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LLM \u5fae\u8c03\uff1a\u542b\u4eba\u91cf\uff1c1%\u3002\u8fd9\u662f AI \u667a\u80fd\u843d\u5730\u7684\u6838\u5fc3\u7a81\u7834\uff0c\u6211\u4eec\u4e0d\u518d\u9700\u8981\u624b\u5199\u89c4\u5219\u3001\u63d0\u53d6\u7279\u5f81\uff0c\u800c\u662f\u901a\u8fc7\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u201c\u6559\u6750\u201d\uff08\u884c\u4e1a\u6570\u636e\u3001\u4e1a\u52a1\u6570\u636e\uff09\uff0c\u5f15\u5bfc\u6a21\u578b\u81ea\u4e3b\u5b66\u4e60\u7279\u5b9a\u7684\u77e5\u8bc6\u548c\u884c\u4e3a\u6a21\u5f0f\u3002\u4eba\u7c7b\u7684\u6838\u5fc3\u5de5\u4f5c\u4ece\u201c\u7f16\u5199\u89c4\u5219\u201d\u8f6c\u53d8\u4e3a\u201c\u8bbe\u8ba1\u6559\u6750\u201d\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u4eba\u5de5\u5e72\u9884\u6210\u672c\uff0c\u540c\u65f6\u63d0\u5347\u4e86\u6a21\u578b\u7684\u9002\u914d\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n
\u201c\u542b\u4eba\u91cf\u201d\u7684\u53d8\u5316\uff0c\u76f4\u63a5\u63a8\u52a8\u4e86 AI \u4ea7\u54c1\u7ecf\u7406\u7684\u89d2\u8272\u91cd\u5851\u3002\u5728\u4f20\u7edf\u8f6f\u4ef6\u5f00\u53d1\u65f6\u4ee3\uff0c\u4ea7\u54c1\u7ecf\u7406\u7684\u6838\u5fc3\u804c\u8d23\u662f\u7f16\u5199\u8be6\u7ec6\u7684\u9700\u6c42\u6587\u6863\uff0c\u660e\u786e\u7cfb\u7edf\u201c\u5e94\u8be5\u505a\u4ec0\u4e48\u3001\u600e\u4e48\u505a\u201d\uff0c\u7136\u540e\u4ea4\u7531\u5f00\u53d1\u56e2\u961f\u5b9e\u73b0\u3002\u800c\u5728 LLM \u65f6\u4ee3\uff0c\u4ea7\u54c1\u7ecf\u7406\u7684\u6838\u5fc3\u804c\u8d23\u8f6c\u53d8\u4e3a\u201c\u7f16\u64b0\u9ad8\u8d28\u91cf\u6559\u6750\u201d\u2014\u2014\u8bbe\u8ba1\u8bad\u7ec3\u6570\u636e\u3001\u5b9a\u4e49\u6570\u636e\u89c4\u5219\u3001\u660e\u786e\u8bad\u7ec3\u76ee\u6807\uff0c\u901a\u8fc7\u6570\u636e\u5f15\u5bfc\u6a21\u578b\u5b66\u4e60\uff0c\u8ba9 AI \u5177\u5907\u4e1a\u52a1\u80fd\u529b\u3002<\/p>\n\n\n\n
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LLM \u8bad\u7ec3\u5e76\u975e\u201c\u9ed1\u7bb1\u64cd\u4f5c\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u7cfb\u7edf\u5316\u3001\u53ef\u843d\u5730\u7684\u5de5\u7a0b\u6d41\u7a0b\uff0c\u7ed3\u5408 AI \u667a\u80fd\u6280\u672f\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u6211\u4eec\u5c06\u5176\u62c6\u89e3\u4e3a\u201c\u9020\u6570\u636e\u3001\u9009\u6a21\u578b\u3001\u642d\u73af\u5883\u3001\u9a8c\u6548\u679c\u201d\u56db\u4e2a\u6838\u5fc3\u6b65\u9aa4\uff0c\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u6709\u660e\u786e\u7684\u64cd\u4f5c\u6807\u51c6\u3001\u843d\u5730\u65b9\u6cd5\u548c\u6ce8\u610f\u4e8b\u9879\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u5b9e\u73b0\u901a\u7528 LLM \u7684\u4e13\u4e1a\u5316\u6539\u9020\u3002<\/p>\n\n\n\n
AI \u667a\u80fd\u7684\u6838\u5fc3\u662f\u6570\u636e\u9a71\u52a8\uff0c\u6570\u636e\u5c31\u50cf LLM \u8bad\u7ec3\u7684\u201c\u71c3\u6599\u201d\uff0c\u6a21\u578b\u53ea\u662f\u201c\u5f15\u64ce\u201d\u2014\u2014\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684\u71c3\u6599\uff0c\u518d\u5f3a\u5927\u7684\u5f15\u64ce\u4e5f\u65e0\u6cd5\u53d1\u6325\u4f5c\u7528\u3002\u884c\u4e1a\u5185\u5e7f\u4e3a\u6d41\u4f20\u7684\u201cGarbage In, Garbage Out\u201d\uff08\u8f93\u5165\u5783\u573e\uff0c\u8f93\u51fa\u5783\u573e\uff09\uff0c\u6b63\u662f\u5bf9\u6570\u636e\u91cd\u8981\u6027\u7684\u7cbe\u51c6\u6982\u62ec\u3002\u7ed3\u5408\u4f01\u4e1a\u4e1a\u52a1\u573a\u666f\uff0c\u6211\u4eec\u603b\u7ed3\u51fa\u6570\u636e\u6784\u5efa\u7684\u201c\u56db\u5b9a\u6cd5\u5219\u201d\uff0c\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u9ad8\u8d28\u91cf\u3001\u9ad8\u5339\u914d\u5ea6\u3002<\/p>\n\n\n\n
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\u6570\u636e\u6e05\u6d17\uff1a\u4e3b\u8981\u89e3\u51b3\u6570\u636e\u4e2d\u7684\u201c\u810f\u6570\u636e\u201d\u95ee\u9898\uff0c\u5e38\u89c1\u64cd\u4f5c\u5305\u62ec\uff1a\u53bb\u91cd\uff08\u907f\u514d\u6a21\u578b\u5bf9\u91cd\u590d\u6837\u672c\u4ea7\u751f\u504f\u89c1\uff0c\u63d0\u5347\u8bad\u7ec3\u6548\u7387\uff09\u3001\u53bb\u9664\u7279\u6b8a\u5b57\u7b26\u548c\u65e0\u6548\u683c\u5f0f\uff08\u5982 HTML \u6807\u7b7e\u3001\u4e71\u7801\uff09\u3001\u7edf\u4e00\u6570\u636e\u683c\u5f0f\uff08\u5982\u7edf\u4e00\u65e5\u671f\u3001\u5355\u4f4d\u3001\u672f\u8bed\u8868\u8ff0\uff09\u3001\u654f\u611f\u8bcd\u8fc7\u6ee4\u548c\u9690\u79c1\u6570\u636e\u8131\u654f\uff08\u5982\u9690\u85cf\u7528\u6237\u624b\u673a\u53f7\u3001\u4f01\u4e1a\u673a\u5bc6\u4fe1\u606f\uff09\u3001\u903b\u8f91\u6821\u9a8c\uff08\u6392\u67e5\u6570\u636e\u4e2d\u7684\u903b\u8f91\u77db\u76fe\u3001\u9519\u8bef\u4fe1\u606f\uff09\u3002\u6e05\u6d17\u5b8c\u6210\u540e\uff0c\u9700\u5b89\u6392\u4e13\u4eba\u8fdb\u884c\u4e8c\u6b21\u5ba1\u6838\uff0c\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u3002<\/p>\n\n\n\n
\u6570\u636e\u914d\u6bd4\uff1a\u6838\u5fc3\u662f\u89e3\u51b3\u6a21\u578b\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898\u2014\u2014\u907f\u514d\u6a21\u578b\u5728\u5b66\u4e60\u4e13\u4e1a\u77e5\u8bc6\u540e\uff0c\u5fd8\u8bb0\u901a\u7528\u5e38\u8bc6\uff0c\u65e0\u6cd5\u5e94\u5bf9\u57fa\u7840\u573a\u666f\u3002\u5b9e\u6218\u63a8\u8350\u914d\u6bd4\u7b56\u7565\uff1a20%\u901a\u7528\u5bf9\u8bdd\u6570\u636e + 80%\u4e13\u4e1a\u9886\u57df\u6570\u636e\u3002\u5176\u4e2d\uff0c\u901a\u7528\u5bf9\u8bdd\u6570\u636e\u7528\u4e8e\u7ef4\u6301\u6a21\u578b\u7684\u57fa\u7840\u8bed\u8a00\u80fd\u529b\u548c\u5bf9\u8bdd\u6d41\u7545\u5ea6\uff0c\u4e13\u4e1a\u9886\u57df\u6570\u636e\u7528\u4e8e\u6ce8\u5165\u884c\u4e1a\u77e5\u8bc6\u548c\u4e1a\u52a1\u6280\u80fd\uff0c\u786e\u4fdd\u6a21\u578b\u65e2\u201c\u61c2\u4e1a\u52a1\u201d\uff0c\u53c8\u201c\u4f1a\u6c9f\u901a\u201d\u3002<\/p>\n\n\n\n
\u7ecf\u8fc7\u201c\u56db\u5b9a\u6cd5\u5219\u201d\u548c\u6e05\u6d17\u3001\u914d\u6bd4\u5904\u7406\u540e\uff0c\u6700\u7ec8\u7684\u8bad\u7ec3\u6570\u636e\u9700\u91c7\u7528\u6807\u51c6\u5316\u683c\u5f0f\uff0c\u786e\u4fdd\u80fd\u591f\u88ab\u8bad\u7ec3\u5de5\u5177\u8bc6\u522b\uff0c\u6253\u901a\u6570\u636e\u6784\u5efa\u4e0e\u6a21\u578b\u8bad\u7ec3\u7684\u8854\u63a5\u73af\u8282\u3002\u76ee\u524d\uff0cSFT\uff08\u76d1\u7763\u5fae\u8c03\uff09\u8bad\u7ec3\u6700\u5e38\u7528\u7684\u683c\u5f0f\u662f JSON \u6587\u4ef6\uff0c\u5305\u542b Instruction\uff08\u6307\u4ee4\uff09\u3001Input\uff08\u8f93\u5165\uff09\u3001Output\uff08\u8f93\u51fa\uff09\u4e09\u4e2a\u6838\u5fc3\u90e8\u5206\uff0c\u6e05\u6670\u660e\u786e\u6a21\u578b\u7684\u4efb\u52a1\u8981\u6c42\u3001\u8f93\u5165\u573a\u666f\u548c\u6807\u51c6\u8f93\u51fa\u3002<\/p>\n\n\n\n
