{"id":82520,"date":"2026-07-25T10:09:51","date_gmt":"2026-07-25T02:09:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/82520.html"},"modified":"2026-07-25T10:09:51","modified_gmt":"2026-07-25T02:09:51","slug":"%e7%ae%97%e5%8a%9b%e5%9f%ba%e5%bb%ba%e5%8f%91%e5%b1%95%e5%8e%86%e7%a8%8b%ef%bc%9a%e4%bb%8e%e4%bc%a0%e7%bb%9f%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%88%b0ai%e7%ae%97%e5%8a%9b%e9%9b%86%e7%be%a4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/82520.html","title":{"rendered":"\u7b97\u529b\u57fa\u5efa\u53d1\u5c55\u5386\u7a0b\uff1a\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4"},"content":{"rendered":"

\u7b97\u529b\u57fa\u5efa\u53d1\u5c55\u5386\u7a0b：\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4<\/h2>\n

📚 \u672c\u7ae0\u5b66\u4e60\u76ee\u6807：\u6df1\u5165\u7406\u89e3\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4\u7684\u6838\u5fc3\u6982\u5ff5\u4e0e\u5b9e\u8df5\u65b9\u6cd5，\u638c\u63e1\u5173\u952e\u6280\u672f\u8981\u70b9，\u4e86\u89e3\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e0e\u6700\u4f73\u5b9e\u8df5\u3002\u672c\u6587\u5c5e\u4e8e\u300a\u4e91\u539f\u751f\u3001\u4e91\u8fb9\u7aef\u4e00\u4f53\u5316\u4e0e\u7b97\u529b\u57fa\u5efa：AI\u65f6\u4ee3\u57fa\u7840\u8bbe\u65bd\u9769\u547d\u6559\u7a0b\u300b\u4e91\u539f\u751f\u5165\u95e8\u7bc7（\u7b2c\u4e00\u9636\u6bb5）\u3002<\/p>\n

\u5728\u4e0a\u4e00\u7ae0，\u6211\u4eec\u5b66\u4e60\u4e86"\u4e91\u8fb9\u7aef\u4e00\u4f53\u5316\u4f18\u52bf：\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u53ef\u9760\u3001\u7701\u5e26\u5bbd\u7684\u6838\u5fc3\u903b\u8f91"\u3002\u672c\u7ae0，\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4，\u8fd9\u662f\u4e91\u539f\u751f\u4e0eAI\u57fa\u7840\u8bbe\u65bd\u5b66\u4e60\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u4e00\u73af\u3002<\/p>\n

\n

\u4e00\u3001\u6838\u5fc3\u6982\u5ff5\u4e0e\u80cc\u666f<\/h3>\n

1.1 \u4ec0\u4e48\u662f\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4<\/h4>\n

💡 \u57fa\u672c\u5b9a\u4e49：<\/p>\n

\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4\u662f\u4e91\u539f\u751f\u4e0eAI\u57fa\u7840\u8bbe\u65bd\u9886\u57df\u7684\u6838\u5fc3\u77e5\u8bc6\u70b9\u4e4b\u4e00\u3002\u638c\u63e1\u8fd9\u9879\u6280\u80fd\u5bf9\u4e8e\u63d0\u5347\u4e91\u539f\u751f\u67b6\u6784\u8bbe\u8ba1\u80fd\u529b\u548cAI\u5e94\u7528\u843d\u5730\u6548\u679c\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

# \u4e91\u539f\u751f\u57fa\u7840\u547d\u4ee4\u793a\u4f8b<\/span>
\n# Docker\u5bb9\u5668\u64cd\u4f5c<\/span>
\ndocker<\/span> run -d<\/span> –name<\/span> myapp nginx:latest
\ndocker<\/span> ps<\/span>
\ndocker<\/span> logs myapp<\/p>\n

# Kubernetes\u57fa\u7840\u64cd\u4f5c<\/span>
\nkubectl get pods -n<\/span> default
\nkubectl describe pod myapp-pod
\nkubectl apply -f<\/span> deployment.yaml<\/p>\n

1.2 \u4e3a\u4ec0\u4e48\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4\u5982\u6b64\u91cd\u8981<\/h4>\n

\u26a0\ufe0f \u91cd\u8981\u6027\u5206\u6790：<\/p>\n

\u5728\u5b9e\u9645\u4e91\u539f\u751f\u9879\u76ee\u843d\u5730\u8fc7\u7a0b\u4e2d，\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4\u7684\u91cd\u8981\u6027\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762：<\/p>\n

