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    \u540c\u65f6\uff0c\u534e\u4e3a\u4e91\u8fd8\u63d0\u4f9b\u6309\u9700\u5957\u9910\u5305\uff0c\u9488\u5bf9\u4f7f\u7528MaaS\u5e73\u53f0\u7684\u5ba2\u6237\uff0c\u53ef\u4ee5\u5728\u539f\u5361\u8d44\u6e90\u89c4\u683c\u7684\u57fa\u7840\u4e0a\uff0c\u520610\u5c0f\u65f6\u3001100\u5c0f\u65f6\u3001500\u5c0f\u65f6\u8fdb\u884c\u5957\u9910\u5305\u6298\u6263\u8d2d\u4e70\uff0c\u53e0\u52a0\u5176\u4ed6\u4f18\u60e0\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u4f7f\u7528\u5927\u6a21\u578b\u7684\u6210\u672c\u3002<\/p>\n

    \u53ef\u4ee5\u770b\u5230\uff0c\u534e\u4e3a\u4e91\u4e0d\u4ec5\u628a\u5927\u6a21\u578b\u5e94\u7528\u7684\u6210\u672c\u7ed9\u6253\u4e0b\u6765\u4e86\uff0c\u66f4\u91cd\u8981\u7684\u662f\u628a\u5927\u6a21\u578b\u7684\u4f7f\u7528\u95e8\u69db\u548c\u6280\u672f\u95e8\u69db\u90fd\u6253\u4e0b\u6765\u4e86\uff0c\u8fd9\u6837\u624d\u80fd\u771f\u6b63\u8ba9\u4e2d\u5c0f\u4f01\u4e1a\u201c\u7528\u5f97\u8d77\u201d\u3001\u201c\u7528\u5f97\u4e0a\u201d\u5927\u6a21\u578b\u3002<\/strong><\/p>\n

    \u5927\u6a21\u578b\u548c\u4e1a\u52a1\u7684\u6df1\u5ea6\u7ed3\u5408\uff0cRAG\u662f\u6700\u4f73\u8fde\u63a5\u5668<\/strong><\/h1>\n

    \u4e1a\u5185\u7686\u77e5\uff0c\u5927\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u79bb\u4e0d\u5f00\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u201c\u5582\u517b\u201d\u3002<\/p>\n

    \u901a\u4fd7\u7684\u6bd4\u55bb\u6765\u8bf4\uff0c\u5927\u6a21\u578b\u53ef\u4ee5\u770b\u4f5c\u662f\u706b\u8f66\u5934\uff0c\u800c\u4f01\u4e1a\u6570\u636e\u5219\u662f\u706b\u8f66\u7684\u71c3\u6599\uff0c\u6ca1\u6709\u71c3\u6599\u706b\u8f66\u4e5f\u65e0\u6cd5\u771f\u6b63\u7684\u8fd0\u8f6c\u8d77\u6765\u3002<\/strong><\/p>\n

    \u73b0\u9636\u6bb5\uff0c\u968f\u7740\u4f01\u4e1a\u6570\u667a\u5316\u8f6c\u578b\u8fdb\u5165\u6df1\u6c34\u533a\uff0c\u6570\u636e\u5448\u4e95\u55b7\u5f0f\u589e\u957f\uff0c\u90fd\u77e5\u9053\u6570\u636e\u662f\u672a\u6765\u7684\u201c\u91d1\u77ff\u201d\uff0c\u4f46\u201c\u91d1\u77ff\u201d\u5982\u4f55\u5f00\u91c7\u662f\u4e00\u5927\u96be\u9898\u3002<\/p>\n

    \u800c\u53ea\u6709\u5c06\u4f01\u4e1a\u5185\u90e8\u548c\u5916\u90e8\u7684\u6570\u636e\u8f6c\u5316\u4e3a\u6709\u4ef7\u503c\u7684\u77e5\u8bc6\uff0c\u6570\u636e\u7684\u201c\u91d1\u77ff\u201d\u624d\u80fd\u771f\u6b63\u6709\u4ef7\u503c\u3002<\/p>\n

    \u6b64\u65f6\uff0c\u5c31\u9700\u8981\u4e00\u4e2a\u80fd\u591f\u5c06\u6570\u636e\u9ad8\u6548\u201c\u6295\u5582\u201d\u7ed9\u5927\u6a21\u578b\u7684\u5de5\u5177\uff0cRAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u65e0\u7591\u662f\u6700\u5408\u9002\u627f\u62c5\u8fd9\u4e00\u89d2\u8272\u7684\u6280\u672f\u3002<\/strong><\/p>\n

