{"id":4156,"date":"2025-11-28T17:06:18","date_gmt":"2025-11-28T09:06:18","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4156"},"modified":"2025-11-28T17:06:25","modified_gmt":"2025-11-28T09:06:25","slug":"aws-vector-database-vector-database-solution","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/zh_hk\/aws-vector-database-vector-database-solution\/","title":{"rendered":"AWS Vector Database\uff1a\u5411\u91cf\u8cc7\u6599\u5eab\u89e3\u6c7a\u65b9\u6848"},"content":{"rendered":"

\u5728\u751f\u6210\u5f0fAI \u7684\u5feb\u901f\u6f14\u9032\u4e2d\uff0c\u4f01\u696d\u6b63\u4ee5\u8d8a\u4f86\u8d8a\u5feb\u7684\u901f\u5ea6\u5c07\u81ea\u8eab\u8cc7\u6599\u8cc7\u7522\u8f49\u5316\u70ba\u771f\u6b63\u53ef\u7528\u7684\u300c\u667a\u6167\u300d\u3002\u7121\u8ad6\u662f\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3001\u667a\u6167\u5ba2\u670d\u3001\u4f01\u696d\u5167\u90e8\u641c\u5c0b\u5f15\u64ce\uff0c\u6216\u662f\u5404\u985e\u7522\u696d\u5c08\u5c6c\u667a\u80fd\u9ad4\uff08AI Agent\uff09\uff0c\u90fd\u5728\u4f9d\u8cf4\u4e00\u500b\u5171\u540c\u7684\u6280\u8853\u57fa\u5ea7\uff0d\u5411\u91cf\u8cc7\u6599\u5eab\uff08Vector Database\uff09<\/strong>\u3002<\/p>\n

\u5411\u91cf\u8cc7\u6599\u5eab\u8ca0\u8cac\u5132\u5b58\u3001\u6aa2\u7d22Embedding\uff08\u5411\u91cf\u5316\u5f8c\u7684\u8a9e\u7fa9\u8cc7\u6599\uff09\uff0c\u8b93\u7cfb\u7d71\u4e0d\u50c5\u80fd\u300c\u6309\u5b57\u9762\u5339\u914d\u201d\uff0c\u9084\u80fd\u300c\u6309\u610f\u7fa9\u7406\u89e3\u300d\u3002\u9019\u9805\u80fd\u529b\u4f7f\u5f97AI \u80fd\u5920\u8de8\u8d8a\u95dc\u9375\u5b57\u6aa2\u7d22\u7684\u9650\u5236\uff0c\u5be6\u73fe\u771f\u6b63\u7684\u8a9e\u610f\u641c\u5c0b\u3001\u4e0a\u4e0b\u6587\u95dc\u806f\u548c\u667a\u6167\u63a8\u85a6\u3002<\/p>\n

AWS \u4f5c\u70ba\u5168\u7403\u9818\u5148\u7684\u96f2\u7aef\u5e73\u53f0\uff0c\u5df2\u7d93\u5efa\u69cb\u4e86\u5b8c\u6574\u7684 Vector Database \u751f\u614b<\/strong>\uff0c\u5305\u62ecAmazon OpenSearch Service\u3001Amazon Aurora PostgreSQL\uff08pgvector\uff09\u3001Amazon DynamoDB \u8207\u5411\u91cf\u7d22\u5f15\u3001Amazon MemoryDB \u7b49\u3002\u4f01\u696d\u53ef\u4ee5\u6839\u64da\u81ea\u8eab\u696d\u52d9\u898f\u6a21\u3001\u5ef6\u9072\u8981\u6c42\u3001\u6210\u672c\u7d50\u69cb\u548cIT \u67b6\u69cb\u9032\u884c\u81ea\u7531\u7d44\u5408\uff0c\u5f9e\u800c\u5728AWS \u4e0a\u5efa\u7acb\u9748\u6d3b\u53ef\u64f4\u5c55\u7684AI \u8cc7\u6599\u5e95\u5ea7\u3002<\/p>\n

\u4f5c\u70ba\u591a\u5e74\u6df1\u8015\u4f01\u696d\u4e0a\u96f2\u548cAI \u8f49\u578b\u7684AWS \u5b98\u65b9\u4ee3\u7406\u5546\uff0c\u6211\u5011\u5728\u5927\u91cf\u7684\u5be6\u969b\u5ba2\u6236\u5c08\u6848\u4e2d\u770b\u5230\u4e86\u4e00\u500b\u8da8\u52e2\uff1a<\/p>\n

\n

\u5411\u91cf\u8cc7\u6599\u5eab\u5df2\u6210\u70ba\u4f01\u696dAI \u5316\u7684\u5fc5\u9078\u9805\uff0c\u800c\u9078\u64c7AWS \u7684\u539f\u751f\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u66f4\u662f\u5728\u9078\u64c7\u9577\u671f\u7684\u7a69\u5b9a\u6027\u3001\u5b89\u5168\u6027\u8207\u53ef\u64f4\u5c55\u80fd\u529b\u3002<\/strong><\/p>\n<\/blockquote>\n

