{"id":33153,"date":"2023-02-25T12:44:06","date_gmt":"2023-09-06T20:35:53","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8azure-openai%e7%9a%84rag%e4%b8%8eminio%ef%bc%88oss%e5%af%b9%e8%b1%a1%e5%ad%98%e5%82%a8%ef%bc%89%e4%b8%80%e8%b5%b7%e3%80%82\/"},"modified":"2024-04-29T16:12:56","modified_gmt":"2024-04-29T08:12:56","slug":"%e4%bd%bf%e7%94%a8azure-openai%e7%9a%84rag%e4%b8%8eminio%ef%bc%88oss%e5%af%b9%e8%b1%a1%e5%ad%98%e5%82%a8%ef%bc%89%e4%b8%80%e8%b5%b7%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8azure-openai%e7%9a%84rag%e4%b8%8eminio%ef%bc%88oss%e5%af%b9%e8%b1%a1%e5%ad%98%e5%82%a8%ef%bc%89%e4%b8%80%e8%b5%b7%e3%80%82\/","title":{"rendered":"\u4f7f\u7528Azure OpenAI\u7684RAG\u4e0eMinIO\uff08OSS\u5bf9\u8c61\u5b58\u50a8\uff09\u4e00\u8d77"},"content":{"rendered":"

Minio\u662f\u4ec0\u4e48\uff1f<\/h1>\n

MinIO\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Amazon S3\u517c\u5bb9\u7684\u5bf9\u8c61\u5b58\u50a8\u670d\u52a1\u5668\u8f6f\u4ef6\u3002\u5b83\u53ef\u4ee5\u4f7f\u7528Java\u3001Go\u3001Node.js\u3001Python\u3001.NET\u7b49\u7f16\u7a0b\u8bed\u8a00\u8fdb\u884c\u5f00\u53d1\uff0c\u5e76\u4e14\u7279\u522b\u9002\u7528\u4e8ePython\uff0c\u53ef\u4ee5\u4f7f\u7528Boto3\u7b49\u5e93\u8fdb\u884c\u64cd\u4f5c\uff0c\u975e\u5e38\u5438\u5f15\u4eba\u3002<\/p>\n

\u4f7f\u7528Kubernetes\uff0c\u53ef\u4ee5\u5728\u516c\u6709\u4e91\u548c\u79c1\u6709\u4e91\u4e2d\u5b9e\u73b0\u65e0\u7f1d\u7684\u4f7f\u7528\u3002\u5728Kubeflow\u4e2d\uff0c\u5b83\u4e5f\u88ab\u7528\u4f5c\u5de5\u4ef6\u5b58\u50a8\u7684\u5730\u65b9\uff08\u7528\u4e8e\u5b58\u50a8\u8bad\u7ec3\u6a21\u578b\u548c\u6267\u884c\u65e5\u5fd7\u7b49\uff09\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u96c6\u6210\u5728Kubeflow\u4e2d\u7684MinIO\u7248\u672c\u8f83\u65e7\uff08gcr.io\/ml-pipeline\/minio:RELEASE.2019-08-14T20-37-41Z-license-compliance\uff09\u3002<\/p>\n

\u6700\u65b0\u7248\u672c\u662fRELEASE.2023-10-24T04-42-36Z\uff0cGUI\u754c\u9762\u4e5f\u53d1\u751f\u4e86\u91cd\u5927\u6539\u53d8\uff0c\u64cd\u4f5c\u6027\u4e5f\u5f97\u5230\u4e86\u6539\u5584\uff0c\u56e0\u6b64\u603b\u7ed3\u4e86\u5b89\u88c5\u548c\u4f7f\u7528\u6700\u65b0\u7248\u672c\u7684\u6b65\u9aa4\u3002<\/p>\n

\u4f7f\u7528Azure OpenAI\uff08chatgpt\uff09RAG\u9032\u884c\u5354\u4f5c\u7684\u65b9\u5f0f<\/h1>\n

\u5982\u679c\u5728RAG\u4e2d\u5b58\u50a8\u6e90\u6587\u4ef6\u5b9e\u4f53\uff0c\u5e76\u5c06\u5176\u94fe\u63a5\u4f5c\u4e3a\u5143\u6570\u636e\u5b58\u50a8\u5728VectorStore\u4e2d\uff0c\u90a3\u4e48\u53ef\u4ee5\u5c06\u5176\u4f5c\u4e3aChatGPT\u7b54\u6848\u7684\u4f9d\u636e\u6e90\u663e\u793a\u51fa\u6765\uff0c\u8fd9\u5bf9\u4e8e\u6291\u5236\u5e7b\u89c9\u6548\u679c\u662f\u6709\u6548\u7684\u3002
\n\u5f53\u7136\uff0cAzure Blob\u3001S3\u548cGCS\u4e5f\u53ef\u4ee5\uff0c\u4f46Azure Blob\u5728\u4f7f\u7528\u4e0a\u7a0d\u663e\u590d\u6742\uff0c\u800c\u4e14\u5728S3\u548cGCS\u4e0a\u4e13\u95e8\u5b9e\u65bd\u591a\u4e91\u5316\u4e5f\u4e0d\u592a\u597d\u3002\u56e0\u6b64\uff0c\u6211\u5c1d\u8bd5\u5728AKS\u4e0a\u6784\u5efa\u5e76\u4f7f\u7528MinIO\u670d\u52a1\u5668\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002