    RAG\u662f\u4e00\u79cd\u7ed3\u5408\u68c0\u7d22\u548c\u751f\u6210\u6280\u672f\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u5f15\u7528\u5916\u90e8\u77e5\u8bc6\u5e93\u7684\u4fe1\u606f\u751f\u6210\u7b54\u6848\u6216\u5185\u5bb9\uff0c\u5177\u6709\u8f83\u5f3a\u7684\u53ef\u89e3\u91ca\u6027\u548c\u5b9a\u5236\u80fd\u529b\uff0c\u9002\u7528\u4e8e\u95ee\u7b54\u7cfb\u7edf\u3001\u6587\u6863\u751f\u6210\u3001\u667a\u80fd\u52a9\u624b\u7b49\u591a\u4e2a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u3002<\/p>\n

    RAG\u6a21\u578b\u7684\u4f18\u52bf\u5728\u4e8e\u901a\u7528\u6027\u5f3a\u3001\u53ef\u5b9e\u73b0\u5373\u65f6\u7684\u77e5\u8bc6\u66f4\u65b0\uff0c\u4ee5\u53ca\u901a\u8fc7\u7aef\u5230\u7aef\u8bc4\u4f30\u65b9\u6cd5\u63d0\u4f9b\u66f4\u9ad8\u6548\u548c\u7cbe\u51c6\u7684\u4fe1\u606f\u670d\u52a1\u3002<\/p>\n

    \u90a3\u4e48\uff0cRAG\u7a76\u7adf\u662f\u5982\u4f55\u7275\u5f15\u5927\u6a21\u578b\u548c\u4f01\u4e1a\u6570\u636e\u4e4b\u95f4\u7684\u8054\u52a8\uff0c\u8ba9\u5927\u6a21\u578b\u66f4\u9002\u914d\u4e1a\u52a1\u53d1\u5c55\u5462\uff1f<\/strong><\/p>\n

    \u4ee5\u534e\u4e3a\u4e91Flexus\u4f01\u4e1a\u641c\u7d22\u670d\u52a1\u4e3a\u4f8b\uff0c\u8fd9\u662f\u57fa\u4e8e\u534e\u4e3a\u4e91\u7684\u4e91\u641c\u7d22\u670d\u52a1\u642d\u5efa\u7684\u4e00\u7ad9\u5f0f\u667a\u80fd\u641c\u7d22\u89e3\u51b3\u65b9\u6848\uff0c\u80fd\u591f\u6ee1\u8db3\u4f01\u4e1a\u57fa\u4e8e\u4e1a\u52a1\u573a\u666f\u505a\u4e8c\u6b21\u5f00\u53d1\u3002<\/p>\n

    <\/p>\n

    \u534e\u4e3a\u4e91Flexus\u4f01\u4e1a\u641c\u7d22\u4ea7\u54c1\u67b6\u6784<\/p>\n

    \u4f01\u4e1a\u7684\u6570\u636e\u5f80\u5f80\u5f62\u5f0f\u5e76\u4e0d\u5355\u4e00\uff0c\u6709\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u4e5f\u6709\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\u3002<\/p>\n

    \u534e\u4e3a\u4e91Flexus\u4f01\u4e1a\u641c\u7d22\u57fa\u4e8e\u641c\u7d22\u5927\u6a21\u578b\u3001\u4e91\u641c\u7d22\u670d\u52a1\u7684\u9ad8\u6027\u80fdGaussDB\u5411\u91cf\u6570\u636e\u5e93\u4ee5\u53caLLM\u5927\u6a21\u578b\uff0c\u4e09\u8005\u5171\u540c\u7ec4\u6210\u4e86RAG\u89e3\u51b3\u65b9\u6848\uff0c\u80fd\u591f\u5bfc\u5165\u975e\u7ed3\u6784\u5316\u6216\u8005\u7ed3\u6784\u5316\u4e1a\u52a1\u6570\u636e\uff0c\u5bf9\u4f01\u4e1a\u6587\u6863\u5185\u5bb9\u8fdb\u884c\u667a\u80fd\u89e3\u6790\uff0c\u5e76\u901a\u8fc7OCR\u589e\u5f3a\u529f\u80fd\u51c6\u786e\u8bc6\u522b\u56fe\u7247\/\u8868\u683c\u7b49\u5404\u5f0f\u7248\u9762\u5e03\u5c40\uff0c\u4fdd\u8bc1\u5404\u79cd\u5f62\u5f0f\u7684\u4f01\u4e1a\u6570\u636e\u90fd\u80fd\u591f\u5229\u7528\u8d77\u6765\u3002<\/p>\n

