{"id":35075,"date":"2025-03-11T15:20:04","date_gmt":"2025-03-11T07:20:04","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35075"},"modified":"2025-03-11T15:20:04","modified_gmt":"2025-03-11T07:20:04","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e4%ba%91%e7%bd%91%e5%88%86%e6%9e%90%e8%bf%9b%e8%a1%8c%e7%a4%be%e4%ba%a4%e7%bd%91%e7%bb%9c%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35075.html","title":{"rendered":"\u5982\u4f55\u5229\u7528\u4e91\u7f51\u5206\u6790\u8fdb\u884c\u793e\u4ea4\u7f51\u7edc\u6570\u636e\u5206\u6790\uff1f"},"content":{"rendered":"

\n

\"\u5982\u4f55\u5229\u7528\u4e91\u7f51\u5206\u6790\u8fdb\u884c\u793e\u4ea4\u7f51\u7edc\u6570\u636e\u5206\u6790\uff1f\"<\/p>\n<\/p>\n

\n

\u5728\u8fc7\u53bb\u7684\u5341\u5e74\u91cc\uff0c\u5168\u7403\u793e\u4ea4\u5a92\u4f53\u7528\u6237\u6570\u91cf\u4ece9.7\u4ebf\u589e\u957f\u523049.6\u4ebf<\/strong>\uff0c\u6570\u636e\u91cf\u6bcf\u5e74\u4ee562%<\/strong>\u7684\u901f\u5ea6\u7206\u70b8\u5f0f\u589e\u957f\u3002\u4f01\u4e1a\u9762\u5bf9\u6d77\u91cf\u793e\u4ea4\u6570\u636e\u65f6\uff0c\u5e38\u5e38\u9677\u5165\u201c\u6709\u6570\u636e\u5374\u65e0\u6d1e\u5bdf\u201d\u7684\u56f0\u5883\u3002\u800c\u4e91\u7f51\u5206\u6790<\/a><\/strong>\u7684\u51fa\u73b0\uff0c\u6b63\u5728\u91cd\u6784\u793e\u4ea4\u7f51\u7edc\u6570\u636e\u5206\u6790\u7684\u5e95\u5c42\u903b\u8f91\u2014\u2014\u901a\u8fc7\u4e91\u8ba1\u7b97\u7684\u5f39\u6027\u7b97\u529b\u4e0e\u7f51\u7edc\u62d3\u6251\u7684\u667a\u80fd\u5efa\u6a21\uff0c\u8ba9\u9690\u85cf\u7684\u5173\u7cfb\u94fe\u3001\u4f20\u64ad\u8def\u5f84\u548c\u7528\u6237\u884c\u4e3a\u89c4\u5f8b\u6d6e\u51fa\u6c34\u9762\u3002<\/p>\n

\n

\u4e00\u3001\u4e91\u7f51\u5206\u6790<\/a>\u5982\u4f55\u7834\u8bd1\u793e\u4ea4\u6570\u636e\u5bc6\u7801<\/h3>\n

\u4f20\u7edf\u6570\u636e\u5206\u6790\u5de5\u5177\u5728\u5904\u7406\u793e\u4ea4\u7f51\u7edc\u65f6\uff0c\u5f80\u5f80\u53d7\u9650\u4e8e\u4e09\u5927\u74f6\u9888<\/strong>\uff1a\u6570\u636e\u5b58\u50a8\u788e\u7247\u5316<\/em>\u3001\u5b9e\u65f6\u8ba1\u7b97\u80fd\u529b\u4e0d\u8db3<\/em>\u3001\u5173\u7cfb\u7f51\u7edc\u53ef\u89c6\u5316<\/a>\u7f3a\u5931<\/em>\u3002\u67d0\u5feb\u6d88\u54c1\u724c\u66fe\u6295\u5165\u767e\u4e07\u6784\u5efa\u672c\u5730\u670d\u52a1\u5668\u96c6\u7fa4\uff0c\u4f46\u5728\u5206\u6790\u5343\u4e07\u7ea7\u7528\u6237\u4e92\u52a8\u6570\u636e\u65f6\uff0c\u4ecd\u9700\u898172\u5c0f\u65f6<\/strong>\u624d\u80fd\u751f\u6210\u57fa\u7840\u62a5\u544a\u3002<\/p>\n

\u4e91\u7f51\u5206\u6790\u6280\u672f<\/strong>\u901a\u8fc7\u4ee5\u4e0b\u521b\u65b0\u65b9\u6848\u7a81\u7834\u5c40\u9650\uff1a<\/p>\n

