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\u5e38\u89c1\u7684AI\u672f\u8bed<\/h3>\n<p><strong>1\uff09\u5927\u6a21\u578b(LLM)<\/strong>\uff1a\u73b0\u6709\u6240\u6709\u7684\u5927\u6a21\u578b\uff0c\u6307\u7684\u90fd\u662f\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u4e14\u6307\u7684\u90fd\u662f\u751f\u6210\u5f0f\u7684\u5927\u6a21\u578b\uff0c\u53ef\u4ee5\u8054\u60f3\u5230\u7684\u5b9e\u9645\u6848\u4f8b\u5305\u62ecGPT4.0\uff0cGPT4o\u7b49\uff1b<\/p>\n<ul>\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\uff1a<\/strong>\u6df1\u5ea6\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u5b50\u9886\u57df\uff0c\u4e13\u6ce8\u4e8e\u5e94\u7528\u591a\u5c42\u795e\u7ecf\u633d\u7559\u8fc7\u8fdb\u884c\u5b66\u4e60\uff0c\u6df1\u5ea6\u5b66\u4e60\u64c5\u957f\u5904\u7406\u590d\u6742\u7684\u6570\u636e\u5982\u56fe\u50cf\u3001\u97f3\u9891\u3001\u6587\u672c\uff0c\u56e0\u6b64\u5728AI\u4e2d\u7684\u5e94\u7528\u975e\u5e38\u6709\u6548\uff1b<\/li>\n<li><strong>\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u76d1\u7763\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u901a\u8fc7\u8bad\u7ec3\u6570\u636e\u96c6\u6765\u5b66\u4e60\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u6620\u5c04\u5173\u7cfb\u3002\u8bad\u7ec3\u6570\u636e\u96c6\u5305\u542b\u8f93\u5165-\u8f93\u51fa\u5bf9\uff0c\u6a21\u578b\u4f7f\u7528\u8fd9\u4e9b\u5df2\u6807\u8bb0\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b66\u4e60\u5982\u4f55\u4ece\u8f93\u5165\u9884\u6d4b\u8f93\u51fa\u3002\u5e38\u89c1\u7684\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u5305\u62ec\u7ebf\u6027\u56de\u5f52\u3001\u903b\u8f91\u56de\u5f52\u3001\u652f\u6301\u5411\u91cf\u673a\u3001K\u8fd1\u90bb\u3001\u51b3\u7b56\u6811\u548c\u968f\u673a\u68ee\u6797\u7b49\u3002<\/li>\n<li><strong>\u65e0\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u65e0\u76d1\u7763\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c<strong>\u5728\u6ca1\u6709\u6807\u7b7e\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u6a21\u5f0f\u548c\u7ed3\u6784\uff0c<\/strong>\u5b83\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u805a\u7c7b\u548c\u964d\u7ef4\u7b49\u4efb\u52a1\u3002\u5e38\u89c1\u7684\u65e0\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u5305\u62ecK\u5747\u503c\u805a\u7c7b\u3001\u5c42\u6b21\u805a\u7c7b\u3001DBSCAN\u3001\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u548ct-SNE\u7b49\u3002<\/li>\n<li><strong>\u534a\u76d1\u7763\u5b66\u4e60\uff1a<\/strong>\u534a\u76d1\u7763\u5b66\u4e60<strong>\u7ed3\u5408\u5c11\u91cf\u6807\u8bb0\u6570\u636e\u548c\u5927\u91cf\u672a\u6807\u8bb0\u6570\u636e\u8fdb\u884c\u8bad\u7ec3<\/strong>\u3002\u5b83\u5229\u7528\u672a\u6807\u8bb0\u6570\u636e\u7684\u4e30\u5bcc\u4fe1\u606f\u548c\u5c11\u91cf\u6807\u8bb0\u6570\u636e\u7684\u51c6\u786e\u6027\u6765\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002\u5e38\u89c1\u7684\u65b9\u6cd5\u5305\u62ec\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GANs\uff09\u548c\u81ea\u7f16\u7801\u5668\u3002<\/li>\n<li><strong>\u5f3a\u5316\u5b66\u4e60<\/strong>\uff1a\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u901a\u8fc7\u4e0e\u73af\u5883\u4ea4\u4e92\uff0c\u5e76<strong>\u57fa\u4e8e\u5956\u52b1\u548c\u60e9\u7f5a\u673a\u5236\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u7684\u65b9\u6cd5<\/strong>\u3002\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u901a\u8fc7\u8bd5\u9519\u6cd5\u6765\u4f18\u5316\u51b3\u7b56\u8fc7\u7a0b\uff0c\u4ee5\u5b9e\u73b0\u6700\u5927\u5316\u7d2f\u79ef\u5956\u52b1\u3002\u5e38\u89c1\u7b97\u6cd5\u5305\u62ecQ\u5b66\u4e60\u3001\u7b56\u7565\u68af\u5ea6\u548c\u6df1\u5ea6Q\u7f51\u7edc\uff08DQN\uff09\u7b49\u3002<\/li>\n<li><strong>\u6a21\u578b\u67b6\u6784\uff1a<\/strong>\u6a21\u578b\u7684\u67b6\u6784\u4ee3\u8868\u4e86\u5927\u6a21\u578b\u7684\u4e3b\u5e72\u91c7\u7528\u4e86\u4ec0\u4e48\u6837\u7684\u8bbe\u8ba1\u65b9\u5f0f\uff0c\u4e0d\u540c\u7684\u6a21\u578b\u67b6\u6784\u4f1a\u5f71\u54cd\u5927\u6a21\u578b\u7684\u6027\u80fd\u3001\u6548\u7387\u3001\u751a\u81f3\u662f\u8ba1\u7b97\u6210\u672c\uff0c\u4e5f\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u53ef\u62d3\u5c55\u6027\uff1b\u4f8b\u5982\u5f88\u591a\u5927\u6a21\u578b\u7684\u5382\u5546\u4f1a\u901a\u8fc7\u8c03\u6574\u6a21\u578b\u7684\u67b6\u6784\u7684\u65b9\u5f0f\u6765\u7f29\u51cf\u6a21\u578b\u7684\u8ba1\u7b97\u91cf\uff0c\u4ece\u800c\u51cf\u5c11\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\uff1b<\/li>\n<li><strong>Transformer\u67b6\u6784<\/strong>\uff1aTransformer\u662f\u76ee\u524d\u4e3b\u6d41\u7684\u5927\u6a21\u578b\u91c7\u7528\u7684\u6a21\u578b\u67b6\u6784\uff0c\u5305\u62ecGPT4.0\u4ee5\u53ca\u56fd\u5185\u5927\u90e8\u5206\u7684\u5927\u6a21\u578b\uff0c\u90fd\u662f\u91c7\u7528\u8fd9\u4e2a\u67b6\u6784\uff0cTransformer\u67b6\u6784\u4e4b\u6240\u4ee5\u88ab\u5e7f\u6cdb\u7684\u4f7f\u7528\uff0c\u4e3b<strong>\u8981\u7684\u539f\u56e0\u662f\u8fd9\u4e2a\u67b6\u6784\u7c7b\u578b\u8ba9\u5927\u6a21\u578b\u5177\u5907\u4e86\u7406\u89e3\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u3001\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u751f\u6210\u6587\u672c\u7684\u80fd\u529b<\/strong>\uff1b\u5e38\u89c1\u7684\u6a21\u578b\u67b6\u6784\uff0c\u9664\u4e86Transformer\u67b6\u6784\uff0c\u8fd8\u6709\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u67b6\u6784\uff0c\u9002\u7528\u4e8e\u56fe\u50cf\u5904\u7406\uff0c\u4ee5\u53ca\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\uff0c\u9002\u7528\u4e8e\u56fe\u50cf\u751f\u6210\u9886\u57df\uff1b\u8be6\u7ec6\u5173\u4e8eTransformer\u67b6\u6784\u7684\u4ecb\u7ecd\u53ef\u540e\u9762\u90e8\u5206\u5185\u5bb9\uff1b<\/li>\n<li><strong>MOE\u67b6\u6784\uff1a<\/strong>MOE\u67b6\u6784\u8868\u793a\u6df7\u5408\u4e13\u5bb6\u7f51\u7edc\u67b6\u6784\uff0c\u8868\u793a\u6df7\u5408\u591a\u79cd\u4e13\u5bb6\u6a21\u578b\uff0c\u5f62\u6210\u4e00\u4e2a\u53c2\u6570\u91cf\u5de8\u5927\u7684\u6a21\u578b\uff0c\u4ece\u800c\u80fd\u652f\u6301\u89e3\u51b3\u591a\u79cd\u590d\u6742\u7684\u4e13\u4e1a\u95ee\u9898\uff1bMOE\u67b6\u6784\u7684\u6a21\u578b\u91cc\u9762\u53ef\u80fd\u5305\u542bTransformer\u67b6\u6784\u7684\u6a21\u578b\uff1b<\/li>\n<li><strong>\u673a\u5668\u5b66\u4e60\u6280\u672f\uff1a<\/strong>\u8868\u793a\u5b9e\u73b0AI\u7684\u4e00\u5927\u7c7b\u6280\u672f\uff0c\u5305\u62ec\u5927\u5bb6\u7ecf\u5e38\u542c\u5230\u7684\u6df1\u5ea6\u5b66\u4e60\u3001\u76d1\u7763\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\uff0c\u8fd9\u4e9b\u90fd\u5c5e\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u4e00\u79cd\u6280\u672f\uff0c\u5177\u4f53\u662f\u5565\u4f5c\u4e3a\u4ea7\u54c1\u7ecf\u7406\u800c\u8a00\u4e0d\u9700\u8981\u8fc7\u5206\u6df1\u7a76\uff0c\u53ea\u9700\u8981\u77e5\u9053\u8fd9\u4e9bxx\u5b66\u4e60\u4e4b\u95f4\u7684\u5173\u7cfb\u5c31\u597d\uff0c\u522b\u88ab\u6280\u672f\u4eba\u5458\u4eec\u5e26\u6c9f\u91cc\u53bb\u4e86\uff1b<\/li>\n<li><strong>NLP\u6280\u672f\uff08\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff09\uff1a<\/strong>NLP\u662fAI\u7684\u4e00\u4e2a\u5e94\u7528\u9886\u57df\uff0c\u4e13\u6ce8\u4e8e\u8ba1\u7b97\u673a\u7406\u89e3\u3001\u89e3\u91ca\u3001\u751f\u6210\u4eba\u529b\u8bed\u8a00\uff0c\u7528\u4e8e\u6587\u672c\u5206\u6790\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u5bf9\u8bdd\u7cfb\u7edf\u7b49\u5e94\u7528\u573a\u666f\uff0c\u7b80\u5355\u4e00\u70b9\u8bb2\uff0c\u5c31\u662f\u628a\u5f88\u591a\u4fe1\u606f\u8f6c\u6362\u6210\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u80fd\u591f\u7406\u89e3\u7684\u4fe1\u606f\u7684\u4e00\u79cd\u6280\u672f\uff1b<\/li>\n<li><strong>CV\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f<\/strong>\uff1a\u5982\u679c\u8bf4NLP\u5904\u7406\u7684\u662f\u6587\u672c\uff0c\u90a3\u4e48CV\u76f8\u5f53\u4e8e\u662f\u89e3\u51b3\u89c6\u89c9\u5185\u5bb9\u76f8\u5173\u7684\u6280\u672f\uff0cCV\u6280\u672f\u5305\u62ec\u5e38\u89c1\u7684\u56fe\u50cf\u8bc6\u522b\u6280\u672f\u3001\u89c6\u9891\u5206\u6790\u6280\u672f\u3001\u56fe\u50cf\u5206\u5272\u6280\u672f\u7b49\uff0c\u90fd\u5c5e\u4e8eCV\u6280\u672f\uff0cCV\u6280\u672f\u4e5f\u662f\u5927\u6a21\u578b\u5e94\u7528\u4e2d\u5e38\u89c1\u7684\u6280\u672f\uff0c\u7279\u522b\u662f\u540e\u9762\u4f1a\u8bb2\u5230\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u6280\u672f\uff1b<\/li>\n<li><strong>\u8bed\u97f3\u8bc6\u522b\u548c\u5408\u6210\u6280\u672f<\/strong>\uff1a\u5305\u62ec\u8bed\u97f3\u8f6c\u6362\u4e3a\u6587\u672c\u6280\u672f\uff0c\u4ee5\u53ca\u8bed\u97f3\u5408\u6210\u6280\u672f\uff0c\u4f8b\u5982\u6587\u672c\u5408\u6210\u8bed\u97f3\u6280\u672f\uff08\u7b80\u79f0TTS\u6280\u672f\uff09\uff1b<\/li>\n<li><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\uff08RAG)\uff1a<\/strong>\u8868\u793a\u5927\u6a21\u578b\u57fa\u4e8e\u641c\u7d22\u5f15\u64ce\u548c\u77e5\u8bc6\u5e93\u68c0\u7d22\u7684\u5185\u5bb9\u751f\u6210\u5185\u5bb9\u7684\u6280\u672f\uff0cRAG\u662f\u5927\u90e8\u5206AI\u5e94\u7528\u843d\u5730\u7684\u65f6\u5019\u90fd\u4f1a\u6d89\u53ca\u7684\u6280\u672f\uff1b<\/li>\n<li><strong>\u77e5\u8bc6\u56fe\u8c31 (Knowledge Graph)<\/strong>\uff1a\u77e5\u8bc6\u56fe\u8c31\u662f\u4e00\u79cd\u628a\u77e5\u8bc6\u5173\u8054\u8d77\u6765\u7684\u6280\u672f\uff0c\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\uff0c\u53ef\u4ee5\u8ba9\u77e5\u8bc6\u4e4b\u95f4\u5efa\u7acb\u8054\u7cfb\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u3001\u66f4\u5feb\u7684\u83b7\u53d6\u5230\u6700\u76f8\u5173\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u5904\u7406\u590d\u6742\u5173\u8054\u4fe1\u606f\uff0c\u4ee5\u53caAI\u63a8\u7406\u80fd\u529b\uff1b<\/li>\n<li><strong>Function Call<\/strong>\uff1a\u662f\u6307\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT\u7b49\uff09\u4e2d\uff0c\u901a\u8fc7\u8c03\u7528\u6a21\u578b\u5185\u7f6e\u7684\u6216\u5916\u90e8\u7684\u51fd\u6570\uff0c\u4f7f\u5176\u80fd\u591f\u5b8c\u6210\u7279\u5b9a\u7684\u4efb\u52a1\u6216\u6267\u884c\u7279\u5b9a\u7684\u64cd\u4f5c\u3002\u8fd9\u4e00\u673a\u5236\u8ba9\u6a21\u578b\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u751f\u6210\u6587\u672c\u7684\u5de5\u5177\uff0c\u800c\u80fd\u591f\u901a\u8fc7\u6307\u5b9a\u8c03\u7528\u4e0d\u540c\u7684\u529f\u80fd\uff0c\u6267\u884c\u66f4\u591a\u6837\u5316\u3001\u5177\u4f53\u7684\u64cd\u4f5c\u3002Function Call \u8ba9\u5927\u6a21\u578b\u80fd\u591f\u548c\u591a\u79cdAPI\u80fd\u529b\u7ed3\u5408\uff0c\u4ece\u800c\u8ba9\u5927\u6a21\u578b\u7684\u5e94\u7528\u66f4\u597d\u7684\u843d\u5730\uff0c\u6bd4\u5982\u5927\u6a21\u578b\u8981\u652f\u6301\u5185\u5bb9\u68c0\u7d22\u3001\u6587\u6863\u8bc6\u522b\u7b49\u80fd\u529b\uff0c\u5c31\u9700\u8981\u57fa\u4e8eFunction Call \u7684\u80fd\u529b\u6765\u5b9e\u73b0\uff1b<\/li>\n<\/ul>\n<p><strong>2\uff09\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u4f18\u5316\u6280\u672f\u76f8\u5173\u672f\u8bed<\/strong><\/p>\n<ul>\n<li><strong>\u9884\u8bad\u7ec3 Pre-training<\/strong>\uff1a\u8868\u793a\u5728\u5927\u91cf\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\u7684\u8fc7\u7a0b\uff0c\u9884\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u901a\u5e38\u6bd4\u8f83\u5927\uff0c\u79cd\u7c7b\u4e5f\u6bd4\u8f83\u591a\uff0c\u8bad\u7ec3\u540e\u83b7\u5f97\u7684\u662f\u4e00\u4e2a\u901a\u7528\u80fd\u529b\u6bd4\u8f83\u5f3a\u7684\u5927\u6a21\u578b\uff0c<strong>\u5c31\u597d\u50cf\u4e00\u4e2a\u4eba\u901a\u8fc7\u4e49\u52a1\u6559\u80b2\u548c\u4e0a\u5927\u5b66\u5b66\u4e60\u4e86\u591a\u79cd\u901a\u7528\u77e5\u8bc6\uff0c\u5177\u5907\u89e3\u51b3\u901a\u7528\u95ee\u9898\u7684\u54ea\u91cc<\/strong>\uff1b<\/li>\n<li><strong>\u6a21\u578b\u5fae\u8c03 Fine-tuning<\/strong>\uff1a\u6a21\u578b\u5fae\u8c03\u8868\u793a\u5927\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u6216\u5c0f\u6570\u636e\u96c6\u4e0a\u8fdb\u4e00\u6b65\u8bad\u7ec3\u6a21\u578b\u4ee5\u63d0\u9ad8\u6a21\u578b\u89e3\u51b3\u9488\u5bf9\u6027\u95ee\u9898\u7684\u8868\u73b0\uff0c\u4e0e\u9884\u8bad\u7ec3\u9636\u6bb5\u4e0d\u540c\u7684\u662f\u5fae\u8c03\u9636\u6bb5\u4f7f\u7528\u7684\u6570\u636e\u91cf\u76f8\u6bd4\u66f4\u5c0f\uff0c\u4e14\u4e3b\u8981\u4f7f\u7528\u5782\u76f4\u9886\u57df\u7684\u6570\u636e\uff0c\u901a\u8fc7\u5fae\u8c03\u83b7\u5f97\u7684\u662f\u4e00\u4e2a\u5782\u76f4\u6a21\u578b\u548c\u884c\u4e1a\u6a21\u578b\uff0c<strong>\u6a21\u578b\u5fae\u8c03\uff0c\u5c31\u597d\u50cf\u5165\u804c\u652f\u6301\u7684\u6bd5\u4e1a\u751f\uff0c\u5f00\u59cb\u63a5\u53d7\u4f01\u4e1a\u7684\u4e13\u4e1a\u6280\u80fd\u7684\u57f9\u8bad\uff1b<\/strong><\/li>\n<li><strong>\u63d0\u793a\u8bcd\u5de5\u7a0bPrompt Engineering<\/strong>\uff1a\u7528\u4ea7\u54c1\u7ecf\u7406\u7684\u8bed\u8a00\u7406\u89e3\uff0c\u5c31\u662f\u4f7f\u7528\u5927\u6a21\u578b\u66f4\u5bb9\u6613\u7406\u89e3\u7684\u63d0\u95ee\u65b9\u5f0f\uff0c\u8ba9\u5927\u6a21\u578b\u66f4\u597d\u7684\u8f93\u5165\u7528\u6237\u60f3\u8981\u7684\u7ed3\u679c\uff0c\u6240\u4ee5\u63d0\u793a\u8bcd\u5de5\u7a0b\u5c31\u662f\u4e00\u95e8\u5b66\u4f1a\u63d0\u95ee\u9898\u7684\u6280\u5de7\uff1b<\/li>\n<li><strong>\u6a21\u578b\u84b8\u998f\uff1a<\/strong>\u6a21\u578b\u84b8\u998f\u662f\u4e00\u79cd\u901a\u8fc7\u5c06\u5927\u6a21\u578b\uff08\u79f0\u4e3a\u6559\u5e08\u6a21\u578b\uff09\u7684\u77e5\u8bc6\u4f20\u9012\u7ed9\u4e00\u4e2a\u5c0f\u6a21\u578b\uff08\u79f0\u4e3a\u5b66\u751f\u6a21\u578b\uff09\u7684\u6280\u672f\u3002\u5b66\u751f\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u6559\u5e08\u6a21\u578b\u8f93\u51fa\u7684\u77e5\u8bc6\u6765\u63d0\u9ad8\u5176\u6027\u80fd\uff0c\u4fdd\u6301\u4e0e\u5927\u6a21\u578b\u76f8\u8fd1\u7684\u7cbe\u5ea6\u3002<\/li>\n<li><strong>\u6a21\u578b\u526a\u679d\uff1a<\/strong>\u6a21\u578b\u526a\u679d\u8868\u793a\u53bb\u9664\u5927\u6a21\u578b\u4e0d\u9700\u8981\u7684\u53c2\u6570\uff0c\u628a\u6574\u4f53\u7684\u53c2\u6570\u89c4\u6a21\u964d\u4f4e\u4e0b\u6765\uff0c\u4ece\u800c\u964d\u4f4e\u6a21\u578b\u7684\u8ba1\u7b97\u91cf\u548c\u6210\u672c\u6d88\u8017\uff1b<\/li>\n<\/ul>\n<p><strong>3\uff09AI\u5e94\u7528\u76f8\u5173\u672f\u8bed<\/strong><\/p>\n<ul>\n<li><strong>\u667a\u80fd\u4f53Agent\uff1a<\/strong>Agent\u7b80\u5355\u7406\u89e3\u5c31\u662f\u5177\u5907\u67d0\u4e00\u9879\u80fd\u529b\u7684AI\u5e94\u7528\uff0c\u5982\u679c\u4e92\u8054\u7f51\u65f6\u4ee3\u7684\u5e94\u7528\u53ebAPP\uff0cAI\u65f6\u4ee3\u7684\u5e94\u7528\u53ebAgent\uff1b<\/li>\n<li><strong>Chatbot\uff1a<\/strong>Chatbot\u8868\u793aAI\u804a\u5929\u673a\u5668\u4eba\uff0c\u8868\u793a\u4e00\u7c7b\u4ee5\u804a\u5929\u7684\u65b9\u5f0f\u4e3a\u5e94\u7528\u4ea4\u4e92\u7684AI\u5e94\u7528\uff0c\u5305\u62ec\u50cfChatGPT\u8fd9\u7c7b\u7684\u4ea7\u54c1\uff0c\u90fd\u5c5e\u4e8eChatbot\u7c7b\u5e94\u7528\uff1b<\/li>\n<\/ul>\n<p><strong>4\uff09\u5927\u6a21\u578b\u8868\u73b0\u76f8\u5173\u7684\u672f\u8bed<\/strong><\/p>\n<ul>\n<li><strong>\u6d8c\u73b0\uff1a<\/strong>\u6307\u7684\u662f\u5f53\u5927\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u8fbe\u5230\u4e00\u5b9a\u7684\u89c4\u6a21\u4e4b\u540e\uff0c\u5927\u6a21\u578b\u80fd\u591f\u5c55\u73b0\u51fa\u66f4\u591a\u8d85\u51fa\u9884\u671f\u7684\u80fd\u529b\uff1b<\/li>\n<li><strong>\u5e7b\u89c9\uff1a<\/strong>\u8868\u793a\u5927\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u7684\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u4e86\u80e1\u8bf4\u516b\u9053\u7684\u60c5\u51b5\uff0c\u9519\u8bef\u7684\u628a\u4e00\u4e9b\u4e0d\u6b63\u786e\u7684\u4e8b\u5b9e\u5f53\u505a\u771f\u5b9e\u7684\u60c5\u51b5\u5904\u7406\uff0c\u4ece\u800c\u5bfc\u81f4\u751f\u6210\u7ed3\u679c\u4e0d\u771f\u5b9e\u7684\u73b0\u8c61\uff1b<\/li>\n<li><strong>\u5931\u5fc6<\/strong>\uff1a\u8868\u793a\u5f53\u5bf9\u8bdd\u8f6e\u6b21\u548c\u957f\u5ea6\u8fbe\u5230\u4e00\u5b9a\u9650\u5ea6\u4e4b\u540e\uff0c\u6a21\u578b\u7a81\u7136\u53d8\u50bb\uff0c\u5f00\u59cb\u51fa\u73b0\u91cd\u590d\u548c\u5931\u5fc6\u7684\u60c5\u51b5\uff0c\u5927\u6a21\u578b\u7684\u8bb0\u5fc6\u4e3b\u8981\u53d7\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u7b49\u5f71\u54cd\uff1b<\/li>\n<\/ul>\n<h3>2. \u5982\u4f55\u7406\u89e3AI\u3001\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u3001NLP\u7b49\u6982\u5ff5\u5173\u7cfb<\/h3>\n<p>\u5982\u679c\u4f60\u5173\u6ce8AI\u548c\u5927\u6a21\u578b\uff0c<strong>\u201cAI\u201d\u201c\u673a\u5668\u5b66\u4e60\u201d\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\u201cNLP\u201d<\/strong>\u7b49\u8fd9\u51e0\u4e2a\u5173\u952e\u8bcd\u57fa\u672c\u5728\u672a\u6765\u7684\u5b66\u4e60\u4e2d\u4e00\u5b9a\u4f1a\u9047\u5230\uff0c\u6240\u4ee5\u6211\u4eec\u6700\u597d\u5148\u7406\u89e3\u6e05\u695a\u8fd9\u51e0\u4e2a\u4e13\u4e1a\u540d\u8bcd\u7684\u6982\u5ff5\u548c\u5b9a\u4e49\uff0c\u4ee5\u53ca\u4ed6\u4eec\u4e4b\u95f4\u7684\u903b\u8f91\u5173\u7cfb\uff0c\u65b9\u4fbf\u4f60\u66f4\u52a0\u5bb9\u6613\u7406\u89e3\u5b83\u4eec\uff1b<\/p>\n<p>\u6982\u62ec\u8d77\u6765\u8bb2\uff0c\u8fd9\u51e0\u4e2a\u6982\u5ff5\u4e4b\u95f4\u7684\u5173\u7cfb\u5982\u4e0b\uff1a<\/p>\n<p>1.