\n\uff08\u7531\u4e8eAKS\u7684PV\u4ee5\u53ca\u5728Azure\u4e0a\uff0c\u6587\u4ef6\u4fdd\u5b58\u5728\u5757\u8bbe\u5907\u4e0a\uff0c\u56e0\u6b64\u5728\u53ef\u7528\u6027\u65b9\u9762\u9700\u8981\u8003\u8651\u57fa\u7840\u67b6\u6784\u5c42\u9762\u7684\u63aa\u65bd\u3002\uff09<\/p>\n

 <\/p>\n

\u5728Kubernetes\u4e0a\u5b89\u88c5MinIO\u3002<\/h1>\n

\u5728Kubernetes\u4e0a\u5b89\u88c5\u7684\u6b65\u9aa4\u5982\u4e0b\uff08\u5e94\u7528\u6e05\u5355\uff09\u3002
\n\u5728AKS\u4e0a\u6784\u5efa\u597dk8s\u96c6\u7fa4\u7684\u524d\u63d0\u4e0b\u7ee7\u7eed\u8fdb\u884c\u3002<\/p>\n

curl https:\/\/raw.githubusercontent.com\/minio\/docs\/master\/source\/extra\/examples\/minio-dev.yaml -O<\/span>\r\n<\/code><\/pre>\n
kubectl apply -f<\/span> minio-dev.yaml\r\n<\/code><\/pre>\n
\u914d\u7f6e\u6587\u4ef6\uff08\u7f16\u8f91yaml\uff09<\/h1>\n
\u968f\u65f6\u8c03\u6574\u5ba3\u8a00\u3002<\/p>\n
    \n
  • \n
      \u5c02\u7528\u306e\u30cd\u30fc\u30e0\u30b9\u30da\u30fc\u30b9(minio)\u3092\u4f5c\u6210<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        Password\u306fSecret\u306bbase64\u30ad\u30fc\u3092\u5165\u308c\u308b(\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff09<\/ul>\n
        apiVersion<\/span>:<\/span> v1<\/span>\r\nkind<\/span>:<\/span> Namespace<\/span>\r\nmetadata<\/span>:<\/span>\r\n  name<\/span>:<\/span> minio<\/span>\r\n---<\/span>\r\napiVersion<\/span>:<\/span> v1<\/span>\r\nkind<\/span>:<\/span> Secret<\/span>\r\nmetadata<\/span>:<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\n  name<\/span>:<\/span> minio<\/span>\r\ntype<\/span>:<\/span> Opaque<\/span>\r\ndata<\/span>:<\/span>\r\n  MINIO_ROOT_PASSWORD<\/span>:<\/span> \u3010base64-key\u3011<\/span>\r\n---<\/span>\r\n<\/code><\/pre>\n
        \u5728\u4e2d\u6587\u4e2d\uff0c\u53ef\u4ee5\u8fd9\u6837\u8868\u8fbe\uff1a
        \n\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u83b7\u53d6Base64\u5bc6\u94a5\u3002
        \n\uff08\u767b\u5f55\u65f6\u4f7f\u7528\u539f\u59cb\u5bc6\u94a5\u3002\uff09<\/p>\n
        $ <\/span>echo<\/span> \"\u3010key\u3011\"<\/span> |base64\r\n\u3010base64-key\u3011\r\n<\/code><\/pre>\n
        \u97f3\u91cf\u548c\u90e8\u7f72\u914d\u7f6e<\/p>\n
          \n
        • \n
            \u74b0\u5883\u5909\u6570MINIO_ROOT_USER\u3001MINIO_ROOT_PASSWORD\u306b\u3066\u7ba1\u7406\u30e6\u30fc\u30b6\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u8a2d\u5b9a\u3059\u308b\u3002\u7ba1\u7406\u30e6\u30fc\u30b6\u306fadmin\uff08\u30d1\u30b9\u30ef\u30fc\u30c9\u306f\u4e0a\u8a18\u3067\u8a2d\u5b9a\u306eSecret\u3092\u53c2\u7167\u3055\u305b\u308b\uff09<\/ul>\n<\/li>\n<\/ul>\n
             <\/p>\n
              \n
            • \n
                PVC 10GB\u3067\u78ba\u4fdd\uff08\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u62e1\u5f35\uff09\u3001\/data\u306b\u30de\u30a6\u30f3\u30c8\u3002<\/ul>\n<\/li>\n<\/ul>\n
                 <\/p>\n
                  \n
                • \n
                    \u30dd\u30fc\u30c8\u306f9000\u30689001\u3092\u3042\u3051\u308b\u3002<\/ul>\n<\/li>\n<\/ul>\n
                     <\/p>\n
