{"id":106246,"date":"2026-09-16T23:32:30","date_gmt":"2026-09-16T15:32:30","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/106246.html"},"modified":"2026-09-16T23:32:30","modified_gmt":"2026-09-16T15:32:30","slug":"milvus-%e5%90%91%e9%87%8f%e6%95%b0%e6%8d%ae%e5%ba%93%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e-docker-%e9%83%a8%e7%bd%b2%e5%88%b0-ai-%e6%97%a5%e8%ae%b0%e8%af%ad%e4%b9%89%e6%90%9c%e7%b4%a2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/106246.html","title":{"rendered":"Milvus \u5411\u91cf\u6570\u636e\u5e93\u5b9e\u6218\u6307\u5357\uff1a\u4ece Docker \u90e8\u7f72\u5230 AI \u65e5\u8bb0\u8bed\u4e49\u641c\u7d22"},"content":{"rendered":"

📖 \u672c\u6587\u5c06\u5e26\u4f60\u4ece\u96f6\u5f00\u59cb，\u4f7f\u7528 Docker Compose \u90e8\u7f72 Milvus \u5411\u91cf\u6570\u636e\u5e93，\u5e76\u7ed3\u5408 OpenAI Embeddings \u5b9e\u73b0\u4e00\u4e2a"AI \u65e5\u8bb0"\u8bed\u4e49\u641c\u7d22 Demo\u3002<\/p>\n

\n

\u4e00\u3001\u2753 \u4e3a\u4ec0\u4e48\u9700\u8981\u5411\u91cf\u6570\u636e\u5e93？<\/h3>\n

\u4f20\u7edf\u6570\u636e\u5e93（MySQL\u3001MongoDB）\u64c5\u957f\u7cbe\u786e\u5339\u914d\u67e5\u8be2，\u6bd4\u5982"\u67e5\u627e\u65e5\u671f\u4e3a 2026-01-10 \u7684\u65e5\u8bb0"\u3002\u4f46\u5f53\u6211\u4eec\u60f3\u67e5\u8be2\u8bed\u4e49\u76f8\u8fd1\u7684\u5185\u5bb9\u65f6，\u6bd4\u5982：<\/p>\n

\u201c\u6211\u60f3\u627e\u5173\u4e8e\u6237\u5916\u6d3b\u52a8\u7684\u65e5\u8bb0\u201d<\/p>\n

\u4f20\u7edf\u6570\u636e\u5e93\u5c31\u65e0\u80fd\u4e3a\u529b\u4e86\u2014\u2014\u5b83\u65e0\u6cd5\u7406\u89e3"\u722c\u5c71"\u201c\u6563\u6b65\u201d"\u516c\u56ed"\u90fd\u5c5e\u4e8e"\u6237\u5916\u6d3b\u52a8"\u7684\u8303\u7574\u3002<\/p>\n

\u5411\u91cf\u6570\u636e\u5e93\u6b63\u662f\u4e3a\u89e3\u51b3\u8fd9\u7c7b\u95ee\u9898\u800c\u751f\u3002\u5b83\u7684\u6838\u5fc3\u539f\u7406\u662f：<\/p>\n

  • 🔡 \u5c06\u6587\u672c\u901a\u8fc7 Embedding \u6a21\u578b\u8f6c\u5316\u4e3a\u9ad8\u7ef4\u5411\u91cf（\u4e00\u7ec4\u6d6e\u70b9\u6570）<\/li>\n
  • 💾 \u5b58\u50a8\u8fd9\u4e9b\u5411\u91cf\u5230\u6570\u636e\u5e93<\/li>\n
  • 🔍 \u67e5\u8be2\u65f6，\u540c\u6837\u5c06\u67e5\u8be2\u6587\u672c\u8f6c\u4e3a\u5411\u91cf，\u901a\u8fc7\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7b49\u7b97\u6cd5\u627e\u5230\u6700\u76f8\u8fd1\u7684\u7ed3\u679c<\/li>\n