\u673a\u5668\u5b66\u4e60\u662fAI\u7684\u4e00\u79cd\u6838\u5fc3\u6280\u672f\uff0cAI\u7684\u6838\u5fc3\u6280\u672f\u9664\u4e86\u673a\u5668\u5b66\u4e60\uff0c\u8fd8\u6709\u4e13\u5bb6\u7cfb\u7edf\u3001\u8d1d\u53f6\u65af\u7f51\u7edc\u7b49\uff08\u4e0d\u9700\u8981\u8fc7\u591a\u6df1\u7a76\u8fd9\u4e9b\u662f\u4ec0\u4e48\uff09\uff0c\u5176\u4e2d\u6df1\u5ea6\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u4e00\u79cd\uff1b<\/p>\n<p>2.\u800cNLP\u662fAI\u7684\u5e94\u7528\u4efb\u52a1\u7c7b\u578b\u4e2d\u7684\u4e00\u79cd\u6280\u672f\uff0c\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u5904\u7406\uff0c\u9664\u4e86NLP\uff0cAI\u7684\u5e94\u7528\u6280\u672f\u8fd8\u5305\u62ecCV\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u5408\u6210\u6280\u672f\u7b49\uff1b<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/qfXrCo0pDe2uJWtQPeXi.png\" \/><\/p>\n<h3>3. \u5982\u4f55\u7406\u89e3Transformer\u67b6\u6784\uff1f<\/h3>\n<p>\u8c08\u5230\u5927\u6a21\u578b\uff0c\u5c31\u4e0d\u80fd\u4e0d\u63d0Transformer\u67b6\u6784\uff0c\u5982\u679c\u8bf4\u5927\u6a21\u578b\u662f\u4e00\u68f5\u6811\uff0cTransformer\u67b6\u6784\u5c31\u50cf\u662f\u6a21\u578b\u7684\u4e3b\u5e72\uff0cChatGPT\u8fd9\u7c7b\u4ea7\u54c1\u7684\u51fa\u73b0\uff0c\u4e3b\u8981\u8fd8\u662f\u5f97\u76ca\u4e8eTransformer\u67b6\u6784\u7684\u8bbe\u8ba1\uff0c\u8ba9\u6a21\u578b\u5177\u5907\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u8bb0\u5fc6\u80fd\u529b\u3001\u9884\u6d4b\u751f\u8bcd\u7b49\u80fd\u529b\uff1b\u540c\u65f6\uff0cTransformer\u7684\u51fa\u73b0\uff0c\u4e5f\u8ba9\u5927\u6a21\u578b\u4e0d\u9700\u8981\u50cf\u4ee5\u524d\u4e00\u6837\u9700\u8981\u4f9d\u8d56\u5927\u91cf\u7684\u6709\u6807\u6ce8\u6570\u636e\u505a\u8bad\u7ec3\uff0c\u800c\u662f\u80fd\u591f\u57fa\u4e8e\u65e0\u6807\u6ce8\u6570\u636e\u505a\u8bad\u7ec3\uff0c\u8fd9\u4e2a\u7a81\u7834\u7684\u610f\u4e49\u5728\u4e8e\uff0c\u4ee5\u524d\u505a\u4e00\u4e2a\u6a21\u578b\u9700\u8981\u6295\u5165\u5927\u91cf\u7684\u4eba\u529b\u53bb\u5bf9\u6570\u636e\u505a\u6e05\u7406\u3001\u6807\u6ce8\u5206\u7c7b\uff0c\u4f46\u662f\u73b0\u5728\u53ea\u9700\u8981\u5c06\u788e\u7247\u5316\u3001\u96f6\u6563\u7684\u6570\u636e\u6254\u7ed9\u6a21\u578b\uff0c\u6a21\u578b\u4e5f\u80fd\u591f\u5904\u7406\uff0c\u6211\u4eec\u901a\u8fc7\u5982\u4e0b\u51e0\u70b9\u5177\u4f53\u4e86\u89e3\u8fd9\u4e9b\u6982\u5ff5\uff1a<\/p>\n<p><strong>Transformer\u67b6\u6784\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u6982\u5ff5\u5173\u7cfb<\/strong>Transformer\u67b6\u6784\u5c5e\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u9886\u57df\u7684\u4e00\u79cd\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u4e5f\u5c31\u662f\u8bf4\u5c5e\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u91cc\u9762\u7684\u4e00\u79cd\u5b9e\u73b0\u548c\u8bbe\u8ba1\u5f62\u5f0f\uff0c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0c\u9664\u4e86Transformer\u67b6\u6784\uff0c\u8fd8\u6709\u4f20\u7edf\u7684\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u67b6\u6784\uff1b<\/p>\n<h3>4. \u5982\u4f55\u7406\u89e3Transformer\u67b6\u6784\u548cGPT\u4e4b\u95f4\u7684\u5173\u7cfb<\/h3>\n<p>GPT\u7684\u7684\u82f1\u6587\u5168\u79f0\u662f\uff0c\u751f\u6210\u5f0f\u9884\u8bad\u7ec3 Transformer\uff08Generative Pre-trained Transformer\uff0cGPT\uff09\uff0c\u56e0\u6b64GPT\u5c31\u662f\u57fa\u4e8eTransformer\u67b6\u6784\u7684\u800c\u5f00\u53d1\u51fa\u6765\u7684\u4e00\u79cd\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u7531OpenAI\u5f00\u53d1\u3002<\/p>\n<p>GPT\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7<strong>\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\uff0c\u6765\u589e\u52a0\u751f\u6210\u548c\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u7406\u89e3\u4e3a\uff0cTransformer\u67b6\u6784\u51fa\u6765\u4e4b\u540e\uff0c\u76f8\u5f53\u4e8e\u89e3\u51b3\u4e86\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u5904\u7406\u5927\u91cf\u6570\u636e\u3001\u9884\u6d4b\u6587\u672c\u7684\u80fd\u529b<\/strong>\uff0c\u4f46\u662fopenai\u9996\u6b21\u91c7\u7528\u9884\u8bad\u7ec3+\u5fae\u8c03\u8fd9\u79cd\u5f62\u5f0f\u6765\u6539\u8fdb\u548c\u4f7f\u7528Transformer\u67b6\u6784\uff0c\u4f7f\u5b83\u5177\u5907\u4e86chatgpt\u8fd9\u7c7b\u4ea7\u54c1\u7684\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff1b<\/p>\n<p>GPT\u4e4b\u6240\u4ee5\u80fd\u5177\u5907\u751f\u6210\u548c\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u662f\u56e0\u4e3a\u9884\u8bad\u7ec3\u9636\u6bb5\u901a\u8fc7\u5927\u89c4\u6a21\u672a\u6807\u6ce8\u6587\u672c\u8bed\u6599\u5e93\u5b66\u4e60\u5e7f\u6cdb\u7684\u8bed\u8a00\u6a21\u5f0f\u548c\u77e5\u8bc6\uff0c\u4e14\u9884\u8bad\u7ec3\u4efb\u52a1\u901a\u5e38\u662f\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\uff0c\u5373\u7ed9\u5b9a\u4e00\u4e2a\u5e8f\u5217\u7684\u524d\u90e8\u5206\uff0c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u8fd9\u79cd\u65b9\u5f0f\u4f7f\u6a21\u578b\u80fd\u591f\u7406\u89e3\u8bed\u8a00\u7684\u7ed3\u6784\u548c\u4e0a\u4e0b\u6587\u5173\u7cfb\uff0c\u5177\u4f53\u7684\u5dee\u5f02\u70b9\u5982\u4e0b\uff1a<\/p>\n<p><strong>1\uff09\u80fd\u529b\u5dee\u5f02\u4e0a\uff1a<\/strong>Transformer\u67b6\u6784\u662f\u8ba9\u6a21\u578b\u5177\u5907\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u5904\u7406\u5927\u91cf\u6570\u636e\u3001\u9884\u6d4b\u6587\u672c\u7684\u80fd\u529b\uff0c\u4f46\u662f\u8fd8\u4e0d\u5177\u5907\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u3001\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff1b\u800cGPT\u5728\u589e\u52a0\u4e86\u81ea\u7136\u8bed\u8a00\u7684\u9884\u8bad\u7ec3\u4e4b\u540e\uff0c\u5177\u5907\u4e86\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff1b<\/p>\n<p><strong>2\uff09\u67b6\u6784\u57fa\u7840\u4e0a\uff1a<\/strong><\/p>\n<ul>\n<li><strong>Transformer\uff1a<\/strong>\u539f\u59cb\u7684Transformer\u6a21\u578b\u7531\u4e00\u4e2a\u7f16\u7801\u5668\u548c\u4e00\u4e2a\u89e3\u7801\u5668\u7ec4\u6210\uff0c\u7f16\u7801\u5668\u5904\u7406\u8f93\u5165\u5e8f\u5217\uff0c\u751f\u6210\u4e2d\u95f4\u8868\u793a\uff0c\u7136\u540e\u89e3\u7801\u5668\u57fa\u4e8e\u8fd9\u4e9b\u8868\u793a\u751f\u6210\u8f93\u51fa\u5e8f\u5217\u3002\u8fd9\u4e2a\u67b6\u6784\u7279\u522b\u9002\u7528\u4e8e\u5e8f\u5217\u5230\u5e8f\u5217\u4efb\u52a1\uff0c\u5982\u673a\u5668\u7ffb\u8bd1\u3002\u5e76\u4e14\u7f16\u7801\u5668\u5728\u5904\u7406\u8f93\u5165\u5e8f\u5217\u65f6\u91c7\u7528\u7684\u662f\u53cc\u5411\u5904\u7406\u7684\u673a\u5236\uff0c\u53ef\u4ee5\u4f7f\u7528\u53cc\u5411\u6ce8\u610f\u529b\uff0c\u5373\u6bcf\u4e2a\u8bcd\u53ef\u4ee5\u8003\u8651\u5e8f\u5217\u4e2d\u6240\u6709\u5176\u4ed6\u8bcd\u7684\u4fe1\u606f\uff0c\u4e0d\u8bba\u5b83\u4eec\u662f\u524d\u9762\u7684\u8bcd\u8fd8\u662f\u540e\u9762\u7684\u8bcd\u3002<\/li>\n<li><strong>GPT\uff1aGPT\u4e3b\u8981\u4f7f\u7528Transformer\u7684\u89e3\u7801\u5668\u90e8\u5206\uff0c\u53ea\u5173\u6ce8\u751f\u6210\u4efb\u52a1<\/strong>\u3002\u5b83\u5728\u8bad\u7ec3\u548c\u751f\u6210\u8fc7\u7a0b\u4e2d\u662f\u5355\u5411\u7684\uff0c\u5373\u6bcf\u4e2a\u8bcd\u53ea\u80fd\u770b\u5230\u5b83\u524d\u9762\u7684\u8bcd\uff08\u5355\u5411\u6ce8\u610f\u529b\uff09\u3002\u8fd9\u79cd\u67b6\u6784\u66f4\u9002\u5408\u6587\u672c\u751f\u6210\u4efb\u52a1\u3002\u7f16\u7801\u5668\u91c7\u7528\u7684\u662f\u5355\u5411\u5904\u7406\u7684\u673a\u5236\uff0c\u5728\u751f\u6210\u4e0b\u4e00\u4e2a\u8bcd\u65f6\uff0cGPT\u53ea\u80fd\u8003\u8651\u4e4b\u524d\u7684\u8bcd\uff0c\u8fd9\u4e0e\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u7136\u5f62\u5f0f\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<p><strong>3\uff09\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\u7684\u5b9e\u73b0\u65b9\u5f0f\u4e0a\uff1a<\/strong><\/p>\n<ul>\n<li>Transformer\u7528\u4e8e\u89e3\u51b3\u7279\u5b9a\u4efb\u52a1\u7c7b\u578b\uff08\u6bd4\u5982\u673a\u5668\u7ffb\u8bd1\u7b49\uff09\u7684\u95ee\u9898\u7684\u65f6\u5019\uff0c\u5b83\u7684\u5b9e\u73b0\u65b9\u5f0f\u662f\u901a\u8fc7\u8bad\u7ec3\u7684\u65b9\u5f0f\u6765\u5b9e\u73b0\u7684\uff0c\u5e76\u4e14Transformer\u7684\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u540c\u65f6\u8bad\u7ec3\uff0c\u4ee5\u4f18\u5316\u7279\u5b9a\u4efb\u52a1\u7684\u8868\u73b0\u3002<\/li>\n<li>\u800cGPT\u5728\u89e3\u51b3\u7279\u5b9a\u4efb\u52a1\u7c7b\u578b\u95ee\u9898\u7684\u65f6\u5019\uff0c\u662f\u901a\u8fc7\u6709\u76d1\u7763\u5fae\u8c03\u7684\u65b9\u5f0f\u5b9e\u73b0\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u4e0d\u9700\u8981\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7c7b\u578b\u505a\u8bad\u7ec3\uff0c\u53ea\u9700\u8981\u63d0\u4f9b\u4e00\u4e9b\u7279\u5b9a\u4efb\u52a1\u7684\u6570\u636e\uff0c\u5c31\u53ef\u4ee5\u5b9e\u73b0\uff1b\u9700\u8981\u7406\u89e3\u7684\u662f\uff0c\u8bad\u7ec3\u548c\u5fae\u8c03\u662f\u4e0d\u540c\u7684\u5b9e\u73b0\u6210\u672c\u7684\u5b9e\u73b0\u65b9\u5f0f;<\/li>\n<\/ul>\n<p><strong>4\uff09\u5e94\u7528\u9886\u57df\u4e0a\uff1a<\/strong><\/p>\n<ul>\n<li>\u4f20\u7edfTransformer\u6846\u67b6\u53ef\u4ee5<strong>\u5e94\u7528\u4e8e\u591a\u79cd\u5e8f\u5217\u5230\u5e8f\u5217\u4efb\u52a1<\/strong>\uff0c\u5982\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u603b\u7ed3\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\uff0c\u7531\u4e8e\u5305\u542b\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\uff0cTransformer\u80fd\u591f\u5904\u7406\u591a\u79cd\u8f93\u5165\u548c\u8f93\u51fa\u683c\u5f0f\u7684\u4efb\u52a1\uff1b<\/li>\n<li>GPT<strong>\u4e3b\u8981\u7528\u4e8e\u751f\u6210\u4efb\u52a1<\/strong>\uff0c\u5982\u6587\u672c\u751f\u6210\u3001\u5bf9\u8bdd\u7cfb\u7edf\u3001\u95ee\u7b54\u7cfb\u7edf\u7b49\u3002\u5b83\u5728\u751f\u6210\u8fde\u8d2f\u4e14\u6709\u521b\u610f\u7684\u6587\u672c\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002<\/li>\n<\/ul>\n<h3>5. \u5982\u4f55\u7406\u89e3MOE\u67b6\u6784<\/h3>\n<p>\u9664\u4e86Transformer\u67b6\u6784\uff0c\u6700\u8fd1\u8fd8\u6d41\u884c\u7684\u53e6\u4e00\u79cd\u67b6\u6784\u662fMOE\u67b6\u6784\uff08Mixture of Experts\uff09\uff0c\u5b83\u7528\u4e8e\u52a8\u6001\u9009\u62e9\u548c\u7ec4\u5408\u591a\u4e2a\u5b50\u6a21\u578b\uff08\u5373\u4e13\u5bb6\uff09\u4ee5\u5b8c\u6210\u4efb\u52a1\u3002MOE\u7684\u5173\u952e\u601d\u60f3\u662f\uff0c\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u4e13\u5bb6\u6a21\u578b\u6765\u89e3\u51b3\u4e00\u7cfb\u5217\u7684\u590d\u6742\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u6240\u6709\u7684\u4efb\u52a1\u90fd\u4ea4\u7ed9\u7edf\u4e00\u7684\u5927\u6a21\u578b\u6765\u89e3\u51b3\uff1b<\/p>\n<p>MOE\u67b6\u6784\u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u5728\u5927\u89c4\u6a21\u6570\u636e\u548c\u6a21\u578b\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\u4ecd\u4fdd\u6301\u8ba1\u7b97\u6548\u7387\uff0c\u4e14\u80fd\u591f\u5728\u4fdd\u6301\u6a21\u578b\u80fd\u529b\u7684\u540c\u65f6\u663e\u8457\u51cf\u5c11\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<p>Transformer\u548cMOE\u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528\uff0c\u8fd9\u79cd\u7ed3\u5408\u901a\u5e38\u88ab\u79f0\u4e3aMOE-Transformer\u6216Sparse Mixture of Experts Transformer\u3002\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\uff1a<\/p>\n<ul>\n<li>Transformer\u7528\u4e8e\u5904\u7406\u8f93\u5165\u6570\u636e\uff0c\u5229\u7528\u5176\u5f3a\u5927\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u6355\u6349\u5e8f\u5217\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb\uff1b<\/li>\n<li>MOE\u7528\u4e8e\u52a8\u6001\u9009\u62e9\u548c\u7ec4\u5408\u4e0d\u540c\u7684\u4e13\u5bb6\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u8ba1\u7b97\u6548\u7387\u548c\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h2  id=\"toc-2\" class=\"jltoc--item\">\u7b2c2\u8bb2\uff1a\u5927\u6a21\u578b\u548c\u4f20\u7edf\u6a21\u578b\u7684\u533a\u522b<\/h2>\n<p>\u901a\u5e38\u5f53\u6211\u4eec\u8c08\u5230\u5927\u6a21\u578b\u7684\u65f6\u5019\uff0c\u6307\u7684\u662fLLM \u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6216\u8005\u8bf4\u66f4\u5177\u4f53\u4e00\u70b9\u6307\u7684\u662fGPT\u7c7b\u7684\u6a21\u578b\uff08\u57fa\u4e8eTransformer\u67b6\u6784\u7684\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u6a21\u578b\uff09\uff0c\u9996\u5148\u5b83\u662f\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u89e3\u51b3\u7684\u662f\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u65b9\u5411\u7684\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u56fe\u7247\u3001\u89c6\u9891\u3001\u8bed\u97f3\u7b49\u9886\u57df\u7684\u95ee\u9898\uff08\u540c\u65f6\u5177\u5907\u8bed\u8a00\u3001\u56fe\u7247\u3001\u89c6\u9891\u3001\u8bed\u97f3\u7b49\u591a\u4e2a\u6a21\u6001\u7684\u6a21\u578b\uff0c\u540e\u6765\u79f0\u4e4b\u4e3a\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u4e0eLLM\u4e0d\u662f\u540c\u4e00\u4e2a\u6982\u5ff5\uff09\uff1b\u5176\u6b21LLM\u662f\u4e00\u4e2a\u751f\u6210\u5f0f\u7684\u6a21\u578b\uff0c\u4e5f\u5c31\u662f\u8bf4\u5b83\u7684\u4e3b\u8981\u80fd\u529b\u662f\u751f\u6210\uff0c\u800c\u4e0d\u662f\u9884\u6d4b\u6216\u8005\u51b3\u7b56\u7b49\uff1b<\/p>\n<p>\u533a\u522b\u4e8e\u4f20\u7edf\u7684\u6a21\u578b\uff0c\u5927\u6a21\u578b\u6982\u62ec\u8d77\u6765\u5177\u5907\u5982\u4e0b\u7684\u7279\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u5177\u5907\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff1a<\/strong>\u5f88\u591a\u4ee5\u524d\u6211\u4eec\u63a5\u89e6\u7684\u4f20\u7edf\u6a21\u578b\uff0c\u53ef\u80fd\u5e76\u4e0d\u80fd\u591f\u7406\u89e3\u4eba\u7c7b\u7684\u81ea\u7136\u8bed\u8a00\uff0c\u66f4\u4e0d\u7528\u8bf4\u751f\u6210\u4eba\u529b\u80fd\u7406\u89e3\u7684\u81ea\u7136\u8bed\u8a00\uff1b<\/li>\n<li><strong>\u80fd\u529b\u5f3a\u5927\uff0c\u901a\u7528\u6027\u5f3a\uff0c\u53ef\u4ee5\u89e3\u51b3\u5f88\u591a\u95ee\u9898<\/strong>\uff1a\u4f20\u7edf\u7684\u6a21\u578b\uff0c\u5927\u90e8\u5206\u662f\u4e00\u4e2a\u6a21\u578b\u89e3\u51b3\u4e00\u4e2a\u6216\u8005\u4e00\u90e8\u5206\u95ee\u9898\uff0c\u4e13\u4e1a\u6027\u6bd4\u8f83\u5f3a\uff0c\u800c\u65e0\u6cd5\u89e3\u51b3\u901a\u7528\u95ee\u9898\uff0c\u800c\u5927\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\u5f88\u5f3a\uff0c\u53ef\u4ee5\u89e3\u51b3\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\uff1b<\/li>\n<li><strong>\u5177\u5907\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7684\u80fd\u529b\uff1a<\/strong>\u5927\u6a21\u578b\u5177\u5