\u5178\u578b SFT \u6570\u636e\u793a\u4f8b\uff1a{\u201cInstruction\u201d: \u201c\u5904\u7406\u5ba2\u6237\u552e\u540e\u6295\u8bc9\uff0c\u8981\u6c42\u8bed\u6c14\u53cb\u597d\u3001\u7ed9\u51fa\u5177\u4f53\u89e3\u51b3\u65b9\u6848\u3001\u660e\u786e\u5904\u7406\u65f6\u6548\u201d, \u201cInput\u201d: \u201c\u6211\u4e70\u7684\u4ea7\u54c1\u6536\u5230\u540e\u53d1\u73b0\u6709\u7834\u635f\uff0c\u8be5\u600e\u4e48\u5904\u7406\uff1f\u201d, \u201cOutput\u201d: \u201c\u60a8\u597d\uff0c\u975e\u5e38\u62b1\u6b49\u7ed9\u60a8\u5e26\u6765\u4e0d\u597d\u7684\u4f53\u9a8c\uff01\u60a8\u53ef\u4ee5\u5148\u62cd\u6444\u4ea7\u54c1\u7834\u635f\u7684\u7167\u7247\u548c\u8ba2\u5355\u7f16\u53f7\uff0c\u53d1\u9001\u5230\u6211\u4eec\u7684\u552e\u540e\u90ae\u7bb1\uff08xx@xx.com\uff09\uff0c\u6211\u4eec\u7684\u552e\u540e\u4eba\u5458\u4f1a\u572824\u5c0f\u65f6\u5185\u4e0e\u60a8\u8054\u7cfb\uff0c\u4e3a\u60a8\u529e\u7406\u6362\u8d27\u6216\u9000\u6b3e\u624b\u7eed\uff0c\u60a8\u770b\u8fd9\u6837\u53ef\u4ee5\u5417\uff1f\u201d}<\/p>\n\n\n\n
\u4ea4\u4ed8\u524d\u9700\u8fdb\u884c\u4e25\u683c\u68c0\u67e5\uff0c\u786e\u4fdd\u6570\u636e\u683c\u5f0f\u6b63\u786e\u3001\u5185\u5bb9\u51c6\u786e\u3001\u65e0\u654f\u611f\u4fe1\u606f\u3001\u65e0\u903b\u8f91\u9519\u8bef\uff0c\u4e3a\u540e\u7eed\u6a21\u578b\u8bad\u7ec3\u5960\u5b9a\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n
\u9009\u6a21\u578b\u662f LLM \u8bad\u7ec3\u843d\u5730\u7684\u5173\u952e\u51b3\u7b56\u73af\u8282\uff0c\u6838\u5fc3\u662f\u7ed3\u5408\u4f01\u4e1a\u7684\u4e1a\u52a1\u9700\u6c42\u3001\u8d44\u6e90\u72b6\u51b5\uff0c\u9009\u62e9\u5408\u9002\u7684\u57fa\u5ea7\u6a21\u578b\u548c\u8bad\u7ec3\u7b56\u7565\uff0c\u907f\u514d\u201c\u76f2\u76ee\u8ffd\u6c42\u9ad8\u7aef\u6a21\u578b\u3001\u6d6a\u8d39\u8d44\u6e90\u201d\u6216\u201c\u9009\u62e9\u4f4e\u7aef\u6a21\u578b\u3001\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u201d\u3002\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u6765\u8bf4\uff0c\u65e0\u9700\u4ece\u5934\u8bad\u7ec3\u5927\u6a21\u578b\uff0c\u57fa\u4e8e\u73b0\u6709\u57fa\u5ea7\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u662f\u6700\u7ecf\u6d4e\u3001\u9ad8\u6548\u7684 AI \u843d\u5730\u65b9\u5f0f\u3002<\/p>\n\n\n\n
\u57fa\u5ea7\u6a21\u578b\u7684\u9009\u62e9\uff0c\u9996\u5148\u8981\u6743\u8861\u5f00\u6e90\u6a21\u578b\u548c\u95ed\u6e90\u6a21\u578b\u7684\u4f18\u7f3a\u70b9\uff0c\u7ed3\u5408\u4f01\u4e1a\u7684\u6280\u672f\u80fd\u529b\u3001\u9690\u79c1\u9700\u6c42\u548c\u6210\u672c\u9884\u7b97\u505a\u51fa\u51b3\u7b56\u3002\u8fd1\u5e74\u6765\uff0c\u5f00\u6e90\u6a21\u578b\u53d1\u5c55\u8fc5\u901f\uff0c\u6027\u80fd\u5df2\u63a5\u8fd1\u751a\u81f3\u8d85\u8fc7\u90e8\u5206\u95ed\u6e90\u6a21\u578b\uff0c\u6210\u4e3a\u5927\u591a\u6570\u4f01\u4e1a\u7684\u9996\u9009\u3002<\/p>\n\n\n\n
\u4e24\u8005\u6838\u5fc3\u5bf9\u6bd4\uff1a1. \u95ed\u6e90\u6a21\u578b\uff08\u5982 GPT-4\u3001Claude\uff09\uff1a\u4f18\u70b9\u662f\u6027\u80fd\u5f3a\u3001\u4e0a\u624b\u7b80\u5355\uff0c\u65e0\u9700\u590d\u6742\u7684\u6280\u672f\u90e8\u7f72\uff0c\u901a\u8fc7 API \u8c03\u7528\u5373\u53ef\u4f7f\u7528\uff1b\u7f3a\u70b9\u662f\u6210\u672c\u9ad8\u3001\u9690\u79c1\u6027\u5dee\uff08\u6570\u636e\u9700\u4e0a\u4f20\u81f3\u7b2c\u4e09\u65b9\u5e73\u53f0\uff09\u3001\u7075\u6d3b\u6027\u4f4e\uff08\u65e0\u6cd5\u6839\u636e\u4f01\u4e1a\u9700\u6c42\u4fee\u6539\u6a21\u578b\uff09\uff0c\u9002\u7528\u4e8e\u6280\u672f\u80fd\u529b\u8584\u5f31\u3001\u5bf9\u9690\u79c1\u8981\u6c42\u4e0d\u9ad8\u3001\u9884\u7b97\u5145\u8db3\u7684\u5c0f\u578b\u4f01\u4e1a\uff0c\u6216\u7528\u4e8e\u6838\u5fc3\u573a\u666f\u7684\u6548\u679c\u5bf9\u6bd4\u30022. \u5f00\u6e90\u6a21\u578b\uff08\u5982 Llama 3\u3001Qwen 2\uff09\uff1a\u4f18\u70b9\u662f\u6210\u672c\u4f4e\u3001\u7075\u6d3b\u6027\u9ad8\uff08\u53ef\u81ea\u7531\u4fee\u6539\u6a21\u578b\u548c\u8bad\u7ec3\u6d41\u7a0b\uff09\u3001\u9690\u79c1\u6027\u5f3a\uff08\u53ef\u672c\u5730\u90e8\u7f72\uff0c\u907f\u514d\u6570\u636e\u5916\u6f0f\uff09\u3001\u793e\u533a\u652f\u6301\u5b8c\u5584\uff1b\u7f3a\u70b9\u662f\u9700\u8981\u4e00\u5b9a\u7684\u6280\u672f\u90e8\u7f72\u80fd\u529b\uff0c\u9002\u7528\u4e8e\u6709\u4e00\u5b9a\u6280\u672f\u5b9e\u529b\u3001\u5bf9\u9690\u79c1\u8981\u6c42\u9ad8\u3001\u8ffd\u6c42\u957f\u671f\u843d\u5730\u7684\u4f01\u4e1a\u3002<\/p>\n\n\n\n
\u63a8\u8350\u9009\u62e9\uff1a\u5bf9\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\uff0c\u4f18\u5148\u9009\u62e9\u5f00\u6e90\u57fa\u5ea7\u6a21\u578b\uff0c\u65e2\u80fd\u964d\u4f4e\u6210\u672c\uff0c\u53c8\u80fd\u4fdd\u969c\u6570\u636e\u9690\u79c1\uff0c\u540c\u65f6\u53ef\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u7075\u6d3b\u8c03\u6574\uff0c\u9002\u914d\u4f01\u4e1a\u957f\u671f\u53d1\u5c55\u3002<\/p>\n\n\n\n
\u9009\u5b9a\u57fa\u5ea7\u6a21\u578b\u540e\uff0c\u9700\u9009\u62e9\u5408\u9002\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u6838\u5fc3\u662f\u5728\u6548\u679c\u3001\u6210\u672c\u3001\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u76ee\u524d\u4e3b\u6d41\u7684\u8bad\u7ec3\u7b56\u7565\u6709\u4e24\u79cd\uff1a\u5168\u91cf\u5fae\u8c03\uff08Full Fine-tuning\uff09\u548c\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\uff0c\u5176\u4e2d PEFT \u56e0\u6210\u672c\u4f4e\u3001\u6548\u7387\u9ad8\uff0c\u6210\u4e3a\u4f01\u4e1a\u843d\u5730\u7684\u9996\u9009\u3002<\/p>\n\n\n\n
\u5168\u91cf\u5fae\u8c03\uff1a\u539f\u7406\u662f\u66f4\u65b0\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\uff0c\u8ba9\u6a21\u578b\u5b8c\u5168\u9002\u5e94\u65b0\u7684\u4efb\u52a1\u548c\u6570\u636e\uff0c\u4f18\u70b9\u662f\u7406\u8bba\u6548\u679c\u6700\u597d\uff0c\u80fd\u591f\u6700\u5927\u7a0b\u5ea6\u878d\u5165\u884c\u4e1a\u77e5\u8bc6\uff1b\u7f3a\u70b9\u662f\u8ba1\u7b97\u6210\u672c\u9ad8\uff08\u9700\u8981\u5927\u91cf GPU \u8d44\u6e90\uff09\u3001\u8bad\u7ec3\u65f6\u95f4\u957f\u3001\u5bb9\u6613\u5bfc\u81f4\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u3001\u5bf9\u6570\u636e\u8d28\u91cf\u548c\u6570\u91cf\u8981\u6c42\u9ad8\u3002\u7c7b\u6bd4\uff1a\u76f8\u5f53\u4e8e\u628a\u4e00\u672c\u767e\u79d1\u5168\u4e66\u5168\u90e8\u91cd\u65b0\u7f16\u5199\uff0c\u4ee5\u9002\u5e94\u7279\u5b9a\u9886\u57df\uff0c\u8017\u65f6\u3001\u8017\u529b\u3001\u8017\u6210\u672c\u3002<\/p>\n\n\n\n
