{"id":121726,"date":"2026-11-03T13:56:38","date_gmt":"2026-11-03T05:56:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121726.html"},"modified":"2026-11-03T13:56:38","modified_gmt":"2026-11-03T05:56:38","slug":"ai%e7%bd%91%e5%85%b3%e5%a6%82%e4%bd%95%e6%8e%a5%e5%85%a5%ef%bc%9fmai-gateway%e9%83%a8%e7%bd%b2%e5%ae%9e%e6%93%8d%e6%95%99%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121726.html","title":{"rendered":"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b"},"content":{"rendered":"

\u8fd9\u7bc7\u548c\u4e4b\u524d\u5199\u8fc7\u7684\u90e8\u7f72\u6559\u7a0b\u4e0d\u91cd\u590d\u3002\u4e4b\u524d\u7684\u90e8\u7f72\u6559\u7a0b\u662f\u544a\u8bc9\u4f60"\u600e\u4e48\u88c5"\u2014\u2014\u5177\u4f53\u7684docker compose\u547d\u4ee4\u3001\u5b89\u88c5\u5305\u6b65\u9aa4\u3001K8s YAML\u3002\u8fd9\u7bc7\u53cd\u8fc7\u6765，\u5148\u5e2e\u4f60\u505a\u4e00\u4e2a\u51b3\u7b56：\u4e09\u79cd\u90e8\u7f72\u65b9\u5f0f（Docker Compose\u3001\u5b89\u88c5\u5305\u3001Kubernetes），\u5230\u5e95\u9009\u54ea\u4e2a\u3002<\/p>\n

\u5f88\u591a\u670b\u53cb\u4e0a\u6765\u5c31\u95ee"Docker\u600e\u4e48\u88c5"\u6216\u8005"K8s\u600e\u4e48\u90e8\u7f72"，\u4f46\u5b9e\u9645\u4e0a\u9009\u54ea\u4e2a\u90e8\u7f72\u65b9\u5f0f，\u53d6\u51b3\u4e8e\u4f60\u7684\u573a\u666f\u3002\u9009\u5bf9\u4e86，\u540e\u9762\u8fd0\u7ef4\u8f7b\u677e\u3002\u9009\u9519\u4e86，\u8981\u4e48\u529f\u80fd\u53d7\u9650\u8981\u4e48\u8fd0\u7ef4\u8fc7\u5ea6\u3002<\/p>\n

\u4e09\u79cd\u90e8\u7f72\u65b9\u5f0f\u901f\u89c8<\/h3>\n

\u5148\u5feb\u901f\u8fc7\u4e00\u4e0b\u6bcf\u79cd\u65b9\u5f0f\u662f\u4ec0\u4e48\u6837\u7684\u3002<\/p>\n

\u65b9\u5f0f\u4e00：Docker Compose<\/h4>\n

\u6700\u7b80\u5355\u3001\u6700\u5e38\u89c1\u7684\u65b9\u5f0f\u3002\u62c9\u4e09\u4e2a\u955c\u50cf（server\u3001worker\u3001web），\u4e00\u4e2adocker-compose.yml\u6587\u4ef6，\u4e00\u6761\u547d\u4ee4\u8d77\u6765\u3002<\/p>\n

docker compose up -d <\/p>\n

\u5355\u8282\u70b9\u6216\u8005\u5c0f\u89c4\u6a21\u96c6\u7fa4，\u7528Docker Compose\u7ba1\u7406\u5bb9\u5668\u7684\u542f\u505c\u548c\u4f9d\u8d56\u3002\u914d\u7f6e\u5168\u5728.env\u91cc\u3002<\/p>\n

\u65b9\u5f0f\u4e8c：\u5b89\u88c5\u5305（\u88f8\u673a\/\u865a\u62df\u673a）<\/h4>\n

\u5b98\u65b9\u63d0\u4f9bLinux\u5b89\u88c5\u5305（.tar.gz\u6216\u8005.rpm），\u89e3\u538b\u540e\u6267\u884cinstall.sh，\u6309\u63d0\u793a\u914d\u7f6e\u7aef\u53e3\u3001\u6570\u636e\u5e93\u5730\u5740\u3001\u7ba1\u7406\u5458\u8d26\u53f7\u3002\u4e0d\u4f9d\u8d56Docker，\u76f4\u63a5\u8dd1\u5728\u5bbf\u4e3b\u673a\u8fdb\u7a0b\u91cc\u3002<\/p>\n

tar -xzf maig-gateway-v1.3.0.tar.gz
\ncd maig-gateway && .\/install.sh <\/p>\n

\u9002\u5408\u4e0d\u60f3\u7528Docker\u7684\u573a\u666f（\u5b89\u5168\u5408\u89c4\u8981\u6c42\u3001\u6216\u8005\u5bf9\u5bb9\u5668\u5316\u6709\u987e\u8651\u7684\u4f20\u7edf\u4f01\u4e1a）\u3002<\/p>\n