907\u8bb0\u5fc6\u80fd\u529b\uff0c\u80fd\u591f\u5173\u8054\u4e0a\u4e0b\u6587\u5bf9\u8bdd\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u5931\u5fc6\u7684\u673a\u5668\u4eba\uff0c\u8fd9\u4e2a\u662f\u533a\u522b\u5f88\u591a\u4f20\u7edf\u6a21\u578b\u7684\u5dee\u5f02\u70b9\u4e4b\u4e00\uff1b<\/li>\n<li><strong>\u8bad\u7ec3\u65b9\u5f0f\u4e0a\uff0c\u57fa\u4e8e\u5927\u91cf\u7684\u65e0\u6807\u6ce8\u6587\u672c\uff0c\u901a\u8fc7\u65e0\u76d1\u7763\u7684\u65b9\u5f0f\u9884\u8bad\u7ec3<\/strong>\uff0c\u548c\u5f88\u591a\u4f20\u7edf\u6a21\u578b\u9700\u8981\u4f9d\u8d56\u5927\u91cf\u7684\u6807\u6ce8\u6570\u636e\u7684\u65b9\u5f0f\u4e0d\u540c\uff0c\u65e0\u6807\u6ce8\u6570\u636e\u7684\u65b9\u5f0f\u5927\u5927\u7684\u8282\u7701\u4e86\u6570\u636e\u6e05\u7406\u548c\u51c6\u5907\u7684\u6210\u672c\uff1b\u4e14\u9884\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u7528\u4e8e\u8c03\u6574\u6a21\u578b\u7684\u53c2\u6570\uff0c\u4f7f\u5176\u80fd\u591f\u51c6\u786e\u5730\u6267\u884c\u4efb\u52a1\uff0cGPT3.5\u7684\u8bad\u7ec3\u8bed\u6599\u9ad8\u8fbe45T\uff1b<\/li>\n<li><strong>\u53c2\u6570\u89c4\u6a21\u5de8\u5927\uff0c\u5927\u90e8\u5206\u5927\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u57fa\u672c\u90fd\u5728\u5343\u4ebf\u7ea7\u522b\u4ee5\u4e0a<\/strong>\uff0c\u6bd4\u5982GPT3.5\u7684\u53c2\u6570\u89c4\u6a21\u5df2\u7ecf\u8fbe\u52301750\u4ebf\uff0c\u800cGPT4.0\u636e\u8bf4\u53ef\u80fd\u662f\u4e07\u4ebf\u7ea7\u522b\u53c2\u6570\uff0c\u8fd9\u4e9b\u53c2\u6570\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f1a\u5b66\u4e60\u5e76\u8c03\u6574\uff0c\u4ee5\u66f4\u597d\u5730\u6267\u884c\u7279\u5b9a\u7684\u4efb\u52a1\uff1b<\/li>\n<li><strong>\u8bad\u7ec3\u9700\u8981\u6d88\u8017\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff1a<\/strong>\u7531\u4e8e\u5176\u89c4\u6a21\u548c\u590d\u6742\u6027\uff0c\u8fd9\u4e9b\u6a21\u578b\u8fd8\u9700\u8981\u663e\u8457\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u8fdb\u884c\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u901a\u5e38\u9700\u8981\u4f7f\u7528\u4e13\u95e8\u7684\u786c\u4ef6\uff0c\u5982GPU\u6216TPU\uff0c\u8c03\u7814\u79f0\uff0c\u8981\u8bad\u7ec3\u50cfChatGPT\u8fd9\u6837\u7684\u751f\u6210\u5f0fAI\uff0c\u81f3\u5c11\u9700\u89811\u4e07\u5f20\u82f1\u4f1f\u8fbeA100\u52a0\u901f\u5361\u7684\u652f\u6301\uff0cGPT3.5\u8fd9\u79cd\u53c2\u6570\u7ea7\u522b\u8fbe\u52301750\u4ebf\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u8bad\u7ec3\u9700\u8981\u7684\u8d39\u7528\u9ad8\u8fbe900\u4e07\u7f8e\u5143\uff1b<\/li>\n<\/ul>\n<h2  id=\"toc-3\" class=\"jltoc--item\">\u7b2c3\u8bb2\uff1a\u5927\u6a21\u578b\u7684\u6f14\u53d8\u5386\u7a0b<\/h2>\n<h3>1. \u5927\u6a21\u578b\u7684\u751f\u6210\u80fd\u529b\u7684\u6f14\u53d8\u5386\u7a0b<\/h3>\n<p>\u4e86\u89e3LLM\u7684\u6f14\u53d8\u5386\u7a0b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u4e86\u89e3\u5927\u6a21\u578b\u662f\u5982\u4f55\u4e00\u6b65\u4e00\u6b65\u7684\u5177\u5907\u5982\u4eca\u7684\u80fd\u529b\u7684\uff0c\u4e5f\u66f4\u52a0\u5bb9\u6613\u7406\u89e3LLM\u548cTransformer\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5982\u4e0b\u7684\u5386\u7a0b\u4e3a\u5927\u6a21\u578b\u7684\u6f14\u53d8\u5386\u7a0b\uff1a<\/p>\n<ol>\n<li><strong>N-gram\uff1a<\/strong>N-gram\u662f\u5927\u6a21\u578b\u5177\u5907\u751f\u6210\u80fd\u529b\u7684\u6700\u65e9\u671f\u9636\u6bb5\uff0c\u5b83\u4e3b\u8981\u89e3\u51b3\u4e86\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u7684\u80fd\u529b\uff0c\u8fd9\u4e2a\u662f\u6587\u672c\u751f\u6210\u7684\u57fa\u7840\uff0c\u4f46\u662f\u5b83\u7684\u5c40\u9650\u6027\u5728\u4e8e\u7406\u89e3\u4e0a\u4e0b\u6587\u548c\u8bed\u6cd5\u7ed3\u6784\u7684\u80fd\u529b\u6bd4\u8f83\u6709\u9650\uff1b<\/li>\n<li><strong>RNN\uff08\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff09\u548cLSTM\uff08\u957f\u77ed\u671f\u8bb0\u5fc6\uff09<\/strong>\uff1a\u8fd9\u4e2a\u9636\u6bb5\uff0c\u8fd9\u4e24\u4e2a\u6a21\u578b\u89e3\u51b3\u4e86\u6a21\u578b\u4e0a\u4e0b\u6587\u7406\u89e3\u957f\u5ea6\u7684\u95ee\u9898\uff0c\u5177\u5907\u4e86\u76f8\u5bf9\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4f46\u662f\u5c40\u9650\u6027\u5728\u4e8e\u96be\u4ee5\u5904\u7406\u5927\u91cf\u7684\u6570\u636e\uff1b<\/li>\n<li><strong>Transformer\uff1a<\/strong>\u517c\u5177\u4e86\u524d\u9762\u4e24\u4e2a\u6a21\u578b\u4e2d\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u3001\u8bb0\u5fc6\u957f\u5ea6\u7684\u95ee\u9898\u7684\u540c\u65f6\uff0c\u652f\u6301\u5728\u5927\u578b\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u4f46\u662f\u4e0d\u5177\u5907\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u7684\u80fd\u529b\uff1b<\/li>\n<li><strong>LLM\u5927\u6a21\u578b\uff1a<\/strong>\u91c7\u7528GPT\u9884\u8bad\u7ec3\u548c\u76d1\u7763\u5fae\u8c03\u7684\u65b9\u5f0f\uff0c\u4f7f\u5f97\u6a21\u578b\u5177\u5907\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u6240\u4ee5\u53eb\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u8bf4\uff0c\u9884\u8bad\u7ec3\u548c\u76d1\u7763\u5fae\u8c03\u8fd9\u79cd\u65b9\u5f0f\u7684\u51fa\u73b0\uff0c\u628aTransforemer\u5e26\u5230\u5927\u6a21\u578b\u7684\u53d1\u5c55\u9636\u6bb5\uff1b<\/li>\n<\/ol>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/XXa0IKIW0Y4og5iutNFq.png\" \/><\/p>\n<p>\u5907\u6ce8\uff1a\u4ee5\u4e0a\u5185\u5bb9\u5f15\u7528\u81ea\u300a\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u6781\u7b80\u5165\u95e8\u300b<\/p>\n<h3>2. GPT1\u5230GPT4\u7684\u53d1\u5c55\u5386\u7a0b<\/h3>\n<p><strong>GPT1\uff1a\u9996\u6b21\u5f15\u5165\u4e86\u65e0\u76d1\u7763\u7684\u8bad\u7ec3\u6b65\u9aa4\uff0c\u89e3\u51b3\u4e86\u4ee5\u524d\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u7684\u6807\u6ce8\u6570\u636e\u7684\u95ee\u9898<\/strong>\uff0c\u65e0\u76d1\u7763\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u53ef\u4ee5\u5141\u8bb8GPT\u57fa\u4e8e\u5927\u91cf\u7684\u65e0\u6807\u6ce8\u6570\u636e\u505a\u8bad\u7ec3\uff1b\u4f46\u662f\u5c40\u9650\u6027\u5728\u4e8e\uff0c\u5728\u56e0\u4e3aGPT1\u7684\u53c2\u6570\u89c4\u6a21\u6bd4\u8f83\u5c0f\uff08\u53c2\u6570\u89c4\u6a21\u53ea\u67091.17\u4ebf\uff09\uff0c\u6240\u4ee5\u4e00\u65e6\u9047\u5230\u590d\u6742\u4efb\u52a1\u7684\u65f6\u5019\uff0c\u5982\u679c\u6ca1\u6709\u7ecf\u8fc7\u76d1\u7763\u5fae\u8c03\uff0c\u4fbf\u65e0\u6cd5\u89e3\u51b3\uff0c\u6240\u4ee5\u9700\u8981\u9488\u5bf9\u5f88\u591a\u590d\u6742\u4efb\u52a1\u505a\u5f88\u591a\u7684\u5fae\u8c03\u540e\u624d\u80fd\u4f7f\u7528\uff0c\u6bd4\u8f83\u9ebb\u70e6\uff1b<\/p>\n<p><strong>GPT2\uff1a\u53c2\u6570\u89c4\u6a21\u63d0\u5230\u523015\u4ebf\uff0c\u8bad\u7ec3\u6587\u672c\u5927\u5c0f\u6269\u5927\u56db\u500d\uff0c\u589e\u52a0\u523040G<\/strong>\uff0c\u901a\u8fc7\u589e\u52a0\u53c2\u6570\u89c4\u6a21\u548c\u63d0\u9ad8\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u80fd\u529b\uff0c\u4f46\u662f\u4f9d\u7136\u5b58\u5728\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u5c40\u9650\u95ee\u9898\uff1b<\/p>\n<p><strong>GPT3\uff1a\u53c2\u6570\u89c4\u6a21\u62d3\u5c55\u52301750\u4ebf\uff0c\u8be5\u9636\u6bb5GPT3\u5df2\u7ecf\u5728\u6587\u672c\u751f\u6210\u548c\u8bed\u8a00\u7406\u89e3\u65b9\u9762\u8fbe\u5230\u975e\u5e38\u5f3a\u7684\u8868\u73b0\uff0c\u5e76\u4e14\u53d6\u6d88\u4e86\u5fae\u8c03\u7684\u6b65\u9aa4\uff0c<\/strong>\u4e5f\u5c31\u662f\u4f1a\u8bf4\u4e0d\u9700\u8981\u5fae\u8c03\u4e5f\u80fd\u89e3\u51b3\u590d\u6742\u95ee\u9898\u4e86\uff1b\u4f46\u662fGPT3\u5b58\u5728\u7684\u5c40\u9650\uff0c\u662f\u56e0\u4e3a\u6a21\u578b\u662f\u5728\u5f88\u591a\u4e92\u8054\u7f51\u6570\u636e\u4e0a\u8bed\u5e8f\u8fde\u7684\uff0c\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u53ef\u80fd\u4f1a\u5305\u542b\u865a\u5047\u548c\u9519\u8bef\u7684\u6587\u672c\uff0c\u5305\u62ec\u79cd\u65cf\u6b67\u89c6\u3001\u6027\u522b\u6b67\u89c6\u7b49\uff0c\u6240\u4ee5\u5bfc\u81f4\u6a21\u578b\u4f1a\u8bf4\u9519\u8bdd\uff0c\u5b58\u5728\u5b89\u5168\u95ee\u9898\uff1b<\/p>\n<p><strong>InstructGPT\uff1a<\/strong>\u4e3a\u4e86\u89e3\u51b3GPT3\u7684\u5c40\u9650\u6027\u95ee\u9898\uff0c<strong>GPT3\u5728\u9884\u8bad\u7ec3\u4e4b\u540e\uff0c\u589e\u52a0\u4e86\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3001\u548c\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60(RLHF)\u7684\u6b65\u9aa4<\/strong>\uff0c\u8c03\u6574\u4f18\u5316\u6a21\u578b\u7684\u51fa\u9519\u7684\u95ee\u9898\uff0c\u8fd9\u6837\u7684\u6a21\u578b\u6210\u4e3aInstructGPT\uff1b\u8be5\u8fc7\u7a0b\u7684\u539f\u7406\u662f\uff0c\u9996\u5148\u5148\u63d0\u4f9b\u4e00\u4e9b\u771f\u5b9e\u7684\u201d\u6807\u51c6\u7b54\u6848\u201c\u7684\u6570\u636e\u7ed9\u6a21\u578b\u8ba9\u6a21\u578b\u5b8c\u6210\u76d1\u7763\u5fae\u8c03\uff1b\u7b2c\u4e8c\u6b65\uff0c\u6784\u5efa\u4e00\u4e2a\u751f\u6210\u7ed3\u679c\u7684\u8bc4\u5206\u6a21\u578b\uff08\u6784\u5efa\u7684\u65b9\u5f0f\u540c\u6837\u9700\u8981\u4eba\u4e3a\u63d0\u4f9b\u4e00\u4e9b\u6253\u5206\u6570\u636e\uff09\uff0c\u7528\u4e8e\u5bf9\u751f\u6210\u7ed3\u679c\u505a\u8bc4\u5206\uff1b\u7b2c\u4e09\u6b65\uff0c\u7528\u8bc4\u5206\u6a21\u578b\u81ea\u52a8\u7ed9\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u8bc4\u5206\uff0c\u7136\u540e\u5c06\u8bc4\u5206\u7ed3\u679c\u5e94\u7528\u4e8e\u6a21\u578b\u7684\u7b56\u7565\u4f18\u5316\uff0c\u8ba9\u6a21\u578b\u8d8a\u6765\u8d8a\u597d\uff1b\u6240\u4ee5\uff0c\u73b0\u5728\u5f88\u591a\u5927\u6a21\u578b\u5382\u5546\u89e3\u51b3\u5e7b\u89c9\u7387\u7684\u95ee\u9898\uff0c\u5173\u952e\u8fd8\u662f\u5728\u4e8e\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u63d0\u4f9b\u7684\u6570\u636e\u8d28\u91cf\u548c\u6570\u91cf\u60c5\u51b5\uff0c\u4ee5\u53ca\u8bc4\u5206\u6a21\u578b\u662f\u5426\u66f4\u5f3a\u5927\uff1b<\/p>\n<p><strong>GPT3.5\uff1a<\/strong>2022\u5e743\u6708\u4efd\uff0copenai\u53d1\u5e03\u4e86GPT3\u7684\u65b0\u7248\u672c\uff0c\u5b83\u7684\u8bad\u7ec3\u6570\u636e\u622a\u6b62\u52302021\u5e746\u6708\u4efd\uff0c\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u66f4\u5927\u8fbe\u523045T\uff0c11\u6708openai\u79f0\u4e4b\u4e3aGPT3.5;<\/p>\n<p><strong>GPT4.0\uff1a<\/strong>2023\u5e744\u6708\u4efd\uff0cOpenAI\u53d1\u5e03\u4e86GPT4.0\uff0c\u6574\u4f53\u7684\u63a8\u7406\u80fd\u529b\u4e0a\u5927\u5e45\u63d0\u5347\uff0c<strong>\u5e76\u4e14\u652f\u6301\u4e86\u591a\u6a21\u6001\u80fd\u529b\uff1b<\/strong><\/p>\n<p><strong>GPT4o\uff1a<\/strong>2024\u5e745\u6708\u4efd\uff0c\u53d1\u5e03GPT4o\uff0c\u589e\u5f3a\u4e86\u8bed\u97f3\u804a\u5929\u7b49\u80fd\u529b\uff1b<\/p>\n<p><strong>O1\uff1a<\/strong>2024\u5e749\u6708\u4efd\uff0copenai\u63a8\u51faO1\u6a21\u578b\uff0c\u4e3b\u6253\u601d\u7ef4\u94fe\u80fd\u529b\uff0c\u63d0\u5347\u6a21\u578b\u7684\u601d\u8003\u80fd\u529b\uff1b<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/6oIz15IJPNvxs6RJO0nf.png\" \/><\/p>\n<p>\u5907\u6ce8\uff1a\u4ee5\u4e0a\u5185\u5bb9\u5f15\u7528\u81ea\u300a\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u6781\u7b80\u5165\u95e8\u300b<\/p>\n<h2  id=\"toc-4\" class=\"jltoc--item\">\u7b2c4\u8bb2\uff1a\u5927\u6a21\u578b\u751f\u6210\u6587\u672c\u7684\u539f\u7406<\/h2>\n<h3>1. GPT\u662f\u5982\u4f55\u751f\u6210\u6587\u672c\u7684\uff1f<\/h3>\n<p>\u5927\u6a21\u578b\u751f\u6210\u6587\u672c\u7684\u8fc7\u7a0b\uff0c\u6982\u62ec\u8d77\u6765\u5305\u62ec\u5982\u4e0b5\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u6a21\u578b\u6536\u5230\u63d0\u793a\u8bcd\u4e4b\u540e\uff0c\u9996\u5148\u5c06\u8f93\u5165\u7684\u5185\u5bb9\u505a\u5206\u8bcd\u5904\u7406\uff0c\u62c6\u5206\u6210\u591a\u4e2atoken\uff1b<\/li>\n<li>\u57fa\u4e8etransformer\u7684\u67b6\u6784\u7406\u89e3token\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u7406\u89e3\u63d0\u793a\u8bcd\u7684\u6574\u4f53\u542b\u4e49\uff1b<\/li>\n<li>\u57fa\u4e8e\u4e0a\u4e0b\u6587\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\uff0c\u9884\u6d4b\u7684\u65f6\u5019\uff0c\u53ef\u80fd\u4f1a\u6709\u591a\u79cd\u7ed3\u679c\uff0c\u6bcf\u79cd\u7ed3\u679c\u4f1a\u6709\u76f8\u5e94\u7684\u6982\u7387\u503c\uff1b<\/li>\n<li>\u6839\u636e\u6982\u7387\u503c\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684token\u4f5c\u4e3a\u4e0b\u4e00\u4e2a\u8bcd\u7684\u9884\u6d4b\u7ed3\u679c\uff1b<\/li>\n<li>\u91cd\u590d\u7b2c4\u6b65\u9aa4\u7684\u4efb\u52a1\uff0c\u5faa\u73af\u81f3\u6574\u4e2a\u5185\u5bb9\u751f\u6210\u5b8c\u6210\uff1b<\/li>\n<\/ol>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/LmQBiF39lHi93QHEFbh5.png\" \/><\/p>\n<p>\u5907\u6ce8\uff1a\u4ee5\u4e0a\u5185\u5bb9\u5f15\u7528\u81ea\u300a\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u6781\u7b80\u5165\u95e8\u300b<\/p>\n<h2  id=\"toc-5\" class=\"jltoc--item\">\u7b2c5\u8bb2\uff1aLLM\u5927\u6a21\u578b\u7684\u5206\u7c7b\u6709\u54ea\u4e9b\uff1f<\/h2>\n<h3>1. \u6309\u7167\u6a21\u6001\u7c7b\u578b\u5212\u5206<\/h3>\n<p>\u6309\u7167\u6a21\u6001\u5212\u5206\uff0c\u76ee\u524d\u5e02\u9762\u4e0a\u7684\u5927\u6a21\u578b\uff0c\u5927\u6982\u53ef\u4ee5\u6982\u62ec\u4e3a\u6587\u672c\u751f\u6210\u6a21\u578b\uff08\u4f8b\u5982GPT3.5\uff09\u3001\u56fe\u50cf\u751f\u6210\u6a21\u578b(\u4f8b\u5982DALL-E)\u3001\u89c6\u9891\u751f\u6210\u6a21\u578b\uff08\u4f8b\u5982Sora\u3001\u53ef\u7075\uff09\u3001\u8bed\u97f3\u751f\u6210\u6a21\u578b\u3001\u591a\u6a21\u6001\u6a21\u578b\uff08\u4f8b\u5982GPT4.0\uff09\u7b49\uff1b<\/p>\n<h3>2. \u6309\u7167\u8bad\u7ec3\u7684\u9636\u6bb5\u5212\u5206<\/h3>\n<p>\u6309\u7167\u8bad\u7ec3\u7684\u9636\u6bb5\u53ef\u4ee5\u5212\u5206\u4e3a\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u548c\u6307\u4ee4\u5fae\u8c03\u7684\u6a21\u578b<\/p>\n<ul>\n<li>\u57fa\u7840\u8bed\u8a00\u6a21\u578b\uff08Basic Language Model\uff09 \u57fa\u7840\u8bed\u8a00\u6a21\u578b\u662f\u6307\u53ea\u5728\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u4e2d\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u672a\u7ecf\u8fc7\u6307\u4ee4\u548c\u4e0b\u6e38\u4efb\u52a1\u5fae\u8c03\u3001\u4ee5\u53ca\u4eba\u7c7b\u53cd\u9988\u7b49\u4efb\u4f55\u5bf9\u9f50\u4f18\u5316\uff0c\u6bd4\u5982GPT3\u5c31\u662fopenai\u516c\u5f00\u7684\u57fa\u7840\u8bed\u8a00\u6a21\u578b\uff1b<\/li>\n<li>\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\uff08Instruction-Finetuned Language Model\uff09\uff1a\u8fd9\u91cc\u7684\u6307\u4ee4\u662f\u6307\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u7684\u5bf9\u4efb\u52a1\u8fdb\u884c\u63cf\u8ff0\uff0c\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03\u7684\u5927\u6a21\u578b\uff0c\u4ed6\u4eec\u51e0\u4e4e\u90fd\u662f\u5728\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u57fa\u7840\u4e0a\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\u3001\u4eba\u7c7b\u53cd\u9988\u3001\u5bf9\u9f50\u7b49\u4f18\u5316\u64cd\u4f5c\uff0c\u4f8b\u5982GPT3.5\u5c31\u662f\u5728GPT3\u7684\u57fa\u7840\u4e0a\u8bad\u7ec3\u5f97\u5230\u7684\uff1b<\/li>\n<\/ul>\n<h3>3. \u6309\u7167\u901a\u7528\u6a21\u578b\u548c\u884c\u4e1a\u6a21\u578b\u5212\u5206<\/h3>\n<p>\u5e02\u9762\u4e0a\u7684\u5927\u6a21\u578b\u4e5f\u53ef\u4ee5\u5212\u5206\u4e3a\u901a\u7528\u5927\u6a21\u578b\u548c\u884c\u4e1a\u5927\u6a21\u578b\u4e24\u7c7b\uff0c\u901a\u7528\u5927\u6a21\u578b\u5728\u5e7f\u6cdb\u7684\u4efb\u52a1\u548c\u9886\u57df\u4e2d\u867d\u7136\u8868\u73b0\u826f\u597d\uff0c\u4f46\u662f\u67d0\u4e9b\u884c\u4e1a\u6216\u9886\u57df\u6709\u7279\u5b9a\u7684\u6570\u636e\u3001\u672f\u8bed\u548c\u4efb\u52a1\uff0c\u901a\u7528\u5927\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u7406\u89e3\u548c\u5229\u7528\u8fd9\u4e9b\u9886\u57df\u7279\u5b9a\u7684\u4fe1\u606f\uff0c\u56e0\u6b64\u4e0d\u4e00\u5b9a\u80fd\u89e3\u51b3\u7279\u5b9a\u884c\u4e1a\u548c\u573a\u666f\u7684\u95ee\u9898\uff1b\u884c\u4e1a\u5927\u6a21\u578b\u5219\u662f\u57fa\u4e8e\u901a\u7528\u5927\u6a21\u578b\u901a\u8fc7\u4e13\u95e8\u7684\u8bad\u7ec3\u548c\u8c03\u6574\uff0c\u884c\u4e1a\u5927\u6a21\u578b\u53ef\u4ee5\u5728\u7279\u5b9a\u9886\u57df\u5185\u5b9e\u73b0\u66f4\u9ad8\u7684\u6027\u80fd\u548c\u7cbe\u5ea6\uff0c\u5b83\u4eec\u80fd\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\uff1b<\/p>\n<h2  