\u672c\u6587\u5c07\u5f9e\u6280\u8853\u8207\u696d\u52d9\u96d9\u8996\u89d2\uff0c\u70ba\u4f60\u6df1\u5165\u89e3\u6790AWS Vector Database \u7684\u7279\u6027\u3001\u512a\u52e2\u3001\u4f01\u696d\u5834\u666f\u53ca\u9078\u7528\u5efa\u8b70\u3002<\/p>\n

 <\/p>\n

\u4ec0\u9ebc\u662fVector Database\uff1f<\/strong><\/h4>\n

\u50b3\u7d71\u95dc\u4fc2\u578b\u8cc7\u6599\u5eab\u4ee5\u7d50\u69cb\u5316\u6b04\u4f4d\u70ba\u6838\u5fc3\uff0c\u800c\u5411\u91cf\u8cc7\u6599\u5eab\u5247\u4ee5\u300c\u5411\u91cf\u300d\u70ba\u6838\u5fc3\uff0c\u5373\u7531\u5927\u6a21\u578b\u6216Embedding \u6a21\u578b\u7522\u751f\u7684\u4e00\u7d44\u4e09\u4f4d\u5230\u4e0a\u5343\u7dad\u4e0d\u7b49\u7684\u6578\u5b57\uff0c\u7528\u65bc\u63cf\u8ff0\u6587\u5b57\u3001\u5716\u7247\u3001\u5f71\u7247\u7b49\u5167\u5bb9\u7684\u8a9e\u610f\u7279\u5fb5\u3002<\/p>\n

\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u6838\u5fc3\u80fd\u529b\u5305\u62ec\uff1a<\/strong><\/h5>\n
    \n
  1. \n

    \u9ad8\u6548\u7387\u5411\u91cf\u5b58\u5132<\/strong>
    \u80fd\u5920\u5132\u5b58\u4e0a\u5104\u7d1a\u7684\u9ad8\u7dad\u5411\u91cf\uff0c\u4e26\u4fdd\u6301\u5feb\u901f\u6aa2\u7d22\u3002<\/p>\n<\/li>\n

  2. \n

    \u76f8\u4f3c\u5ea6\u6aa2\u7d22\uff08Semantic Search\uff09<\/strong>
    \u4f7f\u7528cosine\u3001dot product\u3001L2 distance \u7b49\u6f14\u7b97\u6cd5\u5be6\u4f5c\u300c\u4f9d\u8a9e\u610f\u627e\u51fa\u76f8\u95dc\u5167\u5bb9\u300d\u3002<\/p>\n<\/li>\n

  3. \n

    RAG\uff08\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff09\u652f\u6301<\/strong>
    \u7528\u771f\u5be6\u6578\u64da\u589e\u5f37\u5927\u6a21\u578b\u56de\u7b54\uff0c\u4f7f\u4f01\u696d\u554f\u7b54\u7cfb\u7d71\u53ef\u9760\u3001\u5b89\u5168\u3001\u53ef\u63a7\u3002<\/p>\n<\/li>\n

  4. \n

    \u591a\u6a21\u614b\u6578\u64da\u652f\u6301<\/strong>
    \u4e0d\u50c5\u9650\u65bc\u6587\u672c\uff0c\u9084\u53ef\u8655\u7406\u5716\u50cf\u3001\u8996\u8a0a\u3001\u97f3\u8a0a\u3001\u4f7f\u7528\u8005\u884c\u70ba\u7b49\u5411\u91cf\u3002<\/p>\n<\/li>\n

  5. \n

    \u9ad8\u53ef\u7528\u3001\u53ef\u64f4\u5145\u6027<\/strong>
    \u652f\u63f4\u53e2\u96c6\u64f4\u5bb9\u3001\u8de8\u53ef\u7528\u5340\u90e8\u7f72\u3001\u7248\u672c\u7ba1\u7406\u3001\u81ea\u52d5\u5099\u4efd\u7b49\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u5c0d\u4f01\u696d\u4f86\u8aaa\uff0c\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u50f9\u503c\u4e0d\u50c5\u662f\u201c\u63d0\u5347\u641c\u5c0b\u9ad4\u9a57\u201d\uff0c\u800c\u662f\uff1a<\/p>\n

      \n
    • \n

      \u8b93\u4f01\u696d\u5167\u90e8\u6563\u843d\u5728\u5404\u7cfb\u7d71\u4e2d\u7684\u6578\u64da\u771f\u6b63\u53c3\u8207AI \u751f\u6210\u4e2d<\/p>\n<\/li>\n

    • \n

      \u8b93\u5927\u6a21\u578b\u8f38\u51fa\u53ef\u63a7\u3001\u66f4\u6e96\u78ba\u3001\u66f4\u5951\u5408\u696d\u52d9<\/p>\n<\/li>\n

    • \n

      \u8b93\u5404\u696d\u52d9\u6a21\u7d44\u5177\u5099\u667a\u6167\u7406\u89e3\u80fd\u529b\uff0c\u800c\u4e0d\u50c5\u9760\u95dc\u9375\u5b57\u6216\u898f\u5247<\/p>\n<\/li>\n<\/ul>\n

