{"id":23495,"date":"2024-12-13T10:39:47","date_gmt":"2024-12-13T02:39:47","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23495"},"modified":"2024-12-13T10:39:47","modified_gmt":"2024-12-13T02:39:47","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88etl%e5%92%8cai%e4%b8%8d%e6%98%af%e7%ab%9e%e4%ba%89%e5%af%b9%e6%89%8b%ef%bc%8c%e8%80%8c%e6%98%af%e6%95%b0%e6%8d%ae%e6%9c%aa%e6%9d%a5%e7%9a%84%e5%90%88%e4%bd%9c%e4%bc%99","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/13\/23495\/","title":{"rendered":"\u4e3a\u4ec0\u4e48ETL\u548cAI\u4e0d\u662f\u7ade\u4e89\u5bf9\u624b\uff0c\u800c\u662f\u6570\u636e\u672a\u6765\u7684\u5408\u4f5c\u4f19\u4f34"},"content":{"rendered":"
\u652f\u6491\u6570\u636e\u5904\u7406\u6570\u5341\u5e74\u7684ETL\u6846\u67b6\u7ec8\u5c06\u88abAI\u53d6\u4ee3\uff1f\u4e5f\u8bb8\u672a\u5fc5\uff01<\/div>\n
\n
\n

 <\/p>\n

\u53bb\u5e74\uff0c\u5927\u6a21\u578b\u7ecf\u5386\u4e86\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u8fdb\u4e00\u6b65\u5b8c\u5584\u4e86\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3002\u4eca\u5e74\uff0c\u968f\u7740\u7092\u4f5c\u7684\u70ed\u5ea6\u6d88\u9000\uff0c\u5927\u6a21\u578b\u8fdb\u5165\u4e86\u66f4\u6df1\u5c42\u6b21\u7684\u9636\u6bb5\uff0c\u65e8\u5728\u91cd\u5851\u5404\u884c\u4e1a\u7684\u57fa\u7840\u903b\u8f91\u3002\u5728\u5927\u6570\u636e\u5904\u7406\u4e2d\uff0c\u5927\u6a21\u578b\u4e0e\u4f20\u7edfETL \uff08\u5373\u63d0\u53d6Extract\u3001\u8f6c\u6362Transform\u3001\u52a0\u8f7dLoad\uff09\u8fc7\u7a0b\u4e4b\u95f4\u7684\u51b2\u7a81\u5f15\u53d1\u4e86\u65b0\u7684\u4e89\u8bba\u3002\u5927\u6a21\u578b\u4ee5\u201cTransformers\u201d\uff08\u4e00\u79cd\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff09\u4e3a\u7279\u5f81\uff0c\u800cETL\u5219\u4f9d\u8d56\u4e8e\u201cTransform\uff08\u8f6c\u6362\uff09\u201d\u8fc7\u7a0b\u2014\u2014\u76f8\u4f3c\u7684\u540d\u79f0\u4ee3\u8868\u4e86\u622a\u7136\u4e0d\u540c\u7684\u8303\u5f0f\u3002<\/p>\n

\"\"<\/p>\n

\u4e00\u4e9b\u58f0\u97f3\u5927\u80c6\u5730\u9884\u6d4b\uff1a\u201cETL\u5c06\u5728\u672a\u6765\u88ab\u5b8c\u5168\u53d6\u4ee3\uff0c\u56e0\u4e3a\u5927\u6a21\u578b\u53ef\u4ee5\u5904\u7406\u6240\u6709\u6570\u636e\uff01\u201d\u8fd9\u662f\u5426\u6807\u5fd7\u7740\u652f\u6491\u6570\u636e\u5904\u7406\u6570\u5341\u5e74\u7684ETL\u6846\u67b6\u7684\u7ec8\u7ed3\uff1f\u6216\u8005\u8fd9\u4ec5\u4ec5\u662f\u4e00\u4e2a\u88ab\u8bef\u89e3\u7684\u9884\u6d4b\uff1f\u8fd9\u79cd\u51b2\u7a81\u7684\u80cc\u540e\u662f\u5bf9\u79d1\u6280\u672a\u6765\u7684\u66f4\u6df1\u5c42\u6b21\u7684\u601d\u8003\u3002<\/p>\n

\u5927\u6570\u636e\u5904\u7406\uff08ETL\uff09\u4f1a\u6d88\u5931\u5417\uff1f<\/h3>\n

\u968f\u7740\u5927\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4e00\u4e9b\u4eba\u5f00\u59cb\u731c\u6d4b\uff0c\u5305\u62ecETL\u5728\u5185\u7684\u4f20\u7edf\u5927\u6570\u636e\u5904\u7406\u65b9\u6cd5\u662f\u5426\u4ecd\u7136\u6709\u5b58\u5728\u7684\u5fc5\u8981\u3002\u80fd\u591f\u81ea\u4e3b\u5b66\u4e60\u89c4\u5219\u5e76\u4ece\u5927\u91cf\u6570\u636e\u96c6\u4e2d\u53d1\u73b0\u6a21\u5f0f\u7684\u5927\u6a21\u578b\u65e0\u7591\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u7136\u800c\uff0c\u6211\u7684\u7b54\u6848\u5f88\u660e\u786e\uff1aETL\u4e0d\u4f1a\u6d88\u5931\uff01\u539f\u56e0\u5728\u4e8e\u5927\u6a21\u578b\u4ecd\u7136\u65e0\u6cd5\u89e3\u51b3\u4e0b\u8ff0\u51e0\u4e2a\u6838\u5fc3\u6570\u636e\u6311\u6218\uff1a<\/p>\n