id=\"toc-6\" class=\"jltoc--item\">\u7b2c6\u8bb2\uff1aLLM\u5927\u6a21\u578b\u7684\u6838\u5fc3\u6280\u672f\u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u8be5\u90e8\u5206\u53ef\u80fd\u6709\u6bd4\u8f83\u591a\u7684\u6280\u672f\u672f\u8bed\uff0c\u6bd4\u8f83\u96be\u7406\u89e3\uff0c\u4e0d\u8fc7\u5bf9\u4e8e\u4ea7\u54c1\u7ecf\u7406\u800c\u8a00\uff0c\u6211\u4eec\u53ef\u80fd\u4e0d\u592a\u9700\u8981\u53bb\u6df1\u7a76\u5176\u6280\u672f\u7ec6\u8282\uff0c\u53ea\u9700\u8981\u77e5\u9053\u5176\u5173\u952e\u6982\u5ff5\u7684\u80fd\u529b\u5373\u53ef\uff0cAI\u4ea7\u54c1\u7ecf\u7406\u5bf9\u4e8e\u6280\u672f\u672f\u8bed\u7684\u7406\u89e3\u662f\u6709\u5fc5\u8981\u7684\uff0c\u8fd9\u53ef\u4ee5\u5e2e\u52a9\u81ea\u5df1\u5728\u540e\u7eed\u548c\u7814\u53d1\u548c\u6280\u672f\u6c9f\u901a\u7684\u65f6\u5019\u964d\u4f4e\u6c9f\u901a\u96be\u5ea6\uff1b<\/p>\n<p><strong>1. \u6a21\u578b\u67b6\u6784\uff1a<\/strong>\u5173\u4e8eTransformer\u67b6\u6784\uff0c\u524d\u9762\u5df2\u7ecf\u6709\u6bd4\u8f83\u591a\u7684\u63cf\u8ff0\uff0c\u8fd9\u91cc\u4fbf\u4e0d\u8d58\u8ff0\u4e86\uff0c\u4f46\u662fTransformer\u67b6\u6784\u662f\u5927\u6a21\u578b\u6700\u57fa\u7840\u7684\u6838\u5fc3\u6280\u672f\u4e4b\u4e00\uff1b<\/p>\n<p><strong>2. \u9884\u8bad\u7ec3\u4e0e\u5fae\u8c03<\/strong><\/p>\n<ul>\n<li>\u9884\u8bad\u7ec3\uff08Pre-training\uff09\uff1a\u57fa\u4e8e\u5927\u89c4\u6a21\u65e0\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5173\u952e\u6280\u672f\u4e4b\u4e00\uff0c\u9884\u8bad\u7ec3\u6280\u672f\u7684\u51fa\u73b0\uff0c\u8ba9\u6a21\u578b\u7684\u9700\u6c42\uff0c\u518d\u4e5f\u4e0d\u9700\u8981\u57fa\u4e8e\u5927\u91cf\u7684\u6807\u6ce8\u6570\u636e\uff0c\u8fd9\u6781\u5927\u7684\u964d\u4f4e\u4e86\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u7684\u6210\u672c\uff1b<\/li>\n<li>\u5fae\u8c03\uff08Fine-tuning\uff09\uff1a\u5fae\u8c03\u6280\u672f\uff0c\u662f\u8fdb\u4e00\u6b65\u4f7f\u7528\u5927\u6a21\u578b\u7684\u6280\u672f\uff0c\u9884\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u5728\u5904\u7406\u7279\u5b9a\u4efb\u52a1\u7684\u65f6\u5019\u8868\u73b0\u6bd4\u8f83\u4e00\u822c\uff0c\u6240\u4ee5\u9700\u8981\u518d\u7279\u5b9a\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u9002\u5e94\u5177\u4f53\u7684\u5e94\u7528\uff0c\u5fae\u8c03\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n<p>3.\u6a21\u578b\u538b\u7f29\u4e0e\u52a0\u901f<\/p>\n<ul>\n<li>\u6a21\u578b\u526a\u679d\uff08Pruning\uff09\uff1a\u901a\u8fc7\u526a\u9664\u4e0d\u91cd\u8981\u7684\u53c2\u6570\uff0c\u53ef\u4ee5\u51cf\u5c11\u6a21\u578b\u5927\u5c0f\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\uff1b<\/li>\n<li>\u77e5\u8bc6\u84b8\u998f\uff08Knowledge Distillation\uff09\uff1a\u8bad\u7ec3\u4e00\u4e2a\u8f83\u5c0f\u7684\u5b66\u751f\u6a21\u578b\uff0c\u4f7f\u5176\u6a21\u4eff\u5927\u6a21\u578b\uff08\u6559\u5e08\u6a21\u578b\uff09\u7684\u884c\u4e3a\uff0c\u4ece\u800c\u4fdd\u7559\u5927\u90e8\u5206\u6027\u80fd\u7684\u540c\u65f6\u51cf\u5c11\u8ba1\u7b97\u5f00\u9500\u3002<\/li>\n<\/ul>\n<h2  id=\"toc-7\" class=\"jltoc--item\">\u7b2c7\u8bb2\uff1a\u5927\u6a21\u578b\u5f00\u53d1\u76846\u4e2a\u6b65\u9aa4<\/h2>\n<p>\u6839\u636eOpenAI\u516c\u5e03\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u5927\u6a21\u578b\u7684\u5f00\u53d1\uff0c\u901a\u5e38\u4f1a\u7ecf\u8fc7\u5982\u4e0b6\u4e2a\u6b65\u9aa4\uff0c\u57fa\u672c\u4e0a\uff0c\u76ee\u524d\u8fd9\u5957\u6d41\u7a0b\u5e94\u8be5\u4e5f\u662f\u884c\u4e1a\u5185\u5927\u90e8\u5206\u5927\u6a21\u578b\u7684\u5f00\u53d1\u7684\u8fc7\u7a0b\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/mPYZ0fpBV99CR9NUjT9P.png\" \/><\/p>\n<ol>\n<li><strong>\u6570\u636e\u6536\u96c6\u4e0e\u5904\u7406\uff1a<\/strong>\u8fd9\u4e2a\u9636\u6bb5\uff0c\u9700\u8981\u6536\u96c6\u5927\u91cf\u6587\u672c\u6570\u636e\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u4e66\u7c4d\u3001\u7f51\u9875\u3001\u6587\u7ae0\u7b49\uff0c\u7136\u540e\u5bf9\u6570\u636e\u505a\u6e05\u6d17\uff0c\u79fb\u9664\u65e0\u5173\u6216\u4f4e\u8d28\u91cf\u7684\u5185\u5bb9\uff0c\u7136\u540e\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\uff0c\u5982\u5206\u8bcd\u3001\u53bb\u9664\u654f\u611f\u4fe1\u606f\u7b49\u3002<\/li>\n<li><strong>\u6a21\u578b\u8bbe\u8ba1<\/strong>\uff1a\u786e\u5b9a\u6a21\u578b\u7684\u67b6\u6784\uff0c\u6bd4\u5982GPT-4\u91c7\u7528\u7684\u662fransformer\u67b6\u6784\uff0c\u7136\u540e\u8bbe\u5b9a\u6a21\u578b\u7684\u5927\u5c0f\uff0c\u5305\u62ec\u5c42\u6570\u3001\u9690\u85cf\u5355\u5143\u6570\u3001\u53c2\u6570\u603b\u91cf\u7b49\u3002<\/li>\n<li><strong>\u9884\u8bad\u7ec3\uff08Pre-training\uff09<\/strong>\uff1a\u6a21\u578b\u5728\u8fd9\u4e2a\u9636\u6bb5\u5c31\u50cf\u4e00\u4e2a\u5b66\u751f\u5728\u4e0a\u5b66\uff0c\u901a\u8fc7\u9605\u8bfb\u5927\u91cf\u4e66\u7c4d\uff08\u6bd4\u5982\u7f51\u9875\u3001\u6587\u7ae0\u7b49\uff09\u6765\u5b66\u4e60\u8bed\u8a00\u548c\u77e5\u8bc6\u3002\u6216\u8005\u8bf4\u50cf\u4e00\u4e2a\u201c\u6d77\u7ef5\u201d\uff0c\u5438\u6536\u5c3d\u53ef\u80fd\u591a\u7684\u4fe1\u606f\uff0c\u5b66\u4f1a\u57fa\u672c\u7684\u8bed\u8a00\u89c4\u5219\uff0c\u6bd4\u5982\u600e\u6837\u7ec4\u6210\u4e00\u4e2a\u53e5\u5b50\uff0c\u5355\u8bcd\u4e4b\u95f4\u662f\u600e\u6837\u5173\u8054\u7684\u7b49\u3002\u6b64\u65f6\u7684\u6a21\u578b\u6a21\u578b\u5df2\u7ecf\u80fd\u7406\u89e3\u57fa\u672c\u7684\u8bed\u8a00\u7ed3\u6784\uff0c\u4f46\u8fd8\u6ca1\u6709\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u4e13\u4e1a\u77e5\u8bc6\uff1b\u9884\u8bad\u7ec3\u9636\u6bb5\u901a\u5e38\u9700\u8981\u7684\u6570\u636e\u91cf\u975e\u5e38\u5927\uff0c\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\u4e5f\u6700\u5927\uff0c\u82b1\u8d39\u7684\u65f6\u95f4\u6700\u957f\uff1b\u4ee5GPT3\u4e3a\u4f8b\uff0c\u5b8c\u6210\u4e00\u6b21\u9884\u8bad\u7ec3\u7684\u8ba1\u7b97\u91cf\u662f3640P\u6d6e\u70b9\u8ba1\u7b97\uff0c\u9700\u8981\u5c06\u8fd11000\u5757GPU\uff1b<\/li>\n<li><strong>\u6307\u4ee4\u5fae\u8c03\uff08Fine-tuning with Instructions\uff09<\/strong>\uff1a\u4e5f\u79f0\u4e3a\u6709\u76d1\u7763\u5fae\u8c03\uff0c\u5fae\u8c03\u7684\u8fc7\u7a0b\u5176\u5b9e\u5c31\u662f\u901a\u8fc7\u6295\u5582\u7ed9\u6a21\u578b\u4e00\u4e9b\u5e26\u6709\u95ee\u9898\u548c\u76f8\u5e94\u7406\u60f3\u8f93\u51fa\u7684\u95ee\u7b54\u5bf9\u6570\u636e\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u518d\u8bad\u7ec3\uff0c\u4ece\u800c\u5f97\u5230\u4e00\u4e2a\u6709\u76d1\u7763\u5fae\u8c03\u6a21\u578b\uff1b\u8fd9\u4e2a\u9636\u6bb5\u7684\u6a21\u578b\u66f4\u50cf\u662f\u5728\u8fdb\u884c\u201c\u804c\u4e1a\u57f9\u8bad\u201d\uff0c\u5b66\u4e60\u5982\u4f55\u6839\u636e\u7279\u5b9a\u7684\u6307\u4ee4\u6216\u4efb\u52a1\u6765\u8c03\u6574\u81ea\u5df1\u7684\u53cd\u5e94\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u5728\u8fd9\u4e2a\u9636\u6bb5\u5b66\u4e60\u5982\u4f55\u66f4\u597d\u5730\u56de\u7b54\u95ee\u9898\u3001\u5199\u4f5c\u6216\u505a\u7ffb\u8bd1\uff0c\u5bf9\u7279\u5b9a\u7c7b\u578b\u7684\u95ee\u9898\u6216\u4efb\u52a1\u4e5f\u6709\u66f4\u597d\u7684\u8868\u73b0\u3002\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u53ea\u8981\u63d0\u4f9b\u76f8\u5bf9\u5c11\u6570\u7684\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u6a21\u578b\u7684\u8bad\u7ec3\u65f6\u95f4\u548c\u6d88\u8017\u76f8\u5bf9\u6bd4\u8f83\u5c0f\uff1b<\/li>\n<li><strong>\u5956\u52b1\uff08Reward\uff09\uff1a<\/strong>\u8fd9\u4e2a\u9636\u6bb5\u5c31\u50cf\u7ed9\u6a21\u578b\u8bbe\u7f6e\u4e86\u4e00\u4e2a\u201c\u6fc0\u52b1\u673a\u5236\u201d\uff0c\u901a\u8fc7\u5956\u52b1\u6765\u8ba9\u6a21\u578b\u77e5\u9053\u4ec0\u4e48\u662f\u597d\u7684\u56de\u7b54\u6216\u884c\u4e3a\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u5b66\u4f1a\u4e86\u66f4\u597d\u5730\u6ee1\u8db3\u7528\u6237\u7684\u9700\u6c42\uff0c\u4ece\u800c\u8ba9\u6a21\u578b\u66f4\u52a0\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u6709\u4ef7\u503c\u3001\u51c6\u786e\u7684\u56de\u7b54\uff0c\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u7528\u6237\u7684\u5177\u4f53\u9700\u6c42\uff1b\u8fd9\u4e2a\u8fc7\u7a0b\u9700\u8981\u8bad\u7ec3\u6a21\u578b\u7684\u4eba\u5458\u5927\u91cf\u7684\u5bf9\u6a21\u578b\u7684\u54cd\u5e94\u7ed3\u679c\u505a\u68c0\u6d4b\u548c\u53cd\u9988\uff0c\u9010\u6b65\u7684\u8c03\u6574\u5176\u54cd\u5e94\u7684\u8d28\u91cf\uff0c\u8be5\u8fc7\u7a0b\u4e5f\u9700\u8981\u76f8\u5bf9\u8f83\u9ad8\u7684\u6570\u636e\uff0c\u9700\u8981\u7684\u65f6\u95f4\u4e3a\u5929\u7ea7\u522b\uff1b<\/li>\n<li><strong>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff09<\/strong>\uff1a\u6700\u540e\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6a21\u578b\u5c31\u50cf\u5728\u8fdb\u884c\u201c\u5b9e\u6218\u6f14\u4e60\u201d\uff0c\u901a\u8fc7\u4e0d\u65ad\u7684\u5c1d\u8bd5\u548c\u9519\u8bef\u6765\u5b66\u4e60\u600e\u6837\u505a\u5f97\u66f4\u597d\uff0c\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6a21\u578b\u4f1a\u5728\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u60c5\u5883\u4e2d\u5c1d\u8bd5\u5404\u79cd\u7b56\u7565\uff0c\u627e\u51fa\u6700\u6709\u6548\u7684\u65b9\u6cd5\u3002\u6a21\u578b\u5728\u8fd9\u4e2a\u9636\u6bb5\u53d8\u5f97\u66f4\u52a0\u806a\u660e\u548c\u7075\u6d3b\uff0c\u80fd\u591f\u5728\u590d\u6742\u548c\u4e0d\u786e\u5b9a\u7684\u60c5\u51b5\u4e0b\u505a\u51fa\u66f4\u597d\u7684\u5224\u65ad\u548c\u56de\u7b54\u3002<\/li>\n<\/ol>\n<h2  id=\"toc-8\" class=\"jltoc--item\">\u7b2c8\u8bb2\uff1a\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u5fae\u8c03\uff1f<\/h2>\n<h3>1. \u7406\u89e3\u5927\u6a21\u578b\u8bad\u7ec3\u76f8\u5173\u5185\u5bb9<\/h3>\n<p><strong>1\uff09\u5927\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u54ea\u4e9b\u6570\u636e\uff1f<\/strong><\/p>\n<ul>\n<li>\u6587\u672c\u6570\u636e\uff1a\u4e3b\u8981\u7528\u4e8e\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u5982\u65b0\u95fb\u6587\u7ae0\u3001\u4e66\u7c4d\u3001\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u7ef4\u57fa\u767e\u79d1\u7b49\u3002<\/li>\n<li>\u7ed3\u6784\u5316\u6570\u636e\uff1a\u5982\u77e5\u8bc6\u56fe\u8c31\uff0c\u7528\u4e8e\u589e\u5f3a\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u3002<\/li>\n<li>\u534a\u7ed3\u6784\u5316\u6570\u636e\uff1a\u5982XML\u3001JSON\u683c\u5f0f\u7684\u6570\u636e\uff0c\u4fbf\u4e8e\u63d0\u53d6\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p><strong>2\uff09\u8bad\u7ec3\u6570\u636e\u6765\u6e90<\/strong><\/p>\n<ul>\n<li>\u516c\u5f00\u6570\u636e\u96c6\uff1a\u5982Common Crawl\u3001Wikipedia\u3001OpenWebText\u7b49\u3002<\/li>\n<li>\u4e13\u6709\u6570\u636e\uff1a\u516c\u53f8\u5185\u90e8\u6570\u636e\u6216\u4ed8\u8d39\u83b7\u53d6\u7684\u4e13\u6709\u6570\u636e\u3002<\/li>\n<li>\u7528\u6237\u751f\u6210\u5185\u5bb9\uff1a\u793e\u4ea4\u5a92\u4f53\u3001\u8bba\u575b\u3001\u8bc4\u8bba\u7b49\u7528\u6237\u751f\u6210\u7684\u5185\u5bb9\u3002<\/li>\n<li>\u5408\u6210\u6570\u636e\uff1a\u901a\u8fc7\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u6216\u5176\u4ed6\u751f\u6210\u6a21\u578b\u5408\u6210\u7684\u6570\u636e\u3002<\/li>\n<\/ul>\n<p><strong>3\uff09\u5927\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u54ea\u4e9b\u6210\u672c\uff1f<\/strong><\/p>\n<ul>\n<li>\u8ba1\u7b97\u8d44\u6e90\uff1aGPU\/TPU\u7684\u4f7f\u7528\u6210\u672c\uff0c\u4e3b\u8981\u53d6\u51b3\u4e8e\u6a21\u578b\u7684\u89c4\u6a21\u548c\u8bad\u7ec3\u65f6\u95f4\u3002\u5927\u6a21\u578b\u901a\u5e38\u9700\u8981\u6570\u5343\u5230\u6570\u4e07\u5c0f\u65f6\u7684GPU\u8ba1\u7b97\u65f6\u95f4\u3002<\/li>\n<li>\u5b58\u50a8\u6210\u672c\uff1a\u7528\u4e8e\u5b58\u50a8\u5927\u89c4\u6a21\u6570\u636e\u96c6\u548c\u6a21\u578b\u6743\u91cd\u3002\u6570\u636e\u96c6\u548c\u6a21\u578b\u6587\u4ef6\u53ef\u4ee5\u8fbe\u5230TB\u7ea7\u522b\u3002<\/li>\n<li>\u6570\u636e\u83b7\u53d6\u6210\u672c\uff1a\u8d2d\u4e70\u4e13\u6709\u6570\u636e\u6216\u6570\u636e\u6e05\u6d17\u548c\u6807\u6ce8\u7684\u4eba\u5de5\u6210\u672c\u3002<\/li>\n<li>\u80fd\u6e90\u6210\u672c\uff1a\u8bad\u7ec3\u5927\u578b\u6a21\u578b\u6d88\u8017\u5927\u91cf\u7535\u529b\uff0c\u589e\u52a0\u8fd0\u8425\u6210\u672c\u3002<\/li>\n<li>\u7814\u53d1\u6210\u672c\uff1a\u5305\u62ec\u7814\u7a76\u4eba\u5458\u3001\u5de5\u7a0b\u5e08\u7684\u85aa\u8d44\uff0c\u4ee5\u53ca\u5f00\u53d1\u548c\u7ef4\u62a4\u6a21\u578b\u7684\u8d39\u7528\u3002<\/li>\n<\/ul>\n<h3>2. \u7406\u89e3\u5927\u6a21\u578b\u5fae\u8c03\u76f8\u5173\u5185\u5bb9<\/h3>\n<p>1. \u5927\u6a21\u578b\u5fae\u8c03\u76842\u4e2a\u9636\u6bb5\uff1a<strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3001\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09<\/strong>\uff0c\u4e24\u4e2a\u9636\u6bb5\u5b58\u5728\u7684\u5dee\u5f02\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/QCEZ9Ztqu7IgBckXZBeR.png\" \/><\/p>\n<p><strong>2\uff09\u5927\u6a21\u578b\u5fae\u8c03\u76842\u79cd\u65b9\u5f0f\uff1alora\u5fae\u8c03\uff0cSFT\u5fae\u8c03<\/strong><\/p>\n<p>\u76ee\u524d\u6a21\u578b\u7684\u5fae\u8c03\u65b9\u5f0f\u67092\u79cd\uff0c\u4e00\u79cd\u662flora\u5fae\u8c03\uff0c\u4e00\u79cd\u662fSFT\u5fae\u8c03\uff0c\u8fd9\u4e24\u79cd\u65b9\u5f0f\u7684\u533a\u522b\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li>Lora\u5fae\u8c03\u7684\u65b9\u5f0f\uff0c\u662f\u5bf9\u6a21\u578b\u7684\u90e8\u5206\u53c2\u6570\u505a\u5fae\u8c03\uff0c\u4e0d\u9700\u8981\u5fae\u8c03\u6574\u4e2a\u6a21\u578b\uff0c\u9002\u7528\u4e8e\u8d44\u6e90\u6709\u9650\uff0c\u6216\u8005\u5b9a\u5411\u805a\u7126\u7684\u5fae\u8c03\u573a\u666f\uff0c\u8ba9\u6a21\u578b\u5177\u5907\u89e3\u51b3\u5355\u4e00\u573a\u666f\u4efb\u52a1\uff1b<\/li>\n<li>SFT\u5fae\u8c03\u7684\u65b9\u5f0f\uff0c\u662f\u5bf9\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\u505a\u5fae\u8c03\uff0c\u5fae\u8c03\u6574\u4e2a\u6a21\u578b\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u89e3\u51b3\u66f4\u591a\u7684\u7279\u5b9a\u4efb\u52a1\uff1b<\/li>\n<\/ul>\n<h2  