PEFT\uff08\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff09\uff1a\u539f\u7406\u662f\u53ea\u66f4\u65b0\u6a21\u578b\u7684\u4e00\u5c0f\u90e8\u5206\u53c2\u6570\uff08\u901a\u5e38\uff1c1%\uff09\uff0c\u4fdd\u6301\u5927\u90e8\u5206\u9884\u8bad\u7ec3\u53c2\u6570\u4e0d\u53d8\uff0c\u4f18\u70b9\u662f\u8ba1\u7b97\u6210\u672c\u4f4e\uff08\u53ea\u9700\u5c11\u91cf GPU \u8d44\u6e90\uff09\u3001\u8bad\u7ec3\u901f\u5ea6\u5feb\u3001\u4e0d\u6613\u53d1\u751f\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u3001\u6570\u636e\u9700\u6c42\u91cf\u5c0f\uff1b\u7f3a\u70b9\u662f\u5728\u90e8\u5206\u590d\u6742\u4efb\u52a1\u4e0a\uff0c\u6548\u679c\u7565\u900a\u4e8e\u5168\u91cf\u5fae\u8c03\u3002\u7c7b\u6bd4\uff1a\u76f8\u5f53\u4e8e\u5728\u767e\u79d1\u5168\u4e66\u91cc\u6dfb\u52a0\u9488\u5bf9\u6027\u7684\u6ce8\u91ca\u548c\u9644\u5f55\uff0c\u65e0\u9700\u91cd\u5199\u5168\u4e66\uff0c\u9ad8\u6548\u3001\u4fbf\u6377\u3002<\/p>\n\n\n\n
\u660e\u661f\u6280\u672f\u63a8\u8350\uff1aLoRA\uff08Low-Rank Adaptation\uff09\uff0c\u662f\u76ee\u524d\u6700\u6d41\u884c\u7684 PEFT \u65b9\u6cd5\u4e4b\u4e00\u3002\u901a\u4fd7\u7406\u89e3\uff1a\u5c31\u50cf\u5728\u4e66\u672c\uff08\u57fa\u5ea7\u6a21\u578b\uff09\u91cc\u5939\u4e86\u51e0\u5f20\u201c\u4fbf\u5229\u8d34\u201d\uff08LoRA \u9002\u914d\u5668\uff09\uff0c\u8fd9\u4e9b\u201c\u4fbf\u5229\u8d34\u201d\u8bb0\u5f55\u4e86\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\u6240\u9700\u7684\u5173\u952e\u77e5\u8bc6\u548c\u89c4\u5219\uff0c\u65e0\u9700\u91cd\u5199\u5168\u4e66\uff0c\u968f\u65f6\u53ef\u4ee5\u66f4\u6362\u3001\u590d\u7528\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u8bad\u7ec3\u6210\u672c\u548c\u96be\u5ea6\u3002<\/p>\n\n\n\n
\u6700\u7ec8\u63a8\u8350\u65b9\u6848\uff1a\u5f00\u6e90\u57fa\u5ea7\u6a21\u578b\uff08Llama 3\/Qwen 2\uff09+ PEFT\uff08LoRA\uff09+ SFT \u76d1\u7763\u5fae\u8c03\uff0c\u8be5\u65b9\u6848\u6210\u672c\u53ef\u63a7\u3001\u6548\u679c\u8fbe\u6807\u3001\u90e8\u7f72\u7075\u6d3b\uff0c\u80fd\u591f\u6ee1\u8db3\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u7684\u4e1a\u52a1\u9700\u6c42\u3002\u53ea\u6709\u5728\u6781\u5c11\u6570\u5bf9\u6027\u80fd\u6709\u6781\u81f4\u8981\u6c42\u3001\u8d44\u6e90\u5145\u8db3\u7684\u573a\u666f\uff08\u5982\u9ad8\u7aef\u6cd5\u5f8b\u63a8\u7406\u3001\u590d\u6742\u533b\u7597\u8bca\u65ad\uff09\uff0c\u624d\u8003\u8651\u5168\u91cf\u5fae\u8c03\u3002<\/p>\n\n\n\n
\u6a21\u578b\u5927\u5c0f\uff08\u53c2\u6570\u89c4\u6a21\uff09\u76f4\u63a5\u5f71\u54cd\u8bad\u7ec3\u6210\u672c\u3001\u63a8\u7406\u901f\u5ea6\u548c\u6a21\u578b\u6548\u679c\uff0c\u6838\u5fc3\u539f\u5219\u662f\u201c\u9002\u914d\u9700\u6c42\u3001\u4e0d\u8d2a\u5927\u6c42\u5168\u201d\u2014\u2014\u5e76\u975e\u6a21\u578b\u8d8a\u5927\u8d8a\u597d\uff0c\u800c\u662f\u8981\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\u3001\u7b97\u529b\u8d44\u6e90\uff0c\u9009\u62e9\u201c\u6070\u5230\u597d\u5904\u201d\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n
\u5e38\u89c1\u6a21\u578b\u89c4\u6a21\u9009\u62e9\u53c2\u8003\uff1a1. \u5c0f\u578b\u6a21\u578b\uff08\uff1c10B \u53c2\u6570\uff09\uff1a\u5982 Llama 3 8B\u3001Qwen 1.5 7B\uff0c\u4f18\u70b9\u662f\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u4f4e\u3001\u901f\u5ea6\u5feb\uff0c\u9002\u7528\u4e8e\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\u3001\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u3001\u4efb\u52a1\u7b80\u5355\u7684\u573a\u666f\uff0c\u5982\u57fa\u7840\u5ba2\u670d\u54a8\u8be2\u3001\u7b80\u5355\u6587\u672c\u5206\u7c7b\uff1b2. \u4e2d\u578b\u6a21\u578b\uff0810B-70B \u53c2\u6570\uff09\uff1a\u5982 Llama 3 70B\u3001Qwen 1.5 32B\uff0c\u4f18\u70b9\u662f\u6027\u80fd\u5747\u8861\u3001\u6210\u672c\u9002\u4e2d\uff0c\u9002\u7528\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\u7ea7\u5e94\u7528\u573a\u666f\uff0c\u5982\u590d\u6742\u5ba2\u670d\u54a8\u8be2\u3001\u6cd5\u5f8b\u6587\u4e66\u751f\u6210\u3001\u6587\u6863\u5904\u7406\uff1b3. \u5927\u578b\u6a21\u578b\uff08\uff1e70B \u53c2\u6570\uff09\uff1a\u5982 Llama 3 400B\u3001GPT-4\uff0c\u4f18\u70b9\u662f\u6027\u80fd\u5f3a\u3001\u63a8\u7406\u80fd\u529b\u7a81\u51fa\uff0c\u9002\u7528\u4e8e\u590d\u6742\u63a8\u7406\u3001\u4e13\u4e1a\u9886\u57df\u4efb\u52a1\uff0c\u5982\u9ad8\u7aef\u91d1\u878d\u5206\u6790\u3001\u533b\u7597\u8bca\u65ad\u8f85\u52a9\uff0c\u4f46\u6210\u672c\u9ad8\uff0c\u901a\u5e38\u901a\u8fc7 API \u8c03\u7528\u6216\u4e13\u4e1a\u4e91\u670d\u52a1\u4f7f\u7528\u3002<\/p>\n\n\n\n
\u5b9e\u64cd\u5efa\u8bae\uff1a\u4ece\u4e2d\u5c0f\u578b\u6a21\u578b\u5f00\u59cb\u5c1d\u8bd5\uff0c\u5148\u5b8c\u6210\u521d\u6b65\u8bad\u7ec3\u548c\u6548\u679c\u8bc4\u4f30\uff0c\u82e5\u6548\u679c\u672a\u8fbe\u6807\uff0c\u518d\u9010\u6b65\u66f4\u6362\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u907f\u514d\u4e00\u5f00\u59cb\u5c31\u9009\u62e9\u5927\u578b\u6a21\u578b\uff0c\u9020\u6210\u8d44\u6e90\u6d6a\u8d39\u3002<\/p>\n\n\n\n
\u642d\u73af\u5883\u662f LLM \u8bad\u7ec3\u7684\u57fa\u7840\u8bbe\u65bd\u73af\u8282\uff0c\u6d89\u53ca\u786c\u4ef6\u8d44\u6e90\u3001\u8f6f\u4ef6\u5de5\u5177\u548c\u5de5\u7a0b\u5316\u914d\u7f6e\uff0c\u867d\u7136\u4e3b\u8981\u7531\u6280\u672f\u4eba\u5458\u8d1f\u8d23\uff0c\u4f46 AI \u4ea7\u54c1\u7ecf\u7406\u9700\u8981\u4e86\u89e3\u57fa\u672c\u6982\u5ff5\u548c\u5173\u952e\u51b3\u7b56\u70b9\uff0c\u505a\u597d\u8d44\u6e90\u89c4\u5212\u548c\u9879\u76ee\u7ba1\u7406\uff0c\u786e\u4fdd\u8bad\u7ec3\u8fc7\u7a0b\u9ad8\u6548\u3001\u7a33\u5b9a\u3002<\/p>\n\n\n\n
LLM \u8bad\u7ec3\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u5bf9\u786c\u4ef6\u8d44\u6e90\u6709\u8f83\u9ad8\u8981\u6c42\uff0c\u6838\u5fc3\u786c\u4ef6\u662f GPU\uff0c\u5176\u6b21\u662f CPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\u548c\u7f51\u7edc\uff0c\u786c\u4ef6\u914d\u7f6e\u9700\u7ed3\u5408\u6a21\u578b\u5927\u5c0f\u548c\u8bad\u7ec3\u7b56\u7565\u786e\u5b9a\u3002<\/p>\n\n\n\n