  • \u67b6\u6784\u6548\u7387\u63d0\u5347：\u638c\u63e1\u8fd9\u9879\u6280\u80fd\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u6548\u7387<\/li>\n
  • \u8fd0\u7ef4\u6210\u672c\u964d\u4f4e：\u5e2e\u52a9\u56e2\u961f\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684\u8d44\u6e90\u7ba1\u7406\u4e0e\u8fd0\u7ef4<\/li>\n
  • \u95ee\u9898\u89e3\u51b3\u80fd\u529b：\u9047\u5230\u76f8\u5173\u95ee\u9898\u65f6\u80fd\u591f\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3<\/li>\n
  • \u804c\u4e1a\u53d1\u5c55\u52a9\u529b：\u8fd9\u662f\u4ece\u65b0\u624b\u5230\u4e91\u539f\u751f\u67b6\u6784\u5e08\u7684\u5fc5\u7ecf\u4e4b\u8def<\/li>\n

    1.3 \u5e94\u7528\u573a\u666f<\/h4>\n

    📊 \u5178\u578b\u5e94\u7528\u573a\u666f：<\/p>\n\n\u573a\u666f\u7c7b\u578b\u5177\u4f53\u5e94\u7528\u6280\u672f\u8981\u70b9<\/tr>\n\n\n\n\n\n
    \u4e91\u539f\u751f\u5e94\u7528<\/td>\n\u5fae\u670d\u52a1\u90e8\u7f72\u3001\u5bb9\u5668\u7f16\u6392<\/td>\nDocker\u3001Kubernetes<\/td>\n<\/tr>\n
    \u8fb9\u7f18\u8ba1\u7b97<\/td>\n\u7269\u8054\u7f51\u6570\u636e\u5904\u7406\u3001\u8fb9\u7f18AI<\/td>\nKubeEdge\u3001EdgeX<\/td>\n<\/tr>\n
    \u7b97\u529b\u8c03\u5ea6<\/td>\nGPU\u96c6\u7fa4\u7ba1\u7406\u3001\u8d44\u6e90\u5206\u914d<\/td>\nKubernetes\u3001Volcano<\/td>\n<\/tr>\n
    CI\/CD<\/td>\n\u81ea\u52a8\u5316\u6784\u5efa\u4e0e\u90e8\u7f72<\/td>\nJenkins\u3001GitLab CI<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u4e8c\u3001\u6280\u672f\u539f\u7406\u8be6\u89e3<\/h3>\n

    2.1 \u6838\u5fc3\u539f\u7406<\/h4>\n

    \u4e91\u539f\u751f\u6280\u672f\u67b6\u6784：<\/p>\n

    \u4e91\u539f\u751f\u7684\u6838\u5fc3\u6280\u672f\u67b6\u6784\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u5c42\u6b21：<\/p>\n

    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
    \n\u2502 \u4e91\u539f\u751f\u6280\u672f\u67b6\u6784 \u2502
    \n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524
    \n\u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
    \n\u2502 \u2502 \u5e94\u7528\u5c42 \u2502 \u2502 \u670d\u52a1\u5c42 \u2502 \u2502 \u57fa\u7840\u8bbe\u65bd\u5c42 \u2502 \u2502
    \n\u2502 \u2502 (App) \u2502 \u2502 (Service) \u2502 \u2502 (Infra) \u2502 \u2502
    \n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
    \n\u2502 \u2191 \u2193 \u2502
    \n\u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
    \n\u2502 \u2502 \u5bb9\u5668\u7f16\u6392\u5c42 (Kubernetes) \u2502 \u2502
    \n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
    \n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

