b\u5efa\u6bcf\u4e2a\u6e05\u5355\u6587\u4ef6\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"na\">apiVersion<\/span><span class=\"pi\">:<\/span> <span class=\"s\">v1<\/span>\r\n<span class=\"na\">kind<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ConfigMap<\/span>\r\n<span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">cm-grafana-dashboards<\/span>\r\n<span class=\"na\">data<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">grafana-dashboards.yaml<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">|<\/span>\r\n    <span class=\"s\">apiVersion: 1<\/span>\r\n    <span class=\"s\">providers:<\/span>\r\n      <span class=\"s\">- name: 'Evidently Dashboards'<\/span>\r\n        <span class=\"s\">orgId: 1<\/span>\r\n        <span class=\"s\">folder: ''<\/span>\r\n        <span class=\"s\">folderUid: ''<\/span>\r\n        <span class=\"s\">type: file<\/span>\r\n        <span class=\"s\">disableDeletion: false<\/span>\r\n        <span class=\"s\">updateIntervalSeconds: 10<\/span>\r\n        <span class=\"s\">allowUiUpdates: false<\/span>\r\n        <span class=\"s\">options:<\/span>\r\n          <span class=\"s\">path: \/opt\/grafana\/dashboards<\/span>\r\n          <span class=\"s\">foldersFromFilesStructure: true<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"na\">apiVersion<\/span><span class=\"pi\">:<\/span> <span class=\"s\">v1<\/span>\r\n<span class=\"na\">kind<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ConfigMap<\/span>\r\n<span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">cm-grafana-datasources<\/span>\r\n<span class=\"na\">data<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">grafana-datasources.yaml<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">|<\/span>\r\n    <span class=\"s\">apiVersion: 1<\/span>\r\n    <span class=\"s\">datasources:<\/span>\r\n      <span class=\"s\">- name: Prometheus<\/span>\r\n        <span class=\"s\">type: prometheus<\/span>\r\n        <span class=\"s\">access: proxy<\/span>\r\n        <span class=\"s\">url: http:\/\/localhost:9090<\/span>\r\n        <span class=\"s\">isDefault: true<\/span>\r\n<\/code><\/pre>\n<p>\u3010\u4fee\u6539\u90e8\u5206\u3011<\/p>\n<ul class=\"post-ul\">url\uff1a http:\/\/prometheus.:9090 -&gt; http:\/\/localhost:9090<\/ul>\n<pre class=\"post-pre\"><code><span class=\"na\">apiVersion<\/span><span class=\"pi\">:<\/span> <span class=\"s\">v1<\/span>\r\n<span class=\"na\">kind<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ConfigMap<\/span>\r\n<span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">cm-prometheus<\/span>\r\n<span class=\"na\">data<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">prometheus.yml<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">|<\/span>\r\n    <span class=\"s\">global:<\/span>\r\n      <span class=\"s\">scrape_interval:     15s<\/span>\r\n      <span class=\"s\">evaluation_interval: 15s<\/span>\r\n      <span class=\"s\">external_labels:<\/span>\r\n          <span class=\"s\">monitor: 'my-project'<\/span>\r\n    <span class=\"s\">scrape_configs:<\/span>\r\n      <span class=\"s\">- job_name: 'prometheus'<\/span>\r\n        <span class=\"s\">scrape_interval: 5s<\/span>\r\n        <span class=\"s\">static_configs:<\/span>\r\n            <span class=\"s\">- targets: ['localhost:9090']<\/span>\r\n      <span class=\"s\">- job_name: 'service'<\/span>\r\n        <span class=\"s\">scrape_interval: 10s<\/span>\r\n        <span class=\"s\">static_configs:<\/span>\r\n        <span class=\"s\">- targets: ['ai-monitor-clusterip:8085']<\/span>\r\n<\/code><\/pre>\n<p>\u3010\u4fee\u6539\u5185\u5bb9\u3011<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">alerting\u306e\u8a2d\u5b9a\u306f\u4eca\u56de\u5229\u7528\u3057\u306a\u3044\u306e\u3067\u524a\u9664<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">job_name: &#8216;service&#8217; \u306e targets: [&#8216;evidently_service.:8085&#8217;] -&gt; [&#8216;ai-monitor-clusterip:8085&#8217;]<\/ul>\n<h2>3. \u6784\u5efaAI\u76d1\u89c6\u5668\u7684Docker\u955c\u50cf\uff0c\u5e76\u63a8\u9001\u5230ECR\u3002<\/h2>\n<p>\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u6784\u5efaEvidently AI\u5728AI\u76d1\u89c6\u5668\u4e2d\u8fd0\u884c\u7684Docker\u955c\u50cf\u3002\u9996\u5148\u51c6\u5907\u4e00\u4e2aECR\u4ed3\u5e93\uff0c\u7136\u540e\u8fdb\u884c\u6784\u5efa\u548c\u63a8\u9001\u3002\u521b\u5efaDocker\u955c\u50cf\u6240\u9700\u7684Dockerfile\u76f4\u63a5\u4f7f\u7528Evidently AI\u7684\u516c\u5f00\u6837\u672c\u5373\u53ef\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># AWS\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u30ea\u30fc\u30b8\u30e7\u30f3\u306e\u5b9a\u7fa9<\/span>\r\n<span class=\"c\"># \u3054\u81ea\u8eab\u306e\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u9069\u5b9c\u4fee\u6b63\u3057\u3066\u304f\u3060\u3055\u3044\u3002xxxxxxxxxxxx\u306f12\u6841\u306eAWS\u30a2\u30ab\u30a6\u30f3\u30c8ID<\/span>\r\n<span class=\"nv\">AWS_ACCOUNT<\/span><span class=\"o\">=<\/span>xxxxxxxxxxxx\r\n<span class=\"nv\">AWS_REGION<\/span><span class=\"o\">=<\/span>ap-northeast-1\r\n\r\n<span class=\"c\"># ECR\u306b\u30ed\u30b0\u30a4\u30f3<\/span>\r\n<span class=\"c\"># \u4e0b\u8a18\u30b3\u30de\u30f3\u30c9\u3092\u3053\u306e\u307e\u307e\u5b9f\u884c\uff08--username\u3092\u66f8\u304d\u63db\u3048\u305f\u308a\u3059\u308b\u5fc5\u8981\u306a\u3057\uff09<\/span>\r\n<span class=\"c\"># \u8a8d\u8a3c\u306e\u6709\u52b9\u671f\u9650\u306f12\u6642\u9593\u3002\u305d\u308c\u4ee5\u4e0a\u7d4c\u904e\u3057\u305f\u5834\u5408\u306f\u518d\u5ea6\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\r\naws ecr get-login-password <span class=\"nt\">--region<\/span> <span class=\"nv\">$AWS_REGION<\/span> | <span class=\"se\">\\<\/span>\r\n docker login <span class=\"nt\">--username<\/span> AWS <span class=\"se\">\\<\/span>\r\n   <span class=\"nt\">--password-stdin<\/span> <span class=\"nv\">$AWS_ACCOUNT<\/span>.dkr.ecr.<span class=\"nv\">$AWS_REGION<\/span>.amazonaws.com\r\n\r\n<span class=\"c\"># ECR\u3078\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u4f5c\u6210<\/span>\r\n<span class=\"c\"># `ai-monitor`\u3068\u3044\u3046\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u3057\u307e\u3059\u3002<\/span>\r\naws ecr create-repository <span class=\"nt\">--repository-name<\/span> ai-monitor\r\n\r\n<span class=\"c\"># Evidently AI\u30b5\u30f3\u30d7\u30eb\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u79fb\u52d5<\/span>\r\n<span class=\"nb\">cd <\/span>evidently\/examples\/integrations\/grafana_monitoring_service\r\n\r\n<span class=\"c\"># ai-monitor\u30a4\u30e1\u30fc\u30b8\u306e\u4f5c\u6210<\/span>\r\n<span class=\"c\"># docker\u30a4\u30e1\u30fc\u30b8\u540d\u306f\u30ea\u30dd\u30b8\u30c8\u30ea\u540d\u3068\u540c\u3058\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span>\r\ndocker build <span class=\"nt\">-t<\/span> <span class=\"nv\">$AWS_ACCOUNT<\/span>.dkr.ecr.<span class=\"nv\">$AWS_REGION<\/span>.amazonaws.com\/ai-monitor <span class=\"nb\">.<\/span>\r\n\r\n<span class=\"c\"># \u30a4\u30e1\u30fc\u30b8\u306e\u30d7\u30c3\u30b7\u30e5<\/span>\r\ndocker push <span class=\"nv\">$AWS_ACCOUNT<\/span>.dkr.ecr.<span class=\"nv\">$AWS_REGION<\/span>.amazonaws.com\/ai-monitor\r\n\r\n<span class=\"c\"># \u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u623b\u308b<\/span>\r\n<span class=\"nb\">cd<\/span> ~\r\n<\/code><\/pre>\n<h2>\u521b\u5efaKubernetes\u6e05\u5355\u6587\u4ef6\u3002<\/h2>\n<p>\u4e3a\u4e86\u521b\u5efaKubernetes\u7684\u5404\u79cd\u8d44\u6e90\uff08Pod\u3001Deployment\u3001Service\uff09\uff0c\u6211\u4eec\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u6e05\u5355\u6587\u4ef6\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">prometheus\/grafana\u7528\u306e\u30ea\u30bd\u30fc\u30b9\u306e\u30de\u30cb\u30d5\u30a7\u30b9\u30c8<\/ul>\n<\/li>\n<\/ul>\n<p>prometheus\/grafana\u306e\u8a2d\u5b9a\u60c5\u5831\u306fConfigMap\u3067\u5b9a\u7fa9\u3057\u305f\u3082\u306e\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br \/>\ngrafana\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u5b9a\u7fa9\u306f\u3001json\u30d5\u30a1\u30a4\u30eb\u3092volume\u304b\u3089\u8aad\u307f\u53d6\u308b\u5f62\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"na\">apiVersion<\/span><span class=\"pi\">:<\/span> <span class=\"s\">apps\/v1<\/span>\r\n<span class=\"na\">kind<\/span><span class=\"pi\">:<\/span> <span class=\"s\">Deployment<\/span>\r\n<span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">labels<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-grafana<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-grafana<\/span>\r\n<span class=\"na\">spec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">replicas<\/span><span class=\"pi\">:<\/span> <span class=\"m\">1<\/span>\r\n  <span class=\"na\">selector<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">matchLabels<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-grafana<\/span>\r\n  <span class=\"na\">template<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">labels<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-grafana<\/span>\r\n    <span class=\"na\">spec<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">containers<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prom\/prometheus<\/span>\r\n        <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus<\/span>\r\n        <span class=\"na\">args<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">[<\/span><span class=\"s2\">\"<\/span><span class=\"s\">--config.file=\/etc\/prometheus\/prometheus.yml\"<\/span><span class=\"pi\">,<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">--storage.tsdb.path=\/prometheus\"<\/span><span class=\"pi\">]<\/span>\r\n        <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">containerPort<\/span><span class=\"pi\">:<\/span> <span class=\"m\">9090<\/span>\r\n        <span class=\"na\">volumeMounts<\/span><span class=\"pi\">:<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-config<\/span>\r\n            <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/etc\/prometheus<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">grafana\/grafana<\/span>\r\n        <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">grafana<\/span>\r\n        <span class=\"na\">securityContext<\/span><span class=\"pi\">:<\/span>\r\n          <span class=\"na\">runAsUser<\/span><span class=\"pi\">:<\/span> <span class=\"m\">472<\/span>\r\n        <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">containerPort<\/span><span class=\"pi\">:<\/span> <span class=\"m\">3000<\/span>\r\n        <span class=\"na\">volumeMounts<\/span><span class=\"pi\">:<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">grafana-datasources<\/span>\r\n            <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/etc\/grafana\/provisioning\/datasources<\/span>\r\n            <span class=\"na\">readOnly<\/span><span class=\"pi\">:<\/span> <span class=\"kc\">true<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">grafana-dashboards<\/span>\r\n            <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/etc\/grafana\/provisioning\/dashboards<\/span>\r\n            <span class=\"na\">readOnly<\/span><span class=\"pi\">:<\/span> <span class=\"kc\">true<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">dashboards<\/span>\r\n            <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/opt\/grafana\/dashboards<\/span>\r\n      <span class=\"na\">volumes<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-config<\/span>\r\n          <span class=\"na\">configMap<\/span><span