\u6838\u5fc3\u786c\u4ef6\u9700\u6c42\uff1a1. GPU\uff1a\u8bad\u7ec3\u7684\u6838\u5fc3\u7b97\u529b\u6765\u6e90\uff0c\u5e38\u7528\u7684\u6709 NVIDIA \u7684 A100\u3001H100\u3001L40\u7b49\u4e13\u4e1a AI \u82af\u7247\uff0c\u663e\u5b58\u5927\u5c0f\uff08\u5f71\u54cd\u53ef\u8bad\u7ec3\u6a21\u578b\u7684\u89c4\u6a21\uff09\u548c\u8ba1\u7b97\u80fd\u529b\uff08\u5f71\u54cd\u8bad\u7ec3\u901f\u5ea6\uff09\u662f\u6838\u5fc3\u53c2\u6570\uff1b2. CPU\uff1a\u8d1f\u8d23\u6570\u636e\u9884\u5904\u7406\u3001\u4efb\u52a1\u8c03\u5ea6\u7b49\u8f85\u52a9\u5de5\u4f5c\uff0c\u9700\u5177\u5907\u8f83\u5f3a\u7684\u591a\u7ebf\u7a0b\u5904\u7406\u80fd\u529b\uff1b3. \u5185\u5b58\uff08RAM\uff09\uff1a\u7528\u4e8e\u6570\u636e\u7f13\u5b58\u548c\u4e2d\u95f4\u8ba1\u7b97\u7ed3\u679c\u5b58\u50a8\uff0c\u5927\u5c0f\u9700\u4e0e GPU \u663e\u5b58\u76f8\u5339\u914d\uff0c\u907f\u514d\u6210\u4e3a\u6027\u80fd\u74f6\u9888\uff1b4. \u5b58\u50a8\uff1a\u7528\u4e8e\u5b58\u50a8\u8bad\u7ec3\u6570\u636e\u3001\u6a21\u578b\u6743\u91cd\u3001\u65e5\u5fd7\u6587\u4ef6\u7b49\uff0c\u5efa\u8bae\u4f7f\u7528\u9ad8\u901f SSD \u6216\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\uff0c\u63d0\u5347\u6570\u636e\u8bfb\u53d6\u901f\u5ea6\uff1b5. \u7f51\u7edc\uff1a\u5206\u5e03\u5f0f\u8bad\u7ec3\u573a\u666f\u4e0b\uff0c\u8282\u70b9\u4e4b\u95f4\u9700\u8981\u9ad8\u901f\u7f51\u7edc\u8fde\u63a5\uff08\u5982 InfiniBand\uff09\uff0c\u51cf\u5c11\u901a\u4fe1\u5f00\u9500\u3002<\/p>\n\n\n\n
\u786c\u4ef6\u914d\u7f6e\u53c2\u8003\uff1a1. \u5c0f\u578b\u6a21\u578b\uff08\uff1c10B \u53c2\u6570\uff09+ PEFT\uff1a\u5355\u53f0\u670d\u52a1\u5668\uff088-16GB \u663e\u5b58 GPU\uff09\u5373\u53ef\u6ee1\u8db3\u9700\u6c42\uff0c\u9002\u5408\u4e2d\u5c0f\u4f01\u4e1a\u548c\u4e2a\u4eba\u5f00\u53d1\u8005\uff1b2. \u4e2d\u578b\u6a21\u578b\uff0810B-70B \u53c2\u6570\uff09+ PEFT\uff1a\u9700\u8981\u591a\u53f0\u670d\u52a1\u5668\u6216\u9ad8\u6027\u80fd GPU\uff08\u598280GB \u663e\u5b58\u7684 A100\uff09\uff0c\u9002\u5408\u6709\u4e00\u5b9a\u6280\u672f\u5b9e\u529b\u7684\u4f01\u4e1a\uff1b3. \u5927\u578b\u6a21\u578b\/\u5168\u91cf\u5fae\u8c03\uff1a\u9700\u8981\u5927\u89c4\u6a21 GPU \u96c6\u7fa4\uff0c\u901a\u5e38\u53ea\u6709\u5927\u578b\u79d1\u6280\u516c\u53f8\u6216\u4e13\u4e1a AI \u5b9e\u9a8c\u5ba4\u80fd\u591f\u90e8\u7f72\u3002<\/p>\n\n\n\n
\u6210\u672c\u4f18\u5316\u5efa\u8bae\uff1a\u5bf9\u4e8e\u5927\u591a\u6570\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u65e0\u9700\u76f4\u63a5\u8d2d\u4e70\u786c\u4ef6\u8bbe\u5907\uff0c\u4f18\u5148\u9009\u62e9\u4e91\u670d\u52a1\uff08\u5982\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u3001AWS\uff09\uff0c\u6309\u9700\u79df\u7528 GPU \u8d44\u6e90\uff0c\u53ef\u5927\u5927\u964d\u4f4e\u786c\u4ef6\u95e8\u69db\u548c\u6210\u672c\uff0c\u540c\u65f6\u652f\u6301\u5f39\u6027\u6269\u5bb9\uff0c\u9002\u914d\u4e0d\u540c\u9636\u6bb5\u7684\u8bad\u7ec3\u9700\u6c42\u3002<\/p>\n\n\n\n
\u5b8c\u5584\u7684\u8f6f\u4ef6\u5de5\u5177\u94fe\uff0c\u80fd\u591f\u7b80\u5316\u8bad\u7ec3\u6d41\u7a0b\u3001\u63d0\u5347\u8bad\u7ec3\u6548\u7387\uff0cLLM \u8bad\u7ec3\u6d89\u53ca\u591a\u4e2a\u73af\u8282\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u6709\u6210\u719f\u7684\u5de5\u5177\u652f\u6301\uff0c\u63a8\u8350\u9009\u62e9\u751f\u6001\u5b8c\u5584\u3001\u793e\u533a\u6d3b\u8dc3\u7684\u5de5\u5177\u94fe\uff0c\u964d\u4f4e\u6280\u672f\u95e8\u69db\u3002<\/p>\n\n\n\n
\u6838\u5fc3\u5de5\u5177\u63a8\u8350\uff1a1. \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff1aPyTorch\u3001TensorFlow\uff0c\u662f\u6a21\u578b\u5f00\u53d1\u548c\u8bad\u7ec3\u7684\u57fa\u7840\uff0c\u64cd\u4f5c\u7075\u6d3b\u3001\u793e\u533a\u652f\u6301\u5b8c\u5584\uff1b2. LLM \u4e13\u7528\u5e93\uff1aTransformers\uff08Hugging Face\uff09\u3001Accelerate\u3001DeepSpeed\uff0c\u63d0\u4f9b\u9884\u8bad\u7ec3\u6a21\u578b\u52a0\u8f7d\u3001\u8bad\u7ec3\u52a0\u901f\u7b49\u529f\u80fd\uff0c\u7b80\u5316\u8bad\u7ec3\u6d41\u7a0b\uff1b3. PEFT \u5de5\u5177\uff1apeft\uff08Hugging Face\uff09\u3001LoRA implementations\uff0c\u5b9e\u73b0\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff0c\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\uff1b4. \u6570\u636e\u5904\u7406\u5de5\u5177\uff1aDatasets\uff08Hugging Face\uff09\u3001Pandas\uff0c\u7528\u4e8e\u6570\u636e\u52a0\u8f7d\u3001\u6e05\u6d17\u3001\u8f6c\u6362\uff0c\u63d0\u5347\u6570\u636e\u5904\u7406\u6548\u7387\uff1b5. \u5b9e\u9a8c\u7ba1\u7406\u5de5\u5177\uff1aWeights & Biases\u3001TensorBoard\uff0c\u7528\u4e8e\u5b9e\u9a8c\u8ddf\u8e2a\u3001\u6307\u6807\u53ef\u89c6\u5316\uff0c\u65b9\u4fbf\u76d1\u63a7\u8bad\u7ec3\u8fc7\u7a0b\uff1b6. \u90e8\u7f72\u5de5\u5177\uff1aFastAPI\u3001Flask\u3001Triton Inference Server\uff0c\u7528\u4e8e\u6a21\u578b\u90e8\u7f72\u548c\u670d\u52a1\u5316\uff0c\u5b9e\u73b0\u8bad\u7ec3\u6210\u679c\u7684\u843d\u5730\u5e94\u7528\u3002<\/p>\n\n\n\n
\u9996\u9009\u751f\u6001\uff1aHugging Face \u751f\u6001\u7cfb\u7edf\uff0c\u63d0\u4f9b\u4e86\u4ece\u6570\u636e\u5904\u7406\u3001\u6a21\u578b\u52a0\u8f7d\u3001\u8bad\u7ec3\u5230\u90e8\u7f72\u7684\u5168\u6d41\u7a0b\u652f\u6301\uff0c\u6587\u6863\u4e30\u5bcc\u3001\u64cd\u4f5c\u7b80\u5355\uff0c\u975e\u5e38\u9002\u5408\u521d\u5b66\u8005\u548c\u4f01\u4e1a\u7528\u6237\uff0c\u80fd\u591f\u5feb\u901f\u4e0a\u624b\uff0c\u51cf\u5c11\u6280\u672f\u7814\u53d1\u65f6\u95f4\u3002<\/p>\n\n\n\n
LLM \u8bad\u7ec3\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u4e5f\u662f\u5de5\u7a0b\u95ee\u9898\uff0c\u826f\u597d\u7684\u5de5\u7a0b\u5316\u5b9e\u8df5\uff0c\u80fd\u591f\u907f\u514d\u8bad\u7ec3\u4e2d\u65ad\u3001\u8d44\u6e90\u6d6a\u8d39\uff0c\u4fdd\u969c\u8bad\u7ec3\u8fc7\u7a0b\u9ad8\u6548\u3001\u7a33\u5b9a\u3001\u53ef\u91cd\u590d\u3002AI \u4ea7\u54c1\u7ecf\u7406\u9700\u63a8\u52a8\u6280\u672f\u56e2\u961f\u843d\u5b9e\u4ee5\u4e0b\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n\n\n\n
1. \u7248\u672c\u63a7\u5236\uff1a\u5bf9\u4ee3\u7801\u3001\u6570\u636e\u3001\u6a21\u578b\u6743\u91cd\u8fdb\u884c\u7248\u672c\u7ba1\u7406\uff08\u5982\u4f7f\u7528 Git\uff09\uff0c\u4fbf\u4e8e\u8ffd\u6eaf\u548c\u56de\u6eda\uff0c\u907f\u514d\u56e0\u4fee\u6539\u5bfc\u81f4\u7684\u95ee\u9898\uff1b2. \u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff1a\u4f7f\u7528 CI\/CD \u5de5\u5177\uff08\u5982 GitHub Actions\u3001GitLab CI\uff09\uff0c\u5b9e\u73b0\u6570\u636e\u5904\u7406\u3001\u8bad\u7ec3\u3001\u8bc4\u4f30\u7684\u81ea\u52a8\u5316\uff0c\u51cf\u5c11\u4eba\u5de5\u5e72\u9884\uff1b3. \u76d1\u63a7\u544a\u8b66\uff1a\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u6307\u6807\uff08\u5982\u635f\u5931\u503c\u3001\u51c6\u786e\u7387\u3001GPU \u5229\u7528\u7387\uff09\u8fdb\u884c\u5b9e\u65f6\u76d1\u63a7\uff0c\u8bbe\u7f6e\u5f02\u5e38\u544a\u8b66\uff0c\u53ca\u65f6\u53d1\u73b0\u5e76\u89e3\u51b3\u95ee\u9898\uff1b4. \u5bb9\u9519\u673a\u5236\uff1a\u5b9e\u73b0\u8bad\u7ec3\u4e2d\u65ad\u540e\u7684\u81ea\u52a8\u6062\u590d\uff0c\u907f\u514d\u56e0\u786c\u4ef6\u6545\u969c\u3001\u7f51\u7edc\u95ee\u9898\u5bfc\u81f4\u8bad\u7ec3\u5931\u8d25\uff0c\u51cf\u5c11\u91cd\u590d\u52b3\u52a8\uff1b5. \u6587\u6863\u5316\uff1a\u8be6\u7ec6\u8bb0\u5f55\u8bad\u7ec3\u73af\u5883\u914d\u7f6e\u3001\u53c2\u6570\u8bbe\u7f6e\u3001\u5b9e\u9a8c\u7ed3\u679c\uff0c\u4fbf\u4e8e\u56e2\u961f\u534f\u4f5c\u548c\u77e5\u8bc6\u4f20\u627f\u3002<\/p>\n\n\n\n
