{"id":19859,"date":"2024-03-25T09:31:20","date_gmt":"2024-03-25T01:31:20","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=19859"},"modified":"2024-03-25T09:35:15","modified_gmt":"2024-03-25T01:35:15","slug":"%e5%a4%a7%e6%95%b0%e6%8d%ae-ai-%e4%b8%80%e4%bd%93%e5%8c%96%e8%a7%a3%e8%af%bb","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/03\/25\/19859\/","title":{"rendered":"\u5927\u6570\u636e AI \u4e00\u4f53\u5316\u89e3\u8bfb"},"content":{"rendered":"<div class=\"article-desc\">\u672c\u6587\u5c06\u4ece\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u6a21\u578b\u5f00\u53d1\u3001\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u3001\u6570\u636e\u5206\u6790\u5e94\u7528\u7b49\u591a\u4e2a\u65b9\u9762\u4e3a\u60a8\u89e3\u8bfb\u5927\u6570\u636e AI \u4e00\u4f53\u5316\u3002\u5728\u5927\u6570\u636e\u548c AI \u7684\u63a8\u52a8\u4e0b\uff0c\u8fd1\u5e74\u6765\u51fa\u73b0\u4e86\u4e00\u4e9b\u975e\u5e38\u4ee4\u4eba\u6b23\u559c\u7684\u79d1\u6280\u8fdb\u5c55\u3002<\/div>\n<div 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overfit\uff0c\u8fd9\u5c31\u662f\u4ee5\u6a21\u578b\u4e3a\u4e2d\u5fc3\u7684\u5f00\u53d1\u8303\u5f0f\u3002<\/p>\n<p>\u968f\u7740\u6570\u636e\u548c\u7b97\u529b\u7684\u79ef\u7d2f\uff0c\u9010\u6e10\u5f00\u59cb\u4f7f\u7528\u65e0\u76d1\u7763\u7684\u5b66\u4e60\uff0c\u901a\u8fc7\u6d77\u91cf\u7684\u6570\u636e\uff0c\u8ba9\u6a21\u578b\u81ea\u4e3b\u5730\u53bb\u53d1\u73b0\u8fd9\u4e9b\u6570\u636e\u4e2d\u5b58\u5728\u7684\u5173\u7cfb\uff0c\u6b64\u65f6\u5c31\u8fdb\u5165\u4e86\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u5f00\u53d1\u8303\u5f0f\u3002<\/p>\n<p>\u5728\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u5f00\u53d1\u6a21\u5f0f\u4e0b\uff0c\u6a21\u578b\u7ed3\u6784\u90fd\u662f\u7c7b\u4f3c\u7684\uff0c\u57fa\u672c\u4e0a\u90fd\u662f Transformer 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\u548c\u5927\u6570\u636e\u7684\u878d\u5408\u3002\u56e0\u6b64\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u5957\u5e73\u53f0\uff0c\u5b83\u5177\u5907\u975e\u5e38\u597d\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5305\u62ec\u901a\u8fc7\u9ad8\u5e26\u5bbd\u7684 GPU \u96c6\u7fa4\u63d0\u4f9b\u9ad8\u6027\u80fd AI \u7b97\u529b\uff0c\u4ee5\u53ca CPU \u96c6\u7fa4\u63d0\u4f9b\u9ad8\u6027\u4ef7\u6bd4\u7684\u5b58\u50a8\u548c\u6570\u636e\u7ba1\u7406\u80fd\u529b\u3002\u5728\u6b64\u4e4b\u4e0a\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u5927\u6570\u636e AI \u4e00\u4f53\u5316 PaaS \u5e73\u53f0\uff0c\u5176\u4e2d\u5305\u62ec\u5927\u6570\u636e\u7684\u5e73\u53f0\u3001AI \u7684\u5e73\u53f0\uff0c\u4ee5\u53ca\u9ad8\u7b97\u529b\u7684\u5e73\u53f0\u548c\u4e91\u539f\u751f\u7684\u5e73\u53f0\u7b49\u7b49\u3002\u5f15\u64ce\u90e8\u5206\uff0c\u5305\u62ec\u6d41\u5f0f\u8ba1\u7b97\u3001\u5927\u6570\u636e\u79bb\u7ebf\u8ba1\u7b97 MaxCompute \u548c PAI\u3002<\/p>\n<p>\u5728\u670d\u52a1\u5c42\uff0c\u6709\u5927\u6a21\u578b\u5e94\u7528\u5e73\u53f0\u767e\u70bc\u548c\u5f00\u6e90\u6a21\u578b\u793e\u533a ModelScope\u3002\u963f\u91cc\u4e00\u76f4\u5728\u79ef\u6781\u63a8\u52a8\u6a21\u578b\u793e\u533a\u7684\u5171\u4eab\uff0c\u5e0c\u671b\u4ee5 Model as a service \u7684\u7406\u5ff5\u53bb\u6fc0\u53d1\u66f4\u591a\u6709 AI \u9700\u6c42\u7684\u7528\u6237\uff0c\u80fd\u591f\u5229\u7528\u8fd9\u4e9b\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\uff0c\u5feb\u901f\u7ec4\u5efa AI \u5e94\u7528\u3002<\/p>\n<h4>2.