\u65b9\u5f0f\u4e09：Kubernetes（Helm Chart）<\/h4>\n

\u5b98\u65b9\u63d0\u4f9bHelm Chart，\u4e00\u6761helm install\u547d\u4ee4\u90e8\u7f72\u5230K8s\u96c6\u7fa4\u3002\u81ea\u52a8\u7ba1\u7406Pod\u3001Service\u3001Deployment\u3001Ingress\u3002\u652f\u6301\u5f39\u6027\u4f38\u7f29\u3001\u6eda\u52a8\u66f4\u65b0\u3001\u81ea\u6108\u3002<\/p>\n

helm install maig maig\/maig –namespace maig -f values.yaml <\/p>\n

\u9002\u5408\u5df2\u7ecf\u6709K8s\u96c6\u7fa4\u7684\u56e2\u961f\u3001\u9700\u8981\u9ad8\u53ef\u7528+\u5f39\u6027\u4f38\u7f29\u7684\u751f\u4ea7\u73af\u5883\u3002<\/p>\n

\u4e00\u5f20\u8868\u770b\u6e05\u695a\u600e\u4e48\u9009<\/h3>\n

\u4e09\u79cd\u65b9\u5f0f\u5728\u5173\u952e\u7ef4\u5ea6\u4e0a\u7684\u5bf9\u6bd4：<\/p>\n\n\n\u7ef4\u5ea6Docker Compose\u5b89\u88c5\u5305Kubernetes<\/tr>\n\n\n\n\n\n\n\n\n\n
\u4e0a\u624b\u96be\u5ea6<\/td>\n\u6700\u7b80\u5355，10\u5206\u949f\u8d77<\/td>\n\u7b80\u5355，20\u5206\u949f\u8d77<\/td>\n\u590d\u6742，\u9700\u8981K8s\u57fa\u7840<\/td>\n<\/tr>\n
\u751f\u4ea7\u53ef\u7528<\/td>\n\u5c0f\u89c4\u6a21\u53ef\u4ee5（\u5355\u673a+\u5907\u4efd）<\/td>\n\u5927\u89c4\u6a21\u53ef\u4ee5，\u914d\u5408systemd<\/td>\n\u751f\u4ea7\u9996\u9009，\u5168\u91cf\u7279\u6027<\/td>\n<\/tr>\n
\u9ad8\u53ef\u7528<\/td>\n\u9700\u8981\u81ea\u5df1\u642d\u591a\u8282\u70b9+Nginx<\/td>\n\u9700\u8981\u81ea\u5df1\u642d\u591a\u8282\u70b9+Nginx<\/td>\n\u5185\u7f6eService\u81ea\u52a8\u8d1f\u8f7d\u5747\u8861<\/td>\n<\/tr>\n
\u5f39\u6027\u4f38\u7f29<\/td>\n\u624b\u52a8\u6539compose scale<\/td>\n\u52a0\u673a\u5668+\u8d77\u8fdb\u7a0b<\/td>\nHPA\u81ea\u52a8\u6269\u7f29\u5bb9<\/td>\n<\/tr>\n
\u6eda\u52a8\u5347\u7ea7<\/td>\n\u624b\u52a8，\u9700\u8981\u7f16\u6392<\/td>\n\u9700\u8981\u624b\u52a8\u505c\u542f\u8fdb\u7a0b<\/td>\nHelm\u5185\u7f6e，\u96f6\u505c\u673a<\/td>\n<\/tr>\n
\u79bb\u7ebf\u652f\u6301<\/td>\n\u79bb\u7ebfload\u955c\u50cf\u5c31\u884c<\/td>\n\u76f4\u63a5\u652f\u6301，\u4e0d\u4f9d\u8d56Docker<\/td>\n\u9ebb\u70e6，\u955c\u50cf\u4ed3\u5e93\u4e5f\u8981\u79bb\u7ebf<\/td>\n<\/tr>\n
\u8d44\u6e90\u9694\u79bb<\/td>\n\u5bb9\u5668\u7ea7，\u5929\u7136\u9694\u79bb<\/td>\n\u8fdb\u7a0b\u7ea7，\u9700\u8981\u81ea\u5df1\u7ba1\u63a7<\/td>\n\u5bb9\u5668\u7ea7+\u547d\u540d\u7a7a\u95f4，\u9694\u79bb\u6700\u597d<\/td>\n<\/tr>\n
\u4f9d\u8d56<\/td>\nDocker 20.10+\u3001Compose 2.0+<\/td>\nOpenJDK 17+<\/td>\nK8s 1.20+\u3001Helm 3+<\/td>\n<\/tr>\n
\u9002\u5408\u573a\u666f<\/td>\n\u6d4b\u8bd5\u3001POC\u3001\u5c0f\u89c4\u6a21\u751f\u4ea7<\/td>\n\u79c1\u6709\u5316\u90e8\u7f72\u3001\u4fe1\u521b\u73af\u5883\u3001\u4e0d\u559c\u6b22Docker\u7684\u56e2\u961f<\/td>\n\u5927\u89c4\u6a21\u751f\u4ea7\u3001\u9700\u8981\u5f39\u6027\u3001\u5df2\u6709K8s\u96c6\u7fa4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u51b3\u7b56\u6811：\u4e00\u6b65\u6b65\u9009<\/h3>\n