1. \u6548\u7387\u95ee\u9898<\/h4>\n

\u5c3d\u7ba1\u5927\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u4f1a\u4ea7\u751f\u5de8\u5927\u7684\u8ba1\u7b97\u6210\u672c\u3002\u8bad\u7ec3\u4e00\u4e2a\u5927\u578b\u7684Transformer\u6a21\u578b\u53ef\u80fd\u9700\u8981\u6570\u5468\u7684\u65f6\u95f4\uff0c\u5e76\u6d88\u8017\u5927\u91cf\u7684\u80fd\u6e90\u548c\u91d1\u94b1\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cETL\u4f9d\u8d56\u4e8e\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u548c\u903b\u8f91\uff0c\u6548\u7387\u9ad8\uff0c\u6d88\u8017\u8d44\u6e90\u5c11\uff0c\u5e76\u4e14\u64c5\u957f\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u3002<\/p>\n

\u5bf9\u4e8e\u65e5\u5e38\u7684\u4f01\u4e1a\u6570\u636e\u4efb\u52a1\uff0c\u8bb8\u591a\u64cd\u4f5c\u4ecd\u7136\u662f\u89c4\u5219\u9a71\u52a8\u7684\uff0c\u4f8b\u5982\uff1a<\/p>\n

    \n
  • \u6570\u636e\u6e05\u6d17<\/strong>\uff1a\u4f7f\u7528\u6e05\u6670\u7684\u89c4\u5219\u6216\u6b63\u5219\u8868\u8fbe\u5f0f\u6e05\u9664\u5f02\u5e38\u3002<\/li>\n
  • \u683c\u5f0f\u8f6c\u6362<\/strong>\uff1a\u6807\u51c6\u5316\u683c\u5f0f\uff0c\u65b9\u4fbf\u8de8\u7cfb\u7edf\u7684\u6570\u636e\u4f20\u8f93\u548c\u96c6\u6210\u3002<\/li>\n
  • \u805a\u5408\u548c\u7edf\u8ba1<\/strong>\uff1a\u5bf9\u6bcf\u65e5\u3001\u6bcf\u5468\u6216\u6bcf\u6708\u7684\u6570\u636e\u8fdb\u884c\u5206\u7c7b\u3001\u805a\u5408\u548c\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n

    \u8fd9\u4e9b\u4efb\u52a1\u53ef\u4ee5\u7531ETL\u5de5\u5177\u5feb\u901f\u5904\u7406\uff0c\u800c\u65e0\u9700\u5927\u6a21\u578b\u7684\u590d\u6742\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

    2. \u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u6b67\u4e49<\/h4>\n

    \u5927\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u4eba\u7c7b\u8bed\u8a00\u7684\u6b67\u4e49\u6027\u548c\u6a21\u7cca\u6027\u8fd9\u4e00\u56fa\u6709\u6311\u6218\u3002\u4f8b\u5982\uff1a<\/p>\n

      \n
    • \u5355\u4e2a\u8f93\u5165\u67e5\u8be2\u53ef\u80fd\u6839\u636e\u4e0a\u4e0b\u6587\u4ea7\u751f\u4e0d\u540c\u7684\u89e3\u91ca\uff0c\u4e0d\u80fd\u4fdd\u8bc1\u51c6\u786e\u6027\u3002<\/li>\n
    • \u6570\u636e\u8d28\u91cf\u7684\u5dee\u5f02\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u4e0e\u5b9e\u9645\u9700\u6c42\u4e0d\u4e00\u81f4\u3002<\/li>\n<\/ul>\n

      \u76f8\u6bd4\u4e4b\u4e0b\uff0cETL\u662f\u786e\u5b9a\u6027\u7684\uff0c\u5b83\u6839\u636e\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u5904\u7406\u6570\u636e\uff0c\u4ee5\u4ea7\u751f\u53ef\u9884\u6d4b\u7684\u6807\u51c6\u5316\u8f93\u51fa\u3002\u5728\u91d1\u878d\u548c\u533b\u7597\u4fdd\u5065\u7b49\u9ad8\u9700\u6c42\u884c\u4e1a\uff0cETL\u7684\u53ef\u9760\u6027\u548c\u7cbe\u5ea6\u4ecd\u7136\u662f\u5173\u952e\u4f18\u52bf\u3002<\/p>\n

      3. \u5bf9\u7ed3\u6784\u5316\u6570\u636e\u6709\u5f88\u5f3a\u7684\u9002\u5e94\u6027<\/h4>\n

      \u5927\u6a21\u578b\u64c5\u957f\u4ece\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u4f8b\u5982\uff0c\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\uff09\u4e2d\u63d0\u53d6\u89c1\u89e3\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u96be\u4ee5\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u4efb\u52a1\u3002\u4f8b\u5982\uff1a<\/p>\n

        \n
      • \u4f20\u7edf\u7684ETL\u80fd\u591f\u6709\u6548\u5730\u5904\u7406\u5173\u7cfb\u6570\u636e\u5e93\uff0c\u5904\u7406\u590d\u6742\u7684\u64cd\u4f5c\uff0c\u5982JOINs\u548cGROUP BYs\u3002<\/li>\n
      • \u5927\u6a21\u578b\u9700\u8981\u5728\u5904\u7406\u4e4b\u524d\u5c06\u6570\u636e\u8f6c\u6362\u4e3a\u7279\u5b9a\u683c\u5f0f\uff0c\u4ece\u800c\u5bfc\u81f4\u5197\u4f59\u548c\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n

        \u5728\u7531\u7ed3\u6784\u5316\u6570\u636e\uff08\u4f8b\u5982\u8868\u3001JSON\uff09\u4e3b\u5bfc\u7684\u573a\u666f\u4e2d\uff0cETL\u4ecd\u7136\u662f\u6700\u4f73\u9009\u62e9\u3002<\/p>\n