\u00a0\u4e3a\u4ec0\u4e48\u9700\u8981\u5c06\u5927\u6570\u636e\u548c AI \u7ed3\u5408<\/h4>\n<p>\u4e0b\u9762\u901a\u8fc7\u4e24\u4e2a\u6848\u4f8b\uff0c\u6765\u89e3\u91ca\u4e3a\u4ec0\u4e48\u9700\u8981\u5927\u6570\u636e\u4e0e AI \u7684\u8054\u52a8\u3002<\/p>\n<h4>\u6848\u4f8b 1\uff1a\u77e5\u8bc6\u5e93\u68c0\u7d22\u589e\u5f3a\u7684\u5927\u6a21\u578b\u95ee\u7b54\u7cfb\u7edf<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202403\/25\/f1b61c576debd9c6ec59047ea042042296dc39.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u5927\u6a21\u578b\u95ee\u7b54\u7cfb\u7edf\u4e2d\uff0c\u9996\u5148\u8981\u7528\u5230\u57fa\u7840\u6a21\u578b\uff0c\u7136\u540e\u628a\u76ee\u6807\u7684\u6587\u6863\u8fdb\u884c embedding \u5316\uff0c\u5e76\u5c06 embedding \u5316\u7684\u7ed3\u679c\u5b58\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u6587\u6863\u7684\u6570\u91cf\u53ef\u80fd\u4f1a\u975e\u5e38\u5927\uff0c\u56e0\u6b64 embedding \u5316\u65f6\u9700\u8981\u6279\u5904\u7406\u7684\u80fd\u529b\u3002\u672c\u8eab\u57fa\u7840\u6a21\u578b\u7684\u63a8\u7406\u670d\u52a1\u4e5f\u662f\u5f88\u8017\u8d44\u6e90\u7684\uff0c\u5f53\u7136\u8fd9\u4e5f\u53d6\u51b3\u4e8e\u7528\u591a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u53ca\u5982\u4f55\u5e76\u884c\u5316\u3002\u4ea7\u751f\u7684\u6240\u6709 embedding \u704c\u5165\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u5728\u67e5\u8be2\u65f6\uff0cquery \u4e5f\u8981\u7ecf\u8fc7\u5411\u91cf\u5316\uff0c\u7136\u540e\u901a\u8fc7\u5411\u91cf\u68c0\u7d22\uff0c\u628a\u53ef\u80fd\u8ddf\u8fd9\u4e2a\u95ee\u7b54\u6709\u5173\u7684\u77e5\u8bc6\u4ece\u5411\u91cf\u6570\u636e\u5e93\u91cc\u9762\u63d0\u53d6\u51fa\u6765\u3002\u8fd9\u9700\u8981\u975e\u5e38\u597d\u7684\u63a8\u7406\u670d\u52a1\u7684\u6027\u80fd\u3002<\/p>\n<p>\u63d0\u53d6\u51fa\u5411\u91cf\u540e\uff0c\u9700\u8981\u628a\u5411\u91cf\u6240\u4ee3\u8868\u7684\u6587\u6863\u4f5c\u4e3a context\uff0c\u518d\u53bb\u7ea6\u675f\u8fd9\u4e2a\u5927\u6a21\u578b\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\u505a\u51fa\u95ee\u7b54\uff0c\u8fd9\u6837\u56de\u7b54\u7684\u6548\u679c\u5c31\u4f1a\u8fdc\u8fdc\u597d\u4e8e\u81ea\u5df1\u641c\u7d22\u65b9\u5f0f\u5f97\u5230\u7684\u7ed3\u679c\uff0c\u5e76\u4e14\u662f\u4ee5\u4eba\u7684\u81ea\u7136\u8bed\u8a00\u7684\u65b9\u5f0f\u6765\u56de\u7b54\u7684\u3002<\/p>\n<p>\u5728\u4e0a\u8ff0\u8fc7\u7a0b\u4e2d\uff0c\u65e2\u9700\u8981\u6709\u79bb\u7ebf\u7684\u5206\u5e03\u5f0f\u5927\u6570\u636e\u5e73\u53f0\u53bb\u5feb\u901f\u4ea7\u751f embedding\uff0c\u53c8\u9700\u8981\u6709\u5bf9\u5927\u6a21\u578b\u8bad\u7ec3\u548c\u670d\u52a1\u7684 AI \u5e73\u53f0\uff0c\u5c06\u6574\u4e2a\u6d41\u7a0b\u8fde\u8d77\u6765\uff0c\u624d\u80fd\u6784\u6210\u4e00\u4e2a\u5927\u6a21\u578b\u95ee\u7b54\u7cfb\u7edf\u3002<\/p>\n<h4>\u6848\u4f8b 2\uff1a\u667a\u80fd\u63a8\u8350\u7cfb\u7edf<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202403\/25\/66b44a2540d0c0506c1727e0dfe46139edb620.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u53e6\u4e00\u4e2a\u4f8b\u5b50\u5c31\u662f\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u8fd9\u4e2a\u6a21\u578b\u5f80\u5f80\u9700\u8981\u5f88\u9ad8\u7684\u65f6\u6548\u6027\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u4eba\u7684\u5174\u8da3\u548c\u4e2a\u6027\u90fd\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u8981\u6355\u83b7\u8fd9\u4e9b\u53d8\u5316\uff0c\u9700\u8981\u7528\u6d41\u5f0f\u8ba1\u7b97\u7684\u7cfb\u7edf\u5bf9 APP \u5185\u83b7\u53d6\u5230\u7684\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u7136\u540e\u901a\u8fc7\u63d0\u53d6\u7684\u7279\u5f81\uff0c\u4e0d\u505c\u5730\u8ba9\u6a21\u578b online learning\uff0c\u6bcf\u5f53\u6709\u65b0\u7684\u6570\u636e\u8fdb\u6765\u65f6\uff0c\u6a21\u578b\u5c31\u4f1a\u66f4\u65b0\uff0c\u968f\u540e\u901a\u8fc7\u65b0\u7684\u6a21\u578b\u53bb\u670d\u52a1\u5ba2\u6237\u3002\u56e0\u6b64\uff0c\u5728\u8fd9\u4e2a\u573a\u666f\u4e2d\uff0c\u9700\u8981\u6709\u6d41\u5f0f\u8ba1\u7b97\u7684\u80fd\u529b\uff0c\u8fd8\u9700\u8981\u6709\u6a21\u578b\u670d\u52a1\u548c\u8bad\u7ec3\u7684\u80fd\u529b\u3002<\/p>\n<h4>3.\u00a0\u5982\u4f55\u5c06\u5927\u6570\u636e\u4e0e AI \u7ed3\u5408<\/h4>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6848\u4f8b\u53ef\u4ee5\u770b\u5230 AI \u4e0e\u5927\u6570\u636e\u76f8\u7ed3\u5408\u5df2\u6210\u4e3a\u5fc5\u7136\u7684\u53d1\u5c55\u8d8b\u52bf\u3002\u5728\u6b64\u7406\u5ff5\u57fa\u7840\u4e4b\u4e0a\uff0c\u9996\u5148\u9700\u8981\u6709\u4e00\u4e2a\u5de5\u4f5c\u7a7a\u95f4\uff0c\u80fd\u591f\u5c06\u5927\u6570\u636e\u5e73\u53f0\u548c AI \u5e73\u53f0\u7eb3\u5165\u4e00\u8d77\u7ba1\u7406\uff0c\u8fd9\u5c31\u662f AI \u5de5\u4f5c\u7a7a\u95f4\u8bde\u751f\u7684\u539f\u56e0\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202403\/25\/e49fd2888e5b0809be7332442244d1fbe33077.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u8fd9\u4e2a AI \u5de5\u4f5c\u7a7a\u95f4\u91cc\u9762\uff0c\u652f\u6301 Flink \u7684\u96c6\u7fa4\u3001\u79bb\u7ebf\u8ba1\u7b97\u96c6\u7fa4 MaxCompute\uff0c\u4e5f\u80fd\u591f\u652f\u6301 AI \u7684\u5e73\u53f0\uff0c\u8fd8\u652f\u6301\u5bb9\u5668\u670d\u52a1\u8ba1\u7b97\u5e73\u53f0\u7b49\u7b49\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202403\/25\/e98cbfd10922d496b62542cd6040c992be8d83.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5c06\u5927\u6570\u636e\u4e0e AI \u7edf\u4e00\u7ba1\u8d77\u6765\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4ee5\u5de5\u4f5c\u6d41\u7684\u65b9\u5f0f\u5c06\u5b83\u4eec\u8fde\u8d77\u6765\u3002\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5efa\u7acb\u5de5\u4f5c\u6d41\uff0c\u5982 SDK \u7684\u65b9\u5f0f\u3001\u56fe\u5f62\u5316\u7684\u65b9\u5f0f\u3001GUI \u7684\u65b9\u5f0f\u3001\u5199 SPEC \u7684\u65b9\u5f0f\u7b49\u7b49\u3002\u5de5\u4f5c\u6d41\u4e2d\u7684\u8282\u70b9\u53ef\u4ee5\u662f\u5927\u6570\u636e\u5904\u7406\u7684\u8282\u70b9\uff0c\u4e5f\u53ef\u4ee5\u662f AI \u5904\u7406\u7684\u8282\u70b9\uff0c\u8fd9\u6837\u5c31\u80fd\u591f\u5f88\u597d\u5730\u5c06\u590d\u6742\u7684\u6d41\u7a0b\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202403\/25\/d2edbdb17a07ed1fec131744b4058a9a66b216.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8981\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6548\u7387\u3001\u964d\u4f4e\u6210\u672c\uff0c\u5c31\u9700\u8981 Severless \u4e91\u539f\u751f\u670d\u52a1\u3002\u4e0a\u56fe\u4e2d\u8be6\u7ec6\u63cf\u8ff0\u4e86\u4ec0\u4e48\u662f Severless\u3002\u4e91\u539f\u751f\uff0c\u4ece share nothing\uff08\u975e\u4e91\u5316\u65b9\u5f0f\uff09\uff0c\u5230 share everything\uff08\u975e\u5e38\u4e91\u5316\u7684\u65b9\u5f0f\uff09\uff0c\u4e4b\u95f4\u6709\u5f88\u591a\u4e0d\u540c\u7684\u5c42\u6b21\u3002\u5c42\u6b21\u8d8a\u9ad8\uff0c\u8d44\u6e90\u7684\u5171\u4eab\u7a0b\u5ea6\u8d8a\u9ad8\uff0c\u5355\u4f4d\u8ba1\u7b97\u7684\u6210\u672c\u5c31\u4f1a\u8d8a\u4f4e\uff0c\u4f46\u662f\u5bf9\u4e8e\u7cfb\u7edf\u7684\u538b\u529b\u4e5f\u4f1a\u8d8a\u5927\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202403\/25\/f895d9d5368cada976e025b205ab7e4250de74.