      <\/h2>\n

      AWS \u7684Vector Database \u7522\u54c1\u77e9\u9663\uff1a\u6db5\u84cb\u6240\u6709\u898f\u6a21\u8207\u5834\u666f<\/strong><\/h4>\n

      AWS \u4e26\u672a\u63a8\u51fa\u55ae\u4e00\u7684\u300cVectorDB\u300d\u7522\u54c1\uff0c\u800c\u662f\u63d0\u4f9b\u4e86 \u591a\u7a2e\u670d\u52d9\u53ef\u69cb\u6210\u5411\u91cf\u8cc7\u6599\u5eab\u9ad4\u7cfb<\/strong>\u3002\u9019\u5c31\u662f\u5176\u512a\u52e2\u6240\u5728\uff0d\u4f01\u696d\u53ef\u4ee5\u6839\u64da\u5834\u666f\u9748\u6d3b\u62fc\u88dd\u6700\u9069\u5408\u7684\u67b6\u69cb\uff0c\u800c\u4e0d\u7528\u88ab\u4e00\u500b\u7522\u54c1\u9650\u5236\u3002<\/p>\n

      <\/h3>\n
      1. Amazon OpenSearch Service\uff08\u4e3b\u6d41\u4e14\u6210\u719f\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u65b9\u6848\uff09<\/strong><\/h5>\n

      OpenSearch \u662fAWS \u63d0\u4f9b\u7684\u5206\u6563\u5f0f\u641c\u5c0b\u548c\u5206\u6790\u5f15\u64ce\uff0c\u5df2\u539f\u751f\u652f\u63f4KNN \u5411\u91cf\u6aa2\u7d22\u8207HNSW \u7d22\u5f15\u3002\u8a31\u591a\u4f01\u696d\u900f\u904e\u5b83\u5efa\u7acb\u641c\u5c0b\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u3001\u77e5\u8b58\u5eab\u3001\u7ad9\u5167\u641c\u5c0b\u7b49\u5834\u666f\u3002<\/p>\n

      \u9069\u7528\u5834\u666f\uff1a<\/strong><\/h4>\n
        \n
      • \n

        \u4f01\u696d\u7d1a\u77e5\u8b58\u5eab\u554f\u7b54<\/p>\n<\/li>\n

      • \n

        AI \u641c\u5c0b\u5f15\u64ce<\/p>\n<\/li>\n

      • \n

        \u96fb\u5546\u5546\u54c1\u63a8\u85a6<\/p>\n<\/li>\n

      • \n

        \u5167\u5bb9\u63a8\u85a6\u7cfb\u7d71<\/p>\n<\/li>\n

      • \n

        \u6587\u4ef6\u7ba1\u7406\u7cfb\u7d71<\/p>\n<\/li>\n<\/ul>\n

        \u512a\u52e2\uff1a<\/strong><\/h4>\n
          \n
        • \n

          \u539f\u751f\u5411\u91cf\u6aa2\u7d22\uff0c\u914d\u7f6e\u7c21\u55ae<\/p>\n<\/li>\n

        • \n

          HNSW\u3001Faiss \u7b49\u591a\u7a2e\u6f14\u7b97\u6cd5\u53ef\u9078<\/p>\n<\/li>\n

        • \n

          PB \u7d1a\u8cc7\u6599\u8655\u7406\u80fd\u529b<\/p>\n<\/li>\n

        • \n

          \u9069\u5408\u9ad8\u4f75\u767c\u3001\u9ad8\u8907\u96dc\u5ea6\u67e5\u8a62<\/p>\n<\/li>\n

        • \n

          \u8207Amazon Bedrock \/ SageMaker \u6df1\u5ea6\u96c6\u6210<\/p>\n<\/li>\n<\/ul>\n

          OpenSearch \u662f\u76ee\u524dAWS \u4e0a\u6700\u5e38\u88ab\u9078\u70ba\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u670d\u52d9<\/strong>\uff0c\u7279\u5225\u9069\u5408\u9700\u8981\u5927\u898f\u6a21\u5411\u91cf\u6aa2\u7d22\u7684\u4f01\u696d\u3002<\/p>\n

          <\/h3>\n
          2. Amazon Aurora PostgreSQL\uff08pgvector\uff09\uff1a\u7d50\u69cb\u5316+ \u5411\u91cf\u7684\u5b8c\u7f8e\u878d\u5408<\/strong><\/h5>\n

          \u5c0d\u8a31\u591a\u4f01\u696d\u4f86\u8aaa\uff0cPostgreSQL \u662f\u6838\u5fc3\u696d\u52d9\u8cc7\u6599\u5eab\u3002\u7576pgvector \u5916\u639b\u7a0b\u5f0f\u52a0\u5165\u5f8c\uff0cPostgreSQL \u5373\u5177\u5099\u4e86\u5411\u91cf\u5132\u5b58\u80fd\u529b\uff0c\u4f7f\u4f01\u696d\u80fd\u5920\u5728\u73fe\u6709\u8cc7\u6599\u9ad4\u7cfb\u4e0a\u76f4\u63a5\u5efa\u69cbAI \u80fd\u529b\u3002<\/p>\n