id=\"toc-9\" class=\"jltoc--item\">\u7b2c9\u8bb2\uff1a\u5f71\u54cd\u5927\u6a21\u578b\u7684\u8868\u73b0\u7684\u4e3b\u8981\u56e0\u7d20\u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u5927\u5bb6\u90fd\u77e5\u9053\uff0c\u5e02\u9762\u4e0a\u867d\u7136\u540e\u5f88\u591a\u7684\u5927\u6a21\u578b\uff0c\u4f46\u662f\u4e0d\u540c\u6a21\u578b\u4e4b\u95f4\u7684\u6210\u7acb\u5dee\u5f02\u662f\u5b58\u5728\u7684\uff0c\u50cfopenai\u7684\u6a21\u578b\uff0c\u5728\u884c\u4e1a\u5185\u5360\u636e\u9886\u5148\u5730\u4f4d\uff0c\u4e3a\u4ec0\u4e48\u5927\u6a21\u578b\u4e4b\u95f4\u4f1a\u5b58\u5728\u80fd\u529b\u5dee\u5f02\uff0c\u5177\u4f53\u5f71\u54cd\u5927\u578b\u6a21\u578b\u8868\u73b0\u7684\u4e94\u4e2a\u6700\u91cd\u8981\u7684\u56e0\u7d20\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u6a21\u578b\u67b6\u6784\uff1a<\/strong>\u6a21\u578b\u7684\u8bbe\u8ba1\uff0c\u5305\u62ec\u5c42\u6570\u3001\u9690\u85cf\u5355\u5143\u7684\u6570\u91cf\u548c\u53c2\u6570\u603b\u6570\uff0c\u5bf9\u5176\u80fd\u529b\u8fdb\u884c\u590d\u6742\u4efb\u52a1\u5904\u7406\u6709\u7740\u663e\u8457\u5f71\u54cd\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\uff1a<\/strong>\u6a21\u578b\u6027\u80fd\u6781\u5927\u5730\u4f9d\u8d56\u4e8e\u5176\u8bad\u7ec3\u6570\u636e\u7684\u8986\u76d6\u8303\u56f4\u548c\u591a\u6837\u6027\uff0c\u9ad8\u8d28\u91cf\u548c\u5e7f\u6cdb\u7684\u6570\u636e\u96c6\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u51c6\u786e\u5730\u7406\u89e3\u548c\u751f\u6210\u8bed\u8a00\uff0c\u76ee\u524d\u5927\u90e8\u5206\u6a21\u578b\u4e3b\u8981\u8fd8\u662f\u4f7f\u7528\u516c\u5f00\u7684\u6570\u636e\u4e3a\u4e3b\uff0c\u62e5\u6709\u66f4\u4e30\u5bcc\u7684\u4f18\u8d28\u7684\u6570\u636e\u8d44\u6e90\u7684\u516c\u53f8\uff0c\u5c06\u62e5\u6709\u66f4\u4f18\u8d8a\u7684\u4f18\u52bf\uff1b\u5bf9\u4e8e\u56fd\u5185\u800c\u8a00\uff0c\u76ee\u524d\u4e0d\u5229\u7684\u56e0\u7d20\u662f\u5f00\u6e90\u6570\u636e\u96c6\u4e2d\u4e3b\u8981\u4ee5\u82f1\u6587\u6570\u636e\u96c6\u4e3a\u4e3b\uff0c\u4e2d\u6587\u6570\u636e\u96c6\u76f8\u5bf9\u8f83\u5c11\uff1b<\/li>\n<li><strong>\u53c2\u6570\u89c4\u6a21\uff1a<\/strong>\u53c2\u6570\u8d8a\u591a\uff0c\u6a21\u578b\u901a\u5e38\u80fd\u591f\u66f4\u597d\u5730\u5b66\u4e60\u548c\u6355\u6349\u590d\u6742\u7684\u6570\u636e\u6a21\u5f0f\uff0c\u4f46\u540c\u65f6\u4e5f\u589e\u52a0\u4e86\u8ba1\u7b97\u6210\u672c\uff0c\u56e0\u6b64\u62e5\u6709\u5f3a\u5927\u7684\u7b97\u529b\u8d44\u6e90\u7684\u4f01\u4e1a\uff0c\u5c06\u62e5\u6709\u66f4\u9ad8\u7684\u4f18\u52bf\uff0c\u5bf9\u4e8e\u7b97\u529b\uff0c\u6838\u5fc3\u53d6\u51b3\u4e8e\u8ba1\u7b97\u91cf\uff08GPU\u7684\u6570\u91cf\uff09\u3001\u7f51\u7edc\u3001\u5b58\u50a8\u4e09\u4e2a\u7ef4\u5ea6\u7684\u60c5\u51b5\uff1b<\/li>\n<li><strong>\u7b97\u6cd5\u6548\u7387\uff1a<\/strong>\u8bad\u7ec3\u548c\u4f18\u5316\u6a21\u578b\u6240\u4f7f\u7528\u7684\u7b97\u6cd5\uff0c\u6bd4\u5982\u4f18\u5316\u5668\u7684\u9009\u62e9\u548c\u5b66\u4e60\u901f\u7387\u8c03\u6574\uff0c\u5bf9\u6a21\u578b\u7684\u5b66\u4e60\u6548\u7387\u548c\u6700\u7ec8\u6027\u80fd\u6709\u91cd\u8981\u5f71\u54cd\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6b21\u6570\uff1a<\/strong>\u786e\u4fdd\u6a21\u578b\u6709\u8db3\u591f\u7684\u8bad\u7ec3\u6b21\u6570\u4ee5\u8fbe\u5230\u6700\u4f18\u6027\u80fd\uff0c\u540c\u65f6\u907f\u514d\u8fc7\u5ea6\u8bad\u7ec3\u5bfc\u81f4\u7684\u8fc7\u62df\u5408\u95ee\u9898\u3002<\/li>\n<\/ol>\n<h2  id=\"toc-10\" class=\"jltoc--item\">\u7b2c10\u8bb2\uff1a\u5982\u4f55\u8861\u91cf\u5927\u6a21\u578b\u7684\u597d\u574f\uff1f<\/h2>\n<p>\u4ece\u5927\u6a21\u578b\u7684\u5e94\u7528\u7aef\u7684\u89d2\u5ea6\u4e0a\u770b\uff0c\u5982\u4f55\u53bb\u8861\u91cf\u4e00\u4e2a\u5927\u6a21\u578b\u7684\u597d\u574f\uff0c\u5176\u8bc4\u4f30\u7684\u6846\u67b6\u662f\u4ec0\u4e48\u6837\u7684\uff0c\u901a\u8fc7\u8fd9\u90e8\u5206\uff0c\u4f60\u53ef\u4ee5\u5927\u6982\u77e5\u9053\uff0c\u5e02\u9762\u4e0a\u7684\u6d4b\u8bc4\u673a\u6784\uff0c\u90fd\u662f\u4ece\u54ea\u4e9b\u7ef4\u5ea6\uff0c\u53bb\u8bc4\u4f30\u5927\u6a21\u578b\u7684\u80fd\u529b\u7684\uff0c\u540c\u65f6\uff0c\u5982\u679c\u4f60\u9762\u4e34\u5927\u6a21\u578b\u7684\u9009\u578b\u95ee\u9898\u7684\u65f6\u5019\uff0c\u5e94\u8be5\u5982\u4f55\u53bb\u9009\u62e9\uff0c\u5efa\u7acb\u81ea\u5df1\u7684\u5224\u65ad\u4f53\u7cfb\uff1b<\/p>\n<p>\u5728\u9605\u8bfb\u548c\u53c2\u8003\u4e86\u591a\u4e2a\u5173\u4e8e\u5927\u6a21\u578b\u8861\u91cf\u7684\u53c2\u8003\u6587\u732e\u4e4b\u540e\uff0c\u4e2a\u4eba\u5c06\u5927\u6a21\u578b\u7684\u8bc4\u4f30\u7ef4\u5ea6\u6982\u62ec\u4e3a3\u4e2a\u65b9\u9762\uff1a<\/p>\n<ol>\n<li><strong>\u5e94\u7528\u5c42\u4ea7\u54c1\u8868\u73b0\uff1b<\/strong><\/li>\n<li><strong>\u5927\u6a21\u578b\u57fa\u7840\u80fd\u529b\uff1b<\/strong><\/li>\n<li><strong>\u5b89\u5168\u548c\u5408\u89c4\u60c5\u51b5\uff1b<\/strong><\/li>\n<\/ol>\n<p>\u5b8c\u6574\u7684\u8bc4\u4f30\u4f53\u7cfb\uff0c\u901a\u8fc7\u4e00\u5f20\u56fe\u6982\u62ec\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/wp-files\/2024\/10\/GYGfqvlsYatl64X4I0PO.png\" \/><\/p>\n<h3>1. \u5982\u4f55\u8861\u91cf\u5927\u6a21\u578b\u7684\u4ea7\u54c1\u8868\u73b0\u80fd\u529b<\/h3>\n<p>\u901a\u5e38\u8861\u91cf\u4e00\u4e2a\u5927\u6a21\u578b\u7684\u4ea7\u54c1\u8868\u73b0\u80fd\u529b\uff0c\u4e3b\u8981\u4ece\u5982\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\u53bb\u8bc4\u4f30\uff1a<\/p>\n<p><strong>1\uff09\u8bed\u4e49\u7406\u89e3\u80fd\u529b<\/strong>\uff1a\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u9996\u5148\u5305\u62ec\u8bed\u4e49\u3001\u8bed\u6cd5\u3001\u8bed\u5883\u8fd9\u51e0\u4e2a\u57fa\u7840\u7ef4\u5ea6\uff0c\u5b83\u57fa\u672c\u51b3\u5b9a\u4e86\u4f60\u80fd\u5426\u6b63\u5e38\u548c\u6a21\u578b\u5bf9\u8bdd\uff0c\u4ee5\u53ca\u6a21\u578b\u8bf4\u7684\u662f\u4e0d\u662f\u4eba\u8bdd\uff1b\u7279\u522b\u662f\u4e2d\u6587\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff1b\u518d\u8005\u5c31\u662f\u9664\u4e86\u4e2d\u6587\u7406\u89e3\u4e4b\u5916\uff0c\u80fd\u5426\u652f\u6301\u591a\u8bed\u8a00\u7406\u89e3\u80fd\u529b\uff1b<\/p>\n<p><strong>2\uff09\u903b\u8f91\u63a8\u7406\uff1a<\/strong>\u5305\u62ec\u6a21\u578b\u7684\u63a8\u7406\u601d\u8003\u80fd\u529b\u3001\u6570\u503c\u8ba1\u7b97\u80fd\u529b\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\uff0c\u8fd9\u662f\u5927\u6a21\u578b\u6700\u6838\u5fc3\u7684\u80fd\u529b\u4e4b\u4e00\uff0c\u76f4\u63a5\u51b3\u5b9a\u7684\u6a21\u578b\u7684\u806a\u660e\u7a0b\u5ea6\uff1b<\/p>\n<p><strong>3\uff09\u751f\u6210\u5185\u5bb9\u51c6\u786e\u6027\uff1a<\/strong>\u5305\u62ec\u5e7b\u89c9\u7684\u60c5\u51b5\u548c\u9677\u9631\u8bc6\u522b\u7684\u80fd\u529b<\/p>\n<p><strong>4\uff09\u5e7b\u89c9\u7387\uff1a<\/strong>\u5176\u4e2d\u5305\u62ec\u6a21\u578b\u56de\u590d\u5185\u5bb9\u548c\u7ed3\u679c\u7684\u51c6\u786e\u6027\uff0c\u6709\u7684\u65f6\u5019\u6a21\u578b\u4f1a\u80e1\u8bf4\u516b\u9053\uff0c\u800c\u4f60\u8fd8\u4fe1\u4ee5\u4e3a\u771f\uff0c\u8fd9\u5c31\u5f88\u5751\u7239\uff1b<\/p>\n<p><strong>5\uff09\u9677\u9631\u4fe1\u606f\u8bc6\u522b\u7387\uff1a<\/strong>\u6240\u4ee5\u4fa7\u9762\u7684\u6211\u4eec\u4e5f\u4f1a\u770b\u6a21\u578b\u5bf9\u4e8e\u9677\u9631\u4fe1\u606f\u7684\u8bc6\u522b\u548c\u5904\u7406\u80fd\u529b\uff0c\u8bc6\u522b\u4eba\u529b\u5dee\u7684\u6a21\u578b\uff0c\u7ecf\u5e38\u4f1a\u51fa\u73b0\u4f60\u7ed9\u4e86\u4e00\u4e9b\u9519\u8bef\u7684\u4fe1\u606f\uff0c\u7136\u540e\u6a21\u578b\u57fa\u4e8e\u9519\u8bef\u4fe1\u606f\u524d\u63d0\u8fd8\u4f83\u4f83\u800c\u8c08\uff1b<\/p>\n<p><strong>6\uff09\u751f\u6210\u5185\u5bb9\u8d28\u91cf\uff1a<\/strong>\u5728\u4fdd\u8bc1\u751f\u6210\u5185\u5bb9\u771f\u5b9e\u51c6\u786e\u7684\u524d\u63d0\u4e0b\uff0c\u8861\u91cf\u751f\u6210\u8d28\u91cf\u7684\u7ef4\u5ea6\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u751f\u6210\u5185\u5bb9\u7684\u591a\u6837\u6027\uff1a<\/strong>\u662f\u5426\u80fd\u652f\u6301\u591a\u6837\u3001\u591a\u89d2\u5ea6\u5185\u5bb9\u7684\u8f93\u51fa\uff1b<\/li>\n<li><strong>\u4e13\u4e1a\u5ea6\uff1a<\/strong>\u5782\u76f4\u573a\u666f\u80fd\u5426\u8f93\u51fa\u4e13\u4e1a\u5185\u5bb9\uff1b<\/li>\n<li><strong>\u521b\u9020\u6027\uff1a<\/strong>\u751f\u6210\u5185\u5bb9\u662f\u5426\u6709\u8db3\u591f\u7684\u521b\u9020\u6027\uff1b<\/li>\n<li><strong>\u65f6\u6548\u6027\uff1a<\/strong>\u751f\u6210\u7ed3\u679c\u7684\u66f4\u65b0\u65f6\u6548\uff1b<\/li>\n<\/ul>\n<p><strong>7\uff09\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7684\u80fd\u529b\uff1a<\/strong>\u4ee3\u8868\u6a21\u578b\u7684\u8bb0\u5fc6\u80fd\u529b\u548c\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\uff1b<\/p>\n<p><strong>8\uff09\u6a21\u578b\u6027\u80fd\u60c5\u51b5\uff1a<\/strong>\u5305\u62ec\u56de\u590d\u901f\u5ea6\u3001\u8d44\u6e90\u6d88\u8017\u3001\u9c81\u68d2\u6027\u548c\u7a33\u5b9a\u6027\uff08\u9488\u5bf9\u5f02\u5e38\u548c\u672a\u77e5\u4fe1\u606f\u7684\u5904\u7406\u80fd\u529b\u53ca\u53ef\u9760\u6027\uff09\uff1b<\/p>\n<p><strong>9\uff09\u62df\u4eba\u6027\uff1a<\/strong>\u8fd9\u4e2a\u7ef4\u5ea6\u5c31\u662f\u8bc4\u4f30\u6a21\u578b\u662f\u4e0d\u662f\u771f\u7684\u201d\u901a\u4eba\u6027\u201c\uff0c\u8fbe\u5230\u667a\u80fd\u7684\u7a0b\u5ea6\uff0c\u5176\u4e2d\u5305\u62ec\u60c5\u611f\u5206\u6790\u7684\u80fd\u529b\uff1b<\/p>\n<p><strong>10\uff09\u591a\u6a21\u6001\u80fd\u529b\uff1a<\/strong>\u6700\u540e\u5219\u662f\u770b\u6a21\u578b\u5728\u8de8\u6a21\u6001\u5904\u7406\u548c\u751f\u6210\u4e0a\u7684\u80fd\u529b\uff0c\u5305\u62ec\u6587\u672c\u3001\u56fe\u7247\u3001\u89c6\u9891\u3001\u8bed\u97f3\u7b49\uff1b<\/p>\n<h3>2. \u5982\u4f55\u8861\u91cf\u5927\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b<\/h3>\n<p>\u5927\u5bb6\u90fd\u77e5\u9053\u8861\u91cf\u5927\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\u6700\u91cd\u8981\u76843\u4e2a\u8981\u7d20\u662f\uff1a\u7b97\u6cd5\u3001\u7b97\u529b\u3001\u6570\u636e\uff1b\u66f4\u5177\u4f53\u4e00\u70b9\uff0c\u5219\u4e3b\u8981\u5305\u62ec\u5982\u4e0b\u51e0\u90e8\u5206\uff1a<\/p>\n<ul>\n<li><strong>\u53c2\u6570\u89c4\u6a21<\/strong>\uff1a\u8861\u91cf\u7b97\u6cd5\u5f3a\u5927\u7a0b\u5ea6\u7684\u7ef4\u5ea6\u53ef\u80fd\u6bd4\u8f83\u591a\uff0c\u7b80\u5355\u4e00\u70b9\u6211\u4eec\u5c31\u901a\u8fc7\u53c2\u6570\u89c4\u6a21\u6765\u8861\u91cf\uff0c\u53c2\u6570\u89c4\u6a21\u662f\u8861\u91cf\u4e00\u4e2a\u6a21\u578b\u7684\u590d\u6742\u5ea6\u548c\u80fd\u529b\u7684\u91cf\u5316\u6307\u6807\uff0c\u53c2\u6570\u89c4\u6a21\u8d8a\u591a\uff0c\u4ee3\u8868\u6a21\u578b\u80fd\u652f\u6301\u8d8a\u590d\u6742\u95ee\u9898\u7684\u5904\u7406\uff0c\u53ef\u4ee5\u8003\u8651\u7684\u7ef4\u5ea6\u66f4\u591a\uff0c\u7b80\u5355\u8bb2\u5c31\u662f\u8d8a\u5f3a\uff1b<\/li>\n<li><strong>\u6570\u636e\u91cf\u7ea7\uff1a<\/strong>\u6a21\u578b\u662f\u8fd0\u884c\u5728\u6570\u636e\u57fa\u7840\u4e0a\u7684\uff0c\u6a21\u578b\u80cc\u540e\u7684\u6570\u636e\u91cf\u7ea7\u8d8a\u5927\uff0c\u6a21\u578b\u7684\u8868\u73b0\u53ef\u80fd\u8d8a\u597d\uff1b<\/li>\n<li><strong>\u6570\u636e\u8d28\u91cf\uff1a<\/strong>\u6570\u636e\u8d28\u91cf\u5305\u62ec\u6570\u636e\u672c\u8eab\u7684\u4ef7\u503c\uff0c\u4ee5\u53ca\u4e1a\u52a1\u5bf9\u6570\u636e\u7684\u6e05\u6d17\u60c5\u51b5\uff1b\u6570\u636e\u672c\u8eab\u5728\u8d28\u91cf\u662f\u6709\u5c42\u7ea7\u7684\uff0c\u6bd4\u5982\u7528\u6237\u6d88\u8d39\u7684\u6570\u636e\u5c31\u662f\u6bd4\u7528\u6237\u666e\u901a\u793e\u4f1a\u5c5e\u6027\u4fe1\u606f\u4ef7\u503c\u66f4\u9ad8\uff0c\u6570\u636e\u7684\u4ef7\u503c\u8d8a\u9ad8\uff0c\u6a21\u578b\u7684\u8868\u73b0\u6548\u679c\u8d8a\u597d\uff1b\u5176\u6b21\u662f\u4e1a\u52a1\u5bf9\u6570\u636e\u7684\u6e05\u6d17\u60c5\u51b5\uff0c\u8fd9\u4e2a\u4f53\u73b0\u5728\u6570\u636e\u7684\u6807\u7b7e\u5316\u7684\u7cbe\u7ec6\u5ea6\u7b49\u65b9\u9762\uff1b<\/li>\n<li><strong>\u8bad\u7ec3\u6b21\u6570\uff1a<\/strong>\u6a21\u578b\u7684\u8bad\u7ec3\u6b21\u6570\u8d8a\u591a\uff0c\u4ee3\u8868\u6a21\u578b\u7684\u7ecf\u9a8c\u66f4\u4e30\u5bcc\uff0c\u8868\u73b0\u8d8a\u597d\uff1b<\/li>\n<\/ul>\n<h3>3. \u5982\u4f55\u8bc4\u4f30\u6a21\u578b\u7684\u5b89\u5168\u6027<\/h3>\n<p>\u9664\u4e86\u5bf9\u5927\u6a21\u578b\u7684\u80fd\u529b\u8003\u91cf\u4e4b\u5916\uff0c\u5927\u5bb6\u4e5f\u975e\u5e38\u91cd\u89c6\u6a21\u578b\u7684\u5b89\u5168\u6027\u7684\u8003\u91cf\uff0c\u56e0\u4e3a\u5373\u4f7f\u80fd\u529b\u518d\u5f3a\uff0c\u5b89\u5168\u95ee\u9898\u6ca1\u6709\u5f97\u5230\u5f88\u597d\u7684\u89e3\u51b3\uff0c\u5927\u6a21\u578b\u4e5f\u65e0\u6cd5\u8fc5\u901f\u53d1\u5c55\uff0c\u6211\u4eec\u4e3b\u8981\u4ece\u5982\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\u8bc4\u4f30\u6a21\u578b\u7684\u5b89\u5168\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u5185\u5bb9\u5b89\u5168\u6027\uff1a<\/strong>\u5305\u62ec\u751f\u6210\u5185\u5bb9\u662f\u5426\u7b26\u5408\u5b89\u5168\u7ba1\u7406\u89c4\u8303\u3001\u793e\u4f1a\u89c4\u8303\u3001\u6cd5\u5f8b\u89c4\u8303\u7b49\uff1b<\/li>\n<li><strong>\u4f26\u7406\u9053\u9053\u89c4\u8303\uff1a<\/strong>\u5305\u62ec\u751f\u6210\u5185\u5bb9\u662f\u5426\u5305\u542b\u504f\u89c1\u548c\u6b67\u89c6\uff0c\u662f\u5426\u7b26\u5408\u793e\u4f1a\u4ef7\u503c\u89c2\u548c\u4f26\u7406\u9053\u9053\u7b49\uff1b<\/li>\n<li><strong>\u9690\u79c1\u4fdd\u62a4\u548c\u7248\u6743\u4fdd\u62a4\uff1a<\/strong>\u5305\u62ec\u5bf9\u4e2a\u4eba\u9690\u79c1\u3001\u4f01\u4e1a\u9690\u79c1\u7684\u5305\u62ec\uff0c\u4ee5\u53ca\u662f\u5426\u9075\u5b88\u7248\u6743\u4fdd\u62a4\u6cd5\u8981\u6c42\uff1b<\/li>\n<\/ul>\n<h2  id=\"toc-11\" class=\"jltoc--item\">\u7b2c11\u8bb2\uff1a\u5927\u6a21\u578b\u7684\u5c40\u9650\u6027\u6709\u54ea\u4e9b\uff1f<\/h2>\n<h3>1. \u201c\u5e7b\u89c9\u201d\u95ee\u9898<\/h3>\n<p>\u5e7b\u89c9\u95ee\u9898\u6307\u7684\u662f\u6a21\u578b\u751f\u6210\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u4e0a\u662f\u9519\u8bef\u6216\u865a\u6784\u7684\u4fe1\u606f\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\uff0c\u8fd9\u53ef\u80fd\u8868\u73b0\u4e3a\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u6216\u56de\u7b54\u5728\u8868\u9762\u4e0a\u770b\u8d77\u6765\u5408\u7406\uff0c\u4f46\u5b9e\u9645\u4e0a\u5374\u7f3a\u4e4f\u771f\u5b9e\u6027\u6216\u51c6\u786e\u6027\uff1b\u4ece\u76ee\u524d\u5927\u6a21\u578b\u7684\u8868\u73b0\u770b\uff0c\u5e7b\u89c9\u95ee\u9898\uff0c\u662f\u5927\u90e8\u5206\u7528\u6237\u5bf9\u4e8e\u5927\u6a21\u578b\u5e94\u7528\u4ea7\u751f\u8d28\u7591\uff0c\u4ee5\u53ca\u5927\u6a21\u578b\u751f\u6210\u7ed3\u679c\u96be\u4ee5\u76f4\u63a5\u4f7f\u7528\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\uff0c\u76ee\u524d\u4e5f\u662f\u8f83\u96be\u89e3\u51b3\u7684\u95ee\u9898\uff1b\u5bf9\u4e8eAI\u5e94\u7528\u5c42\u800c\u8a00\uff0c\u4e5f\u662f\u6700\u5934\u75bc\u7684\u95ee\u9898\uff1b<\/p>\n<p><strong>\u5927\u6a21\u578b\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u5e7b\u89c9\u7684\u60c5\u51b5\uff1f\u4e3b\u8981\u6765\u6e90\u4e8e\u5982\u4e0b\u51e0\u4e2a\u539f\u56e0\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u8fc7\u62df\u5408\u8bad\u7ec3\u6570\u636e\uff1a<\/strong>\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u53ef\u80fd\u8fc7\u5ea6\u62df\u5408\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u566a\u58f0\u6216\u9519\u8bef\u4fe1\u606f\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u751f\u6210\u65f6\u4ea7\u751f\u865a\u6784\u7684\u5185\u5bb9\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6570\u636e\u672c\u8eab\u5305\u542b\u865a\u5047\u4fe1\u606f\uff1a<\/strong>\u5982\u679c\u8bad\u7ec3\u6570\u636e\u4e2d\u672a\u80fd\u5145\u5206\u8986\u76d6\u5404\u79cd\u771f\u5b9e\u573a\u666f\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u5728\u672a\u89c1\u8fc7\u7684\u60c5\u51b5\u4e0b\u4ea7\u751f\u865a\u6784\u7684\u4fe1\u606f\u3002<\/li>\n<li><strong>\u5bf9\u4fe1\u606f\u53ef\u4fe1\u5ea6\u7684\u4e0d\u8db3\u8003\u8651\uff1a<\/strong>\u6a21\u578b\u672a\u80fd\u6709\u6548\u5730\u8003\u8651\u751f\u6210\u4fe1\u606f\u7684\u53ef\u4fe1\u5ea6\uff0c\u800c\u662f\u8fc7\u4e8e\u81ea\u4fe1\u5730\u4ea7\u751f\u8868\u9762\u4e0a\u5408\u7406\u4f46\u5b9e\u9645\u4e0a\u865a\u6784\u7684\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p><strong>\u662f\u5426\u6709\u7f13\u89e3\u5e7b\u89c9\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff1f<\/strong>\u76ee\u524d\u770b\uff0c\u53ef\u80fd\u80fd\u901a\u8fc7\u5982\u4e0b\u51e0\u4e2a\u65b9\u5f0f\u7f13\u89e3\u5e7b\u89c9\u95ee\u9898\uff0c\u81f3\u4e8e\u6839\u672c\u6027\u7684\u89e3\u51b3\uff0c\u76ee\u524d\u884c\u4e1a\u4f3c\u4e4e\u5e76\u6ca1\u6709\u770b\u5230\u7279\u522b\u597d\u7684\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u4f7f\u7528\u66f4\u4e30\u5bcc\u7684\u8bad\u7ec3\u6570\u636e\uff1a<\/strong>\u5f15\u5165\u66f4\u591a\u591a\u6837\u6027\u548c\u771f\u5b9e\u6027\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4ee5\u51cf\u5c11\u6a21\u578b\u8fc7\u5ea6\u62df\u5408\u9519\u8bef\u4fe1\u606f\u7684\u53ef\u80fd\u6027\u3002<\/li>\n<li><strong>\u4fe1\u606f\u53ef\u4fe1\u5ea6\u5efa\u6a21\uff0c\u589e\u52a0\u9274\u4f2a\u673a\u5236\uff1a<\/strong>\u5f15\u5165\u6a21\u578b\u7ec4\u4ef6\u6765\u4f30\u8ba1\u751f\u6210\u4fe1\u606f\u7684\u53ef\u4fe1\u5ea6\uff0c\u4ee5\u8fc7\u6ee4\u6216\u964d\u4f4e\u865a\u6784\u4fe1\u606f\u7684\u751f\u6210\u6982\u7387\uff1b<\/li>\n<li><strong>\u5916\u90e8\u9a8c