\u5982\u679c\u770b\u5b8c\u8868\u683c\u8fd8\u662f\u7ea0\u7ed3，\u6309\u8fd9\u4e2a\u51b3\u7b56\u6811\u4e00\u6b65\u6b65\u9009\u3002<\/p>\n

\u95ee\u9898\u4e00：\u4f60\u7684\u73af\u5883\u80fd\u4e0d\u80fd\u7528Docker？<\/p>\n

\u5982\u679c\u4e0d\u80fd\u7528Docker（\u5b89\u5168\u5408\u89c4\u8981\u6c42\u7981\u7528\u3001\u6216\u8005\u4f20\u7edf\u4f01\u4e1a\u5bf9\u5bb9\u5668\u5316\u6709\u987e\u8651）\u2192 \u9009\u5b89\u88c5\u5305\u3002<\/p>\n

\u5982\u679c\u80fd\u7528Docker，\u7ee7\u7eed\u5f80\u4e0b\u3002<\/p>\n

\u95ee\u9898\u4e8c：\u6709\u6ca1\u6709K8s\u96c6\u7fa4？<\/p>\n

\u5df2\u7ecf\u6709\u6210\u719f\u7684K8s\u96c6\u7fa4，\u56e2\u961f\u6709K8s\u8fd0\u7ef4\u7ecf\u9a8c \u2192 \u9009Kubernetes\u3002\u9ad8\u53ef\u7528\u3001\u5f39\u6027\u4f38\u7f29\u3001\u96f6\u505c\u673a\u6eda\u52a8\u5347\u7ea7\u5168\u662f\u5185\u7f6e\u7684，\u6700\u7701\u5fc3\u3002<\/p>\n

\u6ca1\u6709K8s\u96c6\u7fa4，\u6216\u8005\u56e2\u961f\u6ca1\u6709K8s\u8fd0\u7ef4\u7ecf\u9a8c \u2192 \u7ee7\u7eed\u5f80\u4e0b\u3002<\/p>\n

\u95ee\u9898\u4e09：\u90e8\u7f72\u7684\u6838\u5fc3\u76ee\u7684\u662f\u4ec0\u4e48？<\/p>\n

\u6d4b\u8bd5\u73af\u5883\/POC\u9a8c\u8bc1 \u2192 \u9009Docker Compose\u3002\u6700\u5feb，\u8d77\u5b8c\u5c31\u8dd1\u3002<\/p>\n

\u5c0f\u89c4\u6a21\u751f\u4ea7（\u65e5\u574710\u4e07\u6b21\u4ee5\u5185\u3001\u4e0d\u9700\u8981\u9ad8\u53ef\u7528）\u2192 \u9009Docker Compose，\u5355\u673a\u8dd1\u7740，\u5b9a\u671f\u5907\u4efd\u6570\u636e\u5e93\u5c31\u884c\u3002<\/p>\n