\u9a8c\u6548\u679c\u662f LLM \u8bad\u7ec3\u5168\u94fe\u8def\u7684\u6700\u540e\u4e00\u73af\uff0c\u4e5f\u662f\u51b3\u5b9a\u6a21\u578b\u80fd\u5426\u4e0a\u7ebf\u5e94\u7528\u7684\u5173\u952e\uff0c\u6838\u5fc3\u662f\u901a\u8fc7\u7cfb\u7edf\u3001\u79d1\u5b66\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5168\u9762\u3001\u5ba2\u89c2\u5730\u8861\u91cf\u6a21\u578b\u6548\u679c\uff0c\u907f\u514d\u201c\u51ed\u4e3b\u89c2\u611f\u53d7\u9a8c\u6536\u201d\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u771f\u6b63\u89e3\u51b3\u4e1a\u52a1\u95ee\u9898\u3001\u521b\u9020\u4ef7\u503c\u3002<\/p>\n\n\n\n
\u9a8c\u6548\u679c\u9700\u5efa\u7acb\u591a\u7ef4\u5ea6\u7684\u6307\u6807\u4f53\u7cfb\uff0c\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\uff0c\u660e\u786e\u6bcf\u4e2a\u6307\u6807\u7684\u76ee\u6807\u503c\u548c\u4f18\u5148\u7ea7\uff0c\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u7684\u5b9e\u7528\u6027\u3001\u6548\u7387\u548c\u6210\u672c\uff0c\u786e\u4fdd\u6a21\u578b\u65e2\u201c\u597d\u7528\u201d\uff0c\u53c8\u201c\u7ecf\u6d4e\u201d\u3002\u6838\u5fc3\u6307\u6807\u5206\u4e3a\u4e09\u5927\u7c7b\uff1a<\/p>\n\n\n\n
\u7b2c\u4e00\u7c7b\uff1a\u80fd\u529b\u503c\u2014\u2014\u8861\u91cf\u6a21\u578b\u201c\u597d\u4e0d\u597d\u7528\u201d\uff0c\u662f\u6838\u5fc3\u8bc4\u4f30\u6307\u6807\u30021. \u51c6\u786e\u6027\uff1a\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u7684\u6b63\u786e\u7a0b\u5ea6\uff0c\u5982\u95ee\u7b54\u4efb\u52a1\u4e2d\u7b54\u6848\u4e0e\u6807\u51c6\u7b54\u6848\u7684\u5339\u914d\u5ea6\u3001\u5206\u7c7b\u4efb\u52a1\u4e2d\u6b63\u786e\u5206\u7c7b\u7684\u6bd4\u4f8b\uff0c\u76ee\u6807\u503c\u6839\u636e\u573a\u666f\u786e\u5b9a\uff0c\u5982\u5ba2\u670d\u573a\u666f\u51c6\u786e\u7387\u226595%\uff0c\u6cd5\u52a1\u573a\u666f\u51c6\u786e\u7387\u226598%\uff1b2. \u76f8\u5173\u6027\uff1a\u6a21\u578b\u8f93\u51fa\u4e0e\u7528\u6237\u8f93\u5165\u7684\u76f8\u5173\u7a0b\u5ea6\uff0c\u907f\u514d\u7b54\u975e\u6240\u95ee\uff0c\u5982\u68c0\u7d22\u4efb\u52a1\u4e2d\u8fd4\u56de\u7ed3\u679c\u4e0e\u67e5\u8be2\u610f\u56fe\u7684\u5339\u914d\u5ea6\u226590%\uff1b3. \u6d41\u7545\u6027\uff1a\u6a21\u578b\u751f\u6210\u6587\u672c\u7684\u8bed\u8a00\u6d41\u7545\u5ea6\u548c\u81ea\u7136\u5ea6\uff0c\u53ef\u901a\u8fc7\u4eba\u5de5\u8bc4\u5206\u6216\u4e13\u4e1a\u6a21\u578b\u8bc4\u5206\uff08\u5982 GPT-4\u8bc4\u5206\uff09\u8bc4\u4f30\uff0c\u8bc4\u5206\u22654\u5206\uff08\u6ee1\u52065\u5206\uff09\uff1b4. \u4e00\u81f4\u6027\uff1a\u6a21\u578b\u5bf9\u76f8\u4f3c\u8f93\u5165\u7684\u8f93\u51fa\u4fdd\u6301\u4e00\u81f4\uff0c\u907f\u514d\u201c\u540c\u95ee\u4e0d\u540c\u7b54\u201d\uff0c\u4e00\u81f4\u6027\u226590%\uff1b5. \u4e13\u4e1a\u6027\uff1a\u6a21\u578b\u8f93\u51fa\u7b26\u5408\u884c\u4e1a\u4e13\u4e1a\u6807\u51c6\uff0c\u5982\u6cd5\u5f8b\u6587\u4e66\u7b26\u5408\u6cd5\u5f8b\u89c4\u8303\u3001\u6280\u672f\u6587\u6863\u4f7f\u7528\u6b63\u786e\u4e13\u4e1a\u672f\u8bed\uff0c\u7531\u884c\u4e1a\u4e13\u5bb6\u8fdb\u884c\u8bc4\u4f30\uff1b6. \u5b89\u5168\u6027\u4e0e\u5408\u89c4\u6027\uff1a\u6a21\u578b\u4e0d\u751f\u6210\u6709\u5bb3\u3001\u4e0d\u5f53\u6216\u8fdd\u89c4\u5185\u5bb9\uff0c\u901a\u8fc7\u5bf9\u6297\u6027\u6d4b\u8bd5\uff0c\u65e0\u5408\u89c4\u98ce\u9669\u3002<\/p>\n\n\n\n
\u7b2c\u4e8c\u7c7b\uff1a\u6027\u80fd\u503c\u2014\u2014\u8861\u91cf\u6a21\u578b\u201c\u5feb\u4e0d\u5feb\u201d\uff0c\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u548c\u90e8\u7f72\u6548\u7387\u30021. \u63a8\u7406\u901f\u5ea6\uff1a\u6a21\u578b\u4ece\u63a5\u6536\u8f93\u5165\u5230\u751f\u6210\u8f93\u51fa\u7684\u65f6\u95f4\u5ef6\u8fdf\uff0c\u5b9e\u65f6\u573a\u666f\uff08\u5982\u5ba2\u670d\uff09\u76ee\u6807\u503c\uff1c500ms\uff0c\u975e\u5b9e\u65f6\u573a\u666f\uff08\u5982\u6587\u6863\u751f\u6210\uff09\u76ee\u6807\u503c\uff1c3s\uff1b2. \u541e\u5410\u91cf\uff1a\u6a21\u578b\u5355\u4f4d\u65f6\u95f4\u5185\u80fd\u591f\u5904\u7406\u7684\u8bf7\u6c42\u6570\u91cf\uff0c\u5982\u5ba2\u670d\u573a\u666f\u541e\u5410\u91cf\u2265100req\/s\uff0c\u6ee1\u8db3\u9ad8\u5e76\u53d1\u9700\u6c42\uff1b3. \u8d44\u6e90\u5229\u7528\u7387\uff1aGPU\/CPU \u5229\u7528\u7387\u226570%\uff0c\u907f\u514d\u8d44\u6e90\u6d6a\u8d39\uff1b4. \u5185\u5b58\u5360\u7528\uff1a\u63a7\u5236\u5728\u786c\u4ef6\u8d44\u6e90\u5141\u8bb8\u8303\u56f4\u5185\uff0c\u786e\u4fdd\u90e8\u7f72\u6d41\u7545\u3002<\/p>\n\n\n\n
\u7b2c\u4e09\u7c7b\uff1a\u7ecf\u6d4e\u8d26\u2014\u2014\u8861\u91cf\u6a21\u578b\u201c\u8d35\u4e0d\u8d35\u201d\uff0c\u662f\u4f01\u4e1a\u51b3\u7b56\u7684\u91cd\u8981\u4f9d\u636e\u30021. \u8bad\u7ec3\u6210\u672c\uff1a\u5305\u62ec GPU \u79df\u7528\u8d39\u3001\u6570\u636e\u6807\u6ce8\u8d39\u3001\u5de5\u7a0b\u5e08\u5de5\u65f6\u8d39\u7b49\uff0c\u63a7\u5236\u5728\u4f01\u4e1a\u9884\u7b97\u8303\u56f4\u5185\uff1b2. \u63a8\u7406\u6210\u672c\uff1a\u6bcf\u5904\u7406\u4e00\u4e2a\u8bf7\u6c42\u7684\u6210\u672c\uff0c\u7ed3\u5408\u4e1a\u52a1\u6536\u76ca\uff0c\u786e\u4fdd\u6210\u672c\u53ef\u63a7\uff1b3. \u7ef4\u62a4\u6210\u672c\uff1a\u6a21\u578b\u4e0a\u7ebf\u540e\u7684\u4f18\u5316\u3001\u66f4\u65b0\u3001\u76d1\u63a7\u6210\u672c\uff0c\u5c3d\u91cf\u964d\u4f4e\u957f\u671f\u6295\u5165\uff1b4. ROI\uff1a\u6a21\u578b\u5e26\u6765\u7684\u4e1a\u52a1\u4ef7\u503c\u4e0e\u6295\u5165\u6210\u672c\u7684\u6bd4\u7387\uff0c\u5982\u5ba2\u670d AI \u8282\u7701\u7684\u4eba\u529b\u6210\u672c\u4e0e AI \u7cfb\u7edf\u6295\u5165\u7684\u6bd4\u7387\u22651.5\uff0c\u786e\u4fdd\u6a21\u578b\u521b\u9020\u5b9e\u9645\u4ef7\u503c\u3002<\/p>\n\n\n\n