    💡 \u8fd9\u5c31\u662f\u8bed\u4e49\u641c\u7d22（Semantic Search）\u7684\u672c\u8d28\u3002<\/p>\n

    \n

    \u4e8c\u3001🚀 Milvus \u662f\u4ec0\u4e48？<\/h3>\n

    Milvus \u662f\u7531 Zilliz \u516c\u53f8\u63a8\u51fa\u7684\u5f00\u6e90\u5411\u91cf\u6570\u636e\u5e93，\u4e13\u4e3a\u5927\u89c4\u6a21\u5411\u91cf\u76f8\u4f3c\u5ea6\u641c\u7d22\u800c\u8bbe\u8ba1\u3002\u5b83\u7684\u6838\u5fc3\u4f18\u52bf：<\/p>\n\n\u7279\u6027\u8bf4\u660e<\/tr>\n\n\n\n\n\n\n
    \u26a1 \u9ad8\u6027\u80fd<\/td>\n\u652f\u6301\u5341\u4ebf\u7ea7\u5411\u91cf\u7684\u6beb\u79d2\u7ea7\u641c\u7d22<\/td>\n<\/tr>\n
    🧩 \u591a\u79cd\u7d22\u5f15<\/td>\nIVF_FLAT\u3001HNSW\u3001ANNOY \u7b49\u591a\u79cd\u7d22\u5f15\u7b97\u6cd5<\/td>\n<\/tr>\n
    \u2601\ufe0f \u4e91\u539f\u751f<\/td>\n\u539f\u751f\u652f\u6301 Kubernetes，\u5929\u7136\u9002\u5408\u5bb9\u5668\u5316\u90e8\u7f72<\/td>\n<\/tr>\n
    🌐 \u751f\u6001\u4e30\u5bcc<\/td>\n\u63d0\u4f9b Python\u3001Node.js\u3001Java \u7b49\u591a\u8bed\u8a00 SDK<\/td>\n<\/tr>\n
    🔀 \u6df7\u5408\u67e5\u8be2<\/td>\n\u652f\u6301\u5411\u91cf\u641c\u7d22 + \u6807\u91cf\u8fc7\u6ee4\u7684\u6df7\u5408\u67e5\u8be2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u4e09\u3001🐳 Docker Compose \u4e00\u952e\u90e8\u7f72 Milvus<\/h3>\n

    Milvus Standalone \u6a21\u5f0f\u7531\u4e09\u4e2a\u6838\u5fc3\u670d\u52a1\u7ec4\u6210，\u901a\u8fc7 docker-compose.yml \u7f16\u6392：<\/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\u2510
    \n\u2502 Docker Compose \u7f16\u6392 \u2502
    \n\u2502 \u2502
    \n\u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\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\u2500\u2510 \u2502
    \n\u2502 \u2502 etcd \u2502 \u2502 MinIO \u2502 \u2502 Milvus \u2502 \u2502
    \n\u2502 \u2502 \u5143\u6570\u636e\u5b58\u50a8\u2502 \u2502 \u5bf9\u8c61\u5b58\u50a8 \u2502 \u2502 Standalone \u2502 \u2502
    \n\u2502 \u2502 \u2502 \u2502 \u2502 \u2502 (\u6838\u5fc3\u5f15\u64ce) \u2502 \u2502
    \n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\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\u2500\u2518 \u2502
    \n\u2502 \u2191 \u2191 \u2191 \u2502
    \n\u2502 :2379 :9000 :19530 \u2502
    \n\u2502 :9001 :9091 \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\u2518<\/p>\n