\u5927\u89c4\u6a21\u751f\u4ea7（\u9700\u8981\u9ad8\u53ef\u7528\u3001\u5e76\u53d1\u9ad8\u3001\u672a\u6765\u8981\u6269\u5bb9）\u2192 \u6709\u4e24\u4e2a\u9009\u62e9：\u8981\u4e48\u73b0\u5728\u5c31\u4e0aK8s，\u8981\u4e48\u5148\u7528Docker Compose\u8dd1\u7740，\u540e\u9762\u9700\u8981\u4e86\u518d\u8fc1\u79fb\u3002\u53d6\u51b3\u4e8e\u4f60\u73b0\u5728\u7684\u8fd0\u7ef4\u80fd\u529b\u548c\u672a\u6765\u7684\u589e\u957f\u9884\u671f\u3002<\/p>\n

\u4e09\u79cd\u65b9\u5f0f\u7684\u5173\u952e\u914d\u7f6e<\/h3>\n

\u9009\u597d\u65b9\u5f0f\u4e86，\u6bcf\u79cd\u65b9\u5f0f\u7684\u5173\u952e\u914d\u7f6e\u9879\u6c47\u603b\u4e00\u4e0b\u3002\u4e0d\u662f\u5b8c\u6574\u7684\u914d\u7f6e\u6587\u4ef6，\u662f\u4f60\u6700\u9700\u8981\u5173\u6ce8\u7684\u90a3\u4e9b\u53c2\u6570\u3002<\/p>\n

Docker Compose\u5173\u952e\u914d\u7f6e<\/h4>\n

.env\u914d\u7f6e（\u6700\u91cd\u8981\u7684\u6587\u4ef6）：<\/p>\n

# \u6570\u636e\u5e93（MySQL\u793a\u4f8b）
\nDB_HOST=\u6570\u636e\u5e93IP
\nDB_PORT=3306
\nDB_USER=maig
\nDB_PASSWORD=\u4f60\u7684\u5bc6\u7801
\nDB_NAME=maig<\/p>\n

# \u6570\u636e\u5e93（\u8fbe\u68a6\u793a\u4f8b）
\nDB_TYPE=dm
\nDB_HOST=\u8fbe\u68a6IP
\nDB_PORT=5236
\nDB_USER=maig
\nDB_PASSWORD=\u4f60\u7684\u5bc6\u7801
\nDB_NAME=maig_dameng
\nDM_JDBC_DRIVER_PATH=\/opt\/maig\/DmJdbcDriver18.jar<\/p>\n

# Redis（\u53ef\u9009，\u96c6\u7fa4\u7248\u5fc5\u9700）
\nREDIS_HOST=Redis\u5730\u5740
\nREDIS_PORT=6379
\nREDIS_PASSWORD=\u4f60\u7684\u5bc6\u7801<\/p>\n

# \u670d\u52a1\u7aef\u53e3
\nSERVER_PORT=8080 # \u7ba1\u7406\u754c\u9762
\nAPI_PORT=8000 # API\u8f6c\u53d1<\/p>\n

# \u79bb\u7ebf\u6a21\u5f0f（\u79c1\u6709\u5316\u90e8\u7f72\u8bbe\u6210true）
\nOFFLINE_MODE=false<\/p>\n

# GPU\u76d1\u63a7（GPU\u670d\u52a1\u5668\u4e0a\u5982\u679c\u4e0d\u9700\u8981\u53ef\u4ee5\u5173）
\nENABLE_GPU_MONITOR=false <\/p>\n

docker-compose.yml\u91cc\u53ef\u4ee5\u8c03\u6574\u7684：<\/p>\n

# \u8c03\u6574\u5185\u5b58\u9650\u5236（\u9ed8\u8ba4\u6bcf\u4e2a\u670d\u52a1512M-1G）
\nserver:
\n image: maig\/server:latest
\n mem_limit: 2g # API Server\u5efa\u8bae\u81f3\u5c112G
\n ports:
\n – "8080:8080"
\n – "8000:8000"<\/p>\n

worker:
\n image: maig\/worker:latest
\n mem_limit: 1g # Worker\u53ef\u4ee5\u5c0f\u4e00\u70b9 <\/p>\n