        4. \u53ef\u89e3\u91ca\u6027\u548c\u9075\u4ece\u6027<\/h4>\n

        \u5927\u6a21\u578b\u901a\u5e38\u88ab\u79f0\u4e3a\u201c\u9ed1\u5323\u5b50\u201d\u3002\u5373\u4f7f\u6570\u636e\u5904\u7406\u5b8c\u6210\uff0c\u5b83\u4eec\u7684\u5185\u90e8\u8fd0\u4f5c\u548c\u51b3\u7b56\u673a\u5236\u4ecd\u7136\u4e0d\u900f\u660e\u3002\u5177\u4f53\u8868\u73b0\u4e3a\u4ee5\u4e0b\u65b9\u9762\uff1a<\/p>\n

          \n
        • \u65e0\u6cd5\u89e3\u91ca\u7684\u7ed3\u679c<\/strong>\uff1a\u5728\u91d1\u878d\u548c\u533b\u7597\u7b49\u53d7\u76d1\u7ba1\u7684\u884c\u4e1a\u4e2d\uff0c\u7531\u4e8e\u7f3a\u4e4f\u900f\u660e\u5ea6\uff0c\u5927\u6a21\u578b\u7684\u9884\u6d4b\u53ef\u80fd\u65e0\u6cd5\u4f7f\u7528\u3002<\/li>\n
        • \u9075\u4ece\u6027\u6311\u6218<\/strong>\uff1a\u8bb8\u591a\u884c\u4e1a\u9700\u8981\u5bf9\u6570\u636e\u6d41\u548c\u5904\u7406\u903b\u8f91\u8fdb\u884c\u5168\u9762\u5ba1\u8ba1\u3002\u5927\u6a21\u578b\u53ca\u5176\u590d\u6742\u7684\u6570\u636e\u7ba1\u9053\u548c\u51b3\u7b56\u673a\u5236\u6784\u6210\u4e86\u91cd\u5927\u7684\u5ba1\u8ba1\u6311\u6218\u3002<\/li>\n<\/ul>\n

          \u76f8\u6bd4\u4e4b\u4e0b\uff0cETL\u63d0\u4f9b\u4e86\u9ad8\u5ea6\u900f\u660e\u7684\u8fc7\u7a0b\uff0c\u6bcf\u4e2a\u6570\u636e\u5904\u7406\u6b65\u9aa4\u90fd\u6709\u6587\u6863\u8bb0\u5f55\u548c\u53ef\u5ba1\u8ba1\uff0c\u786e\u4fdd\u7b26\u5408\u516c\u53f8\u548c\u884c\u4e1a\u6807\u51c6\u3002<\/p>\n

          5. \u6570\u636e\u8d28\u91cf\u548c\u8f93\u5165\u6807\u51c6\u5316<\/h4>\n

          \u5927\u6a21\u578b\u5bf9\u6570\u636e\u8d28\u91cf\u975e\u5e38\u654f\u611f\u3002\u566a\u97f3\u3001\u5f02\u5e38\u6216\u975e\u6807\u51c6\u5316\u8f93\u5165\u90fd\u4f1a\u4e25\u91cd\u5f71\u54cd\u5176\u6027\u80fd\uff1a<\/p>\n

            \n
          • \u6570\u636e\u566a\u97f3<\/strong>\uff1a\u5927\u6a21\u578b\u65e0\u6cd5\u81ea\u52a8\u8bc6\u522b\u9519\u8bef\u6570\u636e\uff0c\u53ef\u80fd\u4f1a\u5c06\u5176\u7528\u4f5c\u201c\u5b66\u4e60\u6750\u6599\u201d\u5e76\u4ea7\u751f\u6709\u504f\u89c1\u7684\u9884\u6d4b\u3002<\/li>\n
          • \u7f3a\u4e4f\u6807\u51c6\u5316<\/strong>\uff1a\u5c06\u539f\u59cb\u7684\u3001\u672a\u7ecf\u6e05\u7406\u7684\u6570\u636e\u8f93\u5165\u5927\u6a21\u578b\u53ef\u80fd\u5bfc\u81f4\u4e0d\u4e00\u81f4\u548c\u7f3a\u5931\u503c\uff0c\u8fd9\u9700\u8981\u50cfETL\u8fd9\u6837\u7684\u9884\u5904\u7406\u5de5\u5177\u3002<\/li>\n<\/ul>\n

            ETL\u786e\u4fdd\u5728\u5c06\u6570\u636e\u8f93\u5165\u5927\u578b\u6a21\u578b\u4e4b\u524d\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u7406\u3001\u91cd\u590d\u6570\u636e\u5220\u9664\u548c\u6807\u51c6\u5316\uff0c\u4ece\u800c\u4fdd\u6301\u6570\u636e\u8d28\u91cf\u9ad8\u3002<\/p>\n

            \u5c3d\u7ba1\u5927\u6a21\u578b\u5728\u8bb8\u591a\u9886\u57df\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u7684\u590d\u6742\u6027\u3001\u5bf9\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u4f9d\u8d56\u3001\u786c\u4ef6\u9700\u6c42\u548c\u5b9e\u9645\u9650\u5236\u90fd\u8bf4\u660e\u5b83\u4eec\u65e0\u6cd5\u5b8c\u5168\u53d6\u4ee3ETL\u3002\u4f5c\u4e3a\u4e00\u79cd\u786e\u5b9a\u6027\u7684\u3001\u9ad8\u6548\u7684\u548c\u900f\u660e\u7684\u5de5\u5177\uff0cETL\u5c06\u7ee7\u7eed\u4e0e\u5927\u6a21\u578b\u5171\u5b58\uff0c\u4e3a\u6570\u636e\u5904\u7406\u63d0\u4f9b\u53cc\u91cd\u4fdd\u969c\u3002<\/p>\n