    \n
  1. \u5206\u5e03\u5f0f\u5b58\u50a8\u67b6\u6784<\/strong>\u81ea\u52a8\u5f52\u96c6\u8de8\u5e73\u53f0\u6570\u636e\uff08\u5305\u62ec\u5fae\u535a\u8d85\u8bdd\u3001\u6296\u97f3\u8bdd\u9898\u3001\u5c0f\u7ea2\u4e66\u7b14\u8bb0\u7b49\u5f02\u6784\u6570\u636e\u6e90\uff09\n<\/li>\n
  2. \u52a8\u6001\u56fe\u8ba1\u7b97\u5f15\u64ce<\/strong>\u5b9e\u65f6\u66f4\u65b0\u7528\u6237\u5173\u7cfb\u6743\u91cd\uff0c\u7cbe\u51c6\u8bc6\u522bKOL\u4e0e\u9690\u85cf\u4f20\u64ad\u8282\u70b9\n<\/li>\n
  3. \u591a\u7ef4\u5ea6\u56fe\u8c31\u6e32\u67d3<\/strong>\u5c066\u7c7b\u5173\u8054\u7ef4\u5ea6\uff08\u5730\u7406\u4f4d\u7f6e\u3001\u5174\u8da3\u6807\u7b7e\u3001\u4e92\u52a8\u9891\u7387\u7b49\uff09\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e923D\u6a21\u578b\n<\/li>\n<\/ol>\n

    \u7f8e\u56fd\u5546\u4e1a\u5206\u6790\u534f\u4f1a2023\u5e74\u62a5\u544a\u663e\u793a\uff0c\u91c7\u7528\u4e91\u7f51\u5206\u6790\u7684\u4f01\u4e1a\uff0c\u5728\u8206\u60c5\u54cd\u5e94\u901f\u5ea6\u4e0a\u5e73\u5747\u63d0\u53473.8\u500d<\/strong>\uff0c\u8425\u9500\u8f6c\u5316\u7387\u63d0\u9ad827%<\/strong>\u3002<\/p>\n

    \n

    \u4e8c\u3001\u56db\u6b65\u6784\u5efa\u793e\u4ea4\u6570\u636e\u667a\u80fd\u5206\u6790\u4f53\u7cfb<\/h3>\n

    STEP 1 \u6570\u636e\u6e56\u67b6\u6784\u8bbe\u8ba1<\/strong><\/h4>\n

    \u5728\u963f\u91cc\u4e91\u5bf9\u8c61\u5b58\u50a8\uff08OSS\uff09\u6216AWS S3\u642d\u5efa\u6df7\u5408\u4e91\u6570\u636e\u6e56\uff0c\u901a\u8fc7Apache Kafka<\/strong>\u5b9e\u65f6\u63a5\u5165\u793e\u4ea4\u5e73\u53f0API\u6570\u636e\u6d41\u3002\u67d0\u6c7d\u8f66\u54c1\u724c\u901a\u8fc7\u5206\u5c42\u5b58\u50a8\u7b56\u7565\uff0c\u5c06\u51b7\u6570\u636e\u5904\u7406\u6210\u672c\u964d\u4f4e65%<\/strong>\u3002<\/p>\n

    STEP 2 \u5173\u7cfb\u7f51\u7edc\u5efa\u6a21<\/strong><\/h4>\n

    \u8fd0\u7528Neo4j\u56fe\u6570\u636e\u5e93<\/strong>\u6784\u5efa\u4e09\u5c42\u5173\u7cfb\u6a21\u578b\uff1a<\/p>\n

      \n
    • \u8868\u5c42\u5173\u7cfb\uff1a\u8f6c\u53d1\/\u8bc4\u8bba\/\u70b9\u8d5e\u7b49\u663e\u6027\u4e92\u52a8\n<\/li>\n
    • \u6f5c\u5728\u5173\u7cfb\uff1a\u8bed\u4e49\u76f8\u4f3c\u6027\uff08\u91c7\u7528BERT\u6a21\u578b<\/strong>\u5206\u6790\u6587\u672c\u60c5\u611f\u503e\u5411\uff09\n<\/li>\n
    • \u884d\u751f\u5173\u7cfb\uff1a\u8de8\u5e73\u53f0ID\u6620\u5c04\uff08\u5982\u5fae\u4fe1\u7528\u6237\u4e0e\u6dd8\u5b9d\u8d26\u53f7\u7684\u5173\u8054\u8bc6\u522b\uff09\n<\/li>\n<\/ul>\n