    2.2 \u5b9e\u73b0\u65b9\u6cd5<\/h4>\n

    # Kubernetes Deployment \u793a\u4f8b<\/span>
    \napiVersion<\/span>:<\/span> apps\/v1
    \nkind<\/span>:<\/span> Deployment
    \nmetadata<\/span>:<\/span>
    \n name<\/span>:<\/span> cloud–<\/span>native–<\/span>app
    \n labels<\/span>:<\/span>
    \n app<\/span>:<\/span> myapp
    \nspec<\/span>:<\/span>
    \n replicas<\/span>:<\/span> 3<\/span>
    \n selector<\/span>:<\/span>
    \n matchLabels<\/span>:<\/span>
    \n app<\/span>:<\/span> myapp
    \n template<\/span>:<\/span>
    \n metadata<\/span>:<\/span>
    \n labels<\/span>:<\/span>
    \n app<\/span>:<\/span> myapp
    \n spec<\/span>:<\/span>
    \n containers<\/span>:<\/span>
    \n –<\/span> name<\/span>:<\/span> myapp
    \n image<\/span>:<\/span> nginx:<\/span>1.21<\/span>
    \n ports<\/span>:<\/span>
    \n –<\/span> containerPort<\/span>:<\/span> 80<\/span>
    \n resources<\/span>:<\/span>
    \n requests<\/span>:<\/span>
    \n memory<\/span>:<\/span> "128Mi"<\/span>
    \n cpu<\/span>:<\/span> "100m"<\/span>
    \n limits<\/span>:<\/span>
    \n memory<\/span>:<\/span> "256Mi"<\/span>
    \n cpu<\/span>:<\/span> "200m"<\/span>
    \n—<\/span>
    \napiVersion<\/span>:<\/span> v1
    \nkind<\/span>:<\/span> Service
    \nmetadata<\/span>:<\/span>
    \n name<\/span>:<\/span> myapp–<\/span>service
    \nspec<\/span>:<\/span>
    \n selector<\/span>:<\/span>
    \n app<\/span>:<\/span> myapp
    \n ports<\/span>:<\/span>
    \n –<\/span> port<\/span>:<\/span> 80<\/span>
    \n targetPort<\/span>:<\/span> 80<\/span>
    \n type<\/span>:<\/span> LoadBalancer<\/p>\n

    2.3 \u5173\u952e\u6280\u672f\u70b9<\/h4>\n\n\u6280\u672f\u70b9\u8bf4\u660e\u91cd\u8981\u6027<\/tr>\n\n\n\n\n\n
    \u5bb9\u5668\u5316<\/td>\nDocker\u5bb9\u5668\u6280\u672f<\/td>\n\u2b50\u2b50\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n
    \u5bb9\u5668\u7f16\u6392<\/td>\nKubernetes\u96c6\u7fa4\u7ba1\u7406<\/td>\n\u2b50\u2b50\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n
    \u5fae\u670d\u52a1<\/td>\n\u670d\u52a1\u62c6\u5206\u4e0e\u6cbb\u7406<\/td>\n\u2b50\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n
    DevOps<\/td>\n\u6301\u7eed\u96c6\u6210\u4e0e\u90e8\u7f72<\/td>\n\u2b50\u2b50\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u4e09\u3001\u5b9e\u8df5\u5e94\u7528<\/h3>\n

    3.1 \u73af\u5883\u51c6\u5907<\/h4>\n

    \u2460 \u5b89\u88c5Docker：<\/p>\n

    # Ubuntu\/Debian<\/span>
    \nsudo<\/span> apt-get<\/span> update
    \nsudo<\/span> apt-get<\/span> install<\/span> docker.io
    \nsudo<\/span> systemctl start docker<\/span>
    \nsudo<\/span> systemctl enable<\/span> docker<\/span><\/p>\n

    # \u9a8c\u8bc1\u5b89\u88c5<\/span>
    \ndocker<\/span> –version<\/span>
    \ndocker<\/span> run hello-world<\/p>\n

    \u2461 \u5b89\u88c5Kubernetes：<\/p>\n

    # \u5b89\u88c5kubeadm\u3001kubelet\u3001kubectl<\/span>
    \nsudo<\/span> apt-get<\/span> update
    \nsudo<\/span> apt-get<\/span> install<\/span> -y<\/span> apt-transport-https ca-certificates curl<\/span>
    \ncurl<\/span> -fsSL<\/span> https:\/\/pkgs.k8s.io\/core:\/stable:\/v1.28\/deb\/Release.key |<\/span> sudo<\/span> gpg –dearmor<\/span> -o<\/span> \/etc\/apt\/keyrings\/kubernetes-apt-keyring.gpg
    \necho<\/span> 'deb [signed-by=\/etc\/apt\/keyrings\/kubernetes-apt-keyring.gpg] https:\/\/pkgs.k8s.io\/core:\/stable:\/v1.28\/deb\/ \/'<\/span> |<\/span> sudo<\/span> tee<\/span> \/etc\/apt\/sources.list.d\/kubernetes.list
    \nsudo<\/span> apt-get<\/span> update
    \nsudo<\/span> apt-get<\/span> install<\/span> -y<\/span> kubelet kubeadm kubectl
    \nsudo<\/span> systemctl enable<\/span> kubelet<\/p>\n

    3.2 \u57fa\u7840\u793a\u4f8b<\/h4>\n

    \u793a\u4f8b\u4e00：Docker\u5bb9\u5668\u90e8\u7f72<\/p>\n

    # 1. \u62c9\u53d6\u955c\u50cf<\/span>
    \ndocker<\/span> pull nginx:latest<\/p>\n

    # 2. \u8fd0\u884c\u5bb9\u5668<\/span>
    \ndocker<\/span> run -d<\/span> –name<\/span> web-server -p<\/span> 8080<\/span>:80 nginx<\/p>\n