            CPU vs. GPU\uff1a\u7b49\u540c\u4e8eETL vs.\u5927\u6a21\u578b<\/h3>\n

            \u867d\u7136ETL\u662f\u4e0d\u53ef\u66ff\u4ee3\u7684\uff0c\u4f46\u5927\u6a21\u578b\u5728\u6570\u636e\u5904\u7406\u9886\u57df\u7684\u5174\u8d77\u4e5f\u662f\u5fc5\u7136\u8d8b\u52bf\u3002\u51e0\u5341\u5e74\u6765\uff0c\u8ba1\u7b97\u7cfb\u7edf\u4ee5CPU\u4e3a\u4e2d\u5fc3\uff0c\u5176\u4ed6\u7ec4\u4ef6\u88ab\u89c6\u4e3a\u5916\u56f4\u8bbe\u5907\u3002GPU\u4e3b\u8981\u7528\u4e8e\u6e38\u620f\uff0c\u4f46\u4eca\u5929\uff0c\u6570\u636e\u5904\u7406\u4f9d\u8d56\u4e8eCPU\u548cGPU\uff08\u6216NPU\uff09\u7684\u534f\u540c\u4f5c\u7528\u3002\u8fd9\u79cd\u6a21\u5f0f\u7684\u8f6c\u53d8\u53cd\u6620\u4e86\u66f4\u5e7f\u6cdb\u7684\u53d8\u5316\uff0c\u53cd\u6620\u5728\u82f1\u7279\u5c14\u548c\u82f1\u4f1f\u8fbe\u7684\u80a1\u7968\u8d8b\u52bf\u4e0a\u3002<\/p>\n

            \u4ece\u5355\u4e2d\u5fc3\u5230\u591a\u4e2d\u5fc3\u8ba1\u7b97<\/h4>\n

            \u4ece\u5386\u53f2\u4e0a\u770b\uff0c\u6570\u636e\u5904\u7406\u67b6\u6784\u4ece\u201c\u4ee5CPU\u4e3a\u4e2d\u5fc3\u201d\u6f14\u53d8\u4e3a\u201cCPU+GPU\uff08\u751a\u81f3NPU\uff09\u534f\u4f5c\u201d\u3002\u8fd9\u79cd\u7531\u8ba1\u7b97\u6027\u80fd\u9700\u6c42\u7684\u53d8\u5316\u6240\u9a71\u52a8\u7684\u8f6c\u53d8\u6df1\u523b\u5730\u5f71\u54cd\u4e86\u6570\u636e\u5904\u7406\u5de5\u5177\u7684\u9009\u62e9\u3002<\/p>\n

            \u5728\u4ee5CPU\u4e3a\u4e2d\u5fc3\u7684\u65f6\u4ee3\uff0c\u65e9\u671f\u7684ETL\u8fdb\u7a0b\u4e25\u91cd\u4f9d\u8d56CPU\u903b\u8f91\u8fdb\u884c\u6570\u636e\u6e05\u7406\u3001\u683c\u5f0f\u5316\u548c\u805a\u5408\u7b49\u64cd\u4f5c\u3002\u8fd9\u4e9b\u4efb\u52a1\u975e\u5e38\u9002\u5408CPU\u7684\u987a\u5e8f\u5904\u7406\u80fd\u529b\u3002<\/p>\n

            \u7136\u800c\uff0c\u590d\u6742\u6570\u636e\u683c\u5f0f\uff08\u97f3\u9891\u3001\u89c6\u9891\u3001\u6587\u672c\uff09\u7684\u5174\u8d77\u548c\u5b58\u50a8\u7684\u6307\u6570\u7ea7\u589e\u957f\u63ed\u793a\u4e86CPU\u80fd\u529b\u7684\u5c40\u9650\u6027\u3002GPU\u4ee5\u5176\u65e0\u4e0e\u4f26\u6bd4\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\uff0c\u5728\u8bad\u7ec3\u5927\u578bTransformer\u6a21\u578b\u7b49\u6570\u636e\u5bc6\u96c6\u578b\u4efb\u52a1\u4e2d\u5360\u636e\u4e86\u4e2d\u5fc3\u4f4d\u7f6e\u3002<\/p>\n

            \u4ece\u4f20\u7edfETL\u5230\u5927\u6a21\u578b<\/h4>\n

            \u4f20\u7edf\u7684ETL\u6d41\u7a0b\uff0c\u9488\u5bf9\u201c\u4ee5CPU\u4e3a\u4e2d\u5fc3\u201d\u7684\u8ba1\u7b97\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u64c5\u957f\u5904\u7406\u57fa\u4e8e\u89c4\u5219\u7684\u7ed3\u6784\u5316\u6570\u636e\u4efb\u52a1\u3002\u5177\u4f53\u4f8b\u5b50\u5305\u62ec\uff1a<\/p>\n

              \n
            • \u6570\u636e\u9a8c\u8bc1\u548c\u6e05\u7406\u3002<\/li>\n
            • \u683c\u5f0f\u6807\u51c6\u5316\u3002<\/li>\n
            • \u805a\u5408\u548c\u62a5\u544a\u3002<\/li>\n<\/ul>\n

              \u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5927\u6a21\u578b\u9700\u8981GPU\u80fd\u529b\u6765\u8fdb\u884c\u9ad8\u7ef4\u77e9\u9635\u8ba1\u7b97\u548c\u5927\u89c4\u6a21\u53c2\u6570\u4f18\u5316\u3002\u5177\u4f53\u4f8b\u5b50\u5305\u62ec\uff1a<\/p>\n

                \n
              • \u9884\u5904\u7406<\/strong>\uff1a\u5b9e\u65f6\u6807\u51c6\u5316\u548c\u6570\u636e\u5206\u5272\u3002<\/li>\n
              • \u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u6d89\u53ca\u6d6e\u70b9\u8fd0\u7b97\u7684\u8ba1\u7b97\u7e41\u91cd\u4efb\u52a1\u3002<\/li>\n
              • \u63a8\u7406\u670d\u52a1<\/strong>\uff1a\u4f18\u5316\u6279\u5904\u7406\uff0c\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u541e\u5410\u91cf\u3002<\/li>\n<\/ul>\n

