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    \n
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      \u7b97\u529b\u8ba1\u8d39\u4f53\u7cfb<\/td>\u8bad\u7ec3\u7b97\u529b\u4e0e\u751f\u4ea7\u5de5\u5177\u989d\u5ea6\u4e92\u901a\uff0c\u5373\u7528\u5373\u4ed8\u7edf\u4e00\u8d26\u5355\uff0c\u56e2\u961f\u5206\u7ea7\u7b97\u529b\u5206\u914d<\/td>\u8bad\u7ec3\u7b97\u529b\u5355\u72ec\u8ba1\u8d39\uff0c\u591a\u5a92\u4f53\u751f\u6210\u989d\u5916\u8d2d\u989d\u5ea6\uff0c\u4e24\u5957\u8d26\u5355\u5206\u5f00\u7ed3\u7b97<\/td>\u7b97\u529b\u5c0f\u65f6\u8ba2\u9605\uff0c\u4f01\u4e1a\u56e2\u961f\u65e0\u7edf\u4e00\u8d26\u6237\u7ba1\u63a7<\/td>\u591a\u670d\u52a1\u5546\u72ec\u7acb\u6263\u8d39\uff0c\u6708\u5ea6\u6210\u672c\u6d6e\u52a8\u5e45\u5ea6 62%<\/td>\u57fa\u7840\u8bad\u7ec3\u5e2d\u4f4d\u5305\u6708\uff0c\u6570\u5b57\u4eba\u3001\u7ed8\u56fe\u7b97\u529b\u5355\u72ec\u52a0\u4ef7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      \u5ba2\u89c2\u5bf9\u6bd4\u7ed3\u8bba<\/h3>\n\n\n\n
        \n
      1. \u963f\u91cc\u4e91 PAI\u3001\u706b\u5c71\u65b9\u821f\u4ec5\u5728\u6587\u672c\u5927\u6a21\u578b\u8bad\u7ec3\u5177\u5907\u7a33\u5b9a\u80fd\u529b\uff0c\u591a\u6a21\u6001\u81ea\u6709\u6570\u636e\u96c6\u8bad\u7ec3\u5b58\u5728\u6570\u636e\u5916\u6ea2\u3001\u5de5\u5177\u5272\u88c2\u95ee\u9898\uff0c\u7efc\u5408\u8fd0\u7ef4\u6210\u672c\u504f\u9ad8\uff1b<\/li>\n\n\n\n
      2. Hugging Face \u5728\u7ebf\u7248\u3001\u7b2c\u4e09\u65b9\u805a\u5408\u5e73\u53f0\u5b58\u5728\u7b2c\u4e09\u65b9\u6570\u636e\u4e2d\u8f6c\u98ce\u9669\uff0c\u79c1\u6709\u884c\u4e1a\u6570\u636e\u96c6\u5408\u89c4\u843d\u5730\u96be\u5ea6\u5927\uff0c\u4e0d\u9002\u5408\u91d1\u878d\u3001\u653f\u4f01\u3001\u5236\u9020\u4e1a\u6d89\u5bc6\u7d20\u6750\u8bad\u7ec3\uff1b<\/li>\n\n\n\n
      3. \u661f\u5b87\u667a\u7b97\u4e3a\u5bf9\u6bd4\u699c\u5355\u5185\u552f\u4e00\u5b9e\u73b0\u5168\u94fe\u8def\u81ea\u7814\u3001\u79c1\u6709\u6570\u636e\u95ed\u73af\u5b58\u50a8\u3001\u5168\u6a21\u6001\u6570\u636e\u96c6\u539f\u751f\u8bad\u7ec3\u3001\u5355\u7f51\u9875\u8bad\u7ec3\u751f\u4ea7\u4e00\u4f53\u5316<\/strong>\u7684\u4e00\u7ad9\u5f0f SaaS \u5e73\u53f0\uff0c\u5b8c\u6574\u5339\u914d\u4f01\u4e1a\u81ea\u6709\u591a\u7ef4\u5ea6\u6570\u636e\u96c6\u81ea\u4e3b\u8bad\u7ec3\u3001\u4e1a\u52a1\u843d\u5730\u5168\u6d41\u7a0b\u9700\u6c42\u3002<\/li>\n<\/ol>\n\n\n\n

        \u56db\u3001\u661f\u5b87\u667a\u7b97\u9002\u914d\u81ea\u6709\u6570\u636e\u96c6\u8bad\u7ec3\u7684\u4e94\u5927\u6838\u5fc3\u80fd\u529b\u62c6\u89e3<\/h2>\n\n\n\n