\u5982\u679c\u662f\u96c6\u7fa4\u7248，\u6539\u6210deploy.replicas\u6216\u8005\u540c\u65f6\u542f\u52a8\u591a\u4e2acompose\u5b9e\u4f8b，\u524d\u9762\u653eNginx\u505a\u8d1f\u8f7d\u5747\u8861\u3002<\/p>\n

\u5b89\u88c5\u5305\u65b9\u5f0f\u5173\u952e\u914d\u7f6e<\/h4>\n

\u5b89\u88c5\u5305\u65b9\u5f0f\u7528\u7684\u662fsystemd\u7ba1\u7406\u670d\u52a1，\u914d\u7f6e\u5728\/etc\/maig\/\u76ee\u5f55\u4e0b\u3002<\/p>\n

# \u4e3b\u8981\u914d\u7f6e\u6587\u4ef6\u4f4d\u7f6e
\n\/etc\/maig\/application.yml # \u4e3b\u914d\u7f6e
\n\/etc\/maig\/env.conf # \u73af\u5883\u53d8\u91cf（\u6570\u636e\u5e93\u3001Redis\u7b49）
\n\/etc\/maig\/jvm.conf # JVM\u53c2\u6570（\u5185\u5b58\u3001GC）
\n\/etc\/systemd\/system\/maig.service # systemd\u670d\u52a1\u6587\u4ef6 <\/p>\n

JVM\u5185\u5b58\u8c03\u6574（\u5f88\u91cd\u8981）：<\/p>\n

MAI Gateway\u662fJava\u5199\u7684\u3002\u9ed8\u8ba4JVM\u5806\u5185\u5b58\u53ef\u80fd\u4e0d\u591f，\u751f\u4ea7\u73af\u5883\u5efa\u8bae：<\/p>\n

# \/etc\/maig\/jvm.conf
\nJAVA_OPTS="-Xms2g -Xmx4g -XX:+UseG1GC -XX:MaxGCPauseMillis=200" <\/p>\n

API Server\u8282\u70b9\u5efa\u8baeXmx\u81f3\u5c112g，\u9ad8\u5e76\u53d1\u53ef\u4ee5\u7ed9\u52304g-8g\u3002Worker\u8282\u70b91g-2g\u591f\u4e86\u3002<\/p>\n

\u591a\u5b9e\u4f8b\u90e8\u7f72：<\/p>\n

\u5b89\u88c5\u5305\u65b9\u5f0f\u505a\u591a\u5b9e\u4f8b，\u6bcf\u53f0\u670d\u52a1\u5668\u8dd1\u4e00\u4e2a\u5b9e\u4f8b\u3002\u786e\u4fdd\u6bcf\u53f0\u7684.env\u91ccNODE_ID\u4e0d\u4e00\u6837，\u5176\u4ed6\u914d\u7f6e\u4e00\u81f4\u3002<\/p>\n

# \u8282\u70b91
\nNODE_ID=server-node-1
\nSERVER_PORT=8080
\nAPI_PORT=8000<\/p>\n

# \u8282\u70b92
\nNODE_ID=server-node-2
\nSERVER_PORT=8080
\nAPI_PORT=8000 <\/p>\n

\u7136\u540eNginx\u524d\u9762\u505a\u8d1f\u8f7d\u5747\u8861：<\/p>\n

upstream maig {
\n server node1:8000;
\n server node2:8000;
\n}
\nproxy_pass http:\/\/maig; <\/p>\n

Kubernetes\u5173\u952e\u914d\u7f6e<\/h4>\n

Helm Chart\u7684values.yaml\u91cc\u4e3b\u8981\u5173\u6ce8\u8fd9\u51e0\u5757（\u4e0b\u9762\u662f\u901a\u7528\u793a\u4f8b，\u5b9e\u9645\u914d\u7f6e\u9879\u4ee5\u5382\u5546\u63d0\u4f9b\u7684Helm Chart\u4e3a\u51c6）：<\/p>\n