    📋 \u4e09\u4e2a\u670d\u52a1\u5404\u81ea\u7684\u804c\u8d23：<\/h4>\n

    1\ufe0f\u20e3 etcd \u2014 \u5143\u6570\u636e\u5b58\u50a8<\/p>\n

      \n
    • 🗂\ufe0f \u5b58\u50a8 Milvus \u7684\u5143\u6570\u636e\u4fe1\u606f（\u96c6\u5408\u5b9a\u4e49\u3001\u7d22\u5f15\u914d\u7f6e\u7b49）<\/li>\n
    • 🏷\ufe0f \u57fa\u4e8e CoreOS etcd v3.5.25<\/li>\n
    • 🛡\ufe0f \u914d\u7f6e\u4e86\u81ea\u52a8\u538b\u7f29\u548c\u5feb\u7167\u7b56\u7565，\u4fdd\u8bc1\u6570\u636e\u4e00\u81f4\u6027<\/li>\n<\/ul>\n

      2\ufe0f\u20e3 MinIO \u2014 \u5bf9\u8c61\u5b58\u50a8<\/p>\n

        \n
      • 📦 \u5b58\u50a8\u5b9e\u9645\u7684\u5411\u91cf\u6570\u636e\u6587\u4ef6\u548c\u7d22\u5f15\u6587\u4ef6<\/li>\n
      • 🔗 \u517c\u5bb9 S3 \u534f\u8bae\u7684\u5bf9\u8c61\u5b58\u50a8<\/li>\n
      • 🌐 \u66b4\u9732 9000（API）\u548c 9001（\u7ba1\u7406\u63a7\u5236\u53f0）\u7aef\u53e3<\/li>\n
      • 🔑 \u9ed8\u8ba4\u51ed\u8bc1：minioadmin \/ minioadmin<\/li>\n<\/ul>\n

        3\ufe0f\u20e3 Milvus Standalone \u2014 \u6838\u5fc3\u5f15\u64ce<\/p>\n

          \n
        • 🧠 \u5411\u91cf\u6570\u636e\u5e93\u7684\u4e3b\u670d\u52a1，\u5904\u7406\u6240\u6709\u67e5\u8be2\u548c\u5199\u5165\u8bf7\u6c42<\/li>\n
        • 🚪 \u66b4\u9732 19530（gRPC，SDK \u8fde\u63a5\u7aef\u53e3）\u548c 9091（\u5065\u5eb7\u68c0\u67e5）\u7aef\u53e3<\/li>\n
        • \u23f3 \u4f9d\u8d56 etcd \u548c MinIO，\u542f\u52a8\u65f6\u4f1a\u7b49\u5f85\u5b83\u4eec\u5065\u5eb7\u5c31\u7eea<\/li>\n<\/ul>\n

          \u25b6\ufe0f \u542f\u52a8\u547d\u4ee4<\/h4>\n

          # 🚀 \u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u6267\u884c<\/span>
          \ndocker-compose<\/span> -f<\/span> milvus-standalone-docker-compose.yml up -d<\/span><\/p>\n

          # 📊 \u67e5\u770b\u670d\u52a1\u72b6\u6001<\/span>
          \ndocker-compose<\/span> -f<\/span> milvus-standalone-docker-compose.yml ps<\/span><\/p>\n

          # 🛑 \u505c\u6b62\u670d\u52a1<\/span>
          \ndocker-compose<\/span> -f<\/span> milvus-standalone-docker-compose.yml down<\/p>\n

          💾 \u6570\u636e\u6301\u4e45\u5316：\u6240\u6709\u6570\u636e\u901a\u8fc7 .\/volumes\/ \u76ee\u5f55\u6302\u8f7d\u5230\u5bbf\u4e3b\u673a，\u91cd\u542f\u4e0d\u4e22\u5931\u3002<\/p>\n

          \n

          \u56db\u3001🤖 Node.js SDK \u96c6\u6210\u5b9e\u6218：AI \u65e5\u8bb0\u8bed\u4e49\u641c\u7d22<\/h3>\n