\u5355\u4e00\u7684\u8bc4\u4f30\u65b9\u6cd5\u65e0\u6cd5\u5168\u9762\u8861\u91cf\u6a21\u578b\u6548\u679c\uff0c\u9700\u7ed3\u5408\u81ea\u52a8\u5316\u8bc4\u4f30\uff08\u5b9a\u91cf\uff09\u3001\u4eba\u5de5\u8bc4\u4f30\uff08\u5b9a\u6027\uff09\u548c\u4e13\u9879\u6d4b\u8bd5\uff0c\u5f62\u6210\u591a\u5c42\u8bc4\u4f30\u4f53\u7cfb\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u5404\u7c7b\u573a\u666f\u4e0b\u90fd\u80fd\u7a33\u5b9a\u53d1\u6325\u4f5c\u7528\u3002<\/p>\n\n\n\n
1. \u81ea\u52a8\u5316\u8bc4\u4f30\uff08\u5b9a\u91cf\uff09\uff1a\u901a\u8fc7\u811a\u672c\u548c\u5de5\u5177\uff0c\u5feb\u901f\u5b8c\u6210\u5927\u89c4\u6a21\u6570\u636e\u8bc4\u4f30\uff0c\u63d0\u5347\u6548\u7387\u3002\u6838\u5fc3\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528\u516c\u5f00\u6216\u81ea\u5b9a\u4e49\u6d4b\u8bd5\u96c6\uff0c\u8ba1\u7b97\u6a21\u578b\u5728\u6807\u51c6\u4efb\u52a1\u4e0a\u7684\u6307\u6807\uff08\u5982\u51c6\u786e\u7387\u3001BLEU \u5206\u6570\uff09\uff1b\u5229\u7528 NLP \u8bc4\u4ef7\u6307\u6807\uff08\u5982 ROUGE\u3001METEOR\uff09\uff0c\u81ea\u52a8\u8bc4\u4f30\u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\uff1b\u501f\u52a9\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff08\u5982 GPT-4\uff09\uff0c\u5bf9\u76ee\u6807\u6a21\u578b\u7684\u8f93\u51fa\u8fdb\u884c\u81ea\u52a8\u8bc4\u5206\uff0c\u8bc4\u4f30\u76f8\u5173\u6027\u548c\u4e13\u4e1a\u6027\u3002<\/p>\n\n\n\n
2. \u4eba\u5de5\u8bc4\u4f30\uff08\u5b9a\u6027\uff09\uff1a\u9488\u5bf9\u81ea\u52a8\u5316\u8bc4\u4f30\u65e0\u6cd5\u8986\u76d6\u7684\u7ef4\u5ea6\uff08\u5982\u4e13\u4e1a\u6027\u3001\u6d41\u7545\u6027\u3001\u7528\u6237\u4f53\u9a8c\uff09\uff0c\u7531\u4e13\u4e1a\u4eba\u5458\u8fdb\u884c\u8bc4\u4f30\u3002\u6838\u5fc3\u65b9\u6cd5\u5305\u62ec\uff1a\u9080\u8bf7\u884c\u4e1a\u4e13\u5bb6\uff0c\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u4e13\u4e1a\u5185\u5bb9\u8fdb\u884c\u6253\u5206\u548c\u70b9\u8bc4\uff1b\u9080\u8bf7\u771f\u5b9e\u7528\u6237\uff0c\u4f7f\u7528\u6a21\u578b\u5b8c\u6210\u5b9e\u9645\u4efb\u52a1\uff0c\u6536\u96c6\u7528\u6237\u53cd\u9988\u548c\u6ee1\u610f\u5ea6\u8bc4\u5206\uff1b\u5f00\u5c55 A\/B \u6d4b\u8bd5\uff0c\u5728\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\u5bf9\u6bd4\u65b0\u65e7\u6a21\u578b\u7684\u6548\u679c\uff0c\u901a\u8fc7\u771f\u5b9e\u4e1a\u52a1\u6570\u636e\u8bc4\u4f30\u6a21\u578b\u4ef7\u503c\u3002<\/p>\n\n\n\n
3. \u4e13\u9879\u6d4b\u8bd5\uff1a\u9488\u5bf9\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3001\u5b89\u5168\u6027\u3001\u8fb9\u754c\u80fd\u529b\uff0c\u8fdb\u884c\u9488\u5bf9\u6027\u6d4b\u8bd5\uff0c\u907f\u514d\u4e0a\u7ebf\u540e\u51fa\u73b0\u95ee\u9898\u3002\u6838\u5fc3\u65b9\u6cd5\u5305\u62ec\uff1a\u5bf9\u6297\u6027\u6d4b\u8bd5\uff08\u6784\u9020\u6a21\u7cca\u67e5\u8be2\u3001\u8bef\u5bfc\u6027\u95ee\u9898\u3001\u654f\u611f\u8bdd\u9898\uff0c\u6d4b\u8bd5\u6a21\u578b\u7684\u9c81\u68d2\u6027\uff09\uff1b\u8fb9\u754c\u6d4b\u8bd5\uff08\u6d4b\u8bd5\u6a21\u578b\u5728\u80fd\u529b\u8fb9\u754c\u4e0a\u7684\u8868\u73b0\uff0c\u660e\u786e\u201c\u80fd\u505a\u201d\u548c\u201c\u4e0d\u80fd\u505a\u201d\uff09\uff1b\u538b\u529b\u6d4b\u8bd5\uff08\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u6d4b\u8bd5\u6a21\u578b\u7684\u6027\u80fd\u7a33\u5b9a\u6027\u548c\u8d44\u6e90\u6d88\u8017\u60c5\u51b5\uff09\u3002<\/p>\n\n\n\n
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\u9a8c\u6548\u679c\u4e0d\u662f\u76ee\u7684\uff0c\u800c\u662f\u6539\u8fdb\u7684\u8d77\u70b9\u3002\u53d1\u73b0\u6a21\u578b\u95ee\u9898\u540e\uff0c\u9700\u901a\u8fc7\u95ed\u73af\u601d\u7ef4\uff0c\u8ffd\u6eaf\u95ee\u9898\u539f\u56e0\uff0c\u53cd\u9988\u5230\u6570\u636e\u6784\u5efa\u3001\u6a21\u578b\u9009\u62e9\u3001\u8bad\u7ec3\u73af\u8282\u8fdb\u884c\u4f18\u5316\uff0c\u4e0d\u65ad\u63d0\u5347\u6a21\u578b\u6548\u679c\uff0c\u8ba9 AI \u6301\u7eed\u9002\u914d\u4e1a\u52a1\u9700\u6c42\u7684\u53d8\u5316\u3002<\/p>\n\n\n\n
\u5e38\u89c1\u95ee\u9898\u5b9a\u4f4d\u4e0e\u4f18\u5316\u65b9\u5411\uff1a1. \u6570\u636e\u95ee\u9898\uff08\u5927\u6982\u7387\uff09\uff1a\u82e5\u6a21\u578b\u6548\u679c\u4e0d\u4f73\uff0c\u4f18\u5148\u68c0\u67e5\u6570\u636e\u95ee\u9898\uff0c\u5982\u6570\u636e\u8d28\u91cf\u4f4e\uff08\u6807\u6ce8\u9519\u8bef\u3001\u903b\u8f91\u77db\u76fe\uff09\u3001\u6570\u636e\u8986\u76d6\u4e0d\u8db3\uff08\u7f3a\u4e4f\u5173\u952e\u573a\u666f\uff09\u3001\u6570\u636e\u5206\u5e03\u504f\u5dee\uff08\u4e0e\u5b9e\u9645\u5e94\u7528\u6570\u636e\u4e0d\u4e00\u81f4\uff09\u3002\u4f18\u5316\u65b9\u5411\uff1a\u6e05\u6d17\u6570\u636e\u3001\u8865\u5145\u5173\u952e\u573a\u666f\u6570\u636e\u3001\u5e73\u8861\u6570\u636e\u5206\u5e03\uff0c\u66f4\u65b0\u8bad\u7ec3\u6570\u636e\u540e\u91cd\u65b0\u8bad\u7ec3\u30022. \u6a21\u578b\u95ee\u9898\uff1a\u82e5\u6570\u636e\u65e0\u95ee\u9898\uff0c\u68c0\u67e5\u6a21\u578b\u9009\u62e9\u548c\u8bad\u7ec3\u7b56\u7565\uff0c\u5982\u57fa\u5ea7\u6a21\u578b\u80fd\u529b\u4e0d\u8db3\u3001\u8bad\u7ec3\u8d85\u53c2\u6570\u8bbe\u7f6e\u4e0d\u5408\u7406\u3001\u51fa\u73b0\u8fc7\u62df\u5408\/\u6b20\u62df\u5408\u3002\u4f18\u5316\u65b9\u5411\uff1a\u66f4\u6362\u57fa\u5ea7\u6a21\u578b\u3001\u8c03\u6574\u5b66\u4e60\u7387\u3001\u8fed\u4ee3\u6b21\u6570\u7b49\u8d85\u53c2\u6570\u3001\u589e\u52a0\u6b63\u5219\u5316\uff0c\u4f18\u5316\u8bad\u7ec3\u7b56\u7565\u30023. \u4efb\u52a1\u5b9a\u4e49\u95ee\u9898\uff1a\u82e5\u524d\u4e24\u8005\u65e0\u95ee\u9898\uff0c\u68c0\u67e5\u573a\u666f\u5b9a\u4e49\u548c\u6307\u4ee4\u8bbe\u8ba1\uff0c\u5982\u573a\u666f\u8fb9\u754c\u6a21\u7cca\u3001\u6307\u4ee4\u63cf\u8ff0\u4e0d\u51c6\u786e\u3002\u4f18\u5316\u65b9\u5411\uff1a\u91cd\u65b0\u5b9a\u4e49\u573a\u666f\u3001\u4f18\u5316\u6307\u4ee4\u8bbe\u8ba1\u3001\u8865\u5145\u4efb\u52a1\u793a\u4f8b\u3002<\/p>\n\n\n\n
\u6838\u5fc3\u5b9e\u64cd\u65b9\u6cd5\uff1a\u5efa\u7acb\u201cBad Case \u5f52\u56e0\u5e93\u201d\uff08\u5982 Excel\u3001\u98de\u4e66\u6587\u6863\uff09\uff0c\u4e13\u95e8\u8bb0\u5f55\u6a21\u578b\u7b54\u9519\u7684\u6848\u4f8b\uff0c\u5bf9\u6bcf\u4e2a\u6848\u4f8b\u8fdb\u884c\u5f52\u56e0\u6253\u6807\uff0c\u5982\u201c\u77e5\u8bc6\u7f3a\u5931\u201d\u201c\u903b\u8f91\u6df7\u4e71\u201d\u201c\u6307\u4ee4\u7406\u89e3\u9519\u8bef\u201d\uff0c\u5c06\u6a21\u7cca\u7684\u201c\u6548\u679c\u4e0d\u597d\u201d\u8f6c\u5316\u4e3a\u6e05\u6670\u3001\u53ef\u6267\u884c\u7684\u4f18\u5316\u4efb\u52a1\u3002AI \u4ea7\u54c1\u7ecf\u7406\u9700\u7275\u5934\u6574\u7406 Bad Case\uff0c\u63a8\u52a8\u6280\u672f\u56e2\u961f\u548c\u4e1a\u52a1\u56e2\u961f\u534f\u540c\u4f18\u5316\uff0c\u5f62\u6210\u201c\u8bc4\u4f30-\u53cd\u9988-\u4f18\u5316-\u518d\u8bc4\u4f30\u201d\u7684\u95ed\u73af\u673a\u5236\uff0c\u8ba9\u6a21\u578b\u6301\u7eed\u8fdb\u5316\uff0c\u771f\u6b63\u6210\u4e3a\u4f01\u4e1a\u7684\u201c\u8d44\u6df1\u8001\u5458\u5de5\u201d\u3002<\/p>\n\n\n\n