                \u8fd9\u53cd\u6620\u4e86\u4ece\u903b\u8f91\u8ba1\u7b97\u5230\u795e\u7ecf\u63a8\u7406\u7684\u8f6c\u53d8\uff0c\u5c06\u6570\u636e\u5904\u7406\u6269\u5c55\u5230\u5305\u62ec\u63a8\u7406\u548c\u77e5\u8bc6\u63d0\u53d6\u3002<\/p>\n

                \u9762\u5411\u5927\u6a21\u578b\u7684\u65b0\u4e00\u4ee3ETL\u67b6\u6784<\/h3>\n

                \u5927\u6a21\u578b\u7684\u5174\u8d77\u51f8\u663e\u4e86\u4f20\u7edf\u6570\u636e\u5904\u7406\u7684\u4f4e\u6548\u7387\uff0c\u9700\u8981\u66f4\u5148\u8fdb\u3001\u66f4\u7edf\u4e00\u7684\u67b6\u6784\u3002<\/p>\n

                \u5f53\u524d\u6570\u636e\u5904\u7406\u4e2d\u7684\u75db\u70b9<\/h4>\n
                  \n
                1. \u590d\u6742\u3001\u788e\u7247\u5316\u7684\u6d41\u7a0b<\/strong>\uff1a\u6570\u636e\u6e05\u7406\u3001\u6ce8\u91ca\u548c\u9884\u5904\u7406\u4ecd\u7136\u662f\u9ad8\u5ea6\u624b\u5de5\u5316\u548c\u5b64\u7acb\u7684\u3002<\/li>\n
                2. \u4f4e\u53ef\u91cd\u7528\u6027<\/strong>\uff1a\u56e2\u961f\u7ecf\u5e38\u91cd\u65b0\u521b\u5efa\u6570\u636e\u7ba1\u9053\uff0c\u5bfc\u81f4\u6548\u7387\u4f4e\u4e0b\u3002<\/li>\n
                3. \u8d28\u91cf\u4e0d\u4e00\u81f4<\/strong>\uff1a\u7f3a\u4e4f\u6807\u51c6\u5316\u7684\u5de5\u5177\u4f1a\u5bfc\u81f4\u6570\u636e\u8d28\u91cf\u7684\u53d8\u5316\u3002<\/li>\n
                4. \u9ad8\u6210\u672c<\/strong>\uff1a\u6bcf\u4e2a\u56e2\u961f\u72ec\u7acb\u7684\u5f00\u53d1\u548c\u7ef4\u62a4\u4f1a\u589e\u52a0\u6210\u672c\u3002<\/li>\n<\/ol>\n

                  \u89e3\u51b3\u65b9\u6848\uff1aAI\u589e\u5f3aETL\u5de5\u5177<\/h4>\n

                  \u672a\u6765\u7684ETL\u5de5\u5177\u5c06\u5d4c\u5165\u4eba\u5de5\u667a\u80fd\u529f\u80fd\uff0c\u5c06\u4f20\u7edf\u4f18\u52bf\u4e0e\u73b0\u4ee3\u667a\u80fd\u76f8\u7ed3\u5408\u3002\u5177\u4f53\u5305\u62ec\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n

                    \n
                  • \u5d4c\u5165\u751f\u6210<\/strong>\uff1a\u5185\u7f6e\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u548c\u97f3\u9891\u77e2\u91cf\u5316\u3002<\/li>\n
                  • LLM\u77e5\u8bc6\u63d0\u53d6<\/strong>\uff1a\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u81ea\u52a8\u7ed3\u6784\u5316\u3002<\/li>\n
                  • \u52a8\u6001\u6e05\u7406\u89c4\u5219<\/strong>\uff1a\u6570\u636e\u6e05\u7406\u7b56\u7565\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u4f18\u5316\u3002<\/li>\n
                  • \u975e\u7ed3\u6784\u5316\u6570\u636e\u5904\u7406<\/strong>\uff1a\u652f\u6301\u5173\u952e\u5e27\u63d0\u53d6\u3001OCR\u548c\u8bed\u97f3\u5230\u6587\u672c\u3002<\/li>\n
                  • \u81ea\u52a8\u589e\u5f3a<\/strong>\uff1a\u667a\u80fd\u6570\u636e\u751f\u6210\u548c\u589e\u5f3a\u3002<\/li>\n<\/ul>\n

                    \u7ec8\u6781\u8d8b\u52bf\uff1aTransformers + Transform<\/h3>\n

                    \u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u5927\u6a21\u578b\u4e0e\u4f20\u7edfETL\u6280\u672f\u9010\u6e10\u878d\u5408\u3002\u4e0b\u4e00\u4ee3ETL\u67b6\u6784\u6709\u671b\u5c06\u5927\u6a21\u578b\u7684\u667a\u80fd\u4e0eETL\u7684\u6548\u7387\u7ed3\u5408\u8d77\u6765\uff0c\u521b\u5efa\u4e00\u4e2a\u80fd\u591f\u5904\u7406\u5404\u79cd\u6570\u636e\u7c7b\u578b\u7684\u7efc\u5408\u6846\u67b6\u3002<\/p>\n

                    \u786c\u4ef6\uff1a\u6570\u636e\u5904\u7406\u5355\u5143\u7684\u96c6\u6210<\/h4>\n

                    \u6570\u636e\u5904\u7406\u7684\u57fa\u7840\u6b63\u5728\u4ece\u4ee5CPU\u4e3a\u4e2d\u5fc3\u7684\u7cfb\u7edf\u8f6c\u5411\u6d89\u53caCPU\u548cGPU\u7684\u534f\u4f5c\u65b9\u6cd5\uff1a<\/p>\n