          \u90e8\u7f72\u597d Milvus \u540e，\u6211\u4eec\u7528 Node.js \u6784\u5efa\u4e00\u4e2a"AI \u65e5\u8bb0"Demo\u2014\u2014\u5c06\u65e5\u8bb0\u5185\u5bb9\u5411\u91cf\u5316\u540e\u5b58\u5165 Milvus，\u5b9e\u73b0\u8bed\u4e49\u641c\u7d22\u3002<\/p>\n

          📚 4.1 \u6280\u672f\u6808<\/h4>\n\n🧰 \u7ec4\u4ef6📝 \u7528\u9014<\/tr>\n\n\n\n\n
          @zilliz\/milvus2-sdk-node<\/td>\nMilvus \u5b98\u65b9 Node.js SDK<\/td>\n<\/tr>\n
          @langchain\/openai<\/td>\n\u8c03\u7528 Embedding \u6a21\u578b\u751f\u6210\u5411\u91cf<\/td>\n<\/tr>\n
          dotenv<\/td>\n\u7ba1\u7406\u73af\u5883\u53d8\u91cf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u2699\ufe0f 4.2 \u73af\u5883\u914d\u7f6e<\/h4>\n

          \u5728 .env \u6587\u4ef6\u4e2d\u914d\u7f6e API \u5bc6\u94a5\u548c\u6a21\u578b：<\/p>\n

          OPENAI_API_KEY=your_api_key
          \nOPENAI_BASE_URL=https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1
          \nEMBEDDINGS_MODEL_NAME=text-embedding-v3<\/p>\n

          🌟 \u672c\u793a\u4f8b\u4f7f\u7528\u963f\u91cc\u4e91 DashScope \u7684 text-embedding-v3 \u6a21\u578b，\u8f93\u51fa 1024 \u7ef4\u5411\u91cf\u3002\u4f60\u4e5f\u53ef\u4ee5\u66ff\u6362\u4e3a OpenAI \u7684 text-embedding-3-small \u7b49\u6a21\u578b\u3002<\/p>\n

          🔄 4.3 \u6838\u5fc3\u6d41\u7a0b<\/h4>\n

          \u6574\u4e2a\u6d41\u7a0b\u5206\u4e3a 5 \u6b65：<\/p>\n

          🔗 \u8fde\u63a5 Milvus \u2192 📁 \u521b\u5efa\u96c6\u5408 \u2192 🏗\ufe0f \u521b\u5efa\u7d22\u5f15 \u2192 📥 \u52a0\u8f7d\u96c6\u5408 \u2192 \u270d\ufe0f \u63d2\u5165\u6570\u636e<\/p>\n

          🔗 Step 1：\u8fde\u63a5 Milvus<\/h5>\n

          import<\/span> {<\/span> MilvusClient }<\/span> from<\/span> '@zilliz\/milvus2-sdk-node'<\/span>;<\/span><\/p>\n

          const<\/span> client =<\/span> new<\/span> MilvusClient<\/span>(<\/span>{<\/span>
          \n address<\/span>:<\/span> 'localhost:19530'<\/span> \/\/ Milvus gRPC \u7aef\u53e3<\/span>
          \n}<\/span>)<\/span>;<\/span><\/p>\n

          📁 Step 2：\u5b9a\u4e49\u96c6\u5408 Schema<\/h5>\n

          import<\/span> {<\/span> DataType }<\/span> from<\/span> '@zilliz\/milvus2-sdk-node'<\/span>;<\/span><\/p>\n