      STEP 3 \u52a8\u6001\u793e\u533a\u53d1\u73b0<\/strong><\/h4>\n

      \u57fa\u4e8eLouvain\u7b97\u6cd5<\/strong>\u7684\u6539\u8fdb\u65b9\u6848\u53ef\u81ea\u52a8\u8bc6\u522b\u5174\u8da3\u793e\u7fa4\u6f14\u53d8\u3002\u67d0\u8fd0\u52a8\u54c1\u724c\u66fe\u53d1\u73b0\uff0c\u6ed1\u677f\u7231\u597d\u8005\u793e\u533a\u57286\u4e2a\u6708\u5185\u5206\u5316\u51fa\u591c\u6ed1\u65cf<\/strong>\u548c\u6280\u5de7\u7ade\u8d5b\u6d3e<\/strong>\u4e24\u4e2a\u5b50\u7fa4\u4f53\uff0c\u636e\u6b64\u63a8\u51fa\u5dee\u5f02\u5316\u7684\u8054\u540d\u4ea7\u54c1\u7ebf\u3002<\/p>\n

      STEP 4 \u4f20\u64ad\u8def\u5f84\u4eff\u771f<\/strong><\/h4>\n

      \u901a\u8fc7\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u5efa\u6a21\uff08ABM\uff09<\/strong>\u6a21\u62df\u4fe1\u606f\u6269\u6563\u8fc7\u7a0b\u3002\u5728\u65b0\u51a0\u75ab\u82d7\u63a5\u79cd\u5ba3\u4f20\u4e2d\uff0c\u67d0\u536b\u751f\u673a\u6784\u5229\u7528\u8be5\u6280\u672f\u5c06\u6838\u5fc3\u4f20\u64ad\u8282\u70b9\u4ece\u9884\u4f30\u7684200\u4e2a\u7cbe\u786e\u523037\u4e2a\u5173\u952e\u7528\u6237<\/strong>\uff0c\u4f7f\u5ba3\u4f20\u8986\u76d6\u7387\u63d0\u534741%<\/strong>\u3002<\/p>\n

      \n

      \u4e09\u3001\u4e94\u5927\u521b\u65b0\u5e94\u7528\u573a\u666f\u89e3\u6790<\/h3>\n
        \n
      1. \n

        \u8206\u60c5\u9884\u8b66\u7cfb\u7edf<\/strong>
        \n\u817e\u8baf\u4e91\u4e0e\u6df1\u5733\u7f51\u4fe1\u529e\u5408\u4f5c\u7684\u9879\u76ee\u4e2d\uff0c\u901a\u8fc7\u5206\u6790\u5fae\u535a\u3001\u77e5\u4e4e\u7b49\u5e73\u53f0\u7684\u60c5\u611f\u6ce2\u52a8\u6307\u6570<\/strong>\uff0c\u63d0\u524d48\u5c0f\u65f6\u9884\u6d4b\u5230\u67d0\u73af\u4fdd\u4e8b\u4ef6\u7684\u8206\u60c5\u7206\u53d1\uff0c\u51c6\u786e\u7387\u8fbe89%<\/strong>\u3002<\/p>\n<\/li>\n

      2. \n

        \u865a\u62df\u610f\u89c1\u9886\u8896\u6316\u6398<\/strong>
        \n\u67d0\u7f8e\u5986\u54c1\u724c\u5229\u7528\u8de8\u5e73\u53f0\u5f71\u54cd\u529b\u7b97\u6cd5<\/strong>\uff0c\u53d1\u73b0\u4e863\u4f4d\u7c89\u4e1d\u91cf\u4e0d\u8db310\u4e07\u4f46\u5b9e\u9645\u5e26\u8d27\u8f6c\u5316\u7387\u8d85\u5934\u90e8\u7684\u201c\u7eb3\u7c73\u7ea7KOC<\/em>\u201d\uff0c\u5355\u573a\u76f4\u64adROI\u8fbe\u52301:17<\/strong>\u3002<\/p>\n<\/li>\n

      3. \n

        \u793e\u7fa4\u88c2\u53d8\u4f18\u5316<\/strong>
        \n\u62fc\u591a\u591a\u901a\u8fc7\u5206\u6790\u5fae\u4fe1\u7fa4\u7684\u62d3\u6251\u7ed3\u6784\u7d27\u5bc6\u5ea6<\/strong>\uff0c\u6539\u8fdb\u88c2\u53d8\u7ea2\u5305\u5206\u53d1\u7b56\u7565\uff0c\u4f7f\u65b0\u7528\u6237\u83b7\u53d6\u6210\u672c\u4e0b\u964d22%<\/strong>\u3002<\/p>\n<\/li>\n