    \u5176\u4e2d\uff0c\u534e\u4e3a\u4e91GaussDB\u5411\u91cf\u6570\u636e\u5e93\u5185\u7f6eANN\u7b97\u6cd5\uff0c\u5728\u5f53\u524d\u4e1a\u754c\u6700\u6743\u5a01\u7684ANN-Benchmarks\u6d4b\u8bd5\u4e2d\u8363\u83b7\u7b2c\u4e00\u3002ANN\u7b97\u6cd5QSG-NGT\u57286\u4e2a\u6570\u636e\u96c6\u4e2d\u76845\u4e2a\u83b7\u5f97\u4e86\u6700\u4f18\u6027\u80fd\uff0c\u5728\u90e8\u5206\u6570\u636e\u96c6\u9ad8\u7cbe\u5ea6\u533a\u95f4\u76f8\u6bd4\u7b2c\u4e8c\u540d\u670950%-100%\u7684QPS\u63d0\u5347\u3002<\/p>\n

    \u800c\u5728\u5927\u6a21\u578b\u5927\u89c4\u6a21\u5e94\u7528\u843d\u5730\u8fc7\u7a0b\u4e2d\uff0c\u5411\u91cf\u6570\u636e\u5e93\u89e3\u51b3\u4e86\u5927\u6a21\u578b\u77e5\u8bc6\u66f4\u65b0\u901f\u5ea6\u6162\u3001\u6570\u636e\u9690\u79c1\u4e0d\u53ef\u63a7\u548c\u6ca1\u6709\u201c\u957f\u671f\u8bb0\u5fc6\u201d\u7b49\u95ee\u9898\uff0c\u7a81\u7834\u4e86\u5927\u6a21\u578b\u5728\u65f6\u95f4\u548c\u7a7a\u95f4\u4e0a\u7684\u9650\u5236\uff0c\u65e2\u662f\u4f01\u4e1a\u6570\u636e\u548c\u5927\u6a21\u578b\u4e4b\u95f4\u7684\u201c\u8fde\u63a5\u5668\u201d\uff0c\u4e5f\u662f\u5927\u6a21\u578b\u8d70\u5411\u884c\u4e1a\u6df1\u5ea6\u5e94\u7528\u7684\u201c\u52a9\u63a8\u5668\u201d\u3002<\/p>\n

    <\/p>\n

    \u901a\u8fc7\u641c\u7d22\u589e\u5f3a\u5927\u6a21\u578b\uff0c\u751f\u6210\u7684\u95ee\u7b54\u7ed3\u679c\u66f4\u53ef\u9760\u3001\u5b89\u5168\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u7ea7\u7528\u6237\u6765\u8bf4\u662f\u8fc8\u8fc7\u4e86\u201c\u771f\u6b63\u80fd\u7528\u201d\u7684\u5173\u952e\u53ca\u683c\u7ebf\uff0c\u89e3\u51b3\u4e86\u5927\u6a21\u578b\u201c\u5185\u884c\u4e00\u7528\u5c31\u89c9\u5f97\u5916\u884c\u201d\u7684\u95ee\u9898\u3002<\/p>\n

    \u597d\u5904\u8fd9\u4e48\u591a\uff0c\u90a3\u4e48\uff0cRAG\u89e3\u51b3\u65b9\u6848\u5230\u5e95\u5177\u4f53\u80fd\u7528\u6765\u505a\u4ec0\u4e48\u5462\uff1f<\/strong><\/p>\n

      \n
    • \u5bf9\u5185\uff0cRAG\u65b9\u6848\u80fd\u591f\u5c06\u4f01\u4e1a\u79ef\u7d2f\u7684\u6570\u636e\u6c47\u805a\u5728\u4e00\u8d77\uff0c\u7ec4\u5efa\u4f01\u4e1a\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93\u4f53\u7cfb\uff0c\u540c\u65f6\u8fd8\u80fd\u591f\u57fa\u4e8e\u4f01\u4e1a\u77e5\u8bc6\u5e93\u5e2e\u52a9\u4f01\u4e1a\u6253\u9020\u66f4\u61c2\u4f01\u4e1a\u7684\u6570\u5b57\u5458\u5de5\u3002<\/li>\n
    • \u5bf9\u5916\uff0cRAG\u65b9\u6848\u5219\u80fd\u591f\u6574\u5408\u4f01\u4e1a\u6570\u636e\u548c\u5916\u90e8\u6570\u636e\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u6784\u5efa\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6570\u5b57\u4eba\u3001\u8bba\u575b\u793e\u533a\u7b49\u5e94\u7528\u7684\u641c\u7d22\u4e0e\u95ee\u7b54\uff0c\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a\u4e00\u7ad9\u5f0f\u642d\u5efa\u77e5\u8bc6\u95ee\u7b54\u3001\u5ba2\u670d\u52a9\u624b\u3001\u529e\u516c\u52a9\u624b\u3001\u8f66\u673a\u52a9\u624b\u3001\u4fe1\u8d37\u52a9\u624b\u3001\u7f16\u8f91\u52a9\u624b\u7b49\u3002<\/li>\n<\/ul>\n