          await<\/span> client.<\/span>createCollection<\/span>(<\/span>{<\/span>
          \n collection_name<\/span>:<\/span> 'ai_diary'<\/span>,<\/span>
          \n fields<\/span>:<\/span> [<\/span>
          \n {<\/span> name<\/span>:<\/span> 'id'<\/span>,<\/span> data_type<\/span>:<\/span> DataType.<\/span>VarChar,<\/span> max_length<\/span>:<\/span> 50<\/span>,<\/span> is_primary_key<\/span>:<\/span> true<\/span> }<\/span>,<\/span>
          \n {<\/span> name<\/span>:<\/span> 'vector'<\/span>,<\/span> data_type<\/span>:<\/span> DataType.<\/span>FloatVector,<\/span> dim<\/span>:<\/span> 1024<\/span> }<\/span>,<\/span> \/\/ 1024\u7ef4\u5411\u91cf<\/span>
          \n {<\/span> name<\/span>:<\/span> 'content'<\/span>,<\/span> data_type<\/span>:<\/span> DataType.<\/span>VarChar,<\/span> max_length<\/span>:<\/span> 5000<\/span> }<\/span>,<\/span>
          \n {<\/span> name<\/span>:<\/span> 'date'<\/span>,<\/span> data_type<\/span>:<\/span> DataType.<\/span>VarChar,<\/span> max_length<\/span>:<\/span> 50<\/span> }<\/span>,<\/span>
          \n {<\/span> name<\/span>:<\/span> 'mood'<\/span>,<\/span> data_type<\/span>:<\/span> DataType.<\/span>VarChar,<\/span> max_length<\/span>:<\/span> 50<\/span> }<\/span>,<\/span>
          \n {<\/span> name<\/span>:<\/span> 'tags'<\/span>,<\/span> data_type<\/span>:<\/span> DataType.<\/span>Array,<\/span> element_type<\/span>:<\/span> DataType.<\/span>VarChar,<\/span>
          \n max_capacity<\/span>:<\/span> 10<\/span>,<\/span> max_length<\/span>:<\/span> 50<\/span> }<\/span>
          \n ]<\/span>
          \n}<\/span>)<\/span>;<\/span><\/p>\n

          \u26a0\ufe0f \u5173\u952e\u70b9：vector \u5b57\u6bb5\u7c7b\u578b\u4e3a FloatVector，\u7ef4\u5ea6 dim \u5fc5\u987b\u4e0e Embedding \u6a21\u578b\u8f93\u51fa\u7ef4\u5ea6\u4e00\u81f4（\u8fd9\u91cc\u662f 1024）\u3002<\/p>\n

          🏗\ufe0f Step 3：\u521b\u5efa\u5411\u91cf\u7d22\u5f15<\/h5>\n

          import<\/span> {<\/span> IndexType,<\/span> MetricType }<\/span> from<\/span> '@zilliz\/milvus2-sdk-node'<\/span>;<\/span><\/p>\n

          await<\/span> client.<\/span>createIndex<\/span>(<\/span>{<\/span>
          \n collection_name<\/span>:<\/span> 'ai_diary'<\/span>,<\/span>
          \n field_name<\/span>:<\/span> 'vector'<\/span>,<\/span>
          \n index_type<\/span>:<\/span> IndexType.<\/span>IVF_FLAT<\/span>,<\/span> \/\/ \u7d22\u5f15\u7b97\u6cd5<\/span>
          \n metric_type<\/span>:<\/span> MetricType.<\/span>COSINE<\/span>,<\/span> \/\/ \u76f8\u4f3c\u5ea6\u5ea6\u91cf：\u4f59\u5f26\u76f8\u4f3c\u5ea6<\/span>
          \n params<\/span>:<\/span> {<\/span> nlist<\/span>:<\/span> 1024<\/span> }<\/span> \/\/ \u805a\u7c7b\u4e2d\u5fc3\u6570<\/span>
          \n}<\/span>)<\/span>;<\/span><\/p>\n