                      \n
                    • CPU\u7528\u4e8e\u57fa\u7840\u4efb\u52a1<\/strong>\uff1aCPU\u64c5\u957f\u57fa\u672c\u64cd\u4f5c\uff08\u5982\u521d\u6b65\u6570\u636e\u6e05\u7406\u3001\u96c6\u6210\uff09\u548c\u57fa\u4e8e\u89c4\u5219\u7684\u5904\u7406\uff08\u5982\u63d0\u53d6\u3001\u8f6c\u6362\u548c\u52a0\u8f7d\u7ed3\u6784\u5316\u6570\u636e\uff09\u3002<\/li>\n
                    • GPU\u7528\u4e8e\u9ad8\u7ea7\u5206\u6790<\/strong>\uff1aGPU\u5177\u6709\u5f3a\u5927\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff0c\u53ef\u4ee5\u5904\u7406\u9884\u5904\u7406\u6570\u636e\u4e0a\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<\/ul>\n

                      \u8fd9\u4e00\u8d8b\u52bf\u4e0d\u4ec5\u4f53\u73b0\u5728\u6280\u672f\u521b\u65b0\u4e0a\uff0c\u4e5f\u4f53\u73b0\u5728\u884c\u4e1a\u52a8\u6001\u4e0a\uff1a\u82f1\u7279\u5c14\u6b63\u5728\u63a8\u8fdb\u7528\u4e8eCPU-AI\u534f\u4f5c\u7684\u4eba\u5de5\u667a\u80fd\u52a0\u901f\u5668\uff0c\u800c\u82f1\u4f1f\u8fbe\u6b63\u5728\u5c06GPU\u5e94\u7528\u6269\u5c55\u5230\u4f20\u7edf\u7684ETL\u573a\u666f\u3002CPU\u548cGPU\u4e4b\u95f4\u7684\u534f\u540c\u4f5c\u7528\u4e3a\u4e0b\u4e00\u4ee3\u6570\u636e\u5904\u7406\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7684\u6548\u7387\u548c\u667a\u80fd\u652f\u6301\u3002<\/p>\n

                      \u8f6f\u4ef6\uff1a\u6570\u636e\u5904\u7406\u67b6\u6784\u7684\u96c6\u6210<\/h4>\n

                      \u968f\u7740ETL\u548c\u5927\u6a21\u578b\u529f\u80fd\u65e5\u76ca\u4ea4\u7ec7\u5728\u4e00\u8d77\uff0c\u6570\u636e\u5904\u7406\u6b63\u5728\u6f14\u53d8\u6210\u4e00\u4e2a\u591a\u529f\u80fd\u7684\u534f\u4f5c\u5e73\u53f0\uff0c\u5176\u4e2dETL\u4f5c\u4e3a\u5927\u6a21\u578b\u7684\u6570\u636e\u51c6\u5907\u5de5\u5177\u3002<\/p>\n

                      \u5927\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u9ad8\u8d28\u91cf\u7684\u8f93\u5165\u6570\u636e\uff0cETL\u4e3a\u5176\u63d0\u4f9b\u4e86\u521d\u6b65\u5904\u7406\uff0c\u521b\u9020\u4e86\u7406\u60f3\u7684\u6761\u4ef6\u3002\u5177\u4f53\u8868\u73b0\u4e3a\u4ee5\u4e0b\u65b9\u9762\uff1a<\/p>\n

                        \n
                      • \u566a\u58f0\u53bb\u9664\u548c\u6e05\u6d17<\/strong>\uff1a\u6d88\u9664\u566a\u58f0\u6570\u636e\uff0c\u63d0\u9ad8\u6570\u636e\u96c6\u8d28\u91cf\u3002<\/li>\n
                      • \u683c\u5f0f\u5316\u548c\u6807\u51c6\u5316<\/strong>\uff1a\u5c06\u591a\u79cd\u6570\u636e\u683c\u5f0f\u8f6c\u6362\u4e3a\u9002\u5408\u5927\u6a21\u578b\u7684\u7edf\u4e00\u7ed3\u6784\u3002<\/li>\n
                      • \u6570\u636e\u589e\u5f3a<\/strong>\uff1a\u901a\u8fc7\u9884\u5904\u7406\u548c\u57fa\u4e8e\u89c4\u5219\u7684\u589e\u5f3a\u6765\u6269\u5c55\u6570\u636e\u89c4\u6a21\u548c\u591a\u6837\u6027\u3002<\/li>\n<\/ul>\n

                        AI\u589e\u5f3aETL\u67b6\u6784\u7684\u51fa\u73b0<\/h3>\n

                        ETL\u5de5\u5177\u7684\u672a\u6765\u5728\u4e8e\u5d4c\u5165AI\u529f\u80fd\uff0c\u4ee5\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u6570\u636e\u5904\u7406\uff1a<\/p>\n

                        1.\u5d4c\u5165\u529f\u80fd<\/h4>\n
                          \n
                        • \u96c6\u6210\u7528\u4e8e\u751f\u6210\u5d4c\u5165\u7684\u6a21\u5757\u4ee5\u652f\u6301\u57fa\u4e8e\u5411\u91cf\u7684\u6570\u636e\u5904\u7406\u3002<\/li>\n
                        • \u751f\u6210\u6587\u672c\u3001\u56fe\u50cf\u548c\u97f3\u9891\u7684\u9ad8\u7ef4\u8868\u793a\uff1b\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u8bed\u4e49\u5d4c\u5165\u3002<\/li>\n
                        • \u76f4\u63a5\u5728ETL\u5de5\u4f5c\u6d41\u4e2d\u6267\u884c\u5d4c\u5165\u8ba1\u7b97\uff0c\u51cf\u5c11\u5bf9\u5916\u90e8\u63a8\u7406\u670d\u52a1\u7684\u4f9d\u8d56\u3002<\/li>\n<\/ul>\n