# API Server\u914d\u7f6e
\nserver:
\n replicas: 3 # \u526f\u672c\u6570，\u9ad8\u53ef\u7528\u81f3\u5c113
\n image: maig\/server:latest
\n env:
\n DB_HOST: rds\u5730\u5740
\n DB_PORT: 3306
\n DB_USER: maig
\n DB_PASSWORD: "\u5bc6\u7801"
\n DB_NAME: maig
\n REDIS_HOST: redis\u5730\u5740
\n REDIS_PORT: 6379
\n resources:
\n requests:
\n cpu: "2"
\n memory: "4Gi"
\n limits:
\n cpu: "8"
\n memory: "8Gi"
\n autoscaling:
\n enabled: true # \u5f00HPA\u81ea\u52a8\u6269\u7f29
\n minReplicas: 3
\n maxReplicas: 10
\n targetCPUUtilizationPercentage: 70<\/p>\n

# Worker\u914d\u7f6e
\nworker:
\n replicas: 2 # Worker\u53ef\u4ee5\u5c11\u4e00\u70b9
\n resources:
\n requests:
\n cpu: "1"
\n memory: "2Gi"
\n limits:
\n cpu: "4"
\n memory: "4Gi"<\/p>\n

# Ingress\u914d\u7f6e（\u6d41\u91cf\u5165\u53e3）
\ningress:
\n enabled: true
\n annotations:
\n nginx.ingress.kubernetes.io\/proxy-read-timeout: "300" # \u6d41\u5f0f\u8f93\u51fa\u9700\u8981
\n nginx.ingress.kubernetes.io\/proxy-body-size: "10m" # \u5927\u8bf7\u6c42\u4f53
\n hosts:
\n – host: api.yourdomain.com
\n paths:
\n – path: \/
\n pathType: Prefix <\/p>\n

K8s\u7684\u7279\u6b8a\u4f18\u52bf：<\/p>\n

autoscaling\u5f00\u542f\u4e4b\u540e，CPU\u5229\u7528\u7387\u9ad8\u4e86\u81ea\u52a8\u52a0Pod，\u4f4e\u4e86\u81ea\u52a8\u7f29\u3002\u7528\u91cf\u6ce2\u52a8\u5927\u7684\u573a\u666f（\u6bd4\u5982\u6708\u521d\u6708\u672b\u7528\u91cf\u66b4\u589e）\u7279\u522b\u5408\u9002\u3002<\/p>\n

\u6eda\u52a8\u66f4\u65b0：helm upgrade\u7684\u65f6\u5019，K8s\u81ea\u52a8\u505a\u6eda\u52a8\u66f4\u65b0，\u5148\u8d77\u65b0Pod\u518d\u5173\u65e7Pod，\u5168\u7a0b\u96f6\u505c\u673a\u3002<\/p>\n

\u4e09\u79cd\u65b9\u5f0f\u7684\u8fc1\u79fb\u65b9\u6848<\/h3>\n

\u5982\u679c\u9009\u9519\u4e86\u90e8\u7f72\u65b9\u5f0f，\u80fd\u6362\u5417？\u80fd\u3002\u4f46\u4e0d\u662f\u76f4\u63a5\u5207，\u9700\u8981\u89c4\u5212\u3002<\/p>\n

Docker Compose \u2192 K8s：\u6700\u7b80\u5355\u3002\u6570\u636e\u5e93\u5bfc\u51fa\u3001Redis\u6570\u636e\u5bfc\u51fa，helm install\u8d77\u6765，\u5bfc\u5165\u6570\u636e\u3002\u6574\u4e2a\u8fc7\u7a0b\u534a\u5c0f\u65f6\u3002MAI Gateway\u7684\u6570\u636e\u5e93\u7ed3\u6784\u5728\u4e0d\u540c\u90e8\u7f72\u65b9\u5f0f\u4e0b\u662f\u4e00\u6837\u7684\u3002<\/p>\n

\u5b89\u88c5\u5305 \u2192 Docker Compose\/K8s：\u4e5f\u662f\u5bfc\u51fa\u6570\u636e\u2192\u65b0\u90e8\u7f72\u2192\u5bfc\u5165\u3002\u6ce8\u610f\u5b89\u88c5\u5305\u65b9\u5f0f\u7684\u914d\u7f6e（JVM\u53c2\u6570\u3001\u5185\u5b58\u9650\u5236）\u8981\u5728Docker\u6216K8s\u91cc\u91cd\u65b0\u5bf9\u5e94\u4e0a\u3002<\/p>\n