    # 3. \u67e5\u770b\u5bb9\u5668\u72b6\u6001<\/span>
    \ndocker<\/span> ps<\/span><\/p>\n

    # 4. \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7<\/span>
    \ndocker<\/span> logs web-server<\/p>\n

    # 5. \u8fdb\u5165\u5bb9\u5668<\/span>
    \ndocker<\/span> exec<\/span> -it<\/span> web-server \/bin\/bash<\/p>\n

    # 6. \u505c\u6b62\u548c\u5220\u9664\u5bb9\u5668<\/span>
    \ndocker<\/span> stop web-server
    \ndocker<\/span> rm<\/span> web-server<\/p>\n

    \u793a\u4f8b\u4e8c：Kubernetes\u90e8\u7f72\u5e94\u7528<\/p>\n

    # 1. \u521b\u5efa\u547d\u540d\u7a7a\u95f4<\/span>
    \nkubectl create namespace myapp<\/p>\n

    # 2. \u90e8\u7f72\u5e94\u7528<\/span>
    \nkubectl apply -f<\/span> deployment.yaml -n<\/span> myapp<\/p>\n

    # 3. \u67e5\u770b\u90e8\u7f72\u72b6\u6001<\/span>
    \nkubectl get deployments -n<\/span> myapp
    \nkubectl get pods -n<\/span> myapp<\/p>\n

    # 4. \u6269\u5bb9\u5e94\u7528<\/span>
    \nkubectl scale deployment myapp –replicas<\/span>=<\/span>5<\/span> -n<\/span> myapp<\/p>\n

    # 5. \u67e5\u770b\u670d\u52a1<\/span>
    \nkubectl get services -n<\/span> myapp<\/p>\n

    # 6. \u67e5\u770b\u65e5\u5fd7<\/span>
    \nkubectl logs -f<\/span> deployment\/myapp -n<\/span> myapp<\/p>\n

    3.3 \u8fdb\u9636\u793a\u4f8b<\/h4>\n

    # \u5b8c\u6574\u7684\u4e91\u539f\u751f\u5e94\u7528\u90e8\u7f72\u914d\u7f6e<\/span>
    \n# \u5305\u542bDeployment\u3001Service\u3001ConfigMap\u3001Ingress<\/span><\/p>\n