class=\"pi\">:<\/span>\r\n            <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">cm-prometheus<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">grafana-datasources<\/span>\r\n          <span class=\"na\">configMap<\/span><span class=\"pi\">:<\/span>\r\n            <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">cm-grafana-datasources<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">grafana-dashboards<\/span>\r\n          <span class=\"na\">configMap<\/span><span class=\"pi\">:<\/span>\r\n            <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">cm-grafana-dashboards<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">dashboards<\/span>\r\n          <span class=\"na\">hostPath<\/span><span class=\"pi\">:<\/span>\r\n            <span class=\"na\">path<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/data\/grafana_monitoring_service\/grafana-dashboards<\/span>\r\n            <span class=\"na\">type<\/span><span class=\"pi\">:<\/span> <span class=\"s\">DirectoryOrCreate<\/span>\r\n<span class=\"nn\">---<\/span>\r\n<span class=\"na\">apiVersion<\/span><span class=\"pi\">:<\/span> <span class=\"s\">v1<\/span>\r\n<span class=\"na\">kind<\/span><span class=\"pi\">:<\/span> <span class=\"s\">Service<\/span>\r\n<span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">labels<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-grafana-clusterip<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-grafana-clusterip<\/span>\r\n<span class=\"na\">spec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus<\/span>\r\n    <span class=\"na\">port<\/span><span class=\"pi\">:<\/span> <span class=\"m\">9090<\/span>\r\n    <span class=\"na\">protocol<\/span><span class=\"pi\">:<\/span> <span class=\"s\">TCP<\/span>\r\n    <span class=\"na\">targetPort<\/span><span class=\"pi\">:<\/span> <span class=\"m\">9090<\/span>\r\n  <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">grafana<\/span>\r\n    <span class=\"na\">port<\/span><span class=\"pi\">:<\/span> <span class=\"m\">3000<\/span>\r\n    <span class=\"na\">protocol<\/span><span class=\"pi\">:<\/span> <span class=\"s\">TCP<\/span>\r\n    <span class=\"na\">targetPort<\/span><span class=\"pi\">:<\/span> <span class=\"m\">3000<\/span>\r\n  <span class=\"na\">selector<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">prometheus-grafana<\/span>\r\n  <span class=\"na\">type<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ClusterIP<\/span>\r\n<\/code><\/pre>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">ai-monitor(Evidently AI)\u7528\u306e\u30ea\u30bd\u30fc\u30b9\u306e\u30de\u30cb\u30d5\u30a7\u30b9\u30c8<\/ul>\n<\/li>\n<\/ul>\n<p>reference\u30c7\u30fc\u30bf\u306fvolume\u304b\u3089\u8aad\u307f\u53d6\u308b\u5f62\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\nxxxxxxxxxxxx\u90e8\u5206\u306f\u5404\u81ea\u306eAWS\u30a2\u30ab\u30a6\u30f3\u30c8ID\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\uff08\u30ea\u30fc\u30b8\u30e7\u30f3\u3082\u7570\u306a\u308c\u3070\u5408\u308f\u305b\u3066\u4fee\u6b63\u3057\u3066\u304f\u3060\u3055\u3044\u3002\uff09<\/p>\n<pre class=\"post-pre\"><code><span class=\"na\">apiVersion<\/span><span class=\"pi\">:<\/span> <span class=\"s\">apps\/v1<\/span>\r\n<span class=\"na\">kind<\/span><span class=\"pi\">:<\/span> <span class=\"s\">Deployment<\/span>\r\n<span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">labels<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor<\/span>\r\n<span class=\"na\">spec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">replicas<\/span><span class=\"pi\">:<\/span> <span class=\"m\">1<\/span>\r\n  <span class=\"na\">selector<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">matchLabels<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor<\/span>\r\n  <span