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5927\u6570\u636e\u548c\u6570\u636e\u5e93\u9886\u57df\u5728\u8fd9\u4e24\u5e74\u5f00\u59cb\u6162\u6162\u8d70\u5411 Serverless\uff0c\u4e5f\u662f\u57fa\u4e8e\u6210\u672c\u7684\u8003\u8651\u3002\u539f\u5148\uff0c\u5373\u4fbf\u662f\u5728\u4e91\u4e0a\u4f7f\u7528\u7684 Server\uff0c\u5982\u4e91\u4e0a\u7684\u6570\u636e\u5e93\uff0c\u4e5f\u662f\u4ee5\u5b9e\u4f8b\u5316\u7684\u5f62\u5f0f\u5b58\u5728\u3002\u8fd9\u4e9b\u5b9e\u4f8b\u7684\u80cc\u540e\u6709\u8d44\u6e90\u7684\u5f71\u5b50\uff0c\u6bd4\u5982\u8fd9\u4e2a\u5b9e\u4f8b\u662f\u591a\u5c11 CPU\u3001\u591a\u5c11 Core\u3002\u6162\u6162\u5730\u9010\u6e10\u8f6c\u53d8\u4e3a Serverless\uff0c\u7b2c\u4e00\u4e2a\u5c42\u6b21\u662f\u5355\u79df\u8ba1\u7b97\uff0c\u6307\u7684\u662f\u5728\u4e91\u4e0a\u8d77\u4e00\u4e2a cluster\uff0c\u7136\u540e\u5728\u91cc\u9762\u5e03\u5927\u6570\u636e\u6216\u8005\u6570\u636e\u5e93\u7684\u5e73\u53f0\u3002\u4f46\u8fd9\u4e2a cluster \u662f\u5355\u79df\u7684\uff0c\u4e5f\u5c31\u662f\u548c\u5176\u4ed6\u4eba\u5171\u4eab\u7269\u7406\u673a\uff0c\u7269\u7406\u673a\u865a\u62df\u5316\u51fa\u4e00\u4e2a\u865a\u62df\u673a\uff0c\u7528\u4e8e\u505a\u5927\u6570\u636e\u7684\u5e73\u53f0\uff0c\u8fd9\u79cd\u53eb\u505a\u5355\u79df\u8ba1\u7b97\u3001\u5355\u79df\u5b58\u50a8\u3001\u5355\u79df\u7ba1\u63a7\u3002\u7528\u6237\u5f97\u5230\u7684\u662f\u4e91\u4e0a\u5f39\u6027\u7684 ECS \u673a\u5668\uff0c\u4f46\u662f\u5927\u6570\u636e\u7ba1\u7406\u3001\u8fd0\u7ef4\u7684\u65b9\u6848\u9700\u8981\u81ea\u5df1\u6765\u505a\u3002EMR \u5c31\u662f\u8fd9\u65b9\u9762\u4e00\u4e2a\u7ecf\u5178\u7684\u65b9\u6848\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202403\/25\/01254aa403a83b62c917035cee03f5088921f5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6162\u6162\u5730\u4f1a\u4ece\u5355\u79df\u5b58\u50a8\u8d70\u5411\u5171\u4eab\u5b58\u50a8\uff0c\u4e5f\u5c31\u662f\u6570\u636e\u6e56\u7684\u65b9\u6848\u3002\u6570\u636e\u5728\u4e00\u4e2a\u66f4\u52a0\u5171\u4eab\u7684\u5927\u6570\u636e\u7cfb\u7edf\u91cc\u9762\uff0c\u8ba1\u7b97\u662f\u52a8\u6001\u62c9\u8d77\u4e00\u4e2a\u96c6\u7fa4\uff0c\u7b97\u5b8c\u4e86\u4e4b\u540e\u8fd9\u4e2a cluster \u5c31\u6d88\u4ea1\u4e86\uff0c\u4f46\u6570\u636e\u4e0d\u4f1a\u6d88\u4ea1\uff0c\u56e0\u4e3a\u6570\u636e\u662f\u5728\u4e00\u4e2a reliable \u7684 remote \u7684\u5b58\u50a8\u7aef\uff0c\u8fd9\u5c31\u662f\u5171\u4eab\u5b58\u50a8\u3002\u5178\u578b\u7684\u5c31\u662f\u6570\u636e\u6e56 DLF \u4ee5\u53ca serverless EMR \u7684\u65b9\u6848\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202403\/25\/76507a8306af4407efb776dcf2fb42e74a5b75.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6700\u6781\u81f4\u7684\u662f Share Everything\uff0c\u5927\u5bb6\u5982\u679c\u53bb\u7528 BigQuery \u6216\u8005\u963f\u91cc\u4e91\u7684 MaxCompute\uff0c\u770b\u5230\u7684\u4f1a\u662f\u4e00\u4e2a\u5e73\u53f0\uff0c\u4e00\u4e9b\u865a\u62df\u5316\u7684 project \u7684\u7ba1\u7406\uff0c\u7528\u6237\u63d0\u4f9b\u4e00\u4e2a query\uff0c\u5e73\u53f0\u6839\u636e query \u6765\u8ba1\u8d39\u8ba1\u91cf\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202403\/25\/e90861d171c9f24d96e2075fdb13ff8159370e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8fd9\u6837\u53ef\u4ee5\u5e26\u6765\u975e\u5e38\u591a\u7684\u597d\u5904\u3002\u6bd4\u5982\u5728\u5927\u6570\u636e\u8ba1\u7b97\u4e2d\u6709\u5f88\u591a\u8282\u70b9\uff0c\u5e76\u4e0d\u9700\u8981\u6709\u7528\u6237\u7684\u4ee3\u7801\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u8282\u70b9\u5176\u5b9e\u662f\u4e00\u4e9b