                          2.LLM\u77e5\u8bc6\u63d0\u53d6<\/h4>\n
                            \n
                          • \u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6709\u6548\u5730\u5904\u7406\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u63d0\u53d6\u5b9e\u4f53\u548c\u4e8b\u4ef6\u7b49\u7ed3\u6784\u5316\u4fe1\u606f\u3002<\/li>\n
                          • \u5b8c\u6210\u548c\u63a8\u65ad\u590d\u6742\u7684\u5b57\u6bb5\uff0c\u4f8b\u5982\u586b\u5145\u7f3a\u5931\u503c\u6216\u9884\u6d4b\u672a\u6765\u8d8b\u52bf\u3002<\/li>\n
                          • \u5728\u6570\u636e\u96c6\u6210\u671f\u95f4\u652f\u6301\u591a\u8bed\u8a00\u6570\u636e\u7ffb\u8bd1\u548c\u8bed\u4e49\u5bf9\u9f50\u3002<\/li>\n<\/ul>\n

                            3.\u975e\u7ed3\u6784\u5316\u6570\u636e\u8bc6\u522b\u548c\u5173\u952e\u5e27\u63d0\u53d6<\/h4>\n
                              \n
                            • \u539f\u751f\u652f\u6301\u89c6\u9891\u3001\u56fe\u50cf\u548c\u97f3\u9891\u6570\u636e\uff0c\u652f\u6301\u6ce8\u91ca\u6216\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u81ea\u52a8\u5173\u952e\u5e27\u63d0\u53d6\u3002<\/li>\n
                            • \u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u7279\u5f81\uff08\u4f8b\u5982\uff0c\u5bf9\u8c61\u68c0\u6d4b\uff0cOCR\uff09\u5e76\u6267\u884c\u97f3\u9891\u5230\u6587\u672c\u7684\u8f6c\u6362\uff0c\u60c5\u611f\u5206\u6790\u7b49\u7b49\u3002<\/li>\n<\/ul>\n

                              4.\u52a8\u6001\u6e05\u7406\u89c4\u5219<\/h4>\n
                                \n
                              • \u6839\u636e\u6570\u636e\u4e0a\u4e0b\u6587\u52a8\u6001\u8c03\u6574\u6e05\u7406\u548c\u589e\u5f3a\u7b56\u7565\uff0c\u4ee5\u63d0\u9ad8\u6548\u7387\u548c\u76f8\u5173\u6027\u3002<\/li>\n
                              • \u5b9e\u65f6\u68c0\u6d4b\u5f02\u5e38\u5e76\u751f\u6210\u81ea\u9002\u5e94\u6e05\u7406\u89c4\u5219\u3002<\/li>\n
                              • \u4f18\u5316\u7279\u5b9a\u9886\u57df\uff08\u4f8b\u5982\uff0c\u91d1\u878d\u3001\u533b\u7597\u4fdd\u5065\uff09\u7684\u6e05\u6d01\u7b56\u7565\u3002<\/li>\n<\/ul>\n

                                5.\u81ea\u52a8\u6570\u636e\u589e\u5f3a\u548c\u751f\u6210<\/h4>\n
                                  \n
                                • \u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u52a8\u6001\u589e\u5f3a\u6570\u636e\u96c6\uff0c\u4f8b\u5982\u540c\u4e49\u8bcd\u66ff\u6362\u3001\u6570\u636e\u53cd\u7ffb\u8bd1\u3001\u5bf9\u6297\u6027\u6837\u672c\u751f\u6210\u7b49\u3002<\/li>\n
                                • \u6269\u5c55\u4f4e\u6837\u672c\u573a\u666f\u7684\u6570\u636e\u96c6\uff0c\u652f\u6301\u8de8\u8bed\u8a00\u6216\u8de8\u9886\u57df\u7684\u6570\u636e\u751f\u6210\u3002<\/li>\n<\/ul>\n

                                  AI\u589e\u5f3a\u7684ETL\u4ee3\u8868\u4e86\u4f20\u7edfETL\u7684\u8f6c\u578b\u98de\u8dc3\uff0c\u63d0\u4f9b\u5d4c\u5165\u751f\u6210\u3001\u57fa\u4e8eLLM\u7684\u77e5\u8bc6\u63d0\u53d6\u3001\u975e\u7ed3\u6784\u5316\u6570\u636e\u5904\u7406\u548c\u52a8\u6001\u89c4\u5219\u751f\u6210\uff0c\u4ee5\u663e\u8457\u63d0\u9ad8\u6570\u636e\u5904\u7406\u7684\u6548\u7387\u3001\u7075\u6d3b\u6027\u548c\u667a\u80fd\u3002<\/p>\n

                                  \u6848\u4f8b\u7814\u7a76\uff1aApache seattunnel\u2014\u2014\u65b0\u4e00\u4ee3AI\u589e\u5f3aETL\u67b6\u6784<\/h4>\n

                                  \u4f8b\u5982\uff0c\u5f00\u6e90Apache SeaTunnel\u9879\u76ee\u901a\u8fc7\u652f\u6301\u521b\u65b0\u7684\u6570\u636e\u683c\u5f0f\u548c\u5148\u8fdb\u7684\u5904\u7406\u80fd\u529b\uff0c\u6253\u7834\u4e86\u4f20\u7edf\u7684ETL\u9650\u5236\uff0c\u5c55\u793a\u4e86\u6570\u636e\u5904\u7406\u7684\u672a\u6765\uff1a<\/p>\n