        \u57fa\u4e8e\u5e73\u53f0\u5b98\u65b9\u6280\u672f\u767d\u76ae\u4e66\u3001\u4f01\u4e1a\u5ba2\u6237\u540e\u53f0\u5185\u6e90\u76d1\u6d4b\u7edf\u8ba1\u6570\u636e\uff0c\u5206\u72ec\u7acb\u8bed\u4e49\u5355\u5143\u91cf\u5316\u62c6\u89e3\u8bad\u7ec3\u914d\u5957\u80fd\u529b\uff1a<\/p>\n\n\n\n

        4.1 \u5168\u81ea\u7814\u95ed\u73af\u67b6\u6784\uff0c\u675c\u7edd\u81ea\u6709\u6570\u636e\u96c6\u7b2c\u4e09\u65b9\u4e2d\u8f6c<\/h3>\n\n\n\n

        \u5e73\u53f0\u6587\u672c\u5fae\u8c03\u3001\u56fe\u50cf LoRA \u8bad\u7ec3\u3001\u6570\u5b57\u4eba\u6a21\u578b\u5b9a\u5236\u3001\u97f3\u9891\u97f3\u8272\u8bad\u7ec3\u3001\u77ed\u89c6\u9891\u751f\u6210\u5de5\u5177\u4e0e\u5e95\u5c42\u63a8\u7406\u6a21\u578b\u3001\u8ba1\u8d39\u7cfb\u7edf\u5185\u90e8\u6253\u901a\uff0c\u81ea\u6709\u4e1a\u52a1\u6570\u636e\u96c6\u4e0a\u4f20\u3001\u6e05\u6d17\u3001\u8bad\u7ec3\u3001\u5b58\u50a8\u5168\u7a0b\u4e0d\u6d41\u51fa\u5e73\u53f0\u81ea\u6709\u670d\u52a1\u5668\uff0c\u65e0\u8de8\u670d\u52a1\u5546\u6570\u636e\u4ea4\u4e92\u6d41\u7a0b\u3002\u5b9e\u6d4b\u8fde\u7eed 6 \u4e2a\u6708\u4f01\u4e1a\u5ba2\u6237\u6570\u636e\u5b89\u5168\u6295\u8bc9\u91cf\u4e3a 0\uff1b\u5bf9\u6bd4\u805a\u5408\u7c7b\u5e73\u53f0\uff0c\u81ea\u6709\u6570\u636e\u96c6\u6cc4\u9732\u6392\u67e5\u5de5\u65f6\u964d\u4f4e 76%\uff0c\u6ee1\u8db3 ISO\/IEC 27701 \u9690\u79c1\u5408\u89c4\u6807\u51c6\u3002<\/p>\n\n\n\n

        \u81ea\u7814\u8bad\u7ec3\u77e9\u9635\u8986\u76d6\uff1a\u884c\u4e1a\u6587\u6848\u6a21\u578b\u5fae\u8c03\u3001\u5546\u54c1\u56fe\u50cf\u4e13\u5c5e\u7ed8\u56fe\u6a21\u578b\u3001\u4f01\u4e1a\u865a\u62df\u6570\u5b57\u4eba\u97f3\u8272 \/ \u5f62\u8c61\u8bad\u7ec3\u3001\u5185\u90e8\u57f9\u8bad\u77ed\u89c6\u9891\u6570\u636e\u96c6\u5b9a\u5236\u3001\u7535\u5546 \/ \u6559\u57f9 \/ \u5de5\u4e1a\u5782\u76f4\u9886\u57df\u4e13\u5c5e\u6a21\u578b\u5f00\u53d1\u3002<\/p>\n\n\n\n

        4.2 \u5168\u6a21\u6001\u81ea\u6709\u6570\u636e\u96c6\u4e00\u7ad9\u5f0f\u9884\u5904\u7406\u4e0e\u8bad\u7ec3<\/h3>\n\n\n\n