          \u9069\u7528\u5834\u666f\uff1a<\/strong><\/h4>\n
            \n
          • \n

            \u4f7f\u7528PostgreSQL \u7684\u73fe\u6709\u7cfb\u7d71<\/p>\n<\/li>\n

          • \n

            \u4e00\u9ad4\u5316\u67e5\u8a62\uff08\u7d50\u69cb\u5316+ \u5411\u91cf\uff09<\/p>\n<\/li>\n

          • \n

            \u6587\u4ef6\u7ba1\u7406\u3001\u5ba2\u6236\u756b\u50cf\u3001\u4f01\u696d\u77e5\u8b58\u5eab<\/p>\n<\/li>\n

          • \n

            \u5c0f\u4e2d\u898f\u6a21RAG \u7cfb\u7d71<\/p>\n<\/li>\n<\/ul>\n

            \u512a\u52e2\uff1a<\/strong><\/h4>\n
              \n
            • \n

              SQL + \u5411\u91cf\uff0c\u9748\u6d3b\u5ea6\u6975\u9ad8<\/p>\n<\/li>\n

            • \n

              \u6210\u672c\u8f03OpenSearch \u66f4\u89aa\u6c11<\/p>\n<\/li>\n

            • \n

              \u652f\u63f4\u591a\u7a2e\u76f8\u4f3c\u5ea6\u8a08\u7b97<\/p>\n<\/li>\n

            • \n

              \u4f01\u696d\u53ef\u4ee5\u5e73\u6ed1\u5347\u7d1a\uff0c\u7121\u9700\u91cd\u69cb<\/p>\n<\/li>\n<\/ul>\n

              Aurora pgvector \u7279\u5225\u9069\u5408\u50b3\u7d71\u4f01\u696d\u6216\u5df2\u6709\u5927\u91cf\u8cc7\u6599\u5728PostgreSQL \u7684\u7d44\u7e54\uff0c\u662f\u300c\u6700\u5e73\u6ed1\u7684AI \u5347\u7d1a\u8def\u5f91\u300d\u3002<\/p>\n

              <\/h3>\n

              3. Amazon DynamoDB + \u5411\u91cf\u7d22\u5f15\uff1a\u9ad8\u4e26\u767c\u4f4e\u5ef6\u9072\u5834\u666f\u7684\u9996\u9078<\/strong><\/h5>\n

              DynamoDB \u662f\u5168\u7403\u6700\u5ee3\u6cdb\u4f7f\u7528\u7684NoSQL \u670d\u52d9\u4e4b\u4e00\uff0c\u63d0\u4f9b\u6975\u4f4e\u5ef6\u9072\u548c\u9ad8\u6c34\u6e96\u64f4\u5145\u80fd\u529b\u3002\u96a8\u8457\u5176\u5411\u91cf\u7d22\u5f15\u80fd\u529b\u7684\u63a8\u51fa\uff0c\u5b83\u80fd\u5920\u8655\u7406\u9ad8QPS\u3001\u5373\u6642\u63a8\u85a6\u985e\u5834\u666f\u3002<\/p>\n

              \u9069\u7528\u5834\u666f\uff1a<\/strong><\/h4>\n
                \n
              • \n

                \u9ad8\u4f75\u767c\u7684\u5546\u54c1\u63a8\u85a6<\/p>\n<\/li>\n

              • \n

                \u5ee3\u544a\u667a\u80fd\u6295\u653e<\/p>\n<\/li>\n

              • \n

                \u904a\u6232\u5373\u6642\u6bd4\u5c0d<\/p>\n<\/li>\n

              • \n

                \u5373\u6642\u4f7f\u7528\u8005\u756b\u50cf\u6aa2\u7d22<\/p>\n<\/li>\n<\/ul>\n

                \u512a\u52e2\uff1a<\/strong><\/h4>\n
                  \n
                • \n

                  \u6beb\u79d2\u5ef6\u9072<\/p>\n<\/li>\n

                • \n

                  Serverless \u514d\u904b\u7dad<\/p>\n<\/li>\n

                • \n

                  \u6c34\u5e73\u64f4\u5c55\u80fd\u529b\u6975\u5f37<\/p>\n<\/li>\n

                • \n

                  \u53ef\u627f\u8f09\u767e\u842cQPS \u67e5\u8a62<\/p>\n<\/li>\n<\/ul>\n

                  \u5c0d\u65bc\u5927\u578b\u696d\u52d9\u7cfb\u7d71\uff0cDynamoDB Vector \u662f\u975e\u5e38\u524d\u885b\u4e14\u5177\u672a\u4f86\u6f5b\u529b\u7684\u65b9\u6848\u3002<\/p>\n