LLM \u8bad\u7ec3\u5168\u94fe\u8def\u4e0d\u4ec5\u662f\u6280\u672f\u6d41\u7a0b\uff0c\u66f4\u662f\u4ea7\u54c1\u601d\u7ef4\u7684\u4f53\u73b0\uff0c\u638c\u63e1\u8fd9\u6761\u94fe\u8def\uff0c\u662f AI \u4ea7\u54c1\u7ecf\u7406\u5728 AI \u65f6\u4ee3\u5b9e\u73b0\u89d2\u8272\u91cd\u5851\u3001\u80fd\u529b\u5347\u7ea7\u7684\u5173\u952e\uff0c\u4e5f\u662f\u63a8\u52a8\u4f01\u4e1a AI \u667a\u80fd\u843d\u5730\u7684\u6838\u5fc3\u52a8\u529b\u3002<\/p>\n\n\n\n
\u5728\u4f20\u7edf\u8f6f\u4ef6\u5f00\u53d1\u65f6\u4ee3\uff0c\u4ea7\u54c1\u7ecf\u7406\u7684\u6838\u5fc3\u89d2\u8272\u662f\u201c\u63d0\u9700\u6c42\u201d\uff0c\u800c\u5728 LLM \u65f6\u4ee3\uff0c\u4ea7\u54c1\u7ecf\u7406\u7684\u6838\u5fc3\u89d2\u8272\u8f6c\u53d8\u4e3a\u201c\u70bc\u4e39\u5e08\u201d\u2014\u2014\u901a\u8fc7\u5bf9\u4e1a\u52a1\u573a\u666f\u7684\u6df1\u523b\u6d1e\u5bdf\uff0c\u8bbe\u8ba1\u8bad\u7ec3\u6570\u636e\u3001\u9009\u62e9\u6a21\u578b\u3001\u5236\u5b9a\u8bc4\u4f30\u6807\u51c6\uff0c\u5851\u9020 AI \u7684\u667a\u80fd\u80fd\u529b\uff0c\u8ba9 AI \u771f\u6b63\u9002\u914d\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n\n\n\n
AI \u4ea7\u54c1\u7ecf\u7406\u7684\u65b0\u89d2\u8272\u5b9a\u4f4d\uff1a1. \u573a\u666f\u5b9a\u4e49\u5e08\uff1a\u6df1\u5165\u4e1a\u52a1\u4e00\u7ebf\uff0c\u6d1e\u5bdf\u4e1a\u52a1\u75db\u70b9\u548c\u9700\u6c42\uff0c\u660e\u786e\u6a21\u578b\u7684\u5e94\u7528\u573a\u666f\u548c\u80fd\u529b\u8fb9\u754c\uff0c\u4e3a\u8bad\u7ec3\u63d0\u4f9b\u6e05\u6670\u76ee\u6807\uff1b2. \u6570\u636e\u8bbe\u8ba1\u5e08\uff1a\u8bbe\u8ba1\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u5b9a\u4e49\u6570\u636e\u89c4\u5219\u548c\u683c\u5f0f\uff0c\u786e\u4fdd\u6570\u636e\u80fd\u591f\u4f20\u9012\u4e1a\u52a1\u77e5\u8bc6\u548c\u884c\u4e3a\u89c4\u8303\uff1b3. \u6743\u8861\u51b3\u7b56\u8005\uff1a\u5728\u6a21\u578b\u9009\u62e9\u3001\u8bad\u7ec3\u7b56\u7565\u3001\u8d44\u6e90\u6295\u5165\u7b49\u65b9\u9762\uff0c\u5e73\u8861\u6548\u679c\u3001\u6210\u672c\u3001\u6548\u7387\u548c\u98ce\u9669\uff0c\u505a\u51fa\u6700\u4f18\u51b3\u7b56\uff1b4. \u6548\u679c\u8bc4\u4f30\u5e08\uff1a\u5efa\u7acb\u79d1\u5b66\u7684\u8bc4\u4f30\u6307\u6807\u4f53\u7cfb\uff0c\u8bbe\u8ba1\u8bc4\u4f30\u65b9\u6848\uff0c\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u6548\u679c\uff0c\u63a8\u52a8\u6a21\u578b\u6301\u7eed\u4f18\u5316\uff1b5. \u95ed\u73af\u8fd0\u8425\u8005\uff1a\u5efa\u7acb\u201c\u6570\u636e-\u8bad\u7ec3-\u8bc4\u4f30-\u4f18\u5316\u201d\u7684\u95ed\u73af\u673a\u5236\uff0c\u6301\u7eed\u76d1\u63a7\u6a21\u578b\u4e0a\u7ebf\u540e\u7684\u8868\u73b0\uff0c\u6536\u96c6\u7528\u6237\u53cd\u9988\uff0c\u63a8\u52a8\u6a21\u578b\u8fed\u4ee3\u5347\u7ea7\u3002<\/p>\n\n\n\n
\u6838\u5fc3\u4ef7\u503c\uff1a\u5de5\u7a0b\u5e08\u51b3\u5b9a\u6a21\u578b\u201c\u80fd\u4e0d\u80fd\u8dd1\u901a\u201d\uff0c\u800c AI \u4ea7\u54c1\u7ecf\u7406\u51b3\u5b9a\u6a21\u578b\u201c\u80fd\u4e0d\u80fd\u597d\u7528\u201d\u3002\u573a\u666f\u5b9a\u4e49\u3001\u6570\u636e\u89c4\u5219\u3001\u9a8c\u6536\u6807\u51c6\uff0c\u8fd9\u4e9b\u90fd\u662f AI \u4ea7\u54c1\u7ecf\u7406\u7684\u6838\u5fc3\u5de5\u4f5c\uff0c\u6280\u672f\u56e2\u961f\u8d1f\u8d23\u5b9e\u73b0\u201c\u53ef\u80fd\u6027\u201d\uff0c\u4ea7\u54c1\u7ecf\u7406\u8d1f\u8d23\u5b9a\u4e49\u201c\u5fc5\u8981\u6027\u201d\u548c\u201c\u4ef7\u503c\u6027\u201d\u2014\u2014\u4e00\u4e2a\u6280\u672f\u4e0a\u5b8c\u7f8e\u4f46\u4e0d\u7b26\u5408\u4e1a\u52a1\u9700\u6c42\u7684\u6a21\u578b\uff0c\u5bf9\u4f01\u4e1a\u6765\u8bf4\u6beb\u65e0\u4ef7\u503c\u3002<\/p>\n\n\n\n
\u80fd\u529b\u5347\u7ea7\u8981\u6c42\uff1a\u8981\u5b9e\u73b0\u89d2\u8272\u91cd\u5851\uff0cAI \u4ea7\u54c1\u7ecf\u7406\u9700\u57f9\u517b\u56db\u5927\u6838\u5fc3\u80fd\u529b\uff1a1. \u9886\u57df\u77e5\u8bc6\u6df1\u5ea6\uff1a\u6df1\u5165\u7406\u89e3\u6240\u5728\u884c\u4e1a\u7684\u4e1a\u52a1\u6d41\u7a0b\u3001\u4e13\u4e1a\u77e5\u8bc6\u3001\u672f\u8bed\u4f53\u7cfb\u548c\u5408\u89c4\u8981\u6c42\uff1b2. \u6570\u636e\u654f\u611f\u5ea6\uff1a\u80fd\u591f\u5224\u65ad\u6570\u636e\u8d28\u91cf\uff0c\u8bc6\u522b\u6570\u636e\u504f\u5dee\uff0c\u8bbe\u8ba1\u6709\u6548\u7684\u6570\u636e\u65b9\u6848\uff1b3. \u6280\u672f\u7406\u89e3\u529b\uff1a\u65e0\u9700\u6210\u4e3a\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u4f46\u9700\u7406\u89e3 LLM \u7684\u57fa\u672c\u539f\u7406\u3001\u5173\u952e\u6280\u672f\u548c\u80fd\u529b\u8fb9\u754c\uff0c\u4e0e\u6280\u672f\u56e2\u961f\u9ad8\u6548\u6c9f\u901a\uff1b4. \u5b9e\u9a8c\u601d\u7ef4\uff1a\u80fd\u591f\u8bbe\u8ba1\u5bf9\u7167\u5b9e\u9a8c\uff0c\u901a\u8fc7\u6570\u636e\u9a8c\u8bc1\u5047\u8bbe\uff0c\u9a71\u52a8\u6a21\u578b\u8fed\u4ee3\u4f18\u5316\uff1b5. \u98ce\u9669\u610f\u8bc6\uff1a\u5173\u6ce8\u6a21\u578b\u7684\u5408\u89c4\u98ce\u9669\u3001\u5b89\u5168\u98ce\u9669\u548c\u4f26\u7406\u95ee\u9898\uff0c\u5efa\u7acb\u98ce\u9669\u9632\u63a7\u673a\u5236\u3002<\/p>\n\n\n\n
LLM \u8bad\u7ec3\u53ea\u662f\u4f01\u4e1a AI \u843d\u5730\u7684\u4e00\u4e2a\u9636\u6bb5\uff0c\u968f\u7740 AI \u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0cAI \u4ea7\u54c1\u5c06\u4ece\u7b80\u5355\u7684\u5bf9\u8bdd\u7cfb\u7edf\uff08Chat\uff09\u5411\u667a\u80fd\u4f53\uff08Agent\uff09\u6f14\u8fdb\uff0c\u5177\u5907\u66f4\u5f3a\u7684\u81ea\u4e3b\u6027\u3001\u89c4\u5212\u80fd\u529b\u548c\u5de5\u5177\u4f7f\u7528\u80fd\u529b\uff0c\u8fd9\u4e5f\u662f\u672a\u6765\u4f01\u4e1a AI \u843d\u5730\u7684\u6838\u5fc3\u65b9\u5411\uff0cAI \u4ea7\u54c1\u7ecf\u7406\u9700\u63d0\u524d\u5e03\u5c40\uff0c\u628a\u63e1\u884c\u4e1a\u8d8b\u52bf\u3002<\/p>\n\n\n\n