Docker Compose \u2192 \u5b89\u88c5\u5305：\u5bfc\u51fa\u6570\u636e\u2192\u5378\u8f7dDocker\u5bb9\u5668\u2192\u5b89\u88c5\u5b89\u88c5\u5305\u2192\u5bfc\u5165\u6570\u636e\u3002\u6570\u636e\u5e93\u8fd8\u662f\u540c\u4e00\u4e2a，\u4e0d\u7528\u52a8\u3002<\/p>\n

\u6240\u6709\u8fc1\u79fb\u7684\u5173\u952e\u90fd\u662f\u6570\u636e\u5e93\u548cRedis\u8981\u4fdd\u7559\u3002MAI Gateway\u7684\u6240\u6709\u72b6\u6001\u548c\u6570\u636e\u90fd\u5728\u6570\u636e\u5e93\u91cc，\u5bb9\u5668\/\u8fdb\u7a0b\u672c\u8eab\u662f\u65e0\u72b6\u6001\u7684\u3002\u6570\u636e\u4fdd\u4f4f\u4e86，\u6362\u4ec0\u4e48\u90e8\u7f72\u65b9\u5f0f\u90fd\u597d\u8bf4\u3002<\/p>\n

\u6700\u540e\u8bf4\u51e0\u53e5<\/h3>\n

\u9009\u90e8\u7f72\u65b9\u5f0f\u7684\u6838\u5fc3\u539f\u5219：\u7528\u6700\u80fd\u6ee1\u8db3\u5f53\u524d\u9700\u6c42\u7684，\u4e0d\u8981\u4e3a\u4e86"\u672a\u6765\u53ef\u80fd"\u63d0\u524d\u641e\u590d\u6742\u3002<\/p>\n

\u6d4b\u8bd5\u73af\u5883\u9009Docker Compose，\u522b\u4e0aK8s\u6740\u9e21\u7528\u725b\u5200\u3002\u751f\u4ea7\u73af\u5883\u5982\u679c\u53ea\u6709\u4e00\u53f0\u670d\u52a1\u5668\u80fd\u8dd1，\u4e5f\u522b\u786c\u4e0a\u96c6\u7fa4，\u5148\u5355\u673a\u8dd1\u7740\u5b9a\u671f\u5907\u4efd\u5c31\u884c\u3002<\/p>\n

\u672a\u6765\u589e\u957f\u4e86，\u518d\u8fc1\u79fb\u3002MAI Gateway\u7684\u6570\u636e\u5728\u6570\u636e\u5e93\u91cc，\u8fc1\u79fb\u4e0d\u96be\u3002<\/p>\n

\u6709\u95ee\u9898\u6b22\u8fce\u8bc4\u8bba\u533a\u4ea4\u6d41\u3002\u6b22\u8fce\u8054\u7cfb\u6211\u4eec\u54a8\u8be2\u8be6\u60c5！<\/p>\n

\"\"<\/p>\n","protected":false},"excerpt":{"rendered":"