\u8bc1\u673a\u5236\uff1a<\/strong>\u4f7f\u7528\u5916\u90e8\u7684\u9a8c\u8bc1\u673a\u5236\u6216\u4fe1\u606f\u6e90\u6765\u9a8c\u8bc1\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\uff0c\u786e\u4fdd\u5176\u4e0e\u771f\u5b9e\u4e16\u754c\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<h3>2. \u201c\u5931\u5fc6\u201d\u95ee\u9898<\/h3>\n<p>\u5931\u5fc6\u95ee\u9898\u662f\u6307\u6a21\u578b\u5728\u957f\u5bf9\u8bdd\u6216\u590d\u6742\u8bed\u5883\u4e2d\u53ef\u80fd\u9057\u5fd8\u5148\u524d\u63d0\u5230\u7684\u4fe1\u606f\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u5185\u5bb9\u7f3a\u4e4f\u4e00\u81f4\u6027\u548c\u4e0a\u4e0b\u6587\u5b8c\u6574\u6027\uff1b\u5bfc\u81f4\u5931\u5fc6\u7684\u4e3b\u8981\u539f\u56e0\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u578b\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u9650\u5236\uff1a<\/strong>\u6a21\u578b\u53ef\u80fd\u53d7\u5230\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u80fd\u529b\u7684\u9650\u5236\uff0c\u65e0\u6cd5\u6709\u6548\u5730\u4fdd\u6301\u548c\u5229\u7528\u957f\u671f\u4f9d\u8d56\u7684\u4fe1\u606f\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7f3a\u5931\u4fe1\u606f\uff1a<\/strong>\u5982\u679c\u8bad\u7ec3\u6570\u636e\u4e2d\u7f3a\u4e4f\u957f\u5bf9\u8bdd\u6216\u590d\u6742\u8bed\u5883\u7684\u4f8b\u5b50\uff0c\u6a21\u578b\u53ef\u80fd\u672a\u80fd\u5b66\u5230\u6b63\u786e\u7684\u4fe1\u606f\u4fdd\u6301\u548c\u68c0\u7d22\u65b9\u6cd5\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u504f\u79fb\uff1a<\/strong>\u5728\u957f\u5bf9\u8bdd\u4e2d\uff0c\u6a21\u578b\u53ef\u80fd\u9010\u6e10\u504f\u79bb\u521d\u59cb\u8bdd\u9898\uff0c\u5bfc\u81f4\u9057\u5fd8\u5148\u524d\u63d0\u5230\u7684\u5173\u952e\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p><strong>\u76ee\u524d\u884c\u4e1a\u5185\u4f3c\u4e4e\u5bf9\u4e8e\u5931\u5fc6\u95ee\u9898\uff0c\u5df2\u7ecf\u53ef\u4ee5\u6709\u4e00\u5b9a\u7684\u7f13\u89e3\uff0c\u636e\u4e86\u89e3\uff0c\u76f8\u5e94\u7684\u89e3\u51b3\u65b9\u6cd5\u5305\u62ec\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u589e\u52a0\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4ece\u800c\u63d0\u5347\u8bb0\u5fc6\u5bb9\u91cf\uff1a<\/strong>\u901a\u8fc7\u6301\u7eed\u7684\u63d0\u5347\u5927\u6a21\u578b\u7684\u8bb0\u5fc6\u957f\u5ea6\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u5bf9\u957f\u671f\u4fe1\u606f\u7684\u4fdd\u6301\u548c\u68c0\u7d22\u80fd\u529b\u3002<\/li>\n<li><strong>\u591a\u6837\u6027\u8bad\u7ec3\u6570\u636e\uff1a<\/strong>\u5f15\u5165\u66f4\u591a\u5305\u542b\u957f\u5bf9\u8bdd\u548c\u590d\u6742\u8bed\u5883\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5b66\u5230\u66f4\u597d\u7684\u4fe1\u606f\u7ba1\u7406\u7b56\u7565\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u7ba1\u7406\u6280\u672f\uff1a<\/strong>\u5f15\u5165\u5148\u8fdb\u7684\u5bf9\u8bdd\u7ba1\u7406\u6280\u672f\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u957f\u5bf9\u8bdd\u4e2d\u80fd\u591f\u4fdd\u6301\u4e00\u81f4\u6027\uff0c\u5e76\u6709\u6548\u5730\u5229\u7528\u5148\u524d\u63d0\u5230\u7684\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h3>3. \u201c\u751f\u6210\u4e0d\u5f53\u5185\u5bb9\u201d\u95ee\u9898<\/h3>\n<p>\u751f\u6210\u4e0d\u5f53\u5185\u5bb9\u95ee\u9898\u6307\u7684\u662f\u6a21\u578b\u5728\u751f\u6210\u6587\u672c\u65f6\u53ef\u80fd\u4ea7\u751f\u4e0d\u9002\u5f53\u3001\u6709\u5bb3\u6216\u6b67\u89c6\u6027\u7684\u5185\u5bb9\uff0c\u5f15\u53d1\u9053\u5fb7\u548c\u793e\u4f1a\u8d23\u4efb\u95ee\u9898\u3002\u5bfc\u81f4\u5931\u5fc6\u7684\u4e3b\u8981\u539f\u56e0\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u504f\u89c1\uff1a<\/strong>\u6a21\u578b\u53ef\u80fd\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u5230\u4e86\u4e0d\u9002\u5f53\u7684\u89c2\u70b9\u3001\u504f\u89c1\u6216\u523b\u677f\u5370\u8c61\uff0c\u5bfc\u81f4\u751f\u6210\u4e0d\u5f53\u5185\u5bb9\u3002<\/li>\n<li><strong>\u8fc7\u5ea6\u62df\u5408\u8d1f\u9762\u6837\u672c\uff1a<\/strong>\u5982\u679c\u8bad\u7ec3\u6570\u636e\u4e2d\u5305\u542b\u5927\u91cf\u8d1f\u9762\u6837\u672c\uff0c\u6a21\u578b\u53ef\u80fd\u8fc7\u5ea6\u62df\u5408\u8fd9\u4e9b\u8d1f\u9762\u60c5\u51b5\uff0c\u5bfc\u81f4\u751f\u6210\u8d1f\u9762\u5185\u5bb9\u7684\u53ef\u80fd\u6027\u589e\u52a0\u3002<\/li>\n<li><strong>\u7f3a\u4e4f\u4f26\u7406\u7ea6\u675f\uff1a<\/strong>\u6a21\u578b\u8bad\u7ec3\u65f6\u672a\u8003\u8651\u4f26\u7406\u548c\u793e\u4f1a\u8d23\u4efb\u95ee\u9898\uff0c\u7f3a\u4e4f\u5bf9\u4e0d\u9002\u5f53\u5185\u5bb9\u7684\u6291\u5236\uff1b<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u4ee5\u4e0a\u7684\u5173\u4e8e\u751f\u6210\u5185\u5bb9\u7684\u5b89\u5168\u3001\u4f26\u7406\u3001\u9053\u5fb7\u7b49\u76f8\u5173\u7684\u95ee\u9898\uff0c\u76ee\u524d\u56fd\u5185\u5927\u90e8\u5206\u7684\u5382\u5546\u4f3c\u4e4e\u4e5f\u5f97\u5230\u4e86\u4e00\u5b9a\u7684\u89e3\u51b3\uff0c\u5305\u62ec\u5bf9\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u5185\u5bb9\u7ecf\u8fc7\u5b89\u5168\u5f15\u64ce\u505a\u8fc7\u6ee4\u548c\u5904\u7406\uff0c\u907f\u514d\u4e86\u5bf9\u7528\u6237\u76f4\u63a5\u8f93\u51fa\u4e0d\u6070\u5f53\u7684\u5185\u5bb9\uff1b<\/p>\n<h3>4. \u96be\u4ee5\u89e3\u51b3\u4e13\u4e1a\u95ee\u9898\u548c\u5782\u76f4\u573a\u666f\u95ee\u9898<\/h3>\n<p>\u5c3d\u7ba1\u5927\u6a21\u578b\u5728\u8bb8\u591a\u9886\u57df\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u662f\u4ed6\u66f4\u50cf\u662f\u4e00\u4e2a\u4ec0\u4e48\u90fd\u4f1a\u7684\u901a\u624d\uff0c\u5728\u7279\u5b9a\u9886\u57df\u7684\u8868\u73b0\u53ef\u80fd\u4e0d\u4f73\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u548c\u7ec6\u81f4\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u63d0\u4f9b\u6700\u4f73\u89e3\u51b3\u65b9\u6848\uff1b\u5f53\u7136\u8fd9\u4e2a\u95ee\u9898\uff0c\u5e02\u9762\u4e0a\u5b58\u5728\u8f83\u591a\u89e3\u51b3\u65b9\u6848\u53ef\u4ee5\u89e3\u51b3\u8be5\u95ee\u9898\uff0c\u5305\u62ec\u8bad\u7ec3\u548c\u5fae\u8c03\u884c\u4e1a\u5927\u6a21\u578b\u3001\u5305\u62ec\u7ed3\u5408\u5de5\u4f5c\u6d41\u548c\u601d\u7ef4\u94fe\u7684Agent\u8bbe\u8ba1\u3001\u6291\u6216\u662f\u6700\u7b80\u5355\u7684\u901a\u8fc7\u63d0\u793a\u8bcd\u5de5\u7a0b\u89e3\u51b3\uff1b<\/p>\n<p>\u81f3\u6b64\uff0c\u5bf9\u4e8e\u5165\u95e8\u9636\u6bb5\u5bf9\u5927\u6a21\u578b\u7684\u8ba4\u77e5\u548c\u7406\u89e3\uff0c\u6211\u5148\u5206\u4eab\u5230\u8fd9\u91cc\uff0c\u540e\u7eed\u6211\u5c06\u5355\u72ec\u8f93\u51fa\u4e00\u7bc7\u201c\u5927\u6a21\u578b20\u8bb2\uff0c\u4ece\u4ea7\u54c1\u7ecf\u7406\u7684\u89d2\u5ea6\u770b\u5927\u6a21\u578b\u201d\uff0c\u4ece\u6211\u81ea\u5df1\u7684\u89d2\u5ea6\u6df1\u5ea6\u7406\u89e3\u5927\u6a21\u578b<\/p>\n<h3>5. \u201c\u590d\u8bfb\u673a\u201d\u95ee\u9898<\/h3>\n<p>\u590d\u8bfb\u673a\u95ee\u9898\u662f\u6307\u5728\u5927\u8bed\u8a00\u6a21\u578b\u5728\u9762\u5bf9\u76f8\u540c\u6216\u76f8\u4f3c\u7684\u95ee\u9898\u65f6\uff0c<strong>\u4ea7\u751f\u4e0e\u5148\u524d\u770b\u5230\u7684\u7b54\u6848\u76f8\u4f3c\u6216\u91cd\u590d\u7684\u8f93\u51fa<\/strong>\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u4f3c\u4e4e\u9677\u5165\u4e86\u4e00\u79cd\u201c\u590d\u8bfb\u673a\u201d\u5f0f\u7684\u884c\u4e3a\uff1b\u5bfc\u81f4\u6a21\u578b\u590d\u8bfb\u673a\u95ee\u9898\u7684\u539f\u56e0\u4e3b\u8981\u5305\u62ec\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u8bad\u7ec3\u548c\u5fae\u8c03\u7684\u6570\u636e\u592a\u5c11\uff0c\u5bfc\u81f4\u751f\u6210\u7ed3\u679c\u7684\u591a\u6837\u6027\u7f3a\u4e4f\uff0c\u5bfc\u81f4\u9ad8\u9891\u751f\u6210\u91cd\u590d\u5185\u5bb9\uff0c\u8fd9\u4e2a\u95ee\u9898\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\u662f\u8bad\u7ec3\u6570\u636e\u7684\u504f\u89c1\u548c\u91cd\u590d\u6027\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u662f\u5728\u4e92\u8054\u7f51\u4e0a\u5927\u89c4\u6a21\u722c\u53d6\u7684\u6587\u672c\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u800c\u8fd9\u4e9b\u6570\u636e\u4e2d\u5b58\u5728\u5927\u91cf\u7684\u91cd\u590d\u548c\u504f\u89c1\u3002\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u8fd9\u4e9b\u6570\u636e\u7684\u7edf\u8ba1\u89c4\u5f8b\uff0c\u5f80\u5f80\u4f1a\u503e\u5411\u4e8e\u751f\u6210\u9891\u7e41\u51fa\u73b0\u7684\u6a21\u5f0f\u548c\u7b54\u6848\u3002<\/li>\n<li>\u8bb0\u5fc6\u957f\u5ea6\u9650\u5236\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\uff0c\u5bfc\u81f4\u6a21\u578b\u51fa\u73b0\u9057\u5fd8\uff0c\u4ece\u800c\u51fa\u73b0\u91cd\u590d\uff1b<\/li>\n<li>\u8bad\u7ec3\u548c\u5fae\u8c03\u9636\u6bb5\u5bfc\u81f4\u8fc7\u5ea6\u62df\u5408\uff0c\u5bfc\u81f4\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7f3a\u5931\uff1b<\/li>\n<li>\u6e29\u5ea6\u53c2\u6570\u8fc7\u4f4e\uff0c\u5bfc\u81f4\u6a21\u578b\u503e\u5411\u9009\u62e9\u751f\u6210\u6982\u7387\u8f83\u9ad8\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u5bfc\u81f4\u91cd\u590d\uff1b<\/li>\n<\/ul>\n<p>\u89e3\u51b3\u590d\u8bfb\u673a\u95ee\u9898\u7684\u4e3b\u8981\u5305\u62ec\u5f15\u5165\u66f4\u591a\u591a\u6837\u5316\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u589e\u52a0\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u8bb0\u5fc6\u957f\u5ea6\uff0c\u4ee5\u53ca\u901a\u8fc7\u8c03\u6574\u6e29\u5ea6\u53c2\u6570\u7b49\u63d0\u9ad8\u521b\u9020\u6027\uff1b<\/p>\n<h2  id=\"toc-12\" class=\"jltoc--item\">\u7b2c12\u8bb2\uff1a\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u9700\u8981\u7684\u8bad\u7ec3\u6570\u636e?<\/h2>\n<h3>1. \u8bad\u7ec3\u6570\u636e\u5bf9\u5927\u6a21\u578b\u53d1\u5c55\u7684\u91cd\u8981\u6027<\/h3>\n<p>\u524d\u9762\u63d0\u5230\u8fc7\uff0c\u7b97\u6cd5\u3001\u7b97\u529b\u3001\u6570\u636e\u662f\u5927\u6a21\u578b\u53d1\u5c55\u7684\u4e09\u5927\u57fa\u77f3\uff0c\u9ad8\u8d28\u91cf\u3001\u66f4\u4e30\u5bcc\u7684\u6570\u636e\u662f\u5927\u6a21\u578b\u7684\u5173\u952e\u9a71\u52a8\u529b\uff0c\u4ee5GPT\u4e3a\u4f8b\uff0cGPT1\u5230GPT4\u7684\u6a21\u578b\u67b6\u6784\u4e0a\u5176\u5b9e\u57fa\u672c\u76f8\u4f3c\uff0c\u4f46\u662f\u8bad\u7ec3\u6570\u636e\u7684\u60c5\u51b5\u5374\u5927\u6709\u4e0d\u540c\uff0c\u5e26\u6765\u660e\u663e\u4e0d\u540c\u7684\u6a21\u578b\u80fd\u529b\uff1a<\/p>\n<ul>\n<li>GPT1 \u7528\u7684\u662f4.8G\u6ca1\u6709\u8fc7\u6ee4\u7684\u539f\u59cb\u6570\u636e\uff1b<\/li>\n<li>GPT2 \u7528\u7684\u662f\u4eba\u5de5\u8fc7\u6ee4\u8fc7\u768440G\u8bad\u7ec3\u6570\u636e\uff1b<\/li>\n<li>GPT3 \u7528\u7684\u662f\u4ece45T\u539f\u59cb\u6570\u636e\u4e2d\u8fc7\u6ee4\u51fa\u6765\u7684570G\u8bad\u7ec3\u6570\u636e\uff1b<\/li>\n<li>GPT4 \u5728GPT3\u7684\u6280\u672f\u4e0a\u8bf8\u5982\u4e86\u66f4\u591a\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u6807\u6ce8\u6570\u636e\uff1b<\/li>\n<\/ul>\n<h3>2. \u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u8981\u6c42<\/h3>\n<p><strong>1\uff09\u4e0d\u540c\u9636\u6bb5\u9700\u8981\u7684\u6570\u636e\u8981\u6c42\u4e0d\u540c<\/strong><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u6240\u9700\u8981\u7684\u6570\u636e\u5185\u5bb9\u4e0e\u8d28\u91cf\u5c06\u6839\u636e\u8bad\u7ec3\u7684\u9636\u6bb5\u6709\u6240\u4e0d\u540c\uff0c\u5305\u62ec\u9884\u8bad\u7ec3\uff08Pre-training\uff09\u3001\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3001\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u4e09\u4e2a\u9636\u6bb5\uff0c\u4e09\u4e2a\u9636\u6bb5\u5206\u522b\u9700\u8981\u7684\u8bed\u6599\u7279\u5f81\u53ef\u4ee5\u6982\u62ec\u4e3a<strong>\u201c\u5e7f\u201d\u3001\u201c\u9f50\u201d\u548c\u201c\u4e13\u201d\u3002<\/strong><\/p>\n<p><strong>2\uff09\u8bad\u7ec3\u591a\u6a21\u6001\u6a21\u578b\u7684\u6570\u636e<\/strong><\/p>\n<p>\u591a\u6a21\u6001\u6a21\u578b\u5219\u6a21\u62df\u4eba\u7c7b\u5927\u8111\u5904\u7406\u4fe1\u606f\u7684\u65b9\u5f0f\uff0c\u628a\u5404\u79cd\u611f\u77e5\u6a21\u6001\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u66f4\u5168\u9762\u3001\u7efc\u5408\u7684\u65b9\u5f0f\u7406\u89e3\u548c\u751f\u6210\u4fe1\u606f\uff0c\u5176\u5728\u8bad\u7ec3\u9636\u6bb5\u66f4\u591a\u5730\u9700\u8981<strong>\u5927\u91cf\u56fe\u50cf-\u6587\u672c\u5bf9\u3001\u89c6\u9891-\u6587\u672c\u5bf9\u7b49\u6709\u6807\u6ce8\u6570\u636e\u96c6\u3002<\/strong><\/p>\n<p><strong>3\uff09\u8bad\u7ec3\u6570\u636e\u7684\u6765\u6e90<\/strong><\/p>\n<p><strong>\u57fa\u4e8e\u5f00\u6e90\u6570\u636e\u96c6\uff1a<\/strong>\u5f00\u6e90\u6570\u636e\u96c6\u662f\u5176\u4e2d\u4e00\u4e2a\u65b9\u6848\uff0c\u4f46\u662f\u76ee\u524d\u7684\u5f00\u6e90\u6570\u636e\u96c6\u4e2d\uff0c\u4e2d\u6587\u6570\u636e\u7684\u89c4\u6a21\u6bd4\u8f83\u5c11\uff0c\u5e76\u4e14\u5f00\u6e90\u6570\u636e\u96c6\u4e5f\u9700\u8981\u7ecf\u8fc7\u8fc7\u6ee4\u5904\u7406\u624d\u80fd\u771f\u6b63\u4f7f\u7528\uff1b<\/p>\n<p><strong>\u5408\u6210\u6570\u636e\uff1a<\/strong>\u6839\u636e\u662f\u5426\u57fa\u4e8e\u5b9e\u9645\u6570\u636e\u96c6\u751f\u6210\uff0c\u5408\u6210\u6570\u636e\u751f\u6210\u65b9\u6cd5\u4e3b\u8981\u5206\u4e3a\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u96c6\u6784\u5efa\uff0c\u548c\u901a\u8fc7\u4f7f\u7528\u73b0\u6709\u6a21\u578b\u6216\u8005\u4eba\u7c7b\u4e13\u4e1a\u80cc\u666f\u77e5\u8bc6\u6765\u521b\u5efa\u7b49\u4e24\u7c7b\uff1b<\/p>\n<p><strong>4\uff09\u4e2d\u7f8e\u8bad\u7ec3\u6570\u636e\u7684\u73b0\u72b6\u5dee\u5f02<\/strong><\/p>\n<p><strong>\u7f8e\u56fd\u7684\u73b0\u72b6\uff1a<\/strong><\/p>\n<p>\u7f8e\u56fd\u5728\u83b7\u53d6\u5927\u6a21\u578b\u6570\u636e\u65b9\u9762\u7684\u73b0\u72b6\u4f53\u73b0\u4e86\u653f\u5e9c\u4e0e\u793e\u4f1a\u529b\u91cf\u7684\u7d27\u5bc6\u5408\u4f5c\u3002\u7f8e\u56fd\u8054\u90a6\u653f\u5e9c\u53d1\u6325\u4e86AI\u8bad\u7ec3\u6570\u636e\u201c\u6c47\u805a\u878d\u5408\u201d\u7684\u89d2\u8272\uff0c\u800c\u7f8e\u56fd\u793e\u4f1a\u529b\u91cf\u5219\u6574\u5408\u4e86\u653f\u5e9c\u6570\u636e\u4e0e\u7f51\u7edc\u516c\u5f00\u6570\u636e\uff0c\u5e76\u5f62\u6210\u9ad8\u8d28\u91cf\u8bad\u7ec3\u8bed\u6599\u3002<\/p>\n<p><strong>\u4e2d\u56fd\u7684\u73b0\u72b6\uff1a<\/strong><\/p>\n<p>\u76ee\u524d\u56fd\u5185\u7684\u6570\u636e\u53d1\u5c55\u60c5\u51b5\u76f8\u6bd4\u7f8e\u56fd\u8fd8\u6709\u4e00\u4e9b\u5dee\u8ddd\uff0c\u4e00\u65b9\u9762\u6211\u56fd\u5c1a\u672a\u5f62\u6210\u5bf9\u5927\u6a21\u578b\u63d0\u4f9b\u6709\u6548\u4f9b\u7ed9\u7684\u6570\u636e\u8d44\u6e90\u751f\u6001\uff1b\u5176\u6b21\u6211\u56fd\u7684\u516c\u5171\u6570\u636e\u8986\u76d6\u8303\u56f4\u6bd4\u7f8e\u56fd\u66f4\u5e7f\uff0c\u4f46\u5728\u5f00\u653e\u5171\u4eab\u548c\u5f00\u53d1\u5229\u7528\u7a0b\u5ea6\u4e0a\u4ecd\u6709\u4e0d\u8db3\uff1b\u518d\u8005\uff0c\u6211\u56fd\u7684\u6570\u636e\u8d44\u6e90\u4e3b\u8981\u901a\u8fc7\u7ed3\u5408\u6d77\u5916\u4f18\u8d28\u5f00\u6e90\u6570\u636e\u96c6\u7ffb\u8bd1\u4e3a\u4e2d\u6587\u8bed\u6599\uff0c\u4ea7\u51fa\u8bad\u7ec3\u6570\u636e\u96c6\uff1b<\/p>\n<h2  