                      9001\u306f\u7ba1\u7406\u30a2\u30af\u30bb\u30b9\uff08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\uff09\u3002\/minio\/\u3067\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3002<\/ul>\n
                      apiVersion<\/span>:<\/span> v1<\/span>\r\nkind<\/span>:<\/span> PersistentVolumeClaim<\/span>\r\nmetadata<\/span>:<\/span>\r\n  name<\/span>:<\/span> pvc-minio<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\nspec<\/span>:<\/span>\r\n  accessModes<\/span>:<\/span>\r\n    -<\/span> ReadWriteOnce<\/span>\r\n  storageClassName<\/span>:<\/span> default<\/span>\r\n  resources<\/span>:<\/span>\r\n    requests<\/span>:<\/span>\r\n      storage<\/span>:<\/span> 10Gi<\/span>\r\n\r\n---<\/span>\r\napiVersion<\/span>:<\/span> apps\/v1<\/span>\r\nkind<\/span>:<\/span> Deployment<\/span>\r\nmetadata<\/span>:<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\n  name<\/span>:<\/span> minio<\/span>\r\n  labels<\/span>:<\/span>\r\n    app<\/span>:<\/span> minio<\/span>\r\nspec<\/span>:<\/span>\r\n  replicas<\/span>:<\/span> 1<\/span>\r\n  selector<\/span>:<\/span>\r\n    matchLabels<\/span>:<\/span>\r\n      app<\/span>:<\/span> minio<\/span>\r\n  template<\/span>:<\/span>\r\n    metadata<\/span>:<\/span>\r\n      labels<\/span>:<\/span>\r\n        app<\/span>:<\/span> minio<\/span>\r\n    spec<\/span>:<\/span>\r\n      containers<\/span>:<\/span>\r\n        -<\/span> name<\/span>:<\/span> minio<\/span>\r\n          image<\/span>:<\/span> minio\/minio:latest<\/span>\r\n          command<\/span>:<\/span>\r\n          -<\/span> \/bin\/bash<\/span>\r\n          -<\/span> -c<\/span>\r\n          args<\/span>:<\/span>\r\n          -<\/span> minio server \/data  --console-address :9001<\/span>\r\n\r\n\r\n          resources<\/span>:<\/span> {}<\/span>\r\n          ports<\/span>:<\/span>\r\n            -<\/span> containerPort<\/span>:<\/span> 9000<\/span>\r\n            -<\/span> containerPort<\/span>:<\/span> 9001<\/span>\r\n          imagePullPolicy<\/span>:<\/span> Always<\/span>\r\n\r\n          env<\/span>:<\/span>\r\n            -<\/span> name<\/span>:<\/span> MINIO_ROOT_PASSWORD<\/span>\r\n              valueFrom<\/span>:<\/span>\r\n                secretKeyRef<\/span>:<\/span>\r\n                  name<\/span>:<\/span> minio<\/span>\r\n                  key<\/span>:<\/span> MINIO_ROOT_PASSWORD<\/span>\r\n\r\n            -<\/span> name<\/span>:<\/span> MINIO_ROOT_USER<\/span>\r\n              value<\/span>:<\/span> admin<\/span>\r\n\r\n            -<\/span> name<\/span>:<\/span> MINIO_BROWSER_REDIRECT_URL<\/span>\r\n              value<\/span>:<\/span> https:\/\/\u3010URL\u3011\/minio\/<\/span>\r\n\r\n          volumeMounts<\/span>:<\/span>\r\n            -<\/span> name<\/span>:<\/span> minio-vol<\/span>\r\n              mountPath<\/span>:<\/span> \/data<\/span>\r\n\r\n      volumes<\/span>:<\/span>\r\n        -<\/span> name<\/span>:<\/span> minio-vol<\/span>\r\n          persistentVolumeClaim<\/span>:<\/span>\r\n            claimName<\/span>:<\/span> pvc-minio<\/span>\r\n---<\/span>\r\n<\/code><\/pre>\n