      \u6bd4\u5982\u5728\u91d1\u878d\u884c\u4e1a\u4e2d\uff0c\u4f20\u7edf\u7684\u5ba2\u670d\u4f9d\u8d56\u4eba\u5de5\uff0c\u5f88\u96be\u505a\u523024\u5c0f\u65f6\u5728\u7ebf\u89e3\u7b54\u7528\u6237\u95ee\u9898\u3002\u800c\u901a\u8fc7\u6574\u5408\u94f6\u884c\u7684\u76f8\u5173\u5236\u5ea6\u89c4\u5b9a\uff0c\u4ee5\u53ca\u56fd\u5bb6\u5173\u4e8e\u91d1\u878d\u653f\u7b56\u76f8\u5173\u6cd5\u89c4\u6807\u51c6\uff0c\u57fa\u672c\u4e0a\u80fd\u591f\u8986\u76d6\u7528\u6237\u5927\u90e8\u5206\u76f8\u5173\u95ee\u9898\uff0c\u800c\u901a\u8fc7\u5c06\u667a\u80fd\u5ba2\u670d\u4e0e\u4eba\u5de5\u5ba2\u670d\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\uff0c\u4e0d\u4ec5\u80fd\u8ba9\u4f01\u4e1a\u8282\u7701\u5927\u91cf\u7684\u6210\u672c\uff0c\u4e5f\u80fd\u591f\u7ed9\u7528\u6237\u5e26\u6765\u66f4\u597d\u7684\u4f53\u9a8c\u6548\u679c\u3002<\/p>\n

      \u667a\u80fd\u5ba2\u670d\u5e76\u4e0d\u662f\u4e00\u4e2a\u65b0\u9c9c\u4e8b\uff0c\u4f46\u5728\u5927\u6a21\u578b\u80fd\u529b\u7684\u52a0\u6301\u4e0b\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548c\u7aef\u5230\u7aef\u8bed\u97f3\u66f4\u81ea\u7136\u3001\u5ef6\u8fdf\u4e5f\u66f4\u4f4e\u7684\u60c5\u51b5\u4e0b\uff0c\u667a\u80fd\u5ba2\u670d\u4f1a\u8d8a\u6765\u8d8a\u63a5\u8fd1\u4eba\u7c7b\u5ba2\u670d\uff0c\u4e0d\u4f1a\u51fa\u73b0\u5404\u79cd\u542c\u4e0d\u61c2\u3001\u673a\u5668\u97f3\uff0c\u56de\u7b54\u53ea\u80fd\u9760\u6a21\u677f\u7684\u95ee\u9898\u3002<\/p>\n

      \u667a\u80fd\u5316BI\uff0c\u6570\u667a\u5316\u7ecf\u8425\u7684\u6700\u5f3a\u52a9\u624b<\/strong><\/h1>\n

      \u4f01\u4e1a\u7684\u6570\u667a\u5316\u8f6c\u578b\uff0c\u662f\u4ece\u7ec4\u7ec7\u67b6\u6784\u5230\u4e1a\u52a1\u4f53\u7cfb\u540c\u6b65\u53d1\u5c55\uff0c\u4e0d\u80fd\u591f\u987e\u6b64\u5931\u5f7c\u3002<\/p>\n

      \u4e8e\u4e2d\u5c0f\u4f01\u4e1a\u800c\u8a00\uff0c\u5982\u4f55\u501f\u52a9\u4e13\u4e1a\u7684\u5de5\u5177\uff0c\u5c06\u4f01\u4e1a\u5185\u5916\u6570\u636e\u8f6c\u5316\u4e3a\u6709\u4ef7\u503c\u7684\u77e5\u8bc6\uff0c\u8ba9\u7ba1\u7406\u8005\u66f4\u597d\u7684\u4e86\u89e3\u4f01\u4e1a\u7684\u8fd0\u8425\u60c5\u51b5\u3001\u5e02\u573a\u8d8b\u52bf\u3001\u5ba2\u6237\u9700\u6c42\u7b49\u4fe1\u606f\uff0c\u5e76\u8fdb\u884c\u79d1\u5b66\u7684\u7ba1\u7406\u51b3\u7b56\uff0c\u4e5f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

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