          📊 \u7d22\u5f15\u7c7b\u578b\u9009\u62e9\u6307\u5357：<\/p>\n\n\u7d22\u5f15\u7c7b\u578b\u9002\u7528\u573a\u666f\u7279\u70b9<\/tr>\n\n\n\n\n
          IVF_FLAT<\/td>\n\u4e2d\u5c0f\u89c4\u6a21\u6570\u636e（< 100\u4e07）<\/td>\n\u2705 \u7cbe\u5ea6\u9ad8，\u901f\u5ea6\u9002\u4e2d<\/td>\n<\/tr>\n
          HNSW<\/td>\n\u4f4e\u5ef6\u8fdf\u8981\u6c42<\/td>\n\u26a1 \u67e5\u8be2\u6781\u5feb，\u5185\u5b58\u5360\u7528\u5927<\/td>\n<\/tr>\n
          IVF_SQ8<\/td>\n\u5927\u89c4\u6a21\u6570\u636e<\/td>\n💰 \u8282\u7701\u5185\u5b58，\u7cbe\u5ea6\u7565\u964d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
          \u270d\ufe0f Step 4：\u751f\u6210 Embedding \u5e76\u63d2\u5165\u6570\u636e<\/h5>\n

          import<\/span> {<\/span> OpenAIEmbeddings }<\/span> from<\/span> "@langchain\/openai"<\/span>;<\/span><\/p>\n

          const<\/span> embeddings =<\/span> new<\/span> OpenAIEmbeddings<\/span>(<\/span>{<\/span>
          \n apiKey<\/span>:<\/span> process.<\/span>env.<\/span>OPENAI_API_KEY<\/span>,<\/span>
          \n model<\/span>:<\/span> process.<\/span>env.<\/span>EMBEDDINGS_MODEL_NAME<\/span>,<\/span>
          \n configuration<\/span>:<\/span> {<\/span> baseURL<\/span>:<\/span> process.<\/span>env.<\/span>OPENAI_BASE_URL<\/span> }<\/span>,<\/span>
          \n dimensions<\/span>:<\/span> 1024<\/span>
          \n}<\/span>)<\/span>;<\/span><\/p>\n

          \/\/ 🔡 \u5c06\u65e5\u8bb0\u5185\u5bb9\u8f6c\u4e3a\u5411\u91cf<\/span>
          \nasync<\/span> function<\/span> getEmbedding<\/span>(<\/span>text<\/span>)<\/span> {<\/span>
          \n return<\/span> await<\/span> embeddings.<\/span>embedQuery<\/span>(<\/span>text)<\/span>;<\/span>
          \n}<\/span><\/p>\n

          \/\/ 📦 \u6279\u91cf\u751f\u6210\u5411\u91cf\u5e76\u63d2\u5165<\/span>
          \nconst<\/span> diaryData =<\/span> await<\/span> Promise.<\/span>all<\/span>(<\/span>
          \n diaryContents.<\/span>map<\/span>(<\/span>async<\/span> (<\/span>diary<\/span>)<\/span> =><\/span> (<\/span>{<\/span>
          \n …<\/span>diary,<\/span>
          \n vector<\/span>:<\/span> await<\/span> getEmbedding<\/span>(<\/span>diary.<\/span>content)<\/span>
          \n }<\/span>)<\/span>)<\/span>
          \n)<\/span>;<\/span><\/p>\n

          await<\/span> client.<\/span>insert<\/span>(<\/span>{<\/span>
          \n collection_name<\/span>:<\/span> 'ai_diary'<\/span>,<\/span>
          \n data<\/span>:<\/span> diaryData
          \n}<\/span>)<\/span>;<\/span><\/p>\n