                      \u5728\u524d\u7aef\u90e8\u7f72NGINX\u3002\u8fd9\u662f\u4e3a\u4e86\u533a\u5206\u7ba1\u7406\u8bbf\u95ee\u548c\u5185\u5bb9\u8bbf\u95ee\u3002<\/p>\n
                        \n
                      • \n
                          \/minio\/ \u30a2\u30af\u30bb\u30b9\u306f9001\u306b\u632f\u308a\u5206\u3051\u2192\u7ba1\u7406\u7528\u30a2\u30af\u30bb\u30b9<\/ul>\n<\/li>\n<\/ul>\n
                           <\/p>\n
                            \n
                          • \n
                              \/file\/\u3000\u30a2\u30af\u30bb\u30b9\u306f9000\u306b\u632f\u308a\u5206\u3051\u2192\u30b3\u30f3\u30c6\u30f3\u30c4\u7528\u30a2\u30af\u30bb\u30b9<\/ul>\n<\/li>\n<\/ul>\n
                               <\/p>\n
                                configmap\u306b\u3066nginx\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a<\/ul>\n
                                \"image.png\"<\/div>\n
                                apiVersion<\/span>:<\/span> v1<\/span>\r\nkind<\/span>:<\/span> ConfigMap<\/span>\r\nmetadata<\/span>:<\/span>\r\n  name<\/span>:<\/span> nginx-config<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\ndata<\/span>:<\/span>\r\n  nginx.conf<\/span>:<\/span> |-<\/span>\r\n\r\n\r\n    server {<\/span>\r\n        listen       80;<\/span>\r\n        listen  [::]:80;<\/span>\r\n        #server_name  localhost;<\/span>\r\n        server_name  \u3010URL\u3011;<\/span>\r\n\r\n        # To allow special characters in headers<\/span>\r\n        ignore_invalid_headers off;<\/span>\r\n        # Allow any size file to be uploaded.<\/span>\r\n        # Set to a value such as 1000m; to restrict file size to a specific value<\/span>\r\n        client_max_body_size 0;<\/span>\r\n        # To disable buffering<\/span>\r\n        proxy_buffering off;<\/span>\r\n        proxy_request_buffering off;<\/span>\r\n\r\n        location \/minio\/ {<\/span>\r\n            proxy_set_header Host $http_host;<\/span>\r\n            proxy_set_header X-Real-IP $remote_addr;<\/span>\r\n            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;<\/span>\r\n            proxy_set_header X-Forwarded-Proto $scheme;<\/span>\r\n            proxy_set_header X-NginX-Proxy true;<\/span>\r\n\r\n            # This is necessary to pass the correct IP to be hashed<\/span>\r\n            real_ip_header X-Real-IP;<\/span>\r\n\r\n            proxy_connect_timeout 300;<\/span>\r\n            \r\n            # To support websocket<\/span>\r\n            proxy_http_version 1.1;<\/span>\r\n            proxy_set_header Upgrade $http_upgrade;<\/span>\r\n            proxy_set_header Connection \"upgrade\";<\/span>\r\n            \r\n            chunked_transfer_encoding off;<\/span>\r\n\r\n            proxy_pass http:\/\/minio.minio.svc.cluster.local:9001\/;<\/span>\r\n        }<\/span>\r\n\r\n\r\n\r\n        location \/file\/ {<\/span>\r\n            proxy_set_header Host $http_host;<\/span>\r\n            proxy_set_header X-Real-IP $remote_addr;<\/span>\r\n            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;<\/span>\r\n            proxy_set_header X-Forwarded-Proto $scheme;<\/span>\r\n\r\n            proxy_connect_timeout 300;<\/span>\r\n            # Default is HTTP\/1, keepalive is only enabled in HTTP\/1.1<\/span>\r\n            proxy_http_version 1.1;<\/span>\r\n            proxy_set_header Connection \"\";<\/span>\r\n            chunked_transfer_encoding off;<\/span>\r\n\r\n\r\n            proxy_pass http:\/\/minio.minio.svc.cluster.local:9000\/;<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n---<\/span>\r\napiVersion<\/span>:<\/span> apps\/v1<\/span>\r\nkind<\/span>:<\/span> Deployment<\/span>\r\nmetadata<\/span>:<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\n  name<\/span>:<\/span> minio-nginx<\/span>\r\n  labels<\/span>:<\/span>\r\n    app<\/span>:<\/span> minio-nginx<\/span>\r\nspec<\/span>:<\/span>\r\n  replicas<\/span>:<\/span> 1<\/span>\r\n  selector<\/span>:<\/span>\r\n    matchLabels<\/span>:<\/span>\r\n      app<\/span>:<\/span> minio-nginx<\/span>\r\n  template<\/span>:<\/span>\r\n    metadata<\/span>:<\/span>\r\n      labels<\/span>:<\/span>\r\n        app<\/span>:<\/span> minio-nginx<\/span>\r\n    spec<\/span>:<\/span>\r\n      containers<\/span>:<\/span>\r\n        -<\/span> name<\/span>:<\/span> minio-nginx<\/span>\r\n          image<\/span>:<\/span> nginx:1.19.2-alpine<\/span>\r\n          ports<\/span>:<\/span>\r\n            -<\/span> containerPort<\/span>:<\/span> 80<\/span>\r\n          volumeMounts<\/span>:<\/span>\r\n            -<\/span> name<\/span>:<\/span> conf<\/span>\r\n              mountPath<\/span>:<\/span> \/etc\/nginx\/conf.d\/<\/span>\r\n      volumes<\/span>:<\/span>\r\n        -<\/span> name<\/span>:<\/span> conf<\/span>\r\n          configMap<\/span>:<\/span>\r\n            name<\/span>:<\/span> nginx-config<\/span>\r\n\r\n---<\/span>\r\nkind<\/span>:<\/span> Service<\/span>\r\napiVersion<\/span>:<\/span> v1<\/span>\r\nmetadata<\/span>:<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\n  name<\/span>:<\/span> minio-nginx<\/span>\r\n  labels<\/span>:<\/span>\r\n    app<\/span>:<\/span> minio-nginx<\/span>\r\nspec<\/span>:<\/span>\r\n  ports<\/span>:<\/span>\r\n    -<\/span> name<\/span>:<\/span> http<\/span>\r\n      protocol<\/span>:<\/span> TCP<\/span>\r\n      port<\/span>:<\/span> 80<\/span>\r\n      targetPort<\/span>:<\/span> 80<\/span>\r\n\r\n  selector<\/span>:<\/span>\r\n    app<\/span>:<\/span> minio-nginx<\/span>\r\n  type<\/span>:<\/span>  ClusterIP<\/span>\r\n\r\n---<\/span>\r\nkind<\/span>:<\/span> Service<\/span>\r\napiVersion<\/span>:<\/span> v1<\/span>\r\nmetadata<\/span>:<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\n  name<\/span>:<\/span> minio<\/span>\r\n  labels<\/span>:<\/span>\r\n    app<\/span>:<\/span> minio<\/span>\r\nspec<\/span>:<\/span>\r\n  ports<\/span>:<\/span>\r\n    -<\/span> name<\/span>:<\/span> http<\/span>\r\n      protocol<\/span>:<\/span> TCP<\/span>\r\n      port<\/span>:<\/span> 9001<\/span>\r\n      targetPort<\/span>:<\/span> 9001<\/span>\r\n\r\n\r\n    -<\/span> name<\/span>:<\/span> http2<\/span>\r\n      protocol<\/span>:<\/span> TCP<\/span>\r\n      port<\/span>:<\/span> 9000<\/span>\r\n      targetPort<\/span>:<\/span> 9000<\/span>\r\n\r\n  selector<\/span>:<\/span>\r\n    app<\/span>:<\/span> minio<\/span>\r\n  type<\/span>:<\/span>  ClusterIP<\/span>\r\n---<\/span>\r\n<\/code><\/pre>\n