      4. \n

        \u8de8\u6587\u5316\u4f20\u64ad\u8bca\u65ad<\/strong>
        \nTikTok\u51fa\u6d77\u56e2\u961f\u5efa\u7acb\u6587\u5316\u7ef4\u5ea6\u5206\u6790\u6a21\u578b<\/strong>\uff0c\u53d1\u73b0\u4e1c\u5357\u4e9a\u7528\u6237\u66f4\u6613\u88ab\u201c\u5bb6\u5ead\u573a\u666f\u201d\u5185\u5bb9\u6253\u52a8\uff0c\u636e\u6b64\u8c03\u6574\u7684\u5e7f\u544a\u7d20\u6750\u70b9\u51fb\u7387\u63d0\u534734%<\/strong>\u3002<\/p>\n<\/li>\n

      5. \n

        \u5371\u673a\u516c\u5173\u51b3\u7b56<\/strong>
        \n\u5f53\u67d0\u9910\u996e\u8fde\u9501\u54c1\u724c\u906d\u9047\u98df\u54c1\u5b89\u5168\u8d28\u7591\u65f6\uff0c\u901a\u8fc7\u8ffd\u8e2a\u8d1f\u9762\u60c5\u7eea\u4f20\u64ad\u6811\u72b6\u56fe<\/strong>\uff0c\u7cbe\u51c6\u9501\u5b9a7\u4e2a\u6838\u5fc3\u4f20\u64ad\u8d26\u53f7\u5e76\u542f\u52a8\u5b9a\u5411\u6c9f\u901a\uff0c3\u5929\u5185\u8d1f\u9762\u58f0\u91cf\u4e0b\u964d76%<\/strong>\u3002<\/p>\n<\/li>\n<\/ol>\n

        \n

        \u56db\u3001\u6280\u672f\u5b9e\u65bd\u4e2d\u7684\u4e09\u5927\u6311\u6218\u4e0e\u5bf9\u7b56<\/h3>\n

        \u6311\u62181\uff1a\u6570\u636e\u9690\u79c1\u5408\u89c4<\/strong>
        \n\u6b27\u76dfGDPR\u4e0e\u4e2d\u56fd\u4e2a\u4fdd\u6cd5\u53cc\u91cd\u8981\u6c42\u4e0b\uff0c\u53ef\u91c7\u7528\u8054\u90a6\u5b66\u4e60\u6846\u67b6<\/strong>\u3002\u4eac\u4e1c\u4e91\u5728\u67d0\u8de8\u56fd\u9879\u76ee\u4e2d\uff0c\u5b9e\u73b0\u4e0d\u540c\u533a\u57df\u6570\u636e\u201c\u53ef\u7528\u4e0d\u53ef\u89c1\u201d\u72b6\u6001\u4e0b\u7684\u8054\u5408\u5efa\u6a21\u3002<\/p>\n

        \u6311\u62182\uff1a\u5b9e\u65f6\u6027\u8981\u6c42<\/strong>
        \n\u5feb\u624b\u91c7\u7528Flink+Redis<\/strong>\u67b6\u6784\uff0c\u5c06\u70ed\u95e8\u8bdd\u9898\u8bc6\u522b\u5ef6\u8fdf\u538b\u7f29\u5230800\u6beb\u79d2<\/strong>\u5185\uff0c\u652f\u6491\u5b9e\u65f6\u63a8\u8350\u7cfb\u7edf\u3002<\/p>\n

        \u6311\u62183\uff1a\u591a\u6a21\u6001\u6570\u636e\u5904\u7406<\/strong>
        \n\u534e\u4e3a\u4e91\u63a8\u51fa\u77e5\u8bc6\u56fe\u8c31\u878d\u5408\u5f15\u64ce<\/strong>\uff0c\u80fd\u540c\u6b65\u89e3\u6790\u77ed\u89c6\u9891\u4e2d\u7684\u89c6\u89c9\u5143\u7d20\uff08\u5982\u54c1\u724clogo\u51fa\u73b0\u65f6\u957f\uff09\u3001\u97f3\u9891\u60c5\u7eea\u6ce2\u52a8\uff08\u97f3\u8c03\u5206\u6790\uff09\u548c\u5f39\u5e55\u6587\u672c\u8bed\u4e49\u3002<\/p>\n