    # ConfigMap\u914d\u7f6e<\/span>
    \napiVersion<\/span>:<\/span> v1
    \nkind<\/span>:<\/span> ConfigMap
    \nmetadata<\/span>:<\/span>
    \n name<\/span>:<\/span> app–<\/span>config
    \ndata<\/span>:<\/span>
    \n database_url<\/span>:<\/span> "postgresql:\/\/postgres:5432\/mydb"<\/span>
    \n redis_url<\/span>:<\/span> "redis:\/\/redis:6379"<\/span>
    \n—<\/span>
    \n# Deployment\u90e8\u7f72<\/span>
    \napiVersion<\/span>:<\/span> apps\/v1
    \nkind<\/span>:<\/span> Deployment
    \nmetadata<\/span>:<\/span>
    \n name<\/span>:<\/span> cloud–<\/span>native–<\/span>app
    \nspec<\/span>:<\/span>
    \n replicas<\/span>:<\/span> 3<\/span>
    \n strategy<\/span>:<\/span>
    \n type<\/span>:<\/span> RollingUpdate
    \n rollingUpdate<\/span>:<\/span>
    \n maxSurge<\/span>:<\/span> 1<\/span>
    \n maxUnavailable<\/span>:<\/span> 0<\/span>
    \n selector<\/span>:<\/span>
    \n matchLabels<\/span>:<\/span>
    \n app<\/span>:<\/span> cloud–<\/span>native–<\/span>app
    \n template<\/span>:<\/span>
    \n metadata<\/span>:<\/span>
    \n labels<\/span>:<\/span>
    \n app<\/span>:<\/span> cloud–<\/span>native–<\/span>app
    \n spec<\/span>:<\/span>
    \n containers<\/span>:<\/span>
    \n –<\/span> name<\/span>:<\/span> app
    \n image<\/span>:<\/span> myapp:<\/span>v1.0
    \n ports<\/span>:<\/span>
    \n –<\/span> containerPort<\/span>:<\/span> 8080<\/span>
    \n envFrom<\/span>:<\/span>
    \n –<\/span> configMapRef<\/span>:<\/span>
    \n name<\/span>:<\/span> app–<\/span>config
    \n livenessProbe<\/span>:<\/span>
    \n httpGet<\/span>:<\/span>
    \n path<\/span>:<\/span> \/health
    \n port<\/span>:<\/span> 8080<\/span>
    \n initialDelaySeconds<\/span>:<\/span> 30<\/span>
    \n periodSeconds<\/span>:<\/span> 10<\/span>
    \n readinessProbe<\/span>:<\/span>
    \n httpGet<\/span>:<\/span>
    \n path<\/span>:<\/span> \/ready
    \n port<\/span>:<\/span> 8080<\/span>
    \n initialDelaySeconds<\/span>:<\/span> 5<\/span>
    \n periodSeconds<\/span>:<\/span> 5<\/span>
    \n resources<\/span>:<\/span>
    \n requests<\/span>:<\/span>
    \n memory<\/span>:<\/span> "256Mi"<\/span>
    \n cpu<\/span>:<\/span> "200m"<\/span>
    \n limits<\/span>:<\/span>
    \n memory<\/span>:<\/span> "512Mi"<\/span>
    \n cpu<\/span>:<\/span> "500m"<\/span>
    \n—<\/span>
    \n# Service\u670d\u52a1<\/span>
    \napiVersion<\/span>:<\/span> v1
    \nkind<\/span>:<\/span> Service
    \nmetadata<\/span>:<\/span>
    \n name<\/span>:<\/span> app–<\/span>service
    \nspec<\/span>:<\/span>
    \n selector<\/span>:<\/span>
    \n app<\/span>:<\/span> cloud–<\/span>native–<\/span>app
    \n ports<\/span>:<\/span>
    \n –<\/span> port<\/span>:<\/span> 80<\/span>
    \n targetPort<\/span>:<\/span> 8080<\/span>
    \n type<\/span>:<\/span> ClusterIP
    \n—<\/span>
    \n# Ingress\u5165\u53e3<\/span>
    \napiVersion<\/span>:<\/span> networking.k8s.io\/v1
    \nkind<\/span>:<\/span> Ingress
    \nmetadata<\/span>:<\/span>
    \n name<\/span>:<\/span> app–<\/span>ingress
    \n annotations<\/span>:<\/span>
    \n nginx.ingress.kubernetes.io\/rewrite-target<\/span>:<\/span> \/
    \nspec<\/span>:<\/span>
    \n rules<\/span>:<\/span>
    \n –<\/span> host<\/span>:<\/span> myapp.example.com
    \n http<\/span>:<\/span>
    \n paths<\/span>:<\/span>
    \n –<\/span> path<\/span>:<\/span> \/
    \n pathType<\/span>:<\/span> Prefix
    \n backend<\/span>:<\/span>
    \n service<\/span>:<\/span>
    \n name<\/span>:<\/span> app–<\/span>service
    \n port<\/span>:<\/span>
    \n number<\/span>:<\/span> 80<\/span><\/p>\n

    \n

    \u56db\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n

    4.1 \u73af\u5883\u914d\u7f6e\u95ee\u9898<\/h4>\n

    \u26a0\ufe0f \u95ee\u9898\u4e00：Docker\u542f\u52a8\u5931\u8d25<\/p>\n

    \u73b0\u8c61：<\/p>\n

    Job for docker.service failed because the control process exited with error code.<\/p>\n

    \u89e3\u51b3\u65b9\u6848：<\/p>\n

    # \u68c0\u67e5Docker\u670d\u52a1\u72b6\u6001<\/span>
    \nsudo<\/span> systemctl status docker<\/span><\/p>\n

    # \u67e5\u770b\u8be6\u7ec6\u65e5\u5fd7<\/span>
    \nsudo<\/span> journalctl -u<\/span> docker.service<\/p>\n

    # \u91cd\u65b0\u542f\u52a8Docker<\/span>
    \nsudo<\/span> systemctl daemon-reload
    \nsudo<\/span> systemctl restart docker<\/span><\/p>\n

    # \u68c0\u67e5Docker\u914d\u7f6e<\/span>
    \ncat<\/span> \/etc\/docker\/daemon.json<\/p>\n

    \u26a0\ufe0f \u95ee\u9898\u4e8c：Kubernetes\u8282\u70b9NotReady<\/p>\n

    \u73b0\u8c61：<\/p>\n

    kubectl get nodes
    \nNAME STATUS ROLES AGE VERSION
    \nmaster NotReady control-plane 1h v1.28.0<\/p>\n