                                \u6839\u636e\u9700\u8981\u4e3a\u5916\u90e8\u8bbf\u95ee\u8fdb\u884c\u914d\u7f6e\u3002
                                \n\u6309\u9700\u8bbe\u7f6e\u865a\u62df\u670d\u52a1\u3002
                                \n\uff08\u4ee5\u4e0b\u662f\u5728Kubeflow\u5185\u90e8\u90e8\u7f72\u7684\u60c5\u51b5\u4e0b\u3002\uff09<\/p>\n
                                apiVersion<\/span>:<\/span> networking.istio.io\/v1beta1<\/span>\r\nkind<\/span>:<\/span> VirtualService<\/span>\r\nmetadata<\/span>:<\/span>\r\n  name<\/span>:<\/span> minio<\/span>\r\n  namespace<\/span>:<\/span> minio<\/span>\r\nspec<\/span>:<\/span>\r\n  gateways<\/span>:<\/span>\r\n  -<\/span> kubeflow\/kubeflow-gateway<\/span>\r\n  hosts<\/span>:<\/span>\r\n  -<\/span> '<\/span>*'<\/span>\r\n  http<\/span>:<\/span>\r\n  -<\/span> match<\/span>:<\/span>\r\n    -<\/span> uri<\/span>:<\/span>\r\n        prefix<\/span>:<\/span> \/minio<\/span>\r\n    rewrite<\/span>:<\/span>\r\n      uri<\/span>:<\/span> \/minio<\/span>\r\n    route<\/span>:<\/span>\r\n    -<\/span> destination<\/span>:<\/span>\r\n        host<\/span>:<\/span> minio-nginx.minio.svc.cluster.local<\/span>\r\n        port<\/span>:<\/span>\r\n          number<\/span>:<\/span> 80<\/span>\r\n\r\n  -<\/span> match<\/span>:<\/span>\r\n    -<\/span> uri<\/span>:<\/span>\r\n        prefix<\/span>:<\/span> \/file<\/span>\r\n    rewrite<\/span>:<\/span>\r\n      uri<\/span>:<\/span> \/file<\/span>\r\n    route<\/span>:<\/span>\r\n    -<\/span> destination<\/span>:<\/span>\r\n        host<\/span>:<\/span> minio-nginx.minio.svc.cluster.local<\/span>\r\n        port<\/span>:<\/span>\r\n          number<\/span>:<\/span> 80<\/span>\r\n<\/code><\/pre>\n
                                \u5229\u7528 – \u5229\u7528 (l\u00ec – to make use of\/utilize\/exploit<\/h1>\n
                                \u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u6d4f\u89c8\u5668\u8fdb\u884c\u7ba1\u7406\u8bbf\u95ee\uff0c\u6216\u901a\u8fc7API\u64cd\u4f5c\uff08\u4f8b\u5982boto3\uff09\u6765\u5bf9MinIO\u8fdb\u884c\u6587\u4ef6\u64cd\u4f5c\u3002\u4e0b\u9762\u662f\u901a\u8fc7\u6d4f\u89c8\u5668\u8fdb\u884c\u64cd\u4f5c\u7684\u8bf4\u660e\u3002<\/p>\n
                                \u7ba1\u7406\u8bbf\u95ee<\/h2>\n
                                \u53ef\u4ee5\u6839\u636e\u6d4f\u89c8\u5668\u8bbe\u7f6e\uff0c\u5728\u9002\u5f53\u7684\u5730\u5740\uff08URL\/minio\uff09\u4e0a\u8bbf\u95ee\u3002\uff08\u6839\u636e\u524d\u7aef\u6784\u5efa\u65b9\u6cd5\u9002\u5f53\u66f4\u6362\uff09<\/p>\n
                                \"image.png\"<\/div>\n
                                \u521b\u5efa\u4e00\u4e2a\u6876<\/h2>\n
                                \u4f7f\u7528\u300c\u521b\u5efa\u6876\u300d\u6765\u521b\u5efa\u4e00\u4e2a Bucket\u3002<\/p>\n
                                \"image.png\"<\/div>\n