\u8fd9\u7bc7\u548c\u4e4b\u524d\u5199\u8fc7\u7684\u90e8\u7f72\u6559\u7a0b\u4e0d\u91cd\u590d\u3002\u4e4b\u524d\u7684\u90e8\u7f72\u6559\u7a0b\u662f\u544a\u8bc9\u4f60\\”\u600e\u4e48\u88c5\\”\u2014\u2014\u5177\u4f53\u7684docker compose\u547d\u4ee4\u3001\u5b89\u88c5\u5305\u6b65\u9aa4\u3001K8s YAML\u3002\u8fd9\u7bc7\u53cd\u8fc7\u6765，\u5148\u5e2e\u4f60\u505a\u4e00\u4e2a\u51b3\u7b56：\u4e09\u79cd\u90e8\u7f72\u65b9\u5f0f（Docker Compose\u3001\u5b89\u88c5\u5305\u3001Kubernetes），\u5230\u5e95\u9009\u54ea\u4e2a\u3002
\n\u5f88\u591a\u670b\u53cb\u4e0a\u6765\u5c31\u95ee\\”Docker\u600e\u4e48\u88c5\\”\u6216\u8005\\”K8s\u600e\u4e48\u90e8\u7f72\\”，\u4f46\u5b9e\u9645\u4e0a\u9009\u54ea\u4e2a\u90e8\u7f72\u65b9\u5f0f，\u53d6\u51b3\u4e8e\u4f60\u7684\u573a\u666f\u3002\u9009\u5bf9\u4e86&#xff0c<\/p>\n","protected":false},"author":2,"featured_media":121725,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[13926,1418,99,50,190],"topic":[],"class_list":["post-121726","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-mai-gateway","tag-gateway","tag-java","tag-50","tag-190"],"yoast_head":"\nAI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/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.wsisp.com\/helps\/121726.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u8fd9\u7bc7\u548c\u4e4b\u524d\u5199\u8fc7\u7684\u90e8\u7f72\u6559\u7a0b\u4e0d\u91cd\u590d\u3002\u4e4b\u524d\u7684\u90e8\u7f72\u6559\u7a0b\u662f\u544a\u8bc9\u4f60"\u600e\u4e48\u88c5"\u2014\u2014\u5177\u4f53\u7684docker compose\u547d\u4ee4\u3001\u5b89\u88c5\u5305\u6b65\u9aa4\u3001K8s YAML\u3002\u8fd9\u7bc7\u53cd\u8fc7\u6765，\u5148\u5e2e\u4f60\u505a\u4e00\u4e2a\u51b3\u7b56：\u4e09\u79cd\u90e8\u7f72\u65b9\u5f0f（Docker Compose\u3001\u5b89\u88c5\u5305\u3001Kubernetes），\u5230\u5e95\u9009\u54ea\u4e2a\u3002 \u5f88\u591a\u670b\u53cb\u4e0a\u6765\u5c31\u95ee"Docker\u600e\u4e48\u88c5"\u6216\u8005"K8s\u600e\u4e48\u90e8\u7f72"，\u4f46\u5b9e\u9645\u4e0a\u9009\u54ea\u4e2a\u90e8\u7f72\u65b9\u5f0f，\u53d6\u51b3\u4e8e\u4f60\u7684\u573a\u666f\u3002\u9009\u5bf9\u4e86&#xff0c\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/121726.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-11-03T05:56:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103055636-6ae97794ba613.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/121726.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/121726.html\",\"name\":\"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-11-03T05:56:38+00:00\",\"dateModified\":\"2026-11-03T05:56:38+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/121726.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/121726.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/121726.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","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.wsisp.com\/helps\/121726.html","og_locale":"zh_CN","og_type":"article","og_title":"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u8fd9\u7bc7\u548c\u4e4b\u524d\u5199\u8fc7\u7684\u90e8\u7f72\u6559\u7a0b\u4e0d\u91cd\u590d\u3002\u4e4b\u524d\u7684\u90e8\u7f72\u6559\u7a0b\u662f\u544a\u8bc9\u4f60\"\u600e\u4e48\u88c5\"\u2014\u2014\u5177\u4f53\u7684docker compose\u547d\u4ee4\u3001\u5b89\u88c5\u5305\u6b65\u9aa4\u3001K8s YAML\u3002\u8fd9\u7bc7\u53cd\u8fc7\u6765，\u5148\u5e2e\u4f60\u505a\u4e00\u4e2a\u51b3\u7b56：\u4e09\u79cd\u90e8\u7f72\u65b9\u5f0f（Docker Compose\u3001\u5b89\u88c5\u5305\u3001Kubernetes），\u5230\u5e95\u9009\u54ea\u4e2a\u3002 \u5f88\u591a\u670b\u53cb\u4e0a\u6765\u5c31\u95ee\"Docker\u600e\u4e48\u88c5\"\u6216\u8005\"K8s\u600e\u4e48\u90e8\u7f72\"，\u4f46\u5b9e\u9645\u4e0a\u9009\u54ea\u4e2a\u90e8\u7f72\u65b9\u5f0f，\u53d6\u51b3\u4e8e\u4f60\u7684\u573a\u666f\u3002\u9009\u5bf9\u4e86&#xff0c","og_url":"https:\/\/www.wsisp.com\/helps\/121726.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-11-03T05:56:38+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261103055636-6ae97794ba613.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/121726.html","url":"https:\/\/www.wsisp.com\/helps\/121726.html","name":"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-11-03T05:56:38+00:00","dateModified":"2026-11-03T05:56:38+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/121726.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/121726.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/121726.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"AI\u7f51\u5173\u5982\u4f55\u63a5\u5165\uff1fMAI Gateway\u90e8\u7f72\u5b9e\u64cd\u6559\u7a0b"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/121726","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=121726"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/121726\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/121725"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=121726"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=121726"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=121726"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=121726"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}