                  4. Amazon MemoryDB\uff1a\u4e9e\u6beb\u79d2\u5411\u91cf\u5feb\u53d6\u5c64<\/strong><\/h5>\n

                  MemoryDB \u662f\u76f8\u5bb9Redis \u7684\u8a18\u61b6\u9ad4\u8cc7\u6599\u5eab\uff0c\u975e\u5e38\u9069\u5408\u4f5c\u70ba\u5411\u91cf\u5feb\u53d6\u6216\u9ad8\u901f\u6aa2\u7d22\u5f15\u64ce\u3002<\/p>\n

                  \u9069\u7528\u5834\u666f\uff1a<\/strong><\/h4>\n
                    \n
                  • \n

                    LLM \u4e0a\u4e0b\u6587\u5feb\u53d6<\/p>\n<\/li>\n

                  • \n

                    AI Agent \u201c\u8a18\u61b6\u6a21\u7d44\u201d<\/p>\n<\/li>\n

                  • \n

                    \u9700\u8981\u6975\u9ad8\u6027\u80fd\u7684\u63a8\u85a6\u7cfb\u7d71<\/p>\n<\/li>\n

                  • \n

                    \u9ad8\u983b\u77ed\u5167\u5bb9\u641c\u5c0b<\/p>\n<\/li>\n<\/ul>\n

                    \u512a\u52e2\uff1a<\/strong><\/h4>\n
                      \n
                    • \n

                      \u4e9e\u6beb\u79d2\u5ef6\u9072<\/p>\n<\/li>\n

                    • \n

                      Redis \u751f\u614b\u76f8\u5bb9<\/p>\n<\/li>\n

                    • \n

                      \u53ef\u4f5c\u70baOpenSearch \/ Aurora \u7684\u5feb\u53d6\u5c64<\/p>\n<\/li>\n<\/ul>\n

                      \u5b83\u66f4\u50cf\u201c\u5411\u91cf\u52a0\u901f\u5c64\u201d\uff0c\u5728\u8907\u96dc\u67b6\u69cb\u4e2d\u61c9\u7528\u8d8a\u4f86\u8d8a\u591a\u3002<\/p>\n

                      <\/h2>\n

                      AWS Vector Database \u7684\u4f01\u696d\u7d1a\u512a\u52e2<\/strong><\/h4>\n
                      1. \u9ad8\u7b49\u7d1a\u5b89\u5168\u6027\uff08IAM\u3001KMS\u3001VPC \u5168\u65b9\u4f4d\u652f\u63f4\uff09<\/strong><\/h5>\n

                      \u5c0d\u4f01\u696d\u800c\u8a00\uff0c\u6700\u91cd\u8981\u7684\u662f \u8cc7\u6599\u5b89\u5168\u8207\u5408\u898f<\/strong>\u3002 AWS \u7684\u5411\u91cf\u8cc7\u6599\u5eab\u5929\u7136\u652f\u63f4\uff1a<\/p>\n

                        \n
                      • \n

                        VPC \u5167\u7db2\u9694\u96e2<\/p>\n<\/li>\n

                      • \n

                        KMS \u8cc7\u6599\u52a0\u5bc6\uff08\u975c\u614b\u8207\u50b3\u8f38\u4e2d\uff09<\/p>\n<\/li>\n

                      • \n

                        IAM \u5e33\u6236\u7d1a\u8207\u8cc7\u6e90\u7d1a\u6b0a\u9650\u7ba1\u7406<\/p>\n<\/li>\n

                      • \n

                        CloudTrail \u7a3d\u6838\u3001\u65e5\u8a8c\u8a18\u9304<\/p>\n<\/li>\n

                      • \n

                        ISO\u3001GDPR\u3001SOC \u7b49\u5408\u898f\u8a8d\u8b49<\/p>\n<\/li>\n<\/ul>\n

                        \u5728\u8655\u7406\u5167\u90e8\u6587\u4ef6\u3001\u5408\u7d04\u3001\u654f\u611f\u8cc7\u6599\u6642\u5c24\u5176\u95dc\u9375\u3002<\/p>\n

                        2. \u8207Amazon Bedrock \u6df1\u5ea6\u9023\u52d5\uff0c\u53ef\u5feb\u901f\u5efa\u7f6e\u4f01\u696d\u7d1aRAG<\/strong><\/h5>\n

                        AWS \u662f\u76ee\u524d\u552f\u4e00\u80fd\u5728\u4e00\u96f2\u4e0a\u5b8c\u6210\u6574\u500bRAG \u9023\u7d50\u7684\u5ee0\u5546\uff1a<\/p>\n

                        \u5411\u91cf\u8cc7\u6599\u5eab+ \u5927\u6a21\u578b\uff08Claude\u3001Llama\u3001Titan\uff09+ \u61c9\u7528\u670d\u52d9\uff08Lambda\/ECS\uff09
                        = \u5f9e\u8cc7\u6599\u5132\u5b58\u5230AI \u63a8\u7406\u7684\u4e00\u7ad9\u5f0f\u9589\u74b0\u3002<\/p>\n

                        \u4f01\u696d\u4e0d\u518d\u9700\u8981\u62fc\u63a5\u5404\u985e\u7b2c\u4e09\u65b9\u670d\u52d9\uff0c\u7a69\u5b9a\u6027\u66f4\u9ad8\u3002<\/p>\n