    \u89e3\u51b3\u65b9\u6848：<\/p>\n

    # \u68c0\u67e5\u8282\u70b9\u72b6\u6001<\/span>
    \nkubectl describe node<\/span> master<\/p>\n

    # \u68c0\u67e5\u7f51\u7edc\u63d2\u4ef6<\/span>
    \nkubectl get pods -n<\/span> kube-system<\/p>\n

    # \u5b89\u88c5\u7f51\u7edc\u63d2\u4ef6（\u5982Calico）<\/span>
    \nkubectl apply -f<\/span> https:\/\/raw.githubusercontent.com\/projectcalico\/calico\/v3.26.0\/manifests\/calico.yaml<\/p>\n

    # \u68c0\u67e5kubelet\u72b6\u6001<\/span>
    \nsudo<\/span> systemctl status kubelet<\/p>\n

    4.2 \u8fd0\u884c\u65f6\u95ee\u9898<\/h4>\n

    \u26a0\ufe0f \u95ee\u9898\u4e09：Pod\u542f\u52a8\u5931\u8d25<\/p>\n

    \u73b0\u8c61：<\/p>\n

    kubectl get pods
    \nNAME READY STATUS RESTARTS AGE
    \nmyapp 0\/1 ImagePullBackOff 0 5m<\/p>\n

    \u89e3\u51b3\u65b9\u6848：<\/p>\n

    # \u67e5\u770bPod\u8be6\u60c5<\/span>
    \nkubectl describe pod myapp<\/p>\n

    # \u67e5\u770bPod\u4e8b\u4ef6<\/span>
    \nkubectl get events –field-selector involvedObject.name<\/span>=<\/span>myapp<\/p>\n

    # \u68c0\u67e5\u955c\u50cf\u662f\u5426\u5b58\u5728<\/span>
    \ndocker<\/span> pull myapp:v1.0<\/p>\n

    # \u68c0\u67e5\u955c\u50cf\u4ed3\u5e93\u51ed\u8bc1<\/span>
    \nkubectl get secrets<\/p>\n

    # \u521b\u5efa\u955c\u50cf\u62c9\u53d6\u51ed\u8bc1<\/span>
    \nkubectl create secret docker-registry regcred \\\\<\/span>
    \n –docker-server=<\/span><<\/span>registry><\/span> \\\\<\/span>
    \n –docker-username=<\/span><<\/span>user><\/span> \\\\<\/span>
    \n –docker-password=<\/span><<\/span>password><\/span><\/p>\n

    \u26a0\ufe0f \u95ee\u9898\u56db：\u670d\u52a1\u65e0\u6cd5\u8bbf\u95ee<\/p>\n

    \u73b0\u8c61：Service\u521b\u5efa\u6210\u529f\u4f46\u65e0\u6cd5\u8bbf\u95ee<\/p>\n

    \u89e3\u51b3\u65b9\u6848：<\/p>\n

    # \u68c0\u67e5Service\u7aef\u70b9<\/span>
    \nkubectl get endpoints myapp-service<\/p>\n

    # \u68c0\u67e5Pod\u6807\u7b7e<\/span>
    \nkubectl get pods –show-labels<\/p>\n

    # \u68c0\u67e5Service\u9009\u62e9\u5668<\/span>
    \nkubectl describe service<\/span> myapp-service<\/p>\n

    # \u6d4b\u8bd5\u670d\u52a1\u8fde\u901a\u6027<\/span>
    \nkubectl run test<\/span> –image<\/span>=<\/span>busybox –rm<\/span> -it<\/span> — wget<\/span> -qO- myapp-service:80<\/p>\n

    \n

    \u4e94\u3001\u6700\u4f73\u5b9e\u8df5<\/h3>\n

    5.1 \u67b6\u6784\u8bbe\u8ba1\u89c4\u8303<\/h4>\n

    \u2705 \u63a8\u8350\u505a\u6cd5：<\/p>\n

    # 1. \u8d44\u6e90\u9650\u5236\u8bbe\u7f6e<\/span>
    \nresources<\/span>:<\/span>
    \n requests<\/span>:<\/span>
    \n memory<\/span>:<\/span> "128Mi"<\/span>
    \n cpu<\/span>:<\/span> "100m"<\/span>
    \n limits<\/span>:<\/span>
    \n memory<\/span>:<\/span> "256Mi"<\/span>
    \n cpu<\/span>:<\/span> "200m"<\/span><\/p>\n