id=\"toc-13\" class=\"jltoc--item\">\u7b2c13\u8bb2\uff1a\u5927\u6a21\u578b\u5e94\u7528\u7684\u4e09\u79cd\u65b9\u5f0f\uff1a\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001RAG\u3001\u5fae\u8c03<\/h2>\n<h3>1. \u5982\u4f55\u7406\u89e3\u8fd9\u4e09\u79cd\u65b9\u5f0f\u7684\u533a\u522b\uff1f<\/h3>\n<p>\u5bf9\u4e8e\u5c06\u5927\u6a21\u578b\u5e94\u7528\u4e8e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u7684\u65f6\u5019\uff0c\u4e3a\u4e86\u8ba9\u5927\u6a21\u578b\u80fd\u66f4\u597d\u7684\u89e3\u51b3\u4f60\u7684\u5e94\u7528\u95ee\u9898\uff0c\u9664\u4e86\u8bad\u7ec3\u4e00\u4e2a\u5355\u72ec\u7684\u5927\u6a21\u578b\uff0c\u76ee\u524d\u53ef\u4ee5\u652f\u63013\u79cd\u6210\u672c\u76f8\u5bf9\u66f4\u4f4e\u7684\u65b9\u5f0f\uff1a<\/p>\n<ol>\n<li><strong>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/strong><\/li>\n<li><strong>RAG\u589e\u5f3a\u68c0\u7d22\u751f\u6210<\/strong><\/li>\n<li><strong>\u5fae\u8c03<\/strong><\/li>\n<\/ol>\n<p>\u600e\u4e48\u7406\u89e3\u8fd9\u4e09\u79cd\u65b9\u5f0f\uff0c\u5177\u4f53\u5f62\u8c61\u7684\u4f8b\u5b50\uff0c\u6a21\u578b\u6709\u7684\u65f6\u5019\u56de\u7b54\u8d28\u91cf\u4e00\u822c\u53ef\u80fd\u4f1a\u5b58\u5728\u5982\u4e0b\u51e0\u4e2a\u539f\u56e0\uff1a<\/p>\n<ul>\n<li>\u7528\u6237\u6ca1\u6709\u628a\u95ee\u9898\u95ee\u6e05\u695a\uff0c\u6a21\u578b\u81ea\u7136\u65e0\u6cd5\u5f88\u597d\u7684\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\uff1b<\/li>\n<li>\u6a21\u578b\u5177\u5907\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\u80fd\u529b\uff0c\u4f46\u662f\u7f3a\u4e4f\u8be5\u9886\u57df\u7684\u76f8\u5173\u4fe1\u606f\u7684\u77e5\u8bc6\uff0c\u7ed9\u76f8\u5173\u7684\u4fe1\u606f\u548c\u77e5\u8bc6\uff0c\u5c31\u53ef\u4ee5\u5f88\u597d\u7684\u89e3\u7b54\u95ee\u9898\uff1b<\/li>\n<li>\u6a21\u578b\u4e0d\u5177\u5907\u89e3\u51b3\u8be5\u95ee\u9898\u7684\u6280\u80fd\uff0c\u9700\u8981\u63a5\u53d7\u4e00\u4e9b\u6280\u80fd\u57f9\u8bad\uff0c\u63d0\u5347\u81ea\u5df1\u7684\u6280\u80fd\uff1b<\/li>\n<\/ul>\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b\u5c31\u76f8\u5f53\u4e8e\u89e3\u51b3\u7b2c\u4e00\u4e2a\u95ee\u9898\uff0c\u8ba9\u7528\u6237\u7684\u95ee\u9898\u95ee\u7684\u66f4\u6e05\u695a\uff1bRAG\u5219\u662f\u901a\u8fc7\u68c0\u7d22\u8f93\u5165\u4e00\u4e9b\u4e13\u4e1a\u7684\u77e5\u8bc6\u548c\u4fe1\u606f\uff0c\u5e2e\u52a9\u6a21\u578b\u89e3\u51b3\u95ee\u9898\uff1b\u5fae\u8c03\u5219\u76f8\u5f53\u4e8e\u63d0\u5347\u6a21\u578b\u81ea\u8eab\u7684\u80fd\u529b\uff0c\u8ba9\u6a21\u578b\u901a\u8fc7\u4e00\u4e9b\u6280\u80fd\u57f9\u8bad\u5177\u4f53\u89e3\u51b3\u8be5\u4e13\u4e1a\u95ee\u9898\u7684\u80fd\u529b\uff1b<\/p>\n<h3>2. \u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u65b9\u5f0f\uff1f<\/h3>\n<p>\u90a3\u4e48\u8fd9\u4e09\u79cd\u65b9\u5f0f\uff0c\u5230\u5e95\u9009\u62e9\u4ec0\u4e48\u65b9\u5f0f\u6bd4\u8f83\u5408\u9002\uff0c\u8fd9\u4e2a\u4e3b\u8981\u8981\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u60c5\u51b5\uff1a<\/p>\n<p>\u7b2c\u4e00\uff0c\u4e2a\u4eba\u89c9\u5f97\u5982\u679c\u80fd\u901a\u8fc7\u63d0\u793a\u8bcd\u89e3\u51b3\u7684\uff0c\u80af\u5b9a\u7b2c\u4e00\u4f18\u5148\u7ea7\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u65b9\u5f0f\u89e3\u51b3<\/p>\n<p>\u8fd9\u4e2a\u662f\u5b9e\u73b0\u6210\u672c\u6700\u4f4e\u7684\u65b9\u5f0f\uff0c\u5e76\u4e14\u6709\u7684\u65f6\u5019\uff0c\u53ea\u662f\u63d0\u793a\u8bcd\u7684\u4f18\u5316\uff0c\u4fbf\u80fd\u5e26\u6765\u5f88\u597d\u7684\u6548\u679c\u6539\u5584\uff0c\u5176\u4f18\u5316\u6548\u679c\u751a\u81f3\u7531\u4e8e\u5fae\u8c03\u548cRAG\uff1b\u4f46\u662f\u63d0\u793a\u8bcd\u5b58\u5728\u7684\u5c40\u9650\u5728\u4e8e\u4e00\u65e6\u63d0\u793a\u8bcd\u592a\u957f\uff0c\u8d85\u8fc7\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7684\u65f6\u5019\uff0c\u6a21\u578b\u4f1a\u51fa\u73b0\u6df7\u4e71\u7684\u60c5\u51b5\uff0c\u6216\u8005\u4e0d\u7406\u89e3\u63d0\u793a\u8bcd\u5185\u5bb9\u7684\u95ee\u9898\uff0c\u4f1a\u5f71\u54cd\u6548\u679c\uff1b<\/p>\n<p>\u81f3\u4e8eRAG\u548c\u5fae\u8c03\uff0c\u5230\u5e95\u7528\u4ec0\u4e48\u65b9\u5f0f\uff0c\u53ef\u4ee5\u57fa\u4e8e\u5982\u4e0b\u51e0\u4e2a\u8003\u91cf\u56e0\u7d20\u5177\u4f53\u8bc4\u4f30\uff1a<\/p>\n<ol>\n<li><strong>\u4ece\u6570\u636e\u5b9e\u65f6\u6027\u7684\u89d2\u5ea6<\/strong>\uff1a\u5982\u679c\u9700\u8981\u4f7f\u7528\u6bd4\u8f83\u591a\u5b9e\u65f6\u6027\u7684\u6570\u636e\uff0c\u6700\u597d\u7684\u65b9\u5f0f\u662f\u4f7f\u7528RAG\uff0c\u5fae\u8c03\u8981\u6c42\u5728\u6a21\u578b\u51c6\u5907\u9636\u6bb5\u63d0\u524d\u63d0\u4f9b\u6570\u636e\uff0c\u5728\u65f6\u6548\u6027\u65b9\u9762\u80af\u5b9a\u662f\u65e0\u6cd5\u4fdd\u969c\u7684\uff0c\u800cRAG\u53ef\u4ee5\u63d0\u4f9b\u6bd4\u8f83\u5b9e\u65f6\u7684\u6570\u636e\uff1b<\/li>\n<li><strong>\u4ece\u6210\u672c\u7684\u89d2\u5ea6<\/strong>\uff1aRAG\u7684\u5b9e\u73b0\u6210\u672c\u662f\u76f8\u5bf9\u66f4\u4f4e\u7684\uff0c\u5fae\u8c03\u7684\u6210\u672c\u66f4\u9ad8\uff1b<\/li>\n<li><strong>\u4ece\u53ef\u89e3\u91ca\u6027\u7684\u89d2\u5ea6\uff1a<\/strong>RAG\u7684\u53ef\u89e3\u91ca\u6027\u66f4\u9ad8\uff0c\u53ef\u4ee5\u8ffd\u6eaf\u5230\u53c2\u8003\u4f9d\u636e\u548c\u6765\u6e90\uff0c\u5fae\u8c03\u662f\u4e00\u4e2a\u9ed1\u76d2\uff0c\u5145\u6ee1\u4e86\u4e0d\u53ef\u89e3\u91ca\u6027\uff1b<\/li>\n<li><strong>\u4ece\u5e7b\u89c9\u4f18\u5316\u6548\u679c\u7684\u89d2\u5ea6<\/strong>\uff1aRAG\u548c\u5fae\u8c03\u5bf9\u4e8e\u7f13\u89e3\u5e7b\u89c9\u6548\u679c\u65b9\u9762\u90fd\u662f\u6709\u5e2e\u52a9\u7684\uff0c\u4f46\u662fRAG\u5728\u5e94\u5bf9\u5e7b\u89c9\u65b9\u9762\u662f\u66f4\u597d\u7684\uff0c\u5fae\u8c03\u7684\u6548\u679c\u4f1a\u76f8\u5bf9\u5dee\u4e00\u4e9b\uff1b<\/li>\n<li><strong>\u4ece\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\u7684\u89d2\u5ea6\uff1a<\/strong>\u5982\u679c\u4f60\u60f3\u5c3d\u53ef\u80fd\u7684\u4fdd\u8bc1\u6a21\u578b\u89e3\u51b3\u901a\u7528\u95ee\u9898\u7684\u80fd\u529b\uff0c\u91c7\u7528RAG\u7684\u65b9\u5f0f\u4e5f\u66f4\u597d\uff0c\u56e0\u4e3a\u5fae\u8c03\u4f1a\u5bfc\u81f4\u6a21\u578b\u7684\u80fd\u529b\u53d7\u9650\uff0c\u53ef\u80fd\u5728\u89e3\u51b3\u4e00\u4e9b\u4e13\u4e1a\u95ee\u9898\u4e0a\u7684\u80fd\u529b\u63d0\u5347\u4e86\uff0c\u4f46\u662f\u4f1a\u635f\u4f24\u6a21\u578b\u89e3\u51b3\u901a\u7528\u95ee\u9898\u7684\u80fd\u529b\uff0c\u6240\u4ee5\u5982\u679c\u60f3\u8981\u4f18\u5148\u4fdd\u8bc1\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\uff0cRAG\u7684\u65b9\u5f0f\u66f4\u5408\u9002\uff1b<\/li>\n<li><strong>\u4ece\u6a21\u578b\u80fd\u529b\u5b9a\u5236\u5316\u7684\u89d2\u5ea6<\/strong>\uff1a\u60f3\u8981\u8ba9\u6a21\u578b\u5177\u5907\u67d0\u4e00\u9879\u7279\u5b9a\u7684\u80fd\u529b\uff0c\u6bd4\u5982\u8868\u8fbe\u7684\u98ce\u683c\u7b49\uff0c\u8fd9\u4e2a\u9700\u8981\u901a\u8fc7\u5fae\u8c03\u7684\u65b9\u5f0f\u5b9e\u73b0\uff1b<\/li>\n<li><strong>\u4ece\u5ef6\u8fdf\u7684\u8981\u6c42\u7684\u89d2\u5ea6<\/strong>\uff1a\u82e5\u5bf9\u4e8e\u5e94\u7528\u76f8\u5e94\u7684\u4f4e\u5ef6\u8fdf\u8981\u6c42\u6bd4\u8f83\u9ad8\uff0c\u4f7f\u7528\u5fae\u8c03\u7684\u65b9\u5f0f\u662f\u6bd4\u8f83\u5408\u9002\u7684\uff0cRAG\u7684\u65b9\u5f0f\u56e0\u4e3a\u6d89\u53ca\u68c0\u7d22\u548c\u5185\u5bb9\u5904\u7406\u7b49\u6d41\u7a0b\uff0c\u5fc5\u7136\u4f1a\u5bfc\u81f4\u6574\u4e2a\u5904\u7406\u7684\u94fe\u8def\u6bd4\u8f83\u957f\uff0c\u6240\u4ee5\u5728\u5b9e\u65f6\u6027\u548c\u5ef6\u8fdf\u65b9\u9762\uff0c\u662f\u6bd4\u8f83\u6709\u635f\u7684\uff1b<\/li>\n<\/ol>\n<h2  id=\"toc-14\" class=\"jltoc--item\">\u7b2c14\u8bb2\uff1a\u4ec0\u4e48\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1f<\/h2>\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b\u662fAI\u4ea7\u54c1\u7ecf\u7406\u7684\u5fc5\u5907\u6280\u80fd\uff0c\u719f\u7ec3\u7684\u638c\u63e1\u63d0\u793a\u8bcd\u5de5\u7a0b\u53ef\u4ee5\u8ba9\u4f60\u5728\u4f18\u5316\u81ea\u5df1\u7684AI\u4ea7\u54c1\u7684\u65f6\u5019\u83b7\u5f97\u66f4\u597d\u7684\u8f93\u51fa\uff1b\u6b64\u5916\uff0c\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u672a\u6765\u7684AI\u4ea7\u54c1\u5728\u9762\u5411\u666e\u901a\u7528\u6237\u7aef\u7684\u65f6\u5019\uff0c\u4e00\u5b9a\u662f\u5f31\u5316\u63d0\u793a\u8bcd\u7684\u8bbe\u8ba1\u8981\u6c42\u7684\uff0c\u7528\u6237\u53ea\u9700\u8981\u4e00\u53e5\u7b80\u5355\u7684\u9700\u6c42\uff0c\u5c31\u53ef\u4ee5\u83b7\u5f97\u81ea\u5df1\u60f3\u8981\u7684\u6548\u679c\uff0c\u4f46\u662f\u5176\u80cc\u540e\u7684\u8f93\u51fa\u903b\u8f91\u7684\u8bbe\u8ba1\u662f\u9700\u8981AI\u4ea7\u54c1\u7ecf\u7406\u6765\u8bbe\u8ba1\u7684\uff0c\u800c\u8fd9\u4e00\u4e2a\u80cc\u540e\u7684\u5b9e\u73b0\u65b9\u5f0f\uff0c\u5176\u5b9e\u6982\u62ec\u8d77\u6765\u5c31\u662f\u201c\u63d0\u793a\u8bcd+\u7814\u53d1\u5de5\u7a0b\u201d\uff0c\u6240\u4ee5\u90e8\u5206\u6211\u4eec\u4ece\u6982\u5ff5\u5230\u5b9e\u64cd\u6df1\u5ea6\u4e86\u89e3\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1b<\/p>\n<h3>1. \u4ec0\u4e48\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1f<\/h3>\n<p>\u524d\u9762\u6211\u4eec\u5df2\u7ecf\u5927\u6982\u4ecb\u7ecd\u4e86\u63d0\u793a\u8bcd\u5de5\u7a0b\u662f\u4ec0\u4e48\uff0c\u7b80\u5355\u4e00\u70b9\u8bb2\uff0c\u5c31\u662f\u901a\u8fc7\u66f4\u597d\u7684\u8bbe\u8ba1\u63d0\u793a\u8bcd\uff0c\u8ba9\u6a21\u578b\u83b7\u5f97\u66f4\u597d\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u56e0\u6b64\u6211\u4eec\u628a\u5229\u7528\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\u7b56\u7565\u4f18\u5316\u5927\u6a21\u578b\u6027\u80fd\u4ece\u800c\u83b7\u5f97\u66f4\u597d\u7684\u751f\u6210\u7ed3\u679c\u7684\u5de5\u7a0b\u6210\u4e3a\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1b<\/p>\n<h3>2. \u63d0\u793a\u8bcd\u5de5\u7a0b\u5bf9\u4e8eAI\u4ea7\u54c1\u7ecf\u7406\u4e3a\u4ec0\u4e48\u975e\u5e38\u91cd\u8981\uff1f<\/h3>\n<p><strong>\u63d0\u793a\u8bcd\u5de5\u7a0b\u662fAI\u4ea7\u54c1\u7ecf\u7406\u7684\u5165\u95e8\u5fc5\u4fee\u8bfe<\/strong>\u5f88\u591a\u4eba\u53ef\u80fd\u4f1a\u89c9\u5f97\uff0c\u8981\u8ba9AI\u751f\u6210\u597d\u7684\u7ed3\u679c\uff0c\u53ef\u80fd\u9700\u8981\u7ed9\u6a21\u578b\u6295\u5582\u66f4\u591a\u7684\u6570\u636e\uff0c\u6216\u8005\u8bad\u7ec3\u5fae\u8c03\u4e00\u4e2a\u4e13\u95e8\u89e3\u51b3\u8be5\u95ee\u9898\u7684\u6a21\u578b\u51fa\u6765\uff0c<strong>\u4f46\u662f\u5b9e\u9645\u4e0a\u76ee\u524d\u901a\u8fc7\u6709\u6548\u7684\u4f18\u5316\u4e00\u4e0b\u63d0\u793a\u8bcd\uff0c\u5c31\u53ef\u4ee5\u83b7\u5f97\u539f\u6765\u9700\u8981\u5fae\u8c03\u624d\u80fd\u505a\u5230\u7684\u6548\u679c\uff0c\u56e0\u6b64\u63d0\u793a\u8bcd\u7684\u4f18\u5316\u662f\u4e00\u79cd\u66f4\u4f4e\u6210\u672c\u7684\u65b9\u5f0f<\/strong>\uff0c\u6240\u4ee5\u5bf9\u4e8e\u672a\u6765\u7684AI\u4ea7\u54c1\u5e94\u7528\u7684\u843d\u5730\u5b9e\u73b0\uff0c\u9996\u5148\u5e94\u8be5\u5148\u901a\u8fc7\u63d0\u793a\u8bcd\u8bbe\u8ba1\u6765\u5b9e\u73b0\uff0c\u7136\u540e\u518d\u8003\u8651\u901a\u8fc7\u7814\u53d1\u5de5\u7a0b\u5f25\u8865\u63d0\u793a\u8bcd\u505a\u4e0d\u5230\u7684\u4e8b\u60c5\uff1b<\/p>\n<p><strong>\u4ea7\u54c1\u7ecf\u7406\u672a\u6765\u7684\u5de5\u4f5c\u662f\u5c01\u88c5\u5de5\u7a0b\uff0c\u8ba9\u7528\u6237\u76f4\u63a5\u83b7\u5f97\u7ed3\u679c<\/strong>\u77ed\u671f\u800c\u8a00\uff0c\u5927\u6a21\u578b\u5bf9\u4e8e\u63d0\u793a\u8bcd\u7684\u4f9d\u8d56\u7a0b\u5ea6\u8fd8\u662f\u6bd4\u8f83\u9ad8\uff0c\u4f46\u662f\u6211\u4eec\u4e0d\u80fd\u6307\u671b\u6240\u6709\u7684\u7528\u6237\u90fd\u61c2\u5f97\u8bbe\u8ba1\u63d0\u793a\u8bcd\uff0c\u4ea7\u54c1\u7ecf\u7406\u7684\u5de5\u4f5c\uff0c\u662f\u7406\u89e3\u7528\u6237\u7684\u9700\u6c42\u4e4b\u540e\uff0c\u5c01\u88c5\u9690\u85cf\u80cc\u540e\u7684\u5b9e\u73b0\u5de5\u7a0b\uff0c\u8ba9\u7528\u6237\u76f4\u63a5\u83b7\u5f97\u7ed3\u679c\uff0c\u800c\u5c01\u88c5\u5de5\u7a0b\u7684\u5176\u4e2d\u4e00\u90e8\u5206\u5c31\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u7136\u540e\u624d\u662f\u4f20\u7edf\u7684\u4ea7\u54c1\u7814\u53d1\u5de5\u7a0b\uff1b<\/p>\n<p>\u672a\u6765\u7684\u4ea7\u54c1\u7ecf\u7406\u662f\u5148\u5411\u6a21\u578b\u63d0\u9700\u6c42\uff0c\u518d\u5411\u7814\u53d1\u63d0\u9700\u6c42\u6211\u4eec\u90fd\u77e5\u9053\uff0c\u4ea7\u54c1\u7ecf\u7406\u7684\u672c\u8d28\u5de5\u4f5c\uff0c\u662f\u53d1\u73b0\u9700\u6c42\uff0c\u7136\u540e\u8bbe\u8ba1\u89e3\u51b3\u9700\u6c42\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u548c\u4f20\u7edf\u7684\u4e92\u8054\u7f51\u7684\u4ea7\u54c1\u7ecf\u7406\u7684\u5de5\u4f5c\u7a0d\u5fae\u4e0d\u540c\u7684\u662f\uff0c<strong>\u4ee5\u524d\u4ea7\u54c1\u7ecf\u7406\u662f\u5411\u7814\u53d1\u63d0\u9700\u6c42\uff0c\u8ba9\u7814\u53d1\u5b9e\u73b0\uff0c\u800c\u672a\u6765\u4ea7\u54c1\u7ecf\u7406\u7684\u5de5\u4f5c\uff0c\u662f\u9996\u5148\u5148\u5411\u6a21\u578b\u63d0\u9700\u6c42\u83b7\u5f97\u89e3\u51b3\u65b9\u6848\uff0c\u7136\u540e\u518d\u5411\u7814\u53d1\u63d0\u9700\u6c42\uff1b<\/strong><\/p>\n<h3>3. \u63d0\u793a\u8bcd\u5de5\u7a0b\u53ef\u4ee5\/\u4e0d\u53ef\u4ee5\u89e3\u51b3\u54ea\u4e9b\u95ee\u9898\uff1f<\/h3>\n<p>\u6982\u62ec\u8d77\u6765\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u80fd\u591f\u505a\u7684\u4e8b\u60c5\uff0c\u5c31\u662f\u901a\u8fc7\u63d0\u793a\u8bcd\u8bbe\u8ba1\uff0c\u8bf1\u5bfc\u6a21\u578b\u8f93\u51fa\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u6240\u4ee5\u662f\u5145\u5206\u7684\u8c03\u7528\u6a21\u578b\u81ea\u8eab\u7684\u80fd\u529b\uff1b\u4f46\u662f\u63d0\u793a\u8bcd\u65e0\u6cd5\u89e3\u51b3\u5927\u6a21\u578b\u672c\u8eab\u7684\u5c40\u9650\u6027\u95ee\u9898\uff0c\u5305\u62ec\u6a21\u578b\u65e0\u6cd5\u8054\u7f51\u68c0\u7d22\u3001\u5b58\u5728\u5e7b\u89c9\u548c\u5931\u5fc6\u7b49\u95ee\u9898\uff1b\u540c\u65f6\uff0c\u63d0\u793a\u8bcd\u4e5f\u53d7\u9650\u4e8e\u6a21\u578b\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u95ee\u9898\uff0c\u9762\u5bf9\u4e00\u4e9b\u8f93\u5165\u8f83\u957f\u7684\u573a\u666f\uff0c\u63d0\u793a\u8bcd\u4f1a\u5931\u6548\uff0c\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5176\u4ed6\u7684\u65b9\u5f0f\u89e3\u51b3\uff0c\u5305\u62ec\u63d0\u793a\u8bcd\u7684\u5206\u62c6\u7b49\uff1b<\/p>\n<h3>4. \u5982\u4f55\u66f4\u597d\u7684\u8bbe\u8ba1\u63d0\u793a\u8bcd\uff1f<\/h3>\n<p><strong>1\uff09\u63d0\u793a\u8bcd\u7684\u7ec4\u6210\u90e8\u5206<\/strong><\/p>\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587\uff08Context\uff09<\/strong>\uff1a\u63d0\u4f9b\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u4efb\u52a1\u7684\u6574\u4f53\u60c5\u51b5\u3002<\/li>\n<li><strong>\u4efb\u52a1\u63cf\u8ff0\uff08Task Description\uff09<\/strong>\uff1a\u660e\u786e\u8bf4\u660e\u9700\u8981\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u4efb\u52a1\u76ee\u6807\u3001\u6a21\u578b\u626e\u6f14\u7684\u89d2\u8272\u3001\u5de5\u4f5c\u6d41\u7b49\uff1b<\/li>\n<li><strong>\u7ea6\u675f\u6761\u4ef6\uff08Constraints\uff09<\/strong>\uff1a\u9650\u5b9a\u8f93\u51fa\u7684\u8303\u56f4\u6216\u7279\u5f81\uff0c\u4f8b\u5982\u5b57\u6570\u9650\u5236\u3001\u98ce\u683c\u8981\u6c42\u7b49\u3002<\/li>\n<li><strong>\u793a\u4f8b\uff08Examples\uff09\uff1a<\/strong>\u63d0\u4f9b\u793a\u4f8b\u8f93\u5165\u8f93\u51fa\u5bf9\uff0c\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u4efb\u52a1\u8981\u6c42\u3002<\/li>\n<li><strong>\u8f93\u51fa\u683c\u5f0f\uff08Output Format\uff09<\/strong>\uff1a\u6307\u5b9a\u8f93\u51fa\u7684\u683c\u5f0f\u6216\u7ed3\u6784\uff0c\u4f8b\u5982\u8981\u6c42\u8f93\u51fa\u5217\u8868\u3001\u6bb5\u843d\u3001\u5bf9\u8bdd\u7b49\u3002<\/li>\n<\/ul>\n<p><strong>2\uff09\u63d0\u793a\u8bcd\u8bbe\u8ba1\u6848\u4f8b<\/strong><\/p>\n<p>\u4ee5\u4e0b\u4ee5\u6211\u81ea\u5df1\u8bbe\u8ba1\u7684\u4e00\u4e2a\u7528\u4e8e\u81ea\u52a8\u9488\u5bf9\u67d0\u4e00\u4e2a\u6982\u5ff5\u5173\u952e\u8bcd\uff0c\u8ba9AI\u751f\u6210\u63d0\u95ee\u95ee\u9898\uff0c\u4ece\u800c\u5e2e\u52a9\u81ea\u5df1\u52a0\u6df1\u5bf9\u6982\u5ff5\u7684\u8ba4\u77e5\u7684\u63d0\u793a\u8bcd\u8bbe\u8ba1\uff0c\u5c06\u8be5\u6bb5\u63d0\u793a\u8bcd\u63d0\u4ea4\u7ed9ChatGPT\u7c7b\u4ea7\u54c1\uff0c\u4fbf\u53ef\u6267\u884cAI\u7a0b\u5e8f\uff0c\u4ee5\u4e0b\u53ea\u662f\u63d0\u4f9b\u4e00\u4e2a\u7ed3\u6784\u793a\u8303\uff0c\u5177\u4f53\u7684\u6548\u679c\u9700\u8981\u6301\u7eed\u7684\u8c03\u6574\u63d0\u793a\u8bcd\u624d\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u8f93\u51fa\uff1b<\/p>\n<pre><code>## Profile\r\n        - Author: luzhuanghua\r\n        - Version: 0.1\r\n- Language: \u4e2d\u6587\r\n- Description: \u81ea\u52a8\u9488\u5bf9\u6982\u5ff5\u5173\u952e\u8bcd\u8bbe\u8ba1\u63d0\u95ee\u6846\u67b6\r\n\r\n## \u89d2\u8272\uff08role\uff09\r\n\u4f60\u73b0\u5728\u662f\u4e00\u4e2a\u64c5\u957f\u901a\u8fc7\u63d0\u95ee\u5b66\u4e60\u7684\u4e13\u5bb6\uff0c\u4f60\u4f1a\u4e3a\u4e86\u4e86\u89e3\u67d0\u4e00\u4e2a\u6982\u5ff5\u5173\u952e\u8bcd\u800c\u8f93\u51fa\u4e00\u4e2a\u63d0\u95ee\u6846\u67b6\uff0c\u5e2e\u52a9\u522b\u4eba\u6309\u7167\u8fd9\u4e2a\u63d0\u95ee\u6846\u67b6\u5b66\u4e60\u4fbf\u53ef\u4ee5\u7cfb\u7edf\u7684\u4e86\u89e3\u8fd9\u4e2a\u6982\u5ff5\uff1b\r\n\r\n## \u76ee\u6807\uff08target\uff09\r\n\u6bcf\u5f53\u6211\u7ed9\u4f60\u4e00\u4e2a\u5173\u952e\u8bcd\u6982\u5ff5\u7684\u65f6\u5019\uff0c\u4f60\u9700\u8981\u5e2e\u52a9\u6211\u5efa\u7acb\u4e00\u4e2a\u5feb\u901f\u7406\u89e3\u5173\u952e\u8bcd\u6982\u5ff5\u7684\u63d0\u95ee\u6846\u67b6\uff0c\u5e2e\u52a9\u6211\u901a\u8fc7\u8fd9\u4e2a\u6846\u67b6\u53ef\u4ee5\u5feb\u901f\u7684\u7406\u89e3\u4e00\u4e2a\u5173\u952e\u8bcd\u6982\u5ff5\uff1b\r\n\r\n## \u80cc\u666f\uff08context\uff09\r\n\u6bcf\u5f53\u6211\u60f3\u8981\u4e86\u89e3\u4e00\u4e2a\u964c\u751f\u7684\u6982\u5ff5\u7684\u65f6\u5019\uff0c\u6211\u5728\u68b3\u7406\u6982\u5ff5\u7406\u89e3\u7684\u6846\u67b6\u7684\u65f6\u5019\uff0c\u9700\u8981\u82b1\u8d39\u5f88\u591a\u7684\u65f6\u95f4\uff0c\u73b0\u5728\u6211\u60f3\u8981\u8bbe\u8ba1\u4e00\u4e2a\u63d0\u793a\u8bcd\u53ef\u4ee5\u5feb\u901f\u7684\u5efa\u7acb\u4e00\u4e2a\u6982\u5ff5\u5173\u952e\u8bcd\u7684\u63d0\u95ee\u6846\u67b6\uff1b\r\n\r\n## \u5de5\u4f5c\u6d41(workflow)\r\n\u6267\u884c\u8fd9\u4e2a\u5de5\u4f5c\uff0c\u4f60\u9700\u8981\u6309\u71672\u4e2a\u6b65\u9aa4\u8d70\uff1a\r\n\u7b2c1\u6b65\uff1a\u63d0\u9192\u6211\u8f93\u5165\u6211\u8981\u8f93\u5165\u7684\u76ee\u6807\u5173\u952e\u8bcd\uff0c\u5f53\u6211\u8f93\u5165\u5173\u952e\u8bcd\u4e4b\u540e\uff0c\u8bf7\u6267\u884c\u4e0b\u4e00\u6b65\uff1b\r\n\u7b2c2\u6b65\uff1a\u5f53\u6211\u8f93\u5165\u5173\u952e\u8bcd\u4e4b\u540e\uff0c\u8bf7\u4f60\u56f4\u7ed5\u8be5\u5173\u952e\u8bcd\uff0c\u8bbe\u8ba1\u4e00\u4e2a\u63d0\u95ee\u5217\u8868\uff0c\u8fd9\u4e2a\u5217\u8868\u662f\u4e3a\u4e86\u65b9\u4fbf\u6211\u7406\u89e3\u8fd9\u4e2a\u5173\u952e\u8bcd\u7684\u6982\u5ff5\u800c\u8bbe\u8ba1\u7684\uff1b\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5f53\u6211\u8f93\u5165\u201d\u5927\u6a21\u578b\u201c\u8fd9\u4e2a\u5173\u952e\u8bcd\u7684\u65f6\u5019\uff0c\u8bf7\u4f60\u5e2e\u6211\u8f93\u51fa\u7c7b\u4f3c\u5982\u4e0b\u7684\u95ee\u9898\u5217\u8868\uff1a\r\n1.