                                \"image.png\"<\/div>\n
                                \"image.png\"<\/div>\n
                                \u6587\u4ef6\u4e0a\u4f20<\/h2>\n
                                \u4f7f\u7528\u5bf9\u8c61\u6d4f\u89c8\u5668\uff0c\u5c06\u6587\u4ef6\u62d6\u653e\u5230\u901a\u8fc7\u521b\u5efa\u7684\u5b58\u50a8\u6876\u4e2d\u8fdb\u884c\u4e0a\u4f20\u3002<\/p>\n
                                \"image.png\"<\/div>\n
                                \u5728LLM\u7684RAG\u4e2d\u7684\u4f7f\u7528<\/h2>\n
                                \u53ef\u4ee5\u901a\u8fc7URL\/file\/\uff5e\u6765\u8bbf\u95ee\u6587\u4ef6\uff0c\u5c06\u5176\u8bbe\u7f6e\u4e3aCognitive Search\u7684\u5143\u6570\u636e\uff08\u6e90\uff09\u94fe\u63a5\uff0c\u5e76\u63d0\u4f9b\u4f5c\u4e3aRAG\u95ee\u9898\u89e3\u7b54\u7684\u4f9d\u636e\uff08\u6765\u6e90\uff09\uff08\u7406\u7531\uff09\u3002<\/p>\n
                                \u5c06\u4ee5\u4e0b\u53e5\u5b50\u7528\u4e2d\u6587\u8fdb\u884c\u91ca\u4e49\uff0c\u53ea\u9700\u4e00\u79cd\u9009\u9879\uff1a
                                \n\u4f8b\uff09\u5c06Source\u8bbe\u7f6e\u4e3a\u4e00\u4e2a\u6307\u5411\u6587\u4ef6\u7684\u8bbf\u95eeURL
                                \nhttps:\/\/\u3010URL\u3011\/file\/\u3010Bucket\u540d\u79f0\u3011\/\u3010\u6587\u4ef6\u540d\u79f0\u3011<\/p>\n
                                # Cognitive Search\u3078\u306e\u767b\u9332\u4f8b\r\n<\/span>documents<\/span> =<\/span> [{<\/span>'<\/span>@search.action<\/span>'<\/span>:<\/span> '<\/span>upload<\/span>'<\/span>,<\/span>\r\n              '<\/span>content<\/span>'<\/span>:<\/span> t<\/span>.<\/span>page_content<\/span>,<\/span>\r\n              '<\/span>id<\/span>'<\/span>:<\/span> prefix<\/span> +<\/span> str<\/span>(<\/span>i<\/span>),<\/span>\r\n              '<\/span>title<\/span>'<\/span>:<\/span> t<\/span>.<\/span>metadata<\/span>[<\/span>'<\/span>title<\/span>'<\/span>],<\/span>\r\n              '<\/span>source<\/span>'<\/span>:<\/span> t<\/span>.<\/span>metadata<\/span>[<\/span>'<\/span>source<\/span>'<\/span>],<\/span>\r\n             }<\/span> for<\/span> i<\/span>,<\/span> t<\/span> in<\/span> enumerate<\/span>(<\/span>splitted_docs<\/span>)]<\/span>\r\n\r\nresult<\/span> =<\/span> search_client<\/span>.<\/span>upload_documents<\/span>(<\/span>documents<\/span>=<\/span>documents<\/span>)<\/span>\r\n<\/code><\/pre>\n
                                “\u8bf7\u7528\u4e2d\u6587\u5c06\u4ee5\u4e0b\u63d0\u793a\u7684\u8bed\u53e5\u6539\u5199\u6210\u53e6\u4e00\u79cd\u8868\u8fbe\u65b9\u5f0f\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u4f8b\u3002”<\/p>\n
                                Sources\u3092\u5143\u306bmarkdown\u66f8\u5f0f\u3067\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n\u56de\u7b54\u306e\u6700\u5f8c\u306b\u53c2\u7167\u3057\u305f\u5168\u3066\u306eSource\u306e\u30ea\u30f3\u30af\u3092[title](source)\u306e\u66f8\u5f0f\u3067\u7b87\u6761\u66f8\u304d\u3067\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n<\/code><\/pre>\n
                                \u4ee5\u4e0b\u4e3a\u95ee\u9898\u7684\u5176\u4e2d\u4e00\u4e2a\u7b54\u6848\uff1a<\/p>\n