    # 2. \u5065\u5eb7\u68c0\u67e5\u914d\u7f6e<\/span>
    \nlivenessProbe<\/span>:<\/span>
    \n httpGet<\/span>:<\/span>
    \n path<\/span>:<\/span> \/health
    \n port<\/span>:<\/span> 8080<\/span>
    \n initialDelaySeconds<\/span>:<\/span> 30<\/span>
    \n periodSeconds<\/span>:<\/span> 10<\/span><\/p>\n

    readinessProbe<\/span>:<\/span>
    \n httpGet<\/span>:<\/span>
    \n path<\/span>:<\/span> \/ready
    \n port<\/span>:<\/span> 8080<\/span>
    \n initialDelaySeconds<\/span>:<\/span> 5<\/span>
    \n periodSeconds<\/span>:<\/span> 5<\/span><\/p>\n

    # 3. \u5b89\u5168\u4e0a\u4e0b\u6587<\/span>
    \nsecurityContext<\/span>:<\/span>
    \n runAsNonRoot<\/span>:<\/span> true<\/span>
    \n runAsUser<\/span>:<\/span> 1000<\/span>
    \n readOnlyRootFilesystem<\/span>:<\/span> true<\/span><\/p>\n

    5.2 \u6027\u80fd\u4f18\u5316\u6280\u5de7<\/h4>\n\n\u6280\u5de7\u8bf4\u660e\u6548\u679c<\/tr>\n\n\n\n\n\n
    \u8d44\u6e90\u9650\u5236<\/td>\n\u8bbe\u7f6e\u5408\u7406\u7684requests\/limits<\/td>\n\u907f\u514d\u8d44\u6e90\u4e89\u62a2<\/td>\n<\/tr>\n
    \u955c\u50cf\u4f18\u5316<\/td>\n\u4f7f\u7528Alpine\u57fa\u7840\u955c\u50cf<\/td>\n\u51cf\u5c11\u955c\u50cf\u4f53\u79ef<\/td>\n<\/tr>\n
    \u8282\u70b9\u4eb2\u548c<\/td>\n\u5408\u7406\u8c03\u5ea6Pod\u5206\u5e03<\/td>\n\u63d0\u5347\u8d44\u6e90\u5229\u7528\u7387<\/td>\n<\/tr>\n
    \u6c34\u5e73\u6269\u5c55<\/td>\nHPA\u81ea\u52a8\u4f38\u7f29<\/td>\n\u5e94\u5bf9\u6d41\u91cf\u6ce2\u52a8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    5.3 \u5b89\u5168\u6ce8\u610f\u4e8b\u9879<\/h4>\n

    \u26a0\ufe0f \u5b89\u5168\u68c0\u67e5\u6e05\u5355：<\/p>\n

      \n
    • \u542f\u7528RBAC\u6743\u9650\u63a7\u5236<\/li>\n
    • \u4f7f\u7528NetworkPolicy\u7f51\u7edc\u7b56\u7565<\/li>\n
    • \u914d\u7f6ePod\u5b89\u5168\u7b56\u7565<\/li>\n
    • \u542f\u7528\u955c\u50cf\u626b\u63cf<\/li>\n
    • \u5b9a\u671f\u66f4\u65b0\u57fa\u7840\u955c\u50cf<\/li>\n<\/ul>\n
      \n

      \u516d\u3001\u672c\u7ae0\u5c0f\u7ed3<\/h3>\n

      6.1 \u6838\u5fc3\u8981\u70b9\u56de\u987e<\/h4>\n

      \u2705 \u8981\u70b9\u4e00：\u7406\u89e3\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4\u7684\u6838\u5fc3\u6982\u5ff5\u548c\u539f\u7406
      \n\u2705 \u8981\u70b9\u4e8c：\u638c\u63e1\u57fa\u672c\u7684\u5b9e\u73b0\u65b9\u6cd5\u548c\u4ee3\u7801\u793a\u4f8b
      \n\u2705 \u8981\u70b9\u4e09：\u4e86\u89e3\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848
      \n\u2705 \u8981\u70b9\u56db：\u5b66\u4f1a\u6700\u4f73\u5b9e\u8df5\u548c\u6027\u80fd\u4f18\u5316\u6280\u5de7<\/p>\n

      6.2 \u5b9e\u8df5\u5efa\u8bae<\/h4>\n\n\u5b66\u4e60\u9636\u6bb5\u5efa\u8bae\u5185\u5bb9\u65f6\u95f4\u5b89\u6392<\/tr>\n\n\n\n\n
      \u5165\u95e8<\/td>\n\u5b8c\u6210\u6240\u6709\u57fa\u7840\u793a\u4f8b<\/td>\n1-2\u5468<\/td>\n<\/tr>\n
      \u8fdb\u9636<\/td>\n\u72ec\u7acb\u5b8c\u6210\u4e00\u4e2a\u5c0f\u9879\u76ee<\/td>\n2-4\u5468<\/td>\n<\/tr>\n
      \u9ad8\u7ea7<\/td>\n\u4f18\u5316\u6027\u80fd，\u5904\u7406\u590d\u6742\u573a\u666f<\/td>\n1-2\u6708<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      6.3 \u4e0e\u4e0b\u4e00\u7ae0\u7684\u8854\u63a5<\/h4>\n