          📓 4.4 \u65e5\u8bb0\u6570\u636e\u793a\u4f8b<\/h4>\n

          Demo \u4e2d\u51c6\u5907\u4e86 5 \u6761\u6a21\u62df\u65e5\u8bb0：<\/p>\n\n🆔 ID📅 \u65e5\u671f😊 \u5fc3\u60c5🏷\ufe0f \u6807\u7b7e📝 \u5185\u5bb9\u6458\u8981<\/tr>\n\n\n\n\n\n\n
          diary_001<\/td>\n2026-01-10<\/td>\n😄 happy<\/td>\n\u751f\u6d3b\u3001\u6563\u6b65<\/td>\n\u53bb\u516c\u56ed\u6563\u6b65，\u770b\u5230\u82b1\u5f00\u4e86<\/td>\n<\/tr>\n
          diary_002<\/td>\n2026-01-11<\/td>\n🤩 excited<\/td>\n\u5de5\u4f5c\u3001\u6210\u5c31<\/td>\n\u5b8c\u6210\u9879\u76ee\u91cc\u7a0b\u7891，\u6709\u6210\u5c31\u611f<\/td>\n<\/tr>\n
          diary_003<\/td>\n2026-01-12<\/td>\n😌 relaxed<\/td>\n\u6237\u5916\u3001\u670b\u53cb<\/td>\n\u548c\u670b\u53cb\u722c\u5c71，\u4eab\u53d7\u5927\u81ea\u7136<\/td>\n<\/tr>\n
          diary_004<\/td>\n2026-01-12<\/td>\n🧐 curious<\/td>\n\u5b66\u4e60\u3001\u6280\u672f<\/td>\n\u5b66\u4e60 Milvus \u5411\u91cf\u6570\u636e\u5e93<\/td>\n<\/tr>\n
          diary_005<\/td>\n2026-01-13<\/td>\n🥳 proud<\/td>\n\u7f8e\u98df\u3001\u5bb6\u5ead<\/td>\n\u505a\u4e86\u4e00\u987f\u4e30\u76db\u665a\u9910<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          🔍 \u5f53\u4f60\u641c\u7d22"\u6237\u5916\u8fd0\u52a8"\u65f6，Milvus \u4f1a\u8fd4\u56de diary_003（\u722c\u5c71）\u548c diary_001（\u516c\u56ed\u6563\u6b65），\u56e0\u4e3a\u5b83\u4eec\u7684\u8bed\u4e49\u4e0e"\u6237\u5916\u8fd0\u52a8"\u6700\u63a5\u8fd1\u2014\u2014\u5373\u4f7f\u6587\u672c\u4e2d\u6ca1\u6709\u51fa\u73b0"\u6237\u5916\u8fd0\u52a8"\u8fd9\u56db\u4e2a\u5b57\u3002<\/p>\n

          \n

          \u4e94\u3001🏁 \u8fd0\u884c\u9879\u76ee<\/h3>\n

          # 1. 🐳 \u542f\u52a8 Milvus<\/span>
          \ndocker-compose<\/span> -f<\/span> milvus-standalone-docker-compose.yml up -d<\/span><\/p>\n

          # 2. 📦 \u5b89\u88c5\u4f9d\u8d56<\/span>
          \npnpm<\/span> install<\/span><\/p>\n

          # 3. 🔑 \u914d\u7f6e .env \u6587\u4ef6（\u586b\u5165\u4f60\u7684 API Key）<\/span><\/p>\n

          # 4. \u25b6\ufe0f \u8fd0\u884c Demo<\/span>
          \nnode<\/span> index.mjs<\/p>\n

          \u9884\u671f\u8f93\u51fa：<\/p>\n

          Connecting to Milvus…
          \n\u2713 Connected<\/p>\n

          Creating collection…
          \nCollection created<\/p>\n

          Creating index…
          \nIndex created<\/p>\n

          Loading collection…
          \nCollection loaded<\/p>\n

          Inserting diary entries…
          \nGenerating embeddings…
          \n\u2713 Inserted 5 records<\/p>\n

          \n

          \u516d\u3001📌 \u603b\u7ed3<\/h3>\n

          \u672c\u6587\u5b8c\u6574\u6f14\u793a\u4e86\u5411\u91cf\u6570\u636e\u5e93\u7684\u5e94\u7528\u94fe\u8def：<\/p>\n

          \u6587\u672c\u6570\u636e \u2192 Embedding \u6a21\u578b \u2192 \u9ad8\u7ef4\u5411\u91cf \u2192 Milvus \u5b58\u50a8 \u2192 \u8bed\u4e49\u641c\u7d22<\/p>\n