build-in \u7684 operator\uff0c\u6bd4\u5982 join\u3001aggregator\uff0c\u8fd9\u4e9b\u786e\u5b9a\u6027\u7684\u7ed3\u679c\u5e76\u4e0d\u9700\u8981\u7528\u4e00\u4e2a\u6bd4\u8f83\u91cd\u7684 Sandbox\uff0c\u56e0\u4e3a\u5b83\u4eec\u662f\u786e\u5b9a\u6027\u7684\u7b97\u5b50\uff0c\u662f\u7ecf\u8fc7\u4e25\u683c\u7684\u6d4b\u8bd5\u68c0\u9a8c\u7684\uff0c\u6ca1\u6709\u4efb\u4f55\u6076\u610f\u4ee3\u7801\u6216\u968f\u610f\u7684 UDF \u4ee3\u7801\uff0c\u56e0\u6b64\u53ef\u4ee5\u8ba9\u5176\u53bb\u6389\u865a\u62df\u5316\u8fd9\u4e9b overhead\u3002<\/p>\n<p>UDF \u5e26\u6765\u7684\u597d\u5904\u662f\u7075\u6d3b\u6027\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u6709\u80fd\u529b\u53bb\u5904\u7406\u4e30\u5bcc\u7684\u6570\u636e\uff0c\u5728\u6570\u636e\u91cf\u5927\u7684\u65f6\u5019\u6709\u5f88\u597d\u7684\u6269\u5c55\u6027\u3002\u4f46 UDF \u4f1a\u5e26\u6765\u7684\u4e00\u4e2a\u6311\u6218\u5c31\u662f\u9700\u8981\u6709\u5b89\u5168\u6027\uff0c\u9700\u8981\u505a\u9694\u79bb\u3002<\/p>\n<p>\u65e0\u8bba\u662f Google \u7684 BigQuery \u8fd8\u662f MaxComputer\uff0c\u90fd\u662f\u8d70\u5728 share everything \u7684\u67b6\u6784\u4e0a\u9762\uff0c\u6211\u4eec\u8ba4\u4e3a\u53ea\u6709\u6280\u672f\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u624d\u80fd\u591f\u628a\u8d44\u6e90\u7528\u5f97\u66f4\u52a0\u7d27\u5b9e\uff0c\u5c06\u7b97\u529b\u6210\u672c\u8282\u7701\u4e0b\u6765\uff0c\u4ece\u800c\u8ba9\u66f4\u591a\u4f01\u4e1a\u80fd\u591f\u6d88\u8d39\u5f97\u8d77\u8fd9\u4e9b\u6570\u636e\uff0c\u63a8\u52a8\u6570\u636e\u5728\u6a21\u578b\u8bad\u7ec3\u4e0a\u9762\u7684\u4f7f\u7528\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202403\/25\/a5713f0657668f24d43183c17f0d134eeaa0d2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6b63\u662f\u56e0\u4e3a\u6709 share everything\uff0c\u6211\u4eec\u4e0d\u4ec5\u53ef\u4ee5\u5c06\u5927\u6570\u636e\u548c AI \u901a\u8fc7\u5de5\u4f5c\u7a7a\u95f4\u7edf\u4e00\u7ba1\u7406\u8d77\u6765\uff0c\u901a\u8fc7 PAI-flow \u8fde\u8d77\u6765\uff0c\u66f4\u80fd\u591f\u4ee5 share everything \u7684\u65b9\u5f0f\u8fdb\u884c\u7edf\u4e00\u8c03\u5ea6\u3002\u8fd9\u6837\u4f01\u4e1a AI+\u5927\u6570\u636e\u7684\u7814\u53d1\u6210\u672c\u4f1a\u8fdb\u4e00\u6b65\u4e0b\u964d\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u70b9\u4e0a\uff0c\u6709\u5f88\u591a\u5de5\u4f5c\u8981\u505a\u3002K8S \u672c\u8eab\u7684\u8c03\u5ea6\u662f\u9762\u5411\u5fae\u670d\u52a1\u7684\uff0c\u5bf9\u4e8e\u5927\u6570\u636e\u4f1a\u9762\u4e34\u5f88\u5927\u6311\u6218\uff0c\u56e0\u4e3a\u5927\u6570\u636e\u7684\u670d\u52a1\u8c03\u5ea6\u7c92\u5ea6\u975e\u5e38\u5c0f\uff0c\u5f88\u591a task \u53ea\u4f1a\u5b58\u6d3b\u51e0\u79d2\u5230\u51e0\u5341\u79d2\uff0c\u8fd9\u5bf9\u4e8e\u8c03\u5ea6\u7684\u89c4\u6a21\u6027\u4ee5\u53ca\u5bf9\u8c03\u5ea6\u7684\u6574\u4f53\u538b\u529b\u4f1a\u6709\u51e0\u4e2a\u91cf\u7ea7\u7684\u63d0\u5347\u3002\u6211\u4eec\u4e3b\u8981\u9700\u8981\u89e3\u51b3\u5728 K8S \u4e0a\uff0c\u600e\u6837\u8ba9\u8fd9\u79cd\u8c03\u5ea6\u7684\u80fd\u529b\u5f97\u5230 scale off\uff0c\u6211\u4eec\u63a8\u51fa\u7684 Koordinator \u5f00\u6e90\u9879\u76ee\u5c31\u662f\u8981\u53bb\u63d0\u9ad8\u8c03\u5ea6\u80fd\u529b\uff0c\u4f7f\u5927\u6570\u636e\u548c AI \u5728 K8S \u751f\u6001\u4e0a\u5f97\u5230\u878d\u5408\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202403\/25\/41a78178096c3d5ed680588fae80cd43bd9ad3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u53e6\u4e00\u9879\u91cd\u8981\u7684\u5de5\u4f5c\u5c31\u662f\u591a\u79df\u5b89\u5168\u9694\u79bb\u3002\u5982\u4f55\u5728 K8S \u7684\u670d\u52a1\u5c42\u3001\u63a7\u5236\u5c42\u505a\u591a\u79df\uff0c\u5982\u4f55\u5728\u7f51\u7edc\u4e0a\u53bb\u505a over lake \u591a\u79df\uff0c\u4f7f\u5f97\u5728\u4e00\u4e2a K8S \u4e4b\u4e0a\u670d\u52a1\u591a\u79cd\u7528\u6237\uff0c\u5404\u7528\u6237\u7684\u6570\u636e\u548c\u8d44\u6e90\u80fd\u591f\u5f97\u5230\u6709\u6548\u7684\u9694\u79bb\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202403\/25\/d45d3a99683c049af06774b12c4479353981c7.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u963f\u91cc\u63a8\u51fa\u4e86\u4e00\u4e2a\u5bb9\u5668\u670d\u52a1\u53eb\u505a ACS\uff0c\u4e5f\u5c31\u662f\u901a\u8fc7\u524d\u9762\u4ecb\u7ecd\u7684\u4e24\u4e2a\u6280\u672f\u628a\u6240\u6709\u8d44\u6e90\u901a\u8fc7\u5bb9\u5668\u5316\u7684\u65b9\u5f0f\u66b4\u9732\u51fa\u6765\uff0c\u4f7f\u5f97\u7528\u6237\u5728\u5927\u6570\u636e\u5e73\u53f0\u548c AI \u5e73\u53f0\u4e0a\u9762\u80fd\u591f\u65e0\u7f1d\u5730\u4f7f\u7528\u3002\u5b83\u662f\u4e00\u79cd\u591a\u79df\u7684\u65b9\u5f0f\uff0c\u5e76\u4e14\u80fd\u591f\u652f\u6491\u4f4f\u5927\u6570\u636e\u7684\u9700\u6c42\u3002\u5927\u6570\u636e\u5728\u8c03\u5ea6\u4e0a\u9762\u7684\u9700\u6c42\u662f\u6bd4\u5728\u5fae\u670d\u52a1\u548c AI \u4e0a\u9762\u90fd\u9ad8\u51e0\u4e2a\u91cf\u7ea7\u7684\uff0c\u5fc5\u987b\u8981\u505a\u597d\u3002\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u9762\uff0c\u901a\u8fc7 ACS \u4ea7\u54c1\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5ba2\u6237\u5f88\u597d\u5730\u53bb\u7ba1\u7406\u5176\u8d44\u6e90\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202403\/25\/174f05a61b92cf0babc28702724879168bbcd2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4f01\u4e1a\u9762\u4e34\u5f88\u591a\u9700\u6c42\uff0c\u9700\u8981\u628a\u8d44\u6e90\u7ba1\u5f97\u66f4\u7cbe\u7ec6\u3002\u6bd4\u5982\u4f01\u4e1a\u4e2d\u5206\u5404\u4e2a\u90e8\u95e8\u3001\u5b50\u56e2\u961f\uff0c\u5728\u505a\u5927\u6a21\u578b\u7684\u65f6\u5019\uff0c\u4f1a\u628a\u8d44\u6e90\u62c6\u6210\u5f88\u591a\u65b9\u5411\uff0c\u6bcf\u4e2a\u56e2\u961f\u53bb\u505a\u53d1\u6563\u6027\u7684\u521b\u65b0\uff0c\u770b\u770b\u8fd9\u4e2a\u57fa\u6a21\u578b\u5230\u5e95\u5728\u4ec0\u4e48\u573a\u666f\u4e0b\u80fd\u591f\u5f97\u5230\u5f88\u597d\u7684\u5e94\u7528\u3002\u4f46\u662f\u5728\u67d0\u4e00\u4e2a\u65f6\u523b\uff0c\u5e0c\u671b\u96c6\u4e2d\u529b\u91cf\u529e\u5927\u4e8b\uff0c\u628a\u6240\u6709\u7684\u7b97\u529b\u53ca\u8d44\u6e90\u96c6\u4e2d\u8d77\u6765\u53bb\u8bad\u7ec3\u4e0b\u4e00\u4e2a\u8fed\u4ee3\u7684\u57fa\u6a21\u578b\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u591a\u7ea7 quota \u7ba1\u7406\uff0c\u4e5f\u5c31\u662f\u5728\u66f4\u9ad8\u9700\u6c42\u7684\u4efb\u52a1\u5230\u6765\u65f6\uff0c\u53ef\u4ee5\u6709\u4e00\u4e2a\u66f4\u9ad8\u7684\u5c42\u6b21\uff0c\u628a\u4e0b\u9762\u6240\u6709\u7684\u5b50 quota \u5408\u5e76\u96c6\u4e2d\u8d77\u6765\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202403\/25\/84ccc3b006bdd4cbf66408e4c8d70d9cbb823c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728 AI \u8fd9\u4e2a\u573a\u666f\u91cc\u9762\u5176\u5b9e\u6709\u975e\u5e38\u591a\u7684\u7279\u6b8a\u6027\uff0c\u6709\u5f88\u591a\u7684\u60c5\u51b5\u4e0b\u662f\u540c\u6b65\u8ba1\u7b97\uff0c\u800c\u540c\u6b65\u8ba1\u7b97\u5bf9\u4e8e\u5ef6\u8fdf\u7684\u654f\u611f\u5ea6\u975e\u5e38\u5f3a\uff0c\u5e76\u4e14 