      \u672c\u7ae0\u6211\u4eec\u5b66\u4e60\u4e86\u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4\u3002\u5728\u4e0b\u4e00\u7ae0，\u6211\u4eec\u5c06\u63a2\u8ba8"AI\u57fa\u7840\u8bbe\u65bd\u9769\u547d：\u4e91\u539f\u751f+\u4e91\u8fb9\u7aef+\u7b97\u529b\u7684\u534f\u540c\u4ef7\u503c"，\u8fdb\u4e00\u6b65\u6df1\u5165\u7406\u89e3\u4e91\u539f\u751f\u4e0eAI\u57fa\u7840\u8bbe\u65bd\u7684\u6280\u672f\u4f53\u7cfb\u3002<\/p>\n

      \n

      \u4e03\u3001\u5ef6\u4f38\u9605\u8bfb<\/h3>\n

      7.1 \u76f8\u5173\u6587\u6863<\/h4>\n

      📚 \u5b98\u65b9\u8d44\u6e90：<\/p>\n

        \n
      • Kubernetes\u5b98\u65b9\u6587\u6863：https:\/\/kubernetes.io\/zh-cn\/docs\/<\/li>\n
      • Docker\u5b98\u65b9\u6587\u6863：https:\/\/docs.docker.com\/<\/li>\n
      • CNCF\u4e91\u539f\u751f\u5168\u666f\u56fe：https:\/\/landscape.cncf.io\/<\/li>\n<\/ul>\n

        7.2 \u63a8\u8350\u5b66\u4e60\u8def\u5f84<\/h4>\n

        \u5165\u95e8\u9636\u6bb5（\u7b2c1-30\u7ae0）
        \n \u2193
        \n\u6280\u672f\u8fdb\u9636\u9636\u6bb5（\u7b2c31-70\u7ae0）
        \n \u2193
        \n\u5b9e\u6218\u9636\u6bb5（\u7b2c71-110\u7ae0）
        \n \u2193
        \n\u9ad8\u7ea7\u8fdb\u9636\u9636\u6bb5（\u7b2c111-150\u7ae0）
        \n \u2193
        \n\u884c\u4e1a\u843d\u5730\u9636\u6bb5（\u7b2c151-200\u7ae0）<\/p>\n

        7.3 \u7ec3\u4e60\u9898<\/h4>\n

        📝 \u601d\u8003\u9898：<\/p>\n

      • \u4ece\u4f20\u7edf\u670d\u52a1\u5668\u5230AI\u7b97\u529b\u96c6\u7fa4\u7684\u6838\u5fc3\u539f\u7406\u662f\u4ec0\u4e48？<\/li>\n
      • \u5982\u4f55\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u5e94\u7528\u672c\u7ae0\u6240\u5b66\u5185\u5bb9？<\/li>\n
      • \u6709\u54ea\u4e9b\u5e38\u89c1\u7684\u9519\u8bef\u9700\u8981\u907f\u514d？<\/li>\n
      • \u5982\u4f55\u8fdb\u4e00\u6b65\u4f18\u5316\u7cfb\u7edf\u6027\u80fd？<\/li>\n
      • \u4e0e\u4f20\u7edf\u67b6\u6784\u76f8\u6bd4，\u4e91\u539f\u751f\u67b6\u6784\u6709\u4ec0\u4e48\u72ec\u7279\u4f18\u52bf？<\/li>\n
        \n

        💡 \u5c0f\u8d34\u58eb：\u5b66\u4e60\u4e91\u539f\u751f\u6700\u597d\u7684\u65b9\u5f0f\u662f\u52a8\u624b\u5b9e\u8df5\u3002\u5efa\u8bae\u8bfb\u8005\u5728\u9605\u8bfb\u672c\u7ae0\u7684\u540c\u65f6，\u642d\u5efa\u81ea\u5df1\u7684\u5b9e\u9a8c\u73af\u5883，\u9047\u5230\u95ee\u9898\u591a\u601d\u8003\u3001\u591a\u5c1d\u8bd5\u3002<\/p>\n

        \n

        \u672c\u7ae0\u5b8c<\/p>\n

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