          🎯 \u6838\u5fc3\u8981\u70b9\u56de\u987e：<\/p>\n

        • 🐳 Milvus \u4e09\u4ef6\u5957：etcd（\u5143\u6570\u636e）+ MinIO（\u5bf9\u8c61\u5b58\u50a8）+ Milvus（\u5f15\u64ce），\u901a\u8fc7 Docker Compose \u4e00\u952e\u90e8\u7f72<\/li>\n
        • 🔢 \u5411\u91cf\u7ef4\u5ea6\u8981\u5339\u914d：Embedding \u6a21\u578b\u8f93\u51fa\u7ef4\u5ea6\u5fc5\u987b\u4e0e\u96c6\u5408 Schema \u4e2d\u7684 dim \u4e00\u81f4<\/li>\n
        • \u26a1 \u7d22\u5f15\u5f71\u54cd\u6027\u80fd：IVF_FLAT \u9002\u5408\u5165\u95e8，\u751f\u4ea7\u73af\u5883\u6839\u636e\u6570\u636e\u89c4\u6a21\u9009\u62e9 HNSW \u6216 IVF_SQ8<\/li>\n
        • 🔍 \u8bed\u4e49\u641c\u7d22\u7684\u529b\u91cf：\u4e0d\u9700\u8981\u5173\u952e\u8bcd\u5b8c\u5168\u5339\u914d，\u5411\u91cf\u6570\u636e\u5e93\u80fd\u7406\u89e3\u8bed\u4e49\u76f8\u8fd1\u7684\u5185\u5bb9<\/li>\n

          🚀 \u8fd9\u5957\u65b9\u6848\u53ef\u4ee5\u5e7f\u6cdb\u5e94\u7528\u4e8e RAG（\u68c0\u7d22\u589e\u5f3a\u751f\u6210）\u3001\u667a\u80fd\u5ba2\u670d\u3001\u6587\u6863\u641c\u7d22\u3001\u63a8\u8350\u7cfb\u7edf \u7b49 AI \u5e94\u7528\u573a\u666f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

          📖 \u672c\u6587\u5c06\u5e26\u4f60\u4ece\u96f6\u5f00\u59cb，\u4f7f\u7528 Docker Compose \u90e8\u7f72 Milvus \u5411\u91cf\u6570\u636e\u5e93，\u5e76\u7ed3\u5408 OpenAI Embeddings \u5b9e\u73b0\u4e00\u4e2a\\”AI \u65e5\u8bb0\\”\u8bed\u4e49\u641c\u7d22 Demo\u3002 \u4e00\u3001\u2753 \u4e3a\u4ec0\u4e48\u9700\u8981\u5411\u91cf\u6570\u636e\u5e93？
          \n\u4f20\u7edf\u6570\u636e\u5e93（MySQL\u3001MongoDB）\u64c5\u957f\u7cbe\u786e\u5339\u914d\u67e5\u8be2，\u6bd4\u5982\\”\u67e5\u627e\u65e5\u671f\u4e3a 2026-01-10 \u7684\u65e5\u8bb0\\”\u3002\u4f46\u5f53\u6211\u4eec\u60f3\u67e5\u8be2\u8bed\u4e49\u76f8\u8fd1\u7684\u5185\u5bb9\u65f6，\u6bd4\u5982&#xf<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,187,100],"topic":[],"class_list":["post-106246","post","type-post","status-publish","format-standard","hentry","category-server","tag-11653","tag-javascript","tag-100"],"yoast_head":"\nMilvus \u5411\u91cf\u6570\u636e\u5e93\u5b9e\u6218\u6307\u5357\uff1a\u4ece Docker \u90e8\u7f72\u5230 AI \u65e5\u8bb0\u8bed\u4e49\u641c\u7d22 - \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\/106246.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Milvus \u5411\u91cf\u6570\u636e\u5e93\u5b9e\u6218\u6307\u5357\uff1a\u4ece Docker \u90e8\u7f72\u5230 AI \u65e5\u8bb0\u8bed\u4e49\u641c\u7d22 - 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