                        3. \u652f\u63f4\u591a\u8a9e\u8a00\u3001\u591a\u6a21\u614b\u5411\u91cf<\/strong><\/h5>\n

                        AWS \u7684\u5411\u91cf\u8cc7\u6599\u5eab\u53ef\u540c\u6642\u652f\u63f4\uff1a<\/p>\n

                          \n
                        • \n

                          \u4e2d\u6587\u3001\u82f1\u6587\u3001\u65e5\u6587\u7b49\u591a\u8a9e\u6587\u672c<\/p>\n<\/li>\n

                        • \n

                          \u5f71\u50cf\u5411\u91cf<\/p>\n<\/li>\n

                        • \n

                          \u8996\u8a0a\u5411\u91cf<\/p>\n<\/li>\n

                        • \n

                          \u4f7f\u7528\u8005\u884c\u70baEmbedding<\/p>\n<\/li>\n

                        • \n

                          \u65e5\u8a8c\u8207\u76e3\u63a7Embedding<\/p>\n<\/li>\n<\/ul>\n

                          \u70ba\u4f01\u696d\u6253\u9020\u771f\u6b63\u7684\u300c\u591a\u6a21\u614bAI \u61c9\u7528\u300d\u5960\u5b9a\u57fa\u790e\u3002<\/p>\n

                          4. \u5f9e\u5c0f\u898f\u6a21\u5230PB \u7d1a\u5e73\u6ed1\u64f4\u5c55<\/strong><\/h5>\n

                          AWS \u7684\u5411\u91cf\u8cc7\u6599\u5eab\u7686\u652f\u63f4\u4f01\u696d\u7d1a\u9ad8\u53ef\u7528\u67b6\u69cb\uff0c\u53ef\u4f9d\u696d\u52d9\u6210\u9577\u6309\u9700\u64f4\u5c55\uff0c\u4e14\u4e0d\u9700\u8981\u5927\u898f\u6a21\u91cd\u69cb\u3002<\/p>\n

                          <\/h4>\n

                          \u5178\u578b\u843d\u5730\u5834\u666f<\/strong><\/h4>\n

                          \u4f5c\u70baAWS \u5b98\u65b9\u4ee3\u7406\u5546\uff0c\u6211\u5011\u5728\u5be6\u969b\u5c08\u6848\u4e2d\u898b\u5230\u4e86\u5927\u91cf\u771f\u5be6\u9700\u6c42\uff0c\u5176\u4e2d\u6700\u5178\u578b\u7684\u5305\u62ec\uff1a<\/p>\n

                          1. \u4f01\u696d\u77e5\u8b58\u5eab+ \u751f\u6210\u5f0f\u554f\u7b54\uff08\u6700\u5e38\u898b\uff09<\/strong><\/h5>\n

                          \u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n

                            \n
                          1. \n

                            \u5c0e\u5165\u4f01\u696d\u6587\u4ef6\u3001\u624b\u518a\u3001\u5408\u7d04\u3001\u6d41\u7a0b\u7b49\u8cc7\u8a0a<\/p>\n<\/li>\n

                          2. \n

                            \u4f7f\u7528Embedding \u6a21\u578b\u7522\u751f\u5411\u91cf<\/p>\n<\/li>\n

                          3. \n

                            \u5b58\u5165OpenSearch \u6216Aurora pgvector<\/p>\n<\/li>\n

                          4. \n

                            \u7528Claude \/ Llama \u7522\u751f\u6700\u7d42\u7b54\u6848<\/p>\n<\/li>\n<\/ol>\n

                            \u7528\u65bc\uff1a<\/p>\n

                              \n
                            • \n

                              \u5ba2\u670d\u81ea\u52d5\u5316<\/p>\n<\/li>\n

                            • \n

                              \u5167\u90e8FAQ<\/p>\n<\/li>\n

                            • \n

                              \u552e\u5f8c\u77e5\u8b58\u8f14\u52a9<\/p>\n<\/li>\n

                            • \n

                              \u5de5\u7a0b\u6587\u4ef6\u6aa2\u7d22<\/p>\n<\/li>\n<\/ul>\n

                              2. \u4f01\u696d\u7ad9\u5167\u667a\u6167\u641c\u5c0b\uff08\u8d85\u8d8a\u95dc\u9375\u5b57\u641c\u5c0b\uff09<\/strong><\/h5>\n

                              \u4f8b\u5982\uff1a<\/p>\n

                                \n
                              • \n

                                \u96fb\u5546\u641c\u5c0b\u300c\u9069\u5408\u590f\u5929\u7684\u5916\u5957\u300d\uff08\u4e0d\u662f\u95dc\u9375\u5b57\u5339\u914d\uff09<\/p>\n<\/li>\n

                              • \n

                                \u4fdd\u96aa\u696d\u641c\u5c0b\u201c\u9069\u5408\u8001\u4eba\u8cfc\u8cb7\u7684\u91cd\u75be\u96aa\u201d<\/p>\n<\/li>\n