        \n

        \u4e94\u3001\u6807\u6746\u6848\u4f8b\uff1a\u5948\u96ea\u7684\u8336\u6570\u5b57\u5316\u8f6c\u578b<\/h3>\n

        2022\u5e74\uff0c\u8be5\u54c1\u724c\u9762\u4e34\u65b0\u8336\u996e\u5e02\u573a\u7ade\u4e89\u767d\u70ed\u5316\u56f0\u5883\u3002\u901a\u8fc7\u90e8\u7f72\u534e\u4e3a\u4e91\u793e\u4ea4\u6570\u636e\u5206\u6790\u5e73\u53f0<\/strong>\uff0c\u5b9e\u73b0\uff1a<\/p>\n

          \n
        • \u95e8\u5e97\u9009\u5740\u4f18\u5316\uff1a\u7ed3\u5408\u5fae\u535aLBS\u6253\u5361\u6570\u636e\u548c\u7f8e\u56e2\u5916\u5356\u70ed\u529b\u56fe\uff0c\u65b0\u5e97\u5f00\u4e1aROI\u63d0\u534740%<\/strong>\n<\/li>\n
        • \u7206\u54c1\u9884\u6d4b\u7cfb\u7edf\uff1a\u5206\u6790\u5c0f\u7ea2\u4e66UGC\u5185\u5bb9\u4e2d\u7684\u201c\u9690\u6027\u9700\u6c42\u8bcd\u201d\uff08\u5982\u201c\u4f4e\u5361\u201d\u201c\u8054\u540d\u201d\uff09\uff0c\u63d0\u524d3\u4e2a\u6708\u7814\u53d1\u7684\u6cb9\u67d1\u7cfb\u5217\u9996\u6708\u9500\u91cf\u7834200\u4e07\u676f<\/strong>\n<\/li>\n
        • \u79c1\u57df\u6d41\u91cf\u6fc0\u6d3b\uff1a\u57fa\u4e8e\u4f01\u4e1a\u5fae\u4fe1\u793e\u7fa4\u7684\u5173\u7cfb\u94fe\u5206\u6790\uff0c\u8bbe\u8ba1\u5c42\u7ea7\u5f0f\u4f18\u60e0\u5238\u4f53\u7cfb\uff0c\u590d\u8d2d\u7387\u63d0\u9ad828%<\/strong>\n<\/li>\n<\/ul>\n

          \u8be5\u9879\u76ee\u5165\u9009IDG\u201c\u4e9a\u592a\u533a\u96f6\u552e\u79d1\u6280\u5341\u5927\u521b\u65b0\u6848\u4f8b\u201d\uff0c\u9a8c\u8bc1\u4e86\u4e91\u7f51\u5206\u6790\u5728\u793e\u4ea4\u6570\u636e\u4ef7\u503c\u6316\u6398\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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Kafka\u5b9e\u65f6\u63a5\u5165\u793e\u4ea4\u5e73\u53f0API\u6570\u636e\u6d41\u3002\u67d0\u6c7d\u8f66\u54c1\u724c\u901a\u8fc7\u5206\u5c42\u5b58\u50a8\u7b56\u7565\uff0c\u5c06\u51b7\u6570\u636e\u5904\u7406\u6210\u672c\u964d\u4f4e65%\u3002 STEP 2 \u5173\u7cfb\u7f51\u7edc\u5efa\u6a21 \u8fd0\u7528Neo4j\u56fe\u6570\u636e\u5e93\u6784\u5efa\u4e09\u5c42\u5173\u7cfb\u6a21\u578b\uff1a \u8868\u5c42\u5173\u7cfb\uff1a\u8f6c\u53d1\/\u8bc4\u8bba\/\u70b9\u8d5e\u7b49\u663e\u6027\u4e92\u52a8 \u6f5c\u5728\u5173\u7cfb\uff1a\u8bed\u4e49\u76f8\u4f3c\u6027\uff08\u91c7\u7528BERT\u6a21\u578b\u5206\u6790\u6587\u672c\u60c5\u611f\u503e\u5411\uff09 \u884d\u751f\u5173\u7cfb\uff1a\u8de8\u5e73\u53f0ID\u6620\u5c04\uff08\u5982\u5fae\u4fe1\u7528\u6237\u4e0e\u6dd8\u5b9d\u8d26\u53f7\u7684\u5173\u8054\u8bc6\u522b\uff09 STEP 3 \u52a8\u6001\u793e\u533a\u53d1\u73b0 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