class=\"na\">template<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">labels<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor<\/span>\r\n    <span class=\"na\">spec<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">containers<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">xxxxxxxxxxxx.dkr.ecr.ap-northeast-1.amazonaws.com\/ai-monitor:latest<\/span>\r\n        <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor<\/span>\r\n        <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">containerPort<\/span><span class=\"pi\">:<\/span> <span class=\"m\">8085<\/span>\r\n        <span class=\"na\">volumeMounts<\/span><span class=\"pi\">:<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">storage<\/span>\r\n            <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/app\/datasets<\/span>\r\n      <span class=\"na\">volumes<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">storage<\/span>\r\n          <span class=\"na\">hostPath<\/span><span class=\"pi\">:<\/span>\r\n            <span class=\"na\">path<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/data\/grafana_monitoring_service\/datasets<\/span>\r\n            <span class=\"na\">type<\/span><span class=\"pi\">:<\/span> <span class=\"s\">DirectoryOrCreate<\/span>\r\n<span class=\"nn\">---<\/span>\r\n<span class=\"na\">apiVersion<\/span><span class=\"pi\">:<\/span> <span class=\"s\">v1<\/span>\r\n<span class=\"na\">kind<\/span><span class=\"pi\">:<\/span> <span class=\"s\">Service<\/span>\r\n<span class=\"na\">metadata<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">labels<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor-clusterip<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor-clusterip<\/span>\r\n<span class=\"na\">spec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"pi\">-<\/span> <span class=\"na\">port<\/span><span class=\"pi\">:<\/span> <span class=\"m\">8085<\/span>\r\n    <span class=\"na\">protocol<\/span><span class=\"pi\">:<\/span> <span class=\"s\">TCP<\/span>\r\n    <span class=\"na\">targetPort<\/span><span class=\"pi\">:<\/span> <span class=\"m\">8085<\/span>\r\n  <span class=\"na\">selector<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">app<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ai-monitor<\/span>\r\n  <span class=\"na\">type<\/span><span class=\"pi\">:<\/span> <span class=\"s\">ClusterIP<\/span>\r\n<\/code><\/pre>\n<h2>5. \u521b\u5efaKubernetes\u8d44\u6e90<\/h2>\n<p>\u4ece\u4e4b\u524d\u521b\u5efa\u7684\u6e05\u5355\u6587\u4ef6\u4e2d\u751f\u6210Kubernetes\u8d44\u6e90\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># ConfigMap\u306e\u751f\u6210<\/span>\r\nkubectl apply <span class=\"nt\">-f<\/span> manifests\/cm_grafana-dashboards.yaml <span class=\"se\">\\<\/span>\r\n  <span class=\"nt\">-f<\/span> manifests\/cm_grafana-datasource.yaml <span class=\"se\">\\<\/span>\r\n  <span class=\"nt\">-f<\/span> manifests\/cm_prometheus.yaml\r\n\r\n<span class=\"c\"># prometheus\/grafana\u306e\u30ea\u30bd\u30fc\u30b9\u751f\u6210<\/span>\r\nkubectl apply <span class=\"nt\">-f<\/span> manifests\/depsvc_prometheus-grafana.yaml\r\n<span class=\"c\"># ai-monitor\u306e\u30ea\u30bd\u30fc\u30b9\u751f\u6210<\/span>\r\nkubectl apply <span class=\"nt\">-f<\/span> manifests\/depsvc_ai-monitor.yaml\r\n\r\n<span class=\"c\"># \u30ea\u30bd\u30fc\u30b9\u751f\u6210\u306e\u78ba\u8a8d<\/span>\r\n<span class=\"c\"># pod\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u304c`Running`\u306b\u306a\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u521d\u56de\u8d77\u52d5\u6642\u3067\u3082\u6982\u306d1\u5206\u4ee5\u5185\u3067Running\u306b\u306a\u308a\u307e\u3059\u3002<\/span>\r\n<span class=\"c\"># \u203b2\u79d2\u9593\u9694\u3067\u8868\u793a\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002pod\u306e\u8d77\u52d5\u304c\u78ba\u8a8d\u3067\u304d\u305f\u3089ctrl+c\u3067\u7d42\u4e86\u3057\u3066\u304f\u3060\u3055\u3044<\/span>\r\nwatch <span class=\"s1\">'kubectl get pod,deploy,svc,cm'<\/span>\r\n<\/code><\/pre>\n<h2>\u751f\u6210\u6570\u636e\u96c6\u5e76\u4f20\u9001\u5230 Minikube\u3002<\/h2>\n<p>\u751f\u6210\u6570\u636e\u96c6\u5e76\u5c06\u5176\u4f20\u8f93\u5230Minikube\u3002\u8f6c\u79fb\u7684\u6570\u636e\u5c06\u7528\u4f5cEvidently AI\u76d1\u63a7\u65f6\u7528\u4e8e\u8ba1\u7b97\u6307\u6807\u7684\u53c2\u8003\u6570\u636e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Evidently AI\u30b5\u30f3\u30d7\u30eb\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u79fb\u52d5<\/span>\r\n<span class=\"nb\">cd <\/span>evidently\/examples\/integrations\/grafana_monitoring_service\r\n\r\n<span class=\"c\"># Python\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u8ffd\u52a0<\/span>\r\npip <span class=\"nb\">install<\/span> <span class=\"nt\">-r<\/span> requirements.txt\r\n\r\n<span class=\"c\"># \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u751f\u6210<\/span>\r\n<span class=\"c\"># \u203b\u30b5\u30f3\u30d7\u30eb\u306b\u306fkdd_k_neighbors_classifier\u3068\u3044\u3046\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3082\u3042\u308b\u306e\u3067\u3059\u304c\u3001<\/span>\r\n<span class=\"c\">#   \u8a18\u4e8b\u306e\u57f7\u7b46\u6642\u70b9\u3067\u306f\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u73fe\u8c61\u304c\u898b\u3089\u308c\u305f\u306e\u3067\u9664\u5916\u3057\u3066\u3044\u307e\u3059\u3002<\/span>\r\npython scripts\/prepare_datasets.py <span class=\"nt\">-d<\/span> <span class=\"s2\">\"bike_random_forest\"<\/span> <span class=\"nt\">-p<\/span> <span class=\"s2\">\"datasets\/bike_random_forest\"<\/span>\r\npython scripts\/prepare_datasets.py <span class=\"nt\">-d<\/span> <span class=\"s2\">\"bike_gradient_boosting\"<\/span> <span class=\"nt\">-p<\/span> <span class=\"s2\">\"datasets\/bike_gradient_boosting\"<\/span>\r\n\r\n<span class=\"c\"># minikube\u914d\u4e0b\u306e\u30ed\u30fc\u30ab\u30eb\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3078\u30b3\u30d4\u30fc<\/span>\r\n<span class=\"nb\">sudo cp<\/span> <span class=\"nt\">-r<\/span> datasets\/bike_random_forest \/var\/lib\/docker\/volumes\/minikube\/_data\/data\/grafana_monitoring_service\/datasets\/\r\n<span class=\"nb\">sudo cp<\/span> <span class=\"nt\">-r<\/span> datasets\/bike_gradient_boosting \/var\/lib\/docker\/volumes\/minikube\/_data\/data\/grafana_monitoring_service\/datasets\/\r\n\r\n<span class=\"c\"># Grafana\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u5b9a\u7fa9\u30d5\u30a1\u30a4\u30eb\u306e\u30b3\u30d4\u30fc<\/span>\r\n<span class=\"nb\">sudo cp<\/span> <span class=\"nt\">-r<\/span> dashboards\/<span class=\"k\">*<\/span>.json \/var\/lib\/docker\/volumes\/minikube\/_data\/data\/grafana_monitoring_service\/grafana-dashboards\/\r\n\r\n<span class=\"c\"># \u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u623b\u308b<\/span>\r\n<span class=\"nb\">cd<\/span> ~\r\n<\/code><\/pre>\n<h2>7. \u6267\u884c\u7aef\u53e3\u8f6c\u53d1<\/h2>\n<p>\u6211\u4eec\u5c06\u8fdb\u884c\u7aef\u53e3\u8f6c\u53d1\uff0c\u4ee5\u4fbf\u5141\u8bb8\u4eceMinikube\u5916\u90e8\u8fdb\u884c\u8bbf\u95ee\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># prometheus\u3001Grafana\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c9\uff08\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u5b9f\u884c\uff09<\/span>\r\nkubectl port-forward svc\/prometheus-grafana-clusterip <span class=\"nt\">--address<\/span> 0.0.0.0 9090 3000 <span class=\"o\">&gt;<\/span>\/dev\/null &amp;\r\n<span class=\"c\"># ai-monitor\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c9\uff08\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u5b9f\u884c\uff09<\/span>\r\nkubectl port-forward svc\/ai-monitor-clusterip <span class=\"nt\">--address<\/span> 0.0.0.0 8085 <span class=\"o\">&gt;<\/span>\/dev\/null &amp;\r\n<\/code><\/pre>\n<h2>8. \u6570\u636e\u53d1\u9001\u548c\u4eea\u8868\u76d8\u68c0\u67e5<\/h2>\n<p>\u4ece\u5ba2\u6237\u7aef\u53d1\u9001\u6570\u636e\u5e76\u5728Grafana\u4eea\u8868\u677f\u4e0a\u786e\u8ba4\u7ed3\u679c\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Evidently AI\u30b5\u30f3\u30d7\u30eb\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u79fb\u52d5<\/span>\r\n<span class=\"nb\">cd <\/span>evidently\/examples\/integrations\/grafana_monitoring_service\r\n\r\n<span class=\"c\"># \u30c7\u30fc\u30bf\u9001\u4fe1\u306eClient App\u5b9f\u884c<\/span>\r\n<span class=\"c\"># \u3053\u308c\u3092\u5b9f\u884c\u3059\u308b\u30682\u79d2\u9593\u9694\u3067\u9023\u7d9a\u7684\u306b\u30c7\u30fc\u30bf\u9001\u4fe1\u3059\u308b\u51e6\u7406\u304c\u7d0420\u5206\u9593\u52d5\u304d\u307e\u3059\u3002<\/span>\r\npython scripts\/example_run_request.py\r\n<\/code><\/pre>\n<p>\u4e00\u65e6\u6570\u636e\u53d1\u9001\u5f00\u59cb\u540e\uff0c\u53ef\u4ee5\u8bbf\u95eeGrafana\u4eea\u8868\u677f\uff08http:\/\/localhost:3000\uff09\u3002<\/p>\n<ul class=\"post-ul\">\u521d\u56de\u8d77\u52d5\u6642\u306e\u30e6\u30fc\u30b6ID\u3068\u521d\u671f\u30d1\u30b9\u30ef\u30fc\u30c9\u306fadmin\/admin\u3067\u3059\u3002\u521d\u56de\u30ed\u30b0\u30a4\u30f3\u5f8c\u306b\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u5909\u66f4\u3092\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/ul>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d51e337434c4406ccb49b\/60-0.png\" alt=\"sub003-02.png\" \/><\/div>\n<p>\u5728\u83dc\u5355\u4e2d\u9009\u62e9\u201c\u4eea\u8868\u76d8 &gt; \u6d4f\u89c8\u201d\uff0c\u9009\u62e9\u4e00\u4e2a\u4eea\u8868\u76d8\u3002\u4f8b\u5982\uff0c\u9009\u62e9\u201cEvidently Data Drift Dashboard\u201d\uff0c\u4f1a\u663e\u793a\u4ee5\u4e0b\u5c4f\u5e55\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d51e337434c4406ccb49b\/62-1.png\" alt=\"sub003-04.png\" \/><\/div>\n<h2>\u5b8c\u6210\u548c\u5220\u9664\u6b65\u9aa4<\/h2>\n<p>\u6211\u4eec\u5c06\u7ec8\u6b62\u548c\u5220\u9664\u4ee5\u4e0b\u6240\u521b\u5efa\u7684\u8d44\u6e90\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># \u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c9\u306e\u7d42\u4e86<\/span>\r\n<span class=\"c\"># job\u756a\u53f7\u306f\u5b9f\u969b\u306e\u6570\u5024\u306b\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044<\/span>\r\n<span class=\"nb\">jobs\r\nkill<\/span> %1\r\n<span class=\"nb\">kill<\/span> %2\r\n\r\n<span class=\"c\"># kubernetes\u30ea\u30bd\u30fc\u30b9\u306e\u524a\u9664<\/span>\r\n<span class=\"nb\">cd<\/span> ~\r\nkubectl delete <span class=\"nt\">-f<\/span> manifests\/depsvc_ai-monitor.yaml <span class=\"se\">\\<\/span>\r\n  <span class=\"nt\">-f<\/span> manifests\/depsvc_prometheus-grafana.yaml <span class=\"se\">\\<\/span>\r\n  <span class=\"nt\">-f<\/span> manifests\/cm_grafana-dashboards.yaml <span class=\"se\">\\<\/span>\r\n  <span class=\"nt\">-f<\/span> manifests\/cm_grafana-datasource.yaml <span class=\"se\">\\<\/span>\r\n  <span class=\"nt\">-f<\/span> manifests\/cm_prometheus.yaml\r\n\r\n<span class=\"c\"># ECR\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u524a\u9664<\/span>\r\naws ecr delete-repository <span class=\"nt\">--repository-name<\/span> ai-monitor <span class=\"nt\">--force<\/span>\r\n\r\n<span class=\"c\"># minikube\u306e\u505c\u6b62<\/span>\r\nminikube stop\r\n<span class=\"c\"># \u203bminikube\u3092\u524a\u9664\u3057\u305f\u3044\u5834\u5408\u306f`minikube delete`<\/span>\r\n<\/code><\/pre>\n<h2>\u6700\u540e<\/h2>\n<p>\u56e0\u4e3a\u6211\u5728\u5b66\u4e60Kubernetes\u7684\u540c\u65f6\u8fdb\u884c\u4e86\u6311\u6218\uff0c\u6240\u4ee5\u4e00\u5f00\u59cb\u975e\u5e38\u56f0\u96be\uff0c\u4f46\u591a\u4e8f\u4e86\u8fd9\u4e2a\u7ecf\u5386\uff0c\u6211\u7684\u5bf9Kubernetes\u548cEvidently AI\u7684\u7406\u89e3\u66f4\u6df1\u5165\u4e86\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u5148 \u4f5c\u4e3a\u6784\u6210MLOps\u7684\u529f\u80fd\u8981\u7d20\u4e4b\u4e00\uff0c\u76d1\u63a7\u8d77\u5230\u91cd\u8981\u4f5c\u7528\uff0c\u53ef\u4ee5\u6355\u6349\u63a8\u65ad\u51c6\u786e\u5ea6\u7684\u53d8\u5316\u548c\u6570\u636e\u6f02\u79fb\u7684\u53d1\u751f\uff0c\u4ee5\u4fbf\u5c06\u5176\u4e0e [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-43328","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u663e\u7136ai\u5728kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c\" \/>\n<meta property=\"og:description\" content=\"\u9996\u5148 \u4f5c\u4e3a\u6784\u6210MLOps\u7684\u529f\u80fd\u8981\u7d20\u4e4b\u4e00\uff0c\u76d1\u63a7\u8d77\u5230\u91cd\u8981\u4f5c\u7528\uff0c\u53ef\u4ee5\u6355\u6349\u63a8\u65ad\u51c6\u786e\u5ea6\u7684\u53d8\u5316\u548c\u6570\u636e\u6f02\u79fb\u7684\u53d1\u751f\uff0c\u4ee5\u4fbf\u5c06\u5176\u4e0e [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u663e\u7136ai\u5728kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-06-22T07:34:26+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-30T04:33:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d51e337434c4406ccb49b\/5-0.png\" \/>\n<meta name=\"author\" content=\"\u5b87, \u534e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u5b87, \u534e\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/\",\"name\":\"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-06-22T07:34:26+00:00\",\"dateModified\":\"2024-04-30T04:33:17+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\",\"name\":\"\u5b87, \u534e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"caption\":\"\u5b87, \u534e\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c - Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/\u663e\u7136ai\u5728kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c\u3002\/","og_locale":"zh_CN","og_type":"article","og_title":"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c","og_description":"\u9996\u5148 \u4f5c\u4e3a\u6784\u6210MLOps\u7684\u529f\u80fd\u8981\u7d20\u4e4b\u4e00\uff0c\u76d1\u63a7\u8d77\u5230\u91cd\u8981\u4f5c\u7528\uff0c\u53ef\u4ee5\u6355\u6349\u63a8\u65ad\u51c6\u786e\u5ea6\u7684\u53d8\u5316\u548c\u6570\u636e\u6f02\u79fb\u7684\u53d1\u751f\uff0c\u4ee5\u4fbf\u5c06\u5176\u4e0e [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u663e\u7136ai\u5728kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c\u3002\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-06-22T07:34:26+00:00","article_modified_time":"2024-04-30T04:33:17+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d51e337434c4406ccb49b\/5-0.png"}],"author":"\u5b87, \u534e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u5b87, \u534e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"5 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/","name":"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-06-22T07:34:26+00:00","dateModified":"2024-04-30T04:33:17+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u663e\u7136AI\u5728Kubernetes\u4e0a\u516c\u5f00\u4e86\u6837\u672c\u8fd0\u884c"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458","name":"\u5b87, \u534e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","caption":"\u5b87, \u534e"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%98%be%e7%84%b6ai%e5%9c%a8kubernetes%e4%b8%8a%e5%85%ac%e5%bc%80%e4%ba%86%e6%a0%b7%e6%9c%ac%e8%bf%90%e8%a1%8c%e3%80%82\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/43328","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=43328"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/43328\/revisions"}],"predecessor-version":[{"id":91933,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/43328\/revisions\/91933"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=43328"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=43328"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=43328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}