                                    \n
                                  • \u539f\u751f\u652f\u6301\u975e\u7ed3\u6784\u5316\u6570\u636e<\/strong>\uff1aSeaTunnel\u5f15\u64ce\u652f\u6301\u6587\u672c\u3001\u89c6\u9891\u548c\u97f3\u9891\u5904\u7406\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u7684\u6a21\u578b\u8bad\u7ec3\u9700\u6c42\u3002<\/li>\n
                                  • \u5411\u91cf\u5316\u6570\u636e\u652f\u6301<\/strong>\uff1a\u5b9e\u73b0\u6df1\u5ea6\u5b66\u4e60\u548c\u5927\u6a21\u578b\u63a8\u7406\u4efb\u52a1\u7684\u65e0\u7f1d\u517c\u5bb9\u3002<\/li>\n
                                  • \u5d4c\u5165\u5927\u6a21\u578b\u529f\u80fd<\/strong>\uff1aSeaTunnel v2.3.8\u652f\u6301\u5d4c\u5165\u751f\u6210\u548cLLM\u8f6c\u6362\uff0c\u5c06\u4f20\u7edf\u7684ETL\u4e0eAI\u63a8\u7406\u5de5\u4f5c\u6d41\u8fde\u63a5\u8d77\u6765\u3002<\/li>\n
                                  • \u201cAny-to-Any\u201d\u8f6c\u6362<\/strong>\uff1a\u5c06\u6570\u636e\u4ece\u4efb\u4f55\u6765\u6e90\uff08\u4f8b\u5982\uff0c\u6570\u636e\u5e93\u3001binlogs\u3001pdf\u3001SaaS\u3001\u89c6\u9891\uff09\u8f6c\u6362\u4e3a\u4efb\u4f55\u76ee\u6807\u683c\u5f0f\uff0c\u63d0\u4f9b\u65e0\u4e0e\u4f26\u6bd4\u7684\u591a\u529f\u80fd\u6027\u3002<\/li>\n<\/ul>\n

                                    SeaTunnel\u7b49\u5de5\u5177\u8bf4\u660e\u4e86\u73b0\u4ee3\u6570\u636e\u5904\u7406\u5982\u4f55\u6f14\u53d8\u4e3a\u4eba\u5de5\u667a\u80fd+\u5927\u6570\u636e\u5168\u6808\u534f\u4f5c\u7cfb\u7edf\uff0c\u6210\u4e3a\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u548c\u6570\u636e\u6218\u7565\u7684\u6838\u5fc3\u3002<\/p>\n

                                    \u7ed3\u8bed<\/h2>\n

                                    \u5927\u6a21\u578bTransformers\u548c\u5927\u6570\u636eTransforms\u4e0d\u662f\u7ade\u4e89\u5bf9\u624b\uff0c\u800c\u662f\u76df\u53cb\u3002\u6570\u636e\u5904\u7406\u7684\u672a\u6765\u5728\u4e8eETL\u4e0e\u5927\u6a21\u578b\u7684\u6df1\u5ea6\u878d\u5408\uff0c\u5177\u4f53\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n

                                      \n
                                    • \u534f\u4f5c\u6570\u636e\u5904\u7406\u5355\u5143<\/strong>\uff1a\u5229\u7528CPU-GPU\u534f\u540c\u8fdb\u884c\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u5904\u7406\u3002<\/li>\n
                                    • \u52a8\u6001\u6570\u636e\u5904\u7406\u67b6\u6784<\/strong>\uff1a\u5c06AI\u529f\u80fd\u5d4c\u5165ETL\uff0c\u7528\u4e8e\u5d4c\u5165\u751f\u6210\u3001LLM\u77e5\u8bc6\u63d0\u53d6\u548c\u667a\u80fd\u51b3\u7b56\u3002<\/li>\n
                                    • \u4e0b\u4e00\u4ee3\u5de5\u5177<\/strong>\uff1a\u50cfApache SeaTunnel\u8fd9\u6837\u7684\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u7a81\u51fa\u4e86\u8fd9\u4e00\u8d8b\u52bf\uff0c\u5b9e\u73b0\u4e86\u201cAny-to-Any\u201d\u7684\u6570\u636e\u8f6c\u6362\uff0c\u5e76\u91cd\u65b0\u5b9a\u4e49\u4e86ETL\u8fb9\u754c\u3002<\/li>\n<\/ul>\n

                                      \u5927\u6a21\u578b\u4e0eETL\u7684\u878d\u5408\uff0c\u5c06\u63a8\u52a8\u6570\u636e\u5904\u7406\u8fdb\u5165\u667a\u80fd\u5316\u3001\u6807\u51c6\u5316\u3001\u5f00\u653e\u7684\u65b0\u65f6\u4ee3\u3002\u901a\u8fc7\u6ee1\u8db3\u4f01\u4e1a\u9700\u6c42\uff0c\u8fd9\u79cd\u6f14\u53d8\u5c06\u63a8\u52a8\u4e1a\u52a1\u521b\u65b0\u548c\u667a\u80fd\u51b3\u7b56\uff0c\u6210\u4e3a\u672a\u6765\u6570\u636e\u9a71\u52a8\u578b\u4f01\u4e1a\u7684\u6838\u5fc3\u5f15\u64ce\u3002<\/p>\n

                                      \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

                                      <\/div>\n

                                      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                                      <\/div>\n","protected":false},"excerpt":{"rendered":"

                                      \u652f\u6491\u6570\u636e\u5904\u7406\u6570\u5341\u5e74\u7684ETL\u6846\u67b6\u7ec8\u5c06\u88abAI\u53d6\u4ee3\uff1f\u4e5f\u8bb8\u672a\u5fc5\uff01   \u53bb\u5e74\uff0c\u5927\u6a21\u578b\u7ecf\u5386\u4e86\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u8fdb\u4e00\u6b65\u5b8c […]<\/p>\n

                                      <\/div>\n

                                      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                                      <\/div>\n","protected":false},"author":56,"featured_media":23497,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,17,20,80],"tags":[1478,113,667],"class_list":["post-23495","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-17","category-20","category-80","tag-etl","tag-113","tag-667"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23495","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=23495"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23495\/revisions"}],"predecessor-version":[{"id":23498,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23495\/revisions\/23498"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/23497"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=23495"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=23495"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=23495"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}