                                \u56de\u7b54\r\n\u3000\u3000xxxx\r\n\r\n\u53c2\u7167\u3057\u305fSources:\r\n\u3000\u3000[title](URL \"\u30bf\u30a4\u30c8\u30eb\")  \u203btitle\u306e\u5185\u5bb9\u306e\u5916\u90e8\u30ea\u30f3\u30af\r\n<\/code><\/pre>\n
                                \u5173\u4e8e\u7f51\u5173\u529f\u80fd<\/h1>\n
                                \u5982\u679c\u5728Kubeflow\u4e2d\u4f7f\u7528\uff0c\u5b89\u88c5\u5206\u53d1\u7248\u65f6\uff0c\u6587\u4ef6\u5b9e\u4f53\u5c06\u4e0d\u4f1a\u5b58\u50a8\u5728MinIO\u7684\u6301\u4e45\u5377\u4e2d\uff0c\u800c\u662f\u4f7f\u7528\u6258\u7ba1\u7684\u4e91\u670d\u52a1\u7684\u5bf9\u8c61\u5b58\u50a8\uff08\u5982GCS\u7b49\uff09\u8fdb\u884c\u4e86\u7f51\u5173\u914d\u7f6e\u3002\u5f53\u524d\u6700\u65b0\u7248\u672c\u4e2d\uff0c\u8be5\u529f\u80fd\u5df2\u88ab\u51bb\u7ed3\uff0c\u65e0\u6cd5\u4f7f\u7528\u3002\uff08\u4f3c\u4e4e\u96be\u4ee5\u8ffd\u968fS3 API\u7684\u53d8\u5316\uff09<\/p>\n
                                \u603b\u7ed3<\/h1>\n
                                \u6574\u7406\u4e86OSS\u5bf9\u8c61\u5b58\u50a8MinIO\u7684\u5b89\u88c5\u3001\u914d\u7f6e\u4ee5\u53ca\u4eceAzure OpenAI\u7b49\u7684RAG\u4e2d\u4f7f\u7528\u7684\u793a\u4f8b\u3002\u7531\u4e8e\u5bf9\u8c61\u5b58\u50a8\u5728\u4e91\u670d\u52a1\u4e2d\u5177\u6709\u4e0d\u540c\u7684\u65b9\u8a00\uff0c\u5e76\u4e14\u5f80\u5f80\u4f1a\u51fa\u73b0\u9996\u6b21\u4f7f\u7528\u7684\u9700\u6c42\uff0c\u56e0\u6b64\u5728\u65b9\u4fbf\u5feb\u6377\u6027\u65b9\u9762\u5177\u6709\u4f18\u52bf\u3002\uff08\u5f53\u7136\uff0c\u5728\u975e\u529f\u80fd\u65b9\u9762\uff0c\u4f7f\u7528\u6258\u7ba1\u670d\u52a1\u53ef\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u7684\u529f\u80fd\uff0c\u56e0\u6b64\u6839\u636e\u60c5\u51b5\u9009\u62e9\u4f7f\u7528\u3002\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"
                                Minio\u662f\u4ec0\u4e48\uff1f MinIO\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Amazon S3\u517c\u5bb9\u7684\u5bf9\u8c61\u5b58\u50a8\u670d\u52a1\u5668\u8f6f\u4ef6\u3002\u5b83\u53ef\u4ee5\u4f7f\u7528Java\u3001Go […]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-33153","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n\u4f7f\u7528Azure OpenAI\u7684RAG\u4e0eMinIO\uff08OSS\u5bf9\u8c61\u5b58\u50a8\uff09\u4e00\u8d77 - 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\/\u4f7f\u7528azure-openai\u7684rag\u4e0eminio\uff08oss\u5bf9\u8c61\u5b58\u50a8\uff09\u4e00\u8d77\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f7f\u7528Azure OpenAI\u7684RAG\u4e0eMinIO\uff08OSS\u5bf9\u8c61\u5b58\u50a8\uff09\u4e00\u8d77\" \/>\n<meta property=\"og:description\" content=\"Minio\u662f\u4ec0\u4e48\uff1f MinIO\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Amazon S3\u517c\u5bb9\u7684\u5bf9\u8c61\u5b58\u50a8\u670d\u52a1\u5668\u8f6f\u4ef6\u3002\u5b83\u53ef\u4ee5\u4f7f\u7528Java\u3001Go […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528azure-openai\u7684rag\u4e0eminio\uff08oss\u5bf9\u8c61\u5b58\u50a8\uff09\u4e00\u8d77\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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