                              • \n

                                \u91ab\u7642\u641c\u5c0b\u201c\u80c3\u75db\u4f34\u96a8\u80f8\u60b6\u600e\u9ebc\u8fa6\u201d<\/p>\n<\/li>\n<\/ul>\n

                                \u9019\u985e\u641c\u5c0b\u5b8c\u5168\u4f9d\u8cf4\u8a9e\u610f\u80fd\u529b\uff0c\u5411\u91cf\u8cc7\u6599\u5eab\u767c\u63ee\u4e86\u6838\u5fc3\u4f5c\u7528\u3002<\/p>\n

                                3. \u63a8\u85a6\u7cfb\u7d71\uff08Embedding Recall\uff09<\/strong><\/h5>\n

                                \u900f\u904eDynamoDB \/ OpenSearch \u5be6\u73fe\uff1a<\/p>\n

                                  \n
                                • \n

                                  \u5167\u5bb9\u63a8\u85a6<\/p>\n<\/li>\n

                                • \n

                                  \u5546\u54c1\u63a8\u85a6<\/p>\n<\/li>\n

                                • \n

                                  \u4f7f\u7528\u8005\u76f8\u4f3c\u5ea6\u6a21\u578b<\/p>\n<\/li>\n

                                • \n

                                  \u884c\u70ba\u756b\u50cf\u7cfb\u7d71<\/p>\n<\/li>\n<\/ul>\n

                                  Embedding \u5728\u63a8\u85a6\u7cfb\u7d71\u4e2d\u9010\u6f38\u53d6\u4ee3\u50b3\u7d71\u7684\u898f\u5247\u6a21\u578b\u3002<\/p>\n

                                  4. AI Agent \u7684\u9577\u671f\u8a18\u61b6\u6a21\u7d44<\/strong><\/h5>\n

                                  MemoryDB \u6216Aurora \u53ef\u4f5c\u70ba\u667a\u80fd\u9ad4\u7684\u201c\u8a18\u61b6\u5eab\u201d\uff0c\u6301\u7e8c\u5132\u5b58\uff1a<\/p>\n

                                    \n
                                  • \n

                                    \u4f7f\u7528\u8005\u504f\u597d<\/p>\n<\/li>\n

                                  • \n

                                    \u6b77\u53f2\u884c\u70ba<\/p>\n<\/li>\n

                                  • \n

                                    \u4efb\u52d9\u57f7\u884c\u7d50\u679c<\/p>\n<\/li>\n

                                  • \n

                                    \u6703\u8a71\u8a18\u9304<\/p>\n<\/li>\n<\/ul>\n

                                    \u6709\u52a9\u65bc\u5efa\u7acb\u66f4\u667a\u6167\u7684\u4f01\u696d\u4ee3\u7406\u548c\u81ea\u52d5\u5316\u7cfb\u7d71\u3002<\/p>\n

                                    \u4f01\u696d\u9078\u7528\u5efa\u8b70<\/strong><\/h4>\n
                                    \n
                                    \n\n\n\n\n\n\n\n\n\n
                                    \u5834\u666f<\/th>\n\u5efa\u8b70\u7684AWS \u5411\u91cf\u8cc7\u6599\u5eab<\/th>\n<\/tr>\n<\/thead>\n
                                    \u4f01\u696d\u77e5\u8b58\u5eab\u3001RAG \u7cfb\u7d71<\/td>\nOpenSearch \/ Aurora pgvector<\/td>\n<\/tr>\n
                                    \u696d\u52d9\u7cfb\u7d71\u5df2\u4f7f\u7528PostgreSQL<\/td>\nAurora pgvector<\/td>\n<\/tr>\n
                                    \u9ad8\u4e26\u767c\u5373\u6642\u63a8\u85a6<\/td>\nDynamoDB Vector<\/td>\n<\/tr>\n
                                    \u8981\u6c42\u4e9e\u6beb\u79d2\u6027\u80fd<\/td>\nMemoryDB<\/td>\n<\/tr>\n
                                    \u6210\u672c\u654f\u611f\u7684\u5c0f\u578b\u4e2d\u578b\u9805\u76ee<\/td>\nAurora pgvector<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

                                    \u6211\u5011\u4e5f\u5e6b\u52a9\u5ba2\u6236\u9032\u884c\u6df7\u5408\u9078\u578b\uff0c\u4f8b\u5982\uff1a<\/p>\n

                                      \n
                                    • \n

                                      OpenSearch + MemoryDB\uff08\u9ad8\u983b\u5feb\u53d6\uff09<\/p>\n<\/li>\n

                                    • \n

                                      Aurora + Bedrock + DynamoDB\uff08\u5168\u9023\u7d50\u667a\u6167\u5316\uff09<\/p>\n<\/li>\n<\/ul>\n