\u672a\u67651-2\u5e74\uff0cLLM \u8bad\u7ec3\u5de5\u5177\u94fe\u5c06\u4e0d\u65ad\u6210\u719f\u548c\u7b80\u5316\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u5c06\u53d8\u5f97\u66f4\u52a0\u201c\u5e73\u6c11\u5316\u201d\u2014\u2014\u5c31\u50cf\u505a PPT \u4e00\u6837\u7b80\u5355\uff0c\u65e0\u9700\u6df1\u539a\u7684\u6280\u672f\u529f\u5e95\uff0c\u4e5f\u80fd\u5b8c\u6210\u6a21\u578b\u8bad\u7ec3\u3002\u6838\u5fc3\u8868\u73b0\u4e3a\uff1a1. \u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u5e73\u53f0\u666e\u53ca\uff1a\u51fa\u73b0\u66f4\u591a\u9762\u5411\u975e\u6280\u672f\u4eba\u5458\u7684\u8bad\u7ec3\u5e73\u53f0\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u754c\u9762\uff0c\u5373\u53ef\u5b8c\u6210\u6570\u636e\u4e0a\u4f20\u3001\u6a21\u578b\u9009\u62e9\u3001\u8bad\u7ec3\u914d\u7f6e\u548c\u6548\u679c\u8bc4\u4f30\uff1b2. \u81ea\u52a8\u5316\u6570\u636e\u5904\u7406\u5de5\u5177\u5347\u7ea7\uff1aAI \u8f85\u52a9\u7684\u6570\u636e\u6807\u6ce8\u3001\u6e05\u6d17\u3001\u589e\u5f3a\u5de5\u5177\u5c06\u5e7f\u6cdb\u5e94\u7528\uff0c\u5927\u5927\u964d\u4f4e\u6570\u636e\u6784\u5efa\u7684\u95e8\u69db\u548c\u6210\u672c\uff1b3. \u4e00\u952e\u5f0f\u8bad\u7ec3\u6d41\u7a0b\u843d\u5730\uff1a\u5e73\u53f0\u5185\u7f6e\u6700\u4f73\u5b9e\u8df5\u548c\u81ea\u52a8\u5316\u8c03\u53c2\u529f\u80fd\uff0c\u7528\u6237\u53ea\u9700\u70b9\u51fb\u6309\u94ae\uff0c\u5373\u53ef\u542f\u52a8\u8bad\u7ec3\uff0c\u7cfb\u7edf\u81ea\u52a8\u5b8c\u6210\u8d85\u53c2\u6570\u4f18\u5316\u548c\u6a21\u578b\u8bc4\u4f30\uff1b4. \u884c\u4e1a\u6a21\u677f\u5e93\u5b8c\u5584\uff1a\u9488\u5bf9\u91d1\u878d\u3001\u533b\u7597\u3001\u6559\u80b2\u7b49\u7279\u5b9a\u884c\u4e1a\uff0c\u63a8\u51fa\u9884\u5b9a\u4e49\u7684\u6a21\u677f\u548c\u6570\u636e\u96c6\uff0c\u7528\u6237\u53ef\u57fa\u4e8e\u6a21\u677f\u5feb\u901f\u5b9a\u5236\u6a21\u578b\uff0c\u7f29\u77ed\u843d\u5730\u5468\u671f\u3002<\/p>\n\n\n\n
\u8fd9\u4e00\u8d8b\u52bf\u4e0b\uff0cAI \u4ea7\u54c1\u7ecf\u7406\u7684\u5de5\u4f5c\u91cd\u5fc3\u5c06\u4ece\u201c\u5982\u4f55\u8bad\u7ec3\u6a21\u578b\u201d\uff0c\u8f6c\u5411\u201c\u5982\u4f55\u5b9a\u4e49\u6709\u4ef7\u503c\u7684 AI \u4ea7\u54c1\u201d\u548c\u201c\u5982\u4f55\u786e\u4fdd AI \u5b89\u5168\u5408\u89c4\u201d\uff0c\u66f4\u591a\u7cbe\u529b\u653e\u5728\u4e1a\u52a1\u9700\u6c42\u6d1e\u5bdf\u548c\u4ef7\u503c\u521b\u9020\u4e0a\u3002<\/p>\n\n\n\n
\u672a\u67653-5\u5e74\uff0c\u4f01\u4e1a AI \u7684\u6838\u5fc3\u5f62\u6001\u5c06\u4ece Chat\uff08\u5bf9\u8bdd\u52a9\u624b\uff09\u8f6c\u5411 Agent\uff08\u667a\u80fd\u4f53\uff09\u2014\u2014\u4e0d\u518d\u662f\u53ea\u4f1a\u8bf4\u8bdd\u7684\u52a9\u624b\uff0c\u800c\u662f\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u5b8c\u6210\u4efb\u52a1\u7684\u201c\u540c\u4e8b\u201d\uff0c\u771f\u6b63\u5b9e\u73b0\u201c\u4eba\u673a\u534f\u4f5c\u3001\u9ad8\u6548\u8d4b\u80fd\u201d\u3002<\/p>\n\n\n\n
Agent \u7684\u6838\u5fc3\u80fd\u529b\uff1a1. \u76ee\u6807\u7406\u89e3\u4e0e\u89c4\u5212\uff1a\u80fd\u591f\u7406\u89e3\u590d\u6742\u76ee\u6807\uff0c\u5c06\u5176\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\uff0c\u5e76\u5236\u5b9a\u8be6\u7ec6\u7684\u6267\u884c\u8ba1\u5212\uff1b2. \u5de5\u5177\u4f7f\u7528\u80fd\u529b\uff1a\u80fd\u591f\u8c03\u7528\u5916\u90e8\u5de5\u5177\uff08\u5982 API\u3001\u6570\u636e\u5e93\u3001\u8f6f\u4ef6\u5e94\u7528\uff09\uff0c\u5b8c\u6210\u5b9e\u9645\u4efb\u52a1\uff0c\u5982\u8c03\u7528\u8ba1\u7b97\u5668\u8fdb\u884c\u8ba1\u7b97\u3001\u8c03\u7528\u65e5\u5386\u5b89\u6392\u4f1a\u8bae\u3001\u8c03\u7528\u4ee3\u7801\u89e3\u91ca\u5668\u7f16\u5199\u7a0b\u5e8f\uff1b3. \u81ea\u4e3b\u5b66\u4e60\u4e0e\u9002\u5e94\uff1a\u80fd\u591f\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\uff0c\u9002\u5e94\u65b0\u73af\u5883\u548c\u65b0\u4efb\u52a1\uff0c\u4e0d\u65ad\u63d0\u5347\u80fd\u529b\uff1b4. \u591a\u6a21\u6001\u4ea4\u4e92\uff1a\u80fd\u591f\u5904\u7406\u548c\u751f\u6210\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u591a\u79cd\u6a21\u6001\u4fe1\u606f\uff0c\u9002\u914d\u66f4\u591a\u573a\u666f\uff1b5. \u534f\u4f5c\u80fd\u529b\uff1a\u80fd\u591f\u4e0e\u4eba\u7c7b\u6216\u5176\u4ed6 Agent \u534f\u4f5c\uff0c\u5b8c\u6210\u590d\u6742\u7684\u56e2\u961f\u4efb\u52a1\u3002<\/p>\n\n\n\n
\u6838\u5fc3\u5dee\u5f02\uff1aChat \u6a21\u578b\u53ea\u80fd\u901a\u8fc7\u5bf9\u8bdd\u63d0\u4f9b\u4fe1\u606f\u548c\u5efa\u8bae\uff0c\u800c Agent \u80fd\u591f\u4e3b\u52a8\u89c4\u5212\u3001\u6267\u884c\u4efb\u52a1\uff0c\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u9762\u5bf9\u201c\u5b89\u6392\u4e00\u6b21\u4e0e\u5ba2\u6237\u7684\u4ea7\u54c1\u6f14\u793a\u4f1a\u8bae\u201d\u7684\u9700\u6c42\uff0cChat \u6a21\u578b\u53ea\u4f1a\u7ed9\u51fa\u5efa\u8bae\uff0c\u800c Agent \u4f1a\u81ea\u52a8\u67e5\u770b\u53cc\u65b9\u65e5\u5386\u3001\u63a8\u8350\u4f1a\u8bae\u65f6\u95f4\u3001\u53d1\u9001\u4f1a\u8bae\u9080\u8bf7\u3001\u51c6\u5907\u4f1a\u8bae\u8bae\u7a0b\u3001\u63d0\u9192\u51c6\u5907\u6f14\u793a\u6750\u6599\uff0c\u5168\u7a0b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/p>\n\n\n\n
\u8bad\u7ec3\u5173\u952e\uff1a\u8bad\u7ec3 Agent \u4e0e\u8bad\u7ec3 Chatbot \u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u6570\u636e\u2014\u2014\u8bad\u7ec3 Chatbot \u4e3b\u8981\u4f7f\u7528\u5bf9\u8bdd\u5bf9\uff08Q&A\uff09\uff0c\u800c\u8bad\u7ec3 Agent \u9700\u8981\u4f7f\u7528\u201c\u601d\u7ef4\u94fe\uff08Chain-of-Thought, CoT\uff09\u201d\u548c\u201c\u8f68\u8ff9\u6570\u636e\uff08Trajectory\uff09\u201d\uff0c\u5373\u5305\u542b\u201c\u601d\u8003\u8fc7\u7a0b-\u8c03\u7528\u5de5\u5177-\u5f97\u5230\u7ed3\u679c-\u6700\u7ec8\u56de\u590d\u201d\u7684\u5b8c\u6574\u94fe\u8def\u6570\u636e\uff0c\u8ba9\u6a21\u578b\u4ece\u201c\u5b66\u4f1a\u8bf4\u8bdd\u201d\u5347\u7ea7\u4e3a\u201c\u5b66\u4f1a\u529e\u4e8b\u201d\u3002<\/p>\n\n\n\n
AI \u4ea7\u54c1\u7ecf\u7406\u7684\u5e03\u5c40\u91cd\u70b9\uff1a\u63d0\u524d\u5173\u6ce8 Agent \u4ea7\u54c1\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\uff0c\u91cd\u70b9\u89e3\u51b3\u56db\u5927\u95ee\u9898\uff1a1. \u76ee\u6807\u5bf9\u9f50\uff1a\u786e\u4fdd Agent \u7684\u76ee\u6807\u4e0e\u7528\u6237\u9700\u6c42\u3001\u4f01\u4e1a\u5229\u76ca\u4e00\u81f4\uff1b2. \u53ef\u89e3\u91ca\u6027\uff1a\u8ba9 Agent \u7684\u51b3\u7b56\u8fc7\u7a0b\u548c\u884c\u4e3a\u53ef\u7406\u89e3\u3001\u53ef\u8ffd\u6eaf\uff0c\u907f\u514d\u201c\u9ed1\u7bb1\u64cd\u4f5c\u201d\uff1b3. \u5b89\u5168\u6027\uff1a\u9632\u6b62 Agent \u6267\u884c\u6709\u5bb3\u6216\u8d8a\u6743\u884c\u4e3a\uff0c\u5efa\u7acb\u5b89\u5168\u9632\u63a7\u673a\u5236\uff1b4. \u4eba\u673a\u534f\u4f5c\uff1a\u8bbe\u8ba1\u5408\u7406\u7684\u4eba\u673a\u534f\u4f5c\u6a21\u5f0f\uff0c\u53d1\u6325\u4eba\u7c7b\u548c Agent \u7684\u5404\u81ea\u4f18\u52bf\uff0c\u5b9e\u73b0\u9ad8\u6548\u914d\u5408\u3002<\/p>\n\n\n\n
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