AI \u8ba1\u7b97\u5bc6\u5ea6\u5927\uff0c\u5bf9\u4e8e\u7f51\u7edc\u7684\u8981\u6c42\u662f\u975e\u5e38\u9ad8\u7684\u3002\u5982\u679c\u8981\u4fdd\u8bc1\u7b97\u529b\uff0c\u5c31\u9700\u8981\u4f9b\u6570\uff0c\u9700\u8981\u4ea4\u6362\u68af\u5ea6\uff08gradient\uff09\u8fd9\u4e9b\u4fe1\u606f\uff0c\u5e76\u4e14\u5728\u6a21\u578b\u5e76\u884c\u7684\u65f6\u5019\uff0c\u4ea4\u6362\u7684\u4e1c\u897f\u4f1a\u66f4\u591a\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u901a\u8baf\u6ca1\u6709\u77ed\u677f\uff0c\u5c31\u9700\u8981\u505a\u57fa\u4e8e\u62d3\u6251\u611f\u77e5\u7684\u8c03\u5ea6\u3002<\/p>\n<p>\u4e3e\u4e00\u4e2a\u4f8b\u5b50\uff0c\u5728\u6a21\u578b\u8bad\u7ec3\u7684 All Reduce \u73af\u8282\u4e2d\uff0c\u5982\u679c\u8fdb\u884c\u968f\u673a\u8c03\u5ea6\uff0ccross port \u7684\u4ea4\u6362\u673a\u8fde\u63a5\u4f1a\u975e\u5e38\u591a\uff0c\u800c\u5982\u679c\u7cbe\u7ec6\u63a7\u5236\u987a\u5e8f\uff0c\u90a3\u4e48 cross \u4ea4\u6362\u673a\u7684\u8fde\u63a5\u5c31\u4f1a\u5f88\u5e72\u51c0\uff0c\u8fd9\u6837\u5ef6\u8fdf\u5c31\u80fd\u591f\u5f97\u5230\u5f88\u597d\u7684\u4fdd\u8bc1\uff0c\u56e0\u4e3a\u4e0d\u4f1a\u5728\u4e0a\u5c42\u7684\u4ea4\u6362\u673a\u91cc\u9762\u53d1\u751f\u51b2\u7a81\u3002<\/p>\n<p>\u7ecf\u8fc7\u8fd9\u4e9b\u4f18\u5316\uff0c\u6027\u80fd\u53ef\u4ee5\u5f97\u5230\u5927\u5e45\u5730\u63d0\u5347\u3002\u600e\u6837\u628a\u8fd9\u4e9b\u62d3\u6251\u611f\u77e5\u7684\u8c03\u5ea6\u4e0b\u6c89\u5230\u6574\u4e2a\u5e73\u53f0\u7684\u7ba1\u7406\u5668\u4e0a\uff0c\u4e5f\u662f AI \u52a0\u5927\u6570\u636e\u5e73\u53f0\u7ba1\u7406\u9700\u8981\u53bb\u8003\u8651\u7684\u4e00\u4e2a\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202403\/25\/52d64dd48ca1073304e8442c39e1d1a5b03437.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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\u7aef\u5305\u88c5\u6210 pandas \u7684\u63a5\u53e3\uff0c\u8fd9\u6837\u6240\u6709\u719f\u6089 Python \u7684 AI \u5f00\u53d1\u5de5\u4f5c\u8005\u5c31\u80fd\u591f\u5f88\u597d\u5730\u53bb\u4f7f\u7528\u5b83\u80cc\u540e\u7684\u6570\u636e\u5e73\u53f0\u3002\u8fd9\u4e5f\u662f\u6211\u4eec\u4eca\u5e74\u5728 MaxCompute \u4e0a\u63a8\u51fa\u7684 MaxFrame \u6846\u67b6\u7684\u7406\u5ff5\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202403\/25\/1554c0b66e5c449c6cf689fd30b935cd6841b4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6570\u636e\u5904\u7406\u7cfb\u7edf\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\u5bf9\u6210\u672c\u7684\u654f\u611f\u5ea6\u8f83\u9ad8\uff0c\u6709\u65f6\u5019\u4f1a\u7528\u66f4\u9ad8\u5bc6\u7684\u5b58\u50a8\u7cfb\u7edf\u6765\u5b58\u6570\u4ed3\u7684\u7cfb\u7edf\uff0c\u4f46\u662f\u4e3a\u4e86\u4e0d\u6d6a\u8d39\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u53c8\u4f1a\u5728\u4e0a\u9762\u5e03\u5f88\u591a GPU\uff0c\u8fd9\u4e2a\u9ad8\u5bc6\u7684\u96c6\u7fa4\u5bf9\u4e8e\u7f51\u7edc\u548c GPU \u90fd\u662f\u975e\u5e38\u82db\u523b\u7684\uff0c\u8fd9\u4e24\u4e2a\u7cfb\u7edf\u5f88\u53ef\u80fd\u662f\u5b58\u7b97\u5206\u79bb\u7684\u3002\u6211\u4eec\u7684\u6570\u636e\u7cfb\u7edf\u53ef\u80fd\u662f\u504f\u6cbb\u7406\u3001\u504f\u7ba1\u7406\uff0c\u800c\u8ba1\u7b97\u7cfb\u7edf\u504f\u8ba1\u7b97\uff0c\u53ef\u80fd\u662f\u4e00\u4e2a remote \u7684\u8fde\u63a5\u65b9\u5f0f\uff0c\u867d\u7136\u90fd\u5728\u4e00\u4e2a K8S \u7684\u7ba1\u7406\u4e0b\uff0c\u4f46\u4e3a\u4e86\u8ba9\u8ba1\u7b97\u7684\u65f6\u5019\u4e0d\u4f1a\u7b49\u6570\u636e\uff0c\u6211\u4eec\u505a\u4e86\u6570\u636e\u96c6\u52a0\u901f DataSetAcc\uff0c\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a data cache\uff0c\u65e0\u7f1d\u5730\u548c\u8fdc\u7a0b\u5b58\u50a8\u8282\u70b9\u7684\u6570\u636e\u8fdb\u884c\u8fde\u63a5\uff0c\u5e2e\u52a9\u7b97\u6cd5\u5de5\u7a0b\u5e08\u5728\u80cc\u540e\u628a\u6570\u636e\u62c9\u5230\u672c\u5730\u7684\u5185\u5b58\u6216\u8005 SSD \u4e0a\u9762\uff0c\u4ee5\u4f9b\u8ba1\u7b97\u4f7f\u7528\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202403\/25\/85c50f188a75089f25a825ba69d601d625947d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u65b9\u5f0f\uff0c\u4f7f\u5f97 AI \u548c\u5927\u6570\u636e\u7684\u5e73\u53f0\u80fd\u591f\u6709\u673a\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u8fd9\u6837\u6211\u4eec\u624d\u80fd\u53bb\u505a\u4e00\u4e9b\u521b\u65b0\u3002\u4f8b\u5982\uff0c\u5728\u652f\u6301\u5f88\u591a\u901a\u4e49\u7cfb\u5217\u7684\u6a21\u578b\u8bad\u7ec3\u65f6\uff0c\u6709\u5f88\u591a\u6570\u636e\u662f\u9700\u8981\u6e05\u6d17\u7684\uff0c\u56e0\u4e3a\u4e92\u8054\u7f51\u6570\u636e\u6709\u5f88\u591a\u91cd\u590d\uff0c\u5982\u4f55\u901a\u8fc7\u5927\u6570\u636e\u7cfb\u7edf\u53bb\u505a\u6570\u636e\u7684\u53bb\u91cd\u5c31\u5f88\u5173\u952e\u3002\u6b63\u662f\u56e0\u4e3a\u6211\u4eec\u628a\u4e24\u5957\u7cfb\u7edf\u5f88\u597d\u7684\u6709\u673a\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u5f88\u5bb9\u6613\u5728\u5927\u6570\u636e\u5e73\u53f0\u8fdb\u884c\u6570\u636e\u7684\u6e05\u6d17\uff0c\u51fa\u6765\u7684\u7ed3\u679c\u80fd\u591f\u9a6c\u4e0a\u704c\u7ed9\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202403\/25\/433bf5779835ba29eb325274490d5c8b08293d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u524d\u6587\u4e2d\u4e3b\u8981\u4ecb\u7ecd\u4e86\u5927\u6570\u636e\u5982\u4f55\u4e3a AI \u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u652f\u6491\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u4e5f\u53ef\u4ee5\u5229\u7528 AI \u6280\u672f\u6765\u52a9\u529b\u6570\u636e\u6d1e\u5bdf\uff0c\u8d70\u5411 BI + AI \u7684\u6570\u636e\u5904\u7406\u6a21\u5f0f\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202403\/25\/e4e391295265902dd6c110ebc0db93063e6015.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u6570\u636e\u5904\u7406\u73af\u8282\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6570\u636e\u5206\u6790\u5e08\u66f4\u7b80\u5355\u5730\u53bb\u6784\u5efa\u5206\u6790\uff0c\u539f\u6765\u53ef\u80fd\u8981\u5199 SQL\uff0c\u5b66\u4e60\u5982\u4f55\u7528\u5de5\u5177\u4e0e\u6570\u636e\u7cfb\u7edf\u8fdb\u884c\u4ea4\u4e92\u3002\u4f46 AI \u65f6\u4ee3\uff0c\u6539\u53d8\u4e86\u4eba\u673a\u4ea4\u4e92\u7684\u65b9\u5f0f\uff0c\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7684\u65b9\u5f0f\u8ddf\u6570\u636e\u7cfb\u7edf\u8fdb\u884c\u4ea4\u4e92\u3002\u4f8b\u5982 Copilot \u7f16\u7a0b\u52a9\u624b\uff0c\u53ef\u4ee5\u8f85\u52a9\u751f\u6210 SQL\uff0c\u5e2e\u52a9\u5b8c\u6210\u6570\u636e\u5f00\u53d1\u73af\u8282\u4e2d\u7684\u5404\u4e2a\u6b65\u9aa4\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202403\/25\/d7e2d7e855d03c220ff2181e14169be38de73e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u53e6\u5916\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7 AI \u7684\u65b9\u5f0f\u6765\u505a\u6570\u636e\u6d1e\u5bdf\u3002\u6bd4\u5982\u4e00\u4efd\u6570\u636e\uff0cunique key 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