                                       <\/p>\n

                                      \u7d50\u8a9e<\/strong><\/h4>\n

                                      \u5411\u91cf\u8cc7\u6599\u5eab\u4e26\u975e\u201c\u53ef\u9078\u6280\u8853\u201d\uff0c\u800c\u662f\u6240\u6709AI \u61c9\u7528\u7684\u5e95\u5ea7\u3002
                                      \u5728\u8a9e\u610f\u641c\u5c0b\u3001\u77e5\u8b58\u5eab\u3001\u667a\u80fd\u9ad4\uff08AI Agents\uff09\u3001\u63a8\u85a6\u7cfb\u7d71\u4e2d\uff0c\u5176\u4f5c\u7528\u4e0d\u53ef\u53d6\u4ee3\u3002<\/p>\n

                                      AWS \u63d0\u4f9b\u7684\u591a\u7a2e\u5411\u91cf\u8cc7\u6599\u5eab\u65b9\u6848\uff0c\u80fd\u5920\u5354\u52a9\u4f01\u696d\u5728\u5b89\u5168\u6027\u3001\u6548\u80fd\u3001\u64f4\u5145\u6027\u8207\u5408\u898f\u6027\u4e4b\u9593\u9054\u5230\u6700\u4f73\u5e73\u8861\u3002<\/p>\n

                                      \u4f5c\u70baAWS \u5b98\u65b9\u4ee3\u7406\u5546\uff0c\u300c\u5728\u96f2\u7aef\u300d\u9577\u671f\u670d\u52d9\u4f01\u696d\u6578\u4f4d\u5316\u8207AI \u5316\u8f49\u578b\uff0c\u6211\u5011\u53ef\u4ee5\u70ba\u60a8\u63d0\u4f9b\uff1a<\/p>\n

                                        \n
                                      • \n

                                        AI \u67b6\u69cb\u898f\u5283\u8207\u8aee\u8a62<\/p>\n<\/li>\n

                                      • \n

                                        AWS Vector Database \u7684\u7522\u54c1\u9078\u7528\u8207\u90e8\u7f72<\/p>\n<\/li>\n

                                      • \n

                                        RAG \u7cfb\u7d71\u8a2d\u8a08\u8207\u843d\u5730<\/p>\n<\/li>\n

                                      • \n

                                        \u4f01\u696d\u77e5\u8b58\u5eab\u5efa\u8a2d<\/p>\n<\/li>\n

                                      • \n

                                        \u6a21\u578b\u547c\u53eb\u3001\u8cc7\u6599\u6cbb\u7406\u3001\u6210\u672c\u512a\u5316<\/p>\n<\/li>\n

                                      • \n

                                        Bedrock\u3001OpenSearch\u3001Aurora pgvector \u7684\u4e00\u7ad9\u5f0f\u65b9\u6848<\/p>\n<\/li>\n<\/ul>\n

                                        \u5982\u679c\u4f60\u6b63\u5728\u898f\u5283\u5f9e\u300c\u6578\u64da\u300d\u9081\u5411\u300c\u667a\u6167\u300d\u7684\u4e0b\u4e00\u6b65\uff0c\u6211\u5011\u9858\u610f\u8207\u60a8\u4e00\u8d77\u63a8\u9032\u9805\u76ee\uff0c\u5f9e\u6982\u5ff5\u5230PoC\uff0c\u5f9ePoC \u5230\u6b63\u5f0f\u751f\u7522\u843d\u5730\uff0c\u8b93\u6578\u64da\u771f\u6b63\u6210\u70ba\u4f01\u696d\u7684\u667a\u6167\u5f15\u64ce\u3002<\/p>","protected":false},"excerpt":{"rendered":"

                                        \u5728\u751f\u6210\u5f0fAI \u7684\u5feb\u901f\u6f14\u9032\u4e2d\uff0c\u4f01\u696d\u6b63\u4ee5\u8d8a\u4f86\u8d8a\u5feb\u7684\u901f\u5ea6\u5c07\u81ea\u8eab\u8cc7\u6599\u8cc7\u7522\u8f49\u5316\u70ba\u771f\u6b63\u53ef\u7528\u7684\u300c\u667a\u6167\u300d\u3002\u7121\u8ad6\u662f\u77e5\u8b58\u5eab\u554f\u7b54\u7cfb\u7d71\u3001\u667a\u6167\u5ba2\u670d\u3001\u4f01\u696d\u5167\u90e8\u641c\u5c0b\u5f15\u64ce\uff0c\u6216\u662f\u5404\u985e\u7522\u696d\u5c08\u5c6c\u667a\u80fd\u9ad4\uff08AI Agent\uff09\uff0c\u90fd\u5728\u4f9d\u8cf4\u4e00\u500b\u5171\u540c\u7684\u6280\u8853\u57fa\u5ea7\uff0d\u5411\u91cf\u8cc7\u6599\u5eab\uff08Vector Database\uff09\u3002<\/p>","protected":false},"author":1,"featured_media":4157,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-4156","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing"],"_links":{"self":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts\/4156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/comments?post=4156"}],"version-history":[{"count":2,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts\/4156\/revisions"}],"predecessor-version":[{"id":4159,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts\/4156\/revisions\/4159"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/media\/4157"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/media?parent=4156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/categories?post=4156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/tags?post=4156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}