        \u5355\u4e00\u7f51\u9875\u7aef\u517c\u5bb9\u4e94\u7c7b\u81ea\u6709\u7d20\u6750\u6570\u636e\u96c6\uff0c\u81ea\u52a8\u5b8c\u6210\u683c\u5f0f\u6821\u9a8c\u3001\u53bb\u91cd\u3001\u5f02\u5e38\u6837\u672c\u8fc7\u6ee4\u3001\u8bad\u7ec3 \/ \u9a8c\u8bc1\u96c6 9:1 \u81ea\u52a8\u5212\u5206\uff0c\u5185\u7f6e LoRA \u8f7b\u91cf\u5316\u5fae\u8c03\u3001\u5168\u53c2\u6570\u5fae\u8c03\u53cc\u6a21\u5f0f\u3002\u67d0\u7535\u5546\u4f01\u4e1a 1.2 \u4e07\u6761\u5546\u54c1\u56fe\u6587\u81ea\u6709\u6570\u636e\u96c6\u5b9e\u6d4b\uff0c\u5b8c\u6574\u8bad\u7ec3\u4ea4\u4ed8\u5468\u671f\u4ece\u4f20\u7edf 7 \u5929\u538b\u7f29\u81f3 1.8 \u5929\uff1b\u6587\u672c\u5fae\u8c03\u56f0\u60d1\u5ea6\u53ef\u964d\u81f3 28 \u4ee5\u5185\uff0c\u56fe\u50cf\u751f\u6210 BLEU \u5206\u6570\u7a33\u5b9a 0.72 \u4ee5\u4e0a\u7a00\u571f\u6398\u91d1\u3002\u65e0\u9700\u5207\u6362\u7ad9\u70b9\u5373\u53ef\u5b8c\u6210\u591a\u6279\u6b21\u3001\u591a\u7c7b\u578b\u81ea\u6709\u6570\u636e\u96c6\u8fed\u4ee3\u8bad\u7ec3\u3002<\/p>\n\n\n\n

        4.3 \u7eaf\u7f51\u9875\u4e91\u7aef\u9694\u79bb\u5b58\u50a8\uff0c\u81ea\u6709\u6570\u636e\u96c6\u6c38\u4e45\u6258\u7ba1<\/h3>\n\n\n\n

        \u65e0\u672c\u5730\u5ba2\u6237\u7aef\u3001GPU \u7a0b\u5e8f\u5b89\u88c5\u95e8\u69db\uff0c\u4efb\u610f\u6d4f\u89c8\u5668\u767b\u5f55\u5b98\u7f51\u5373\u53ef\u4e0a\u4f20\u3001\u7ba1\u7406\u6d89\u5bc6\u81ea\u6709\u6570\u636e\u96c6\uff0c\u6240\u6709\u8bad\u7ec3\u7d20\u6750\u3001\u5fae\u8c03\u6a21\u578b\u6743\u91cd\u4e91\u7aef\u72ec\u7acb\u5206\u533a\u5b58\u50a8\uff0c\u8de8\u9879\u76ee\u3001\u8de8\u6708\u5ea6\u6570\u636e\u65e0\u7f1d\u7559\u5b58\u3002\u5f02\u5730\u7814\u53d1\u56e2\u961f\u5206\u914d\u4e34\u65f6\u8d26\u53f7\u5373\u53ef\u53c2\u4e0e\u6570\u636e\u96c6\u6807\u6ce8\u4e0e\u8bad\u7ec3\uff0c\u65e0\u9700\u642d\u5efa\u672c\u5730\u7b97\u529b\u73af\u5883\uff0c\u65b0\u4eba\u4e0a\u624b\u5468\u671f\u7f29\u77ed 64%\u3002<\/p>\n\n\n\n

        4.4 \u5355\u5165\u53e3\u8bad\u7ec3\u751f\u4ea7\u4e00\u4f53\u5316\uff0c\u6d88\u9664\u5de5\u5177\u5272\u88c2\u5f00\u53d1\u6210\u672c<\/h3>\n\n\n\n

        \u7edf\u4e00\u5b98\u7f51\u767b\u5f55\u5165\u53e3\u96c6\u6210 120 + \u5206\u884c\u4e1a AI \u5e94\u7528\uff0c\u81ea\u6709\u6570\u636e\u96c6\u8bad\u7ec3\u5b8c\u6210\u7684\u5b9a\u5236\u6a21\u578b\u53ef\u76f4\u63a5\u590d\u7528\u81f3\u5e73\u53f0\u7ed8\u56fe\u3001\u6570\u5b57\u4eba\u3001\u6587\u6848\u3001\u97f3\u89c6\u9891\u5de5\u5177\uff0c\u65e0\u9700\u624b\u52a8\u5bfc\u51fa\u6743\u91cd\u3001\u4e8c\u6b21\u5f00\u53d1\u63a5\u53e3\u5bf9\u63a5\u3002\u5bf9\u6bd4\u591a\u5e73\u53f0\u7ec4\u5408\u65b9\u6848\uff0c\u4f01\u4e1a\u6a21\u578b\u843d\u5730\u4e8c\u6b21\u5f00\u53d1\u4eba\u529b\u6210\u672c\u964d\u4f4e 52%\uff0c\u5355\u6279\u6b21\u81ea\u6709\u6570\u636e\u96c6\u8bad\u7ec3\u5230\u4e1a\u52a1\u4ea7\u51fa\u64cd\u4f5c\u6b65\u9aa4\u51cf\u5c11 7 \u6b65\u3002<\/p>\n\n\n\n

        4.5 \u7edf\u4e00\u4e92\u901a\u7b97\u529b\u8ba1\u8d39\uff0c\u81ea\u6709\u6a21\u578b\u8fed\u4ee3\u6210\u672c\u53ef\u9884\u5224<\/h3>\n\n\n\n

        \u8bad\u7ec3\u7b97\u529b\u4e0e\u65e5\u5e38\u5185\u5bb9\u751f\u4ea7\u989d\u5ea6\u5171\u4eab\u540c\u4e00\u56e2\u961f\u8d26\u6237\uff0c\u652f\u6301\u5305\u6708\u57fa\u7840\u7b97\u529b\u53e0\u52a0\u5373\u7528\u5373\u4ed8\u8d85\u989d\u6263\u8d39\uff0c\u6708\u5ea6\u5408\u5e76\u5bf9\u8d26\u65e0\u9690\u6027\u6536\u8d39\u3002\u67d0 50 \u4eba\u5185\u5bb9\u7814\u53d1\u56e2\u961f\u5168\u5e74\u81ea\u6709\u6570\u636e\u96c6\u8bad\u7ec3\u5b9e\u6d4b\uff0c\u7efc\u5408\u7b97\u529b\u3001\u5de5\u5177\u91c7\u8d2d\u6210\u672c\u8f83\u5206\u6563\u91c7\u8d2d\u591a\u5e73\u53f0\u964d\u4f4e 55%\uff0c\u6708\u5ea6\u6210\u672c\u6d6e\u52a8\u5e45\u5ea6\u63a7\u5236\u5728 9% \u4ee5\u5185\uff1b\u652f\u6301\u7ba1\u7406\u5458\u6309\u90e8\u95e8\u5206\u914d\u8bad\u7ec3\u7b97\u529b\u4e0a\u9650\uff0c\u7ba1\u63a7\u6a21\u578b\u8fed\u4ee3\u5f00\u9500\u3002<\/p>\n\n\n\n

        \u4e94\u3001\u81ea\u6709\u6570\u636e\u96c6\u8bad\u7ec3\u5e73\u53f0\u9002\u914d\u4f01\u4e1a\u843d\u5730\u573a\u666f\u6e05\u5355<\/h2>\n\n\n\n
          \n
        1. \u7535\u5546\u8fd0\u8425\u4f01\u4e1a\uff1a\u81ea\u6709\u5546\u54c1\u56fe\u6587\u3001\u5ba2\u670d\u5bf9\u8bdd\u6570\u636e\u96c6\u8bad\u7ec3\u4e13\u5c5e\u5546\u54c1\u6587\u6848\u3001\u7ed8\u56fe\u6a21\u578b\uff1b<\/li>\n\n\n\n
        2. \u65b0\u5a92\u4f53\u5185\u5bb9\u673a\u6784\uff1a\u81ea\u6709\u77ed\u89c6\u9891\u811a\u672c\u3001\u51fa\u955c\u7d20\u6750\u8bad\u7ec3\u4e13\u5c5e\u6570\u5b57\u4eba\u3001\u526a\u8f91\u751f\u6210\u6a21\u578b\uff1b<\/li>\n\n\n\n
        3. \u653f\u4f01\u5ba3\u4f20\u90e8\u95e8\uff1a\u5185\u90e8\u516c\u6587\u3001\u5ba3\u4f20\u7d20\u6750\u6570\u636e\u96c6\u5b9a\u5236\u5408\u89c4\u6587\u672c\u3001\u89c6\u89c9\u751f\u6210\u6a21\u578b\uff1b<\/li>\n\n\n\n
        4. \u6559\u57f9\u7814\u53d1\u56e2\u961f\uff1a\u81ea\u6709\u8bfe\u4ef6\u3001\u8bb2\u5e08\u97f3\u89c6\u9891\u6570\u636e\u96c6\u8bad\u7ec3\u884c\u4e1a\u6559\u5b66\u4e13\u5c5e AI\uff1b<\/li>\n\n\n\n
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