\u4ec0\u4e48\u662f\u5927\u6a21\u578b\uff1f\r\n2.\u5927\u6a21\u578b\u548c\u4f20\u7edf\u7684\u6a21\u578b\u6709\u4ec0\u4e48\u533a\u522b\uff1f\r\n3.\u5927\u6a21\u578b\u7684\u7279\u70b9\u662f\u4ec0\u4e48\uff1f\r\n4.\u5927\u6a21\u578b\u7684\u539f\u7406\u662f\u4ec0\u4e48\uff1f\r\n5.\u5927\u6a21\u578b\u7684\u6838\u5fc3\u6280\u672f\u662f\u4ec0\u4e48\uff1f\r\n6.\u5927\u6a21\u578b\u6709\u4ec0\u4e48\u7528\uff1f\r\n\u7b2c3\u6b65\uff1a\u8bf7\u8ddf\u6211\u786e\u8ba4\u95ee\u9898\u6846\u67b6\u662f\u5426\u6709\u95ee\u9898\uff0c\u5f53\u6211\u56de\u590d\u4f60\u201d\u6ca1\u6709\u95ee\u9898\u201c\u7684\u65f6\u5019\uff0c\u63a5\u4e0b\u6765\u5f80\u7b2c4\u6b65\u8d70\uff1b\r\n\u7b2c4\u6b65\uff1a\u8bf7\u4f60\u9488\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898\u6846\u67b6\u505a\u89e3\u7b54\uff0c\u751f\u6210\u5177\u4f53\u7684\u95ee\u9898\u7684\u7b54\u6848\uff0c\u7136\u540e\u8be2\u95ee\u6211\u662f\u5426\u6ee1\u610f\uff0c\u5f53\u6211\u56de\u590d\u4f60\u201d\u6ee1\u610f\u201c\u7684\u65f6\u5019\uff0c\u6211\u4eec\u56de\u5230\u7b2c1\u6b65\u63d0\u9192\u6211\u8f93\u5165\u65b0\u7684\u5173\u952e\u8bcd\uff0c\u7136\u540e\u91cd\u65b0\u5f00\u59cb\u5bfb\u8fd9\u4e2a\u5faa\u73af\uff1b\r\n\r\n##\u7ea6\u675f\u6761\u4ef6\r\n1.\u63d0\u95ee\u5185\u5bb9\u4e0d\u8981\u91cd\u590d\uff1b\r\n2.\u4e0d\u8981\u63d0\u95ee\u8d85\u51fa\u89d2\u8272\u7406\u89e3\u8303\u56f4\u7684\u5185\u5bb9\uff1b\r\n\r\n## Initialization\r\n\u8bf7\u8f93\u5165\u4f60\u60f3\u8981\u4e86\u89e3\u7684\u5173\u952e\u8bcd\u6982\u5ff5<\/code><\/pre>\n<p><strong>3\uff09\u63d0\u793a\u8bcd\u8bbe\u8ba1\u76848\u4e2a\u57fa\u672c\u6280\u5de7<\/strong><\/p>\n<p>\u4ee5\u4e0b\u6982\u62ec\u603b\u7ed3\u51e0\u4e2a\u5177\u4f53\u5199\u63d0\u793a\u8bcd\u65f6\u9700\u8981\u9075\u5b88\u7684\u57fa\u672c\u539f\u5219\uff0c\u8be5\u90e8\u5206\u4e5f\u57fa\u672c\u4e0a\u662fopenai\u5b98\u65b9\u5bf9\u5916\u516c\u5f00\u7684\u5bf9\u4e8e\u63d0\u793a\u8bcd\u8bbe\u8ba1\u7684\u5efa\u8bae\uff1a<\/p>\n<ol>\n<li><strong>\u63d0\u4f9b\u6e05\u6670\u7684\u6307\u793a<\/strong>\uff1a\u5305\u62ec\u63d0\u4f9b\u660e\u786e\u7684\u76ee\u6807\u3001\u4e0a\u4e0b\u6587\u80cc\u666f\u3001\u51cf\u5c11\u9690\u85cf\u4fe1\u606f\uff1b<\/li>\n<li><strong>\u7ed9\u6a21\u578b\u4e00\u4e2a\u89d2\u8272\u8bbe\u5b9a\u5e76\u6307\u5b9a\u7528\u6237\u56de\u7b54\u95ee\u9898\u7684\u53e3\u543b<\/strong>\uff1a\u8ba9\u6a21\u578b\u626e\u6f14\u4e00\u4e2a\u4e13\u5bb6\u3001\u5bfc\u5e08\u7b49\u7b49\u89d2\u8272\uff0c\u8fd9\u4e2a\u5bf9\u4e8e\u56de\u590d\u8d28\u91cf\u4f1a\u6709\u5f88\u5927\u7684\u5e2e\u52a9\uff0c\u6709\u5229\u4e8e\u6539\u53d8\u56de\u7b54\u5185\u5bb9\u7684\u4e13\u4e1a\u7a0b\u5ea6\uff0c\u4e5f\u8ba9\u6a21\u578b\u4e86\u89e3\u5bf9\u4e8e\u56de\u590d\u5185\u5bb9\uff0c\u4f60\u7684\u671f\u671b\u7a0b\u5ea6\u5982\u4f55; \u5176\u6b21\uff0c\u5f15\u5bfc\u6a21\u578b\u7528\u67d0\u79cd\u53e3\u543b\u56de\u590d\uff0c\u4f8b\u5982\u4e13\u5bb6\u7684\u53e3\u543b\u56de\u7b54\u7684\u5185\u5bb9\u548c\u65b0\u95fb\u53d1\u8a00\u4eba\u56de\u7b54\u7684\u5185\u5bb9\uff0c\u4e13\u4e1a\u5ea6\u81ea\u7136\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u901a\u8fc7\u5f15\u5bfc\u53e3\u543b\u8981\u6c42\uff0c\u53ef\u4ee5\u8ba9\u5176\u64b0\u5199\u7684\u5185\u5bb9\u66f4\u63a5\u8fd1\u4f60\u60f3\u8981\u7684\u89d2\u8272\u7684\u8bed\u8a00;<\/li>\n<li><strong>\u63d0\u4f9b\u83b7\u5f97\u7b54\u6848\u7684\u4efb\u52a1\u6b65\u9aa4\uff1a<\/strong>\u56f4\u7ed5\u7740\u6211\u4eec\u60f3\u8981\u7684\u76ee\u6807\u7ed3\u679c\uff0c\u53ef\u4ee5\u9002\u5f53\u7684\u7ed9\u6a21\u578b\u4e00\u4e9b\u63d0\u793a\uff0c\u544a\u8bc9\u4ed6\u83b7\u5f97\u4f60\u60f3\u8981\u7684\u7b54\u6848\u9700\u8981\u7ecf\u8fc7\u51e0\u4e2a\u6b65\u9aa4\u8fd9\u4e2a\u5728\u4e00\u4e9b\u6d89\u53ca\u903b\u8f91\u548c\u8ba1\u7b97\u7684\u573a\u666f\u4f1a\u5f88\u6709\u7528;\u6709\u65f6\u6a21\u578b\u4f1a\u6709\u81ea\u5df1\u7684\u601d\u8def\uff0c\u5f97\u5230\u7684\u7ed3\u679c\u4e0d\u4e00\u5b9a\u662f\u4f60\u60f3\u8981\u7684\uff0c\u544a\u8bc9\u5b83\u4f60\u7684\u601d\u8def\uff0c\u4f1a\u8ba9\u5b83\u751f\u6210\u7684\u7ed3\u679c\u66f4\u63a5\u8fd1\u4f60\u60f3\u8981\u7684;<\/li>\n<li><strong>\u63d0\u4f9b\u53c2\u8003\u6848\u4f8b\u3001\u4e8b\u5b9e\u4fe1\u606f\uff1a<\/strong>\u7ed9\u6a21\u578b\u63d0\u4f9b\u4e00\u4e9b\u53c2\u8003\u6848\u4f8b\u793a\u8303\uff0c\u53ef\u4ee5\u8ba9\u6a21\u578b\u5b66\u4e60\u53c2\u8003\u6848\u4f8b\u8f93\u51fa\u81ea\u5df1\u60f3\u8981\u7684\u5185\u5bb9\u8981\u6c42\uff1b\u53e6\u5916\uff0c\u6a21\u578b\u6709\u7684\u65f6\u5019\u56de\u7b54\u7684\u5185\u5bb9\u53ef\u80fd\u662f\u5e76\u4e0d\u51c6\u786e\u7684\uff0c\u5982\u679c\u6211\u4eec\u80fd\u591f\u63d0\u4f9b\u4e00\u4e9b\u4fe1\u606f\u8f93\u5165\u548c\u53c2\u8003\uff0c\u6709\u6570\u636e\u548c\u4fe1\u606f\u4f9d\u636e\uff0c\u6a21\u578b\u4f1a\u56de\u7b54\u7684\u66f4\u597d\uff0c\u6bd4\u5982\u6700\u8fd1\u53d1\u751f\u7684\u4e8b\u4ef6\u3001\u771f\u5b9e\u7684\u884c\u4e1a\u6570\u636e\u7b49\u7b49;<\/li>\n<li><strong>\u7ed9\u6a21\u578b\u4e00\u4e9b\u53cd\u9988\uff1a<\/strong>\u5bf9\u751f\u6210\u7ed3\u679c\u63d0\u4f9b\u6b63\u53cd\u9988\u6216\u8d1f\u53cd\u9988\uff0c\u544a\u8bc9\u6a21\u578b\u4f60\u5bf9\u751f\u6210\u7684\u7ed3\u679c\u662f\u5426\u6ee1\u610f\uff0c\u8fd9\u6837\u6709\u5229\u4e8e\u6a21\u578b\u77e5\u9053\u5176\u601d\u8def\u662f\u5426\u6b63\u786e\uff0c\u6b63\u5411\u53cd\u9988\u4f1a\u8ba9\u6a21\u578b\u56de\u590d\u8d28\u91cf\u8d8a\u6765\u8d8a\u597d;\u8d1f\u5411\u53cd\u9988\u4e5f\u53ef\u4ee5\u8ba9\u6a21\u578b\u53ca\u65f6\u7ea0\u6b63\u81ea\u5df1\u7684\u601d\u8def;<\/li>\n<li><strong>\u63d0\u9192\u6a21\u578b\u68c0\u67e5\u7ed3\u679c\uff1a<\/strong>\u7ecf\u5e38\u63d0\u9192\u6a21\u578b\u5bf9\u56de\u590d\u7684\u5185\u5bb9\u505a\u68c0\u67e5\uff0c\u5305\u62ec\u68c0\u67e5\u662f\u5426\u6709\u9057\u6f0f\u3001\u68c0\u67e5\u56de\u590d\u5185\u5bb9\u7684\u51c6\u786e\u6027\u7b49\u7b49;\u4e00\u53cd\u9762\u662f\u8ba9\u6a21\u578b\u7684\u56de\u590d\u5185\u5bb9\u66f4\u52a0\u7684\u7cfb\u7edf\uff0c\u53e6\u5916\u4e00\u53cd\u9762\u4e5f\u907f\u514d\u6a21\u578b\u4e00\u672c\u6b63\u7ecf\u7684\u80e1\u8bf4\u516b\u9053;<\/li>\n<li><strong>\u591a\u6b21\u91cd\u590d\u63d0\u95ee\uff1a<\/strong>\u6709\u7684\u65f6\u5019\uff0c\u6a21\u578b\u56e0\u4e3a\u4e0d\u662f\u975e\u5e38\u786e\u8ba4\u4f60\u7684\u95ee\u9898\uff0c\u53ef\u80fd\u7ed9\u4f60\u7684\u4e0d\u4e00\u5b9a\u662f\u4f60\u60f3\u8981\u7684\uff0c\u6216\u8005\u8bf4\u4e0d\u77e5\u9053\uff0c\u4f46\u662f\u901a\u8fc7\u91cd\u590d\u7684\u63d0\u95ee\uff0c\u5e76\u660e\u786e\u8f93\u51fa\u7684\u5185\u5bb9\uff0c\u91cd\u590d\u4e4b\u540e\uff0c\u6a21\u578b\u53cd\u800c\u4f1a\u7ed9\u4f60\u4f60\u60f3\u8981\u7684\u5185\u5bb9\u6240\u4ee5\u9047\u5230\u6a21\u578b\u7b54\u975e\u6240\u95ee\u7684\u65f6\u5019\uff0c\u91cd\u590d\u51e0\u6b21\u95ee\u9898\uff0c\u5b83\u4f1a\u7ed9\u4f60\u4f60\u60f3\u8981\u7684\u5185\u5bb9\uff1b<\/li>\n<li><strong>\u4f7f\u7528\u5206\u9694\u7b26\u53f7\uff0c\u4ee5\u53ca\u63d0\u793a\u8bcd\u53c2\u6570<\/strong>\uff1a\u5408\u7406\u7684\u4f7f\u7528\u5206\u9694\u7b26\u53f7\uff0c\u53ef\u4ee5\u8ba9\u6a21\u578b\u7406\u89e3\u5185\u5bb9\u5206\u9694\uff0c\u4f8b\u5982\u524d\u9762\u7684\u63d0\u793a\u8bcd\u6848\u4f8b\u91cc\u9762\u6211\u4eec\u4f1a\u7528##\u7b49\u7b26\u53f7\u5206\u5272\u5185\u5bb9\uff1b\u5176\u6b21\uff0c\u4f7f\u7528temperature\uff08\u6e29\u5ea6\u503c\uff09\u7b49\u53c2\u6570\u8c03\u8282\u8f93\u51fa\u5185\u5bb9\u7684\u968f\u673a\u6027\u548c\u521b\u610f\u6027\u7b49\uff1b<\/li>\n<\/ol>\n<p><strong>4\uff09\u9ad8\u9636\u63d0\u793a\u8bcd\u8bbe\u8ba1\u7684\u7b56\u7565<\/strong><\/p>\n<p>AI\u4ea7\u54c1\u7ecf\u5386\u5728\u8bbe\u8ba1\u63d0\u793a\u8bcd\u7684\u65f6\u5019\uff0c\u9664\u4e86\u6ce8\u610f\u63d0\u793a\u8bcd\u8bbe\u8ba1\u7684\u57fa\u672c\u539f\u5219\uff0c\u4e5f\u53ef\u4ee5\u501f\u9274\u4e00\u4e9b\u6bd4\u8f83\u597d\u7684\u8bbe\u8ba1\u7b56\u7565\u6216\u8bbe\u8ba1\u601d\u60f3\uff0c\u8fd9\u662f\u5bf9\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u9ad8\u9636\u5e94\u7528\uff0c\u4ee5\u4e0b\u603b\u7ed3\u51e0\u4e2a\u884c\u4e1a\u5185\u7684\u9ad8\u624b\u5206\u4eab\u8fc7\u7684\u4e00\u4e9b\u63d0\u793a\u8bcd\u8bbe\u8ba1\u7b56\u7565\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u601d\u7ef4\u94fe\u7b56\u7565\uff1a<\/strong>\u9762\u5bf9\u4e00\u4e9b\u6bd4\u8f83\u590d\u6742\u3001\u4e13\u4e1a\u6216\u8005\u573a\u666f\u5316\u7684\u95ee\u9898\uff0c\u6a21\u578b\u53ef\u80fd\u6ca1\u6709\u529e\u6cd5\u4e00\u4e0b\u5b50\u751f\u6210\u975e\u5e38\u597d\u7684\u7ed3\u679c\uff0c\u901a\u8fc7\u8ba9\u5927\u6a21\u578b\u4e0d\u8981\u6025\u4e8e\u4e00\u6b21\u6027\u7684\u5b8c\u6210\u6574\u4e2a\u4efb\u52a1\uff0c\u800c\u662f\u4e00\u6b65\u6b65\u7684\u901a\u8fc7\u5206\u89e3\uff0c\u63a8\u7406\u6765\u5b8c\u6210\u4efb\u52a1\uff0c\u53ef\u4ee5\u5f88\u597d\u7684\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8fd9\u5c31\u662fChain of Thought\uff08\u601d\u7ef4\u94fe\uff09\uff0c\u7b80\u79f0COT\uff0c\u5b83\u80fd\u591f\u4f7f\u5927\u578b\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u7b97\u672f\u63a8\u7406\uff08arithmetic Arithmetic\uff09\u3001\u5e38\u8bc6\u63a8\u7406\uff08commonsense Reasoning\uff09\u548c\u7b26\u53f7\u63a8\u7406\uff08 symbolic reasoning\uff09\u7b49\u7c7b\u578b\u7684\u590d\u6742\u4efb\u52a1\u3002\u4e8b\u5b9e\u4e0a\uff0c\u9664\u4e86\u81ea\u5df1\u63d0\u4f9b\u62c6\u89e3\u6b65\u9aa4\uff0c\u8ba9\u6a21\u578b\u5728\u751f\u6210\u4e4b\u524d\u5148\u601d\u8003\u89e3\u51b3\u7684\u95ee\u9898\u7684\u4efb\u52a1\u62c6\u89e3\u548c\u6b65\u9aa4\u4e5f\u975e\u5e38\u7ba1\u7528\uff0c\u751a\u81f3\u6700\u7b80\u5355\u7684\uff0c\u5728\u63d0\u793a\u8bcd\u4e2d\u589e\u52a0prompt\u7247\u6bb5\u201cLet\u2019s think step by step\u201d 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\u5229\u7528&#8221;\u81ea\u4e00\u81f4\u6027&#8221;\uff08self-consistency\uff09\u7684\u89e3\u7801\u7b56\u7565\uff0c\u4ee5\u53d6\u4ee3\u5728\u601d\u7ef4\u94fe\u63d0\u793a\u4e2d\u4f7f\u7528\u7684\u8d2a\u5a6a\u89e3\u7801\u7b56\u7565\uff0c\u4e5f\u5c31\u662f\u8bf4\u8ba9\u5927\u6a21\u578b\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u53bb\u751f\u4ea7\u7b54\u6848\uff0c 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 id=\"toc-15\" class=\"jltoc--item\">\u7b2c15\u8bb2\uff1a\u4ec0\u4e48\u662fRAG\uff1f<\/h2>\n<h3>1. \u4ece\u4ea7\u54c1\u7ecf\u7406\u7684\u89c6\u89d2\u7406\u89e3RAG<\/h3>\n<p>RAG\u7684\u5168\u79f0\u662f\u300cRetrieval-Augmented Generation\u300d\uff0c<strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/strong>\uff0c\u73b0\u5728\u662f\u751f\u6210\u5f0fAI\u95ee\u7b54\u4e2d\u975e\u5e38\u5e38\u89c1\u7684\u4e00\u79cd\u6280\u672f\uff0c\u5305\u62ec\u5e94\u8be5\u4e8eAI\u641c\u7d22\u3001\u57fa\u4e8e\u77e5\u8bc6\u5e93\u7684\u5bf9\u8bdd\u95ee\u7b54\u7b49\uff1b<\/p>\n<p>RAG\u5b9e\u73b0\u68c0\u7d22\u95ee\u7b54\u7684\u6574\u4e2a\u8fc7\u7a0b\u548c\u539f\u7406\u5982\u4e0b\uff0c\u6211\u4eec\u4ee5\u7528\u6237\u8f93\u5165\u7684\u67e5\u8be2\u4e3a\uff1a\u201c\u5965\u8fd0\u4f1a\u5386\u53f2\u80cc\u666f\u662f\u4ec0\u4e48\uff0c2024\u5e74\u5df4\u9ece\u5965\u8fd0\u4f1a\u5728\u54ea\u91cc\u4e3e\u529e\uff1f\u201d\u8fd9\u4e2a\u95ee\u9898\u4e3a\u4f8b\uff1a<\/p>\n<ol>\n<li><strong>\u7528\u6237\u95ee\u9898\u8f93\u5165\uff1a<\/strong>\u5f53\u7528\u6237\u8f93\u5165\u95ee\u9898\u7684\u65f6\u5019\uff0c\u9996\u5148\u6280\u672f\u5c42\u9762\u9700\u8981\u5c06\u95ee\u9898\u901a\u8fc7embedding\u7b97\u6cd5\u8f6c\u6362\u6210\u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u7684\u5411\u91cf\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u79f0\u4e3a\u5411\u91cf\u5316\uff1b<\/li>\n<li><strong>\u4fe1\u606f\u68c0\u7d22\uff1a<\/strong>\u83b7\u5f97\u7528\u6237\u7684\u8f93\u5165\u4e4b\u540e\uff0c\u9996\u5148\u9700\u8981\u7ed3\u5408\u8fd9\u4e2a\u95ee\u9898\uff0c\u4ece\u5411\u91cf\u6570\u636e\u5e93\uff08\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8\u4e86\u5f88\u591a\u68c0\u7d22\u9700\u8981\u7684\u5185\u5bb9\uff0c\u8fd9\u4e9b\u5185\u5bb9\u5305\u62ec\u6765\u81ea\u63d0\u524d\u51c6\u5907\u597d\u7684\u6587\u6863\u3001\u7f51\u9875\u7b49\u5185\u5bb9\u901a\u8fc7\u5411\u91cf\u5316\u5904\u7406\u540e\uff0c\u4ee5\u6a21\u578b\u80fd\u7406\u89e3\u7684\u5411\u91cf\u5b58\u50a8\u8d77\u6765\uff09\u4e2d\u83b7\u53d6\u8ddf\u8fd9\u4e2a\u95ee\u9898\u76f8\u5173\u7684\u4e00\u4e9b\u6bb5\u843d\u4fe1\u606f\uff0c\u4f8b\u5982\u57fa\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c\u53ef\u80fd\u6211\u4eec\u80fd\u591f\u83b7\u5f97\u7684\u76f8\u5173\u7247\u6bb5\u5982\u4e0b\uff1a\u7247\u6bb51\uff08\u5965\u8fd0\u4f1a\u7684\u5386\u53f2\u80cc\u666f\u76f8\u5173\u6bb5\u843d\u63cf\u8ff0\uff09\u3001\u7247\u6bb52\uff08\u5df4\u9ece\u5965\u8fd0\u4f1a\u76f8\u5173\u7684\u6bb5\u843d\u6587\u672c\u63cf\u8ff0\uff09\uff1b\u5176\u4e2d\uff0c\u4fe1\u606f\u68c0\u7d22\u4f7f\u7528\u7684\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5176\u80cc\u540e\u642d\u5efa\u7684\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/li>\n<li><strong>\u6784\u5efa\u77e5\u8bc6\u5e93\uff1a<\/strong>\u77e5\u8bc6\u5e93\u7684\u5185\u5bb9\u53ef\u80fd\u5305\u62ec\u6587\u6863\u3001\u7f51\u9875\u3001\u89c6\u9891\u3001\u97f3\u9891\u3001\u56fe\u7247\u7b49\u7b49\u6240\u6709\u76f8\u5173\u7684\u8d44\u6599\uff0c\u8fd9\u4e9b\u8d44\u6599\u53ef\u4ee5\u662f\u4e1a\u52a1\u81ea\u5df1\u6536\u96c6\u6574\u7406\u81ea\u5efa\u7684\u77e5\u8bc6\u5e93\uff0c\u4e5f\u53ef\u4ee5\u662f\u5b9e\u65f6\u8054\u7f51\u68c0\u7d22\u83b7\u53d6\u7684\uff1b<\/li>\n<li><strong>\u5185\u5bb9\u63d0\u53d6\u548c\u5207\u5272\u5206\u6bb5\uff1a<\/strong>\u4e1a\u52a1\u81ea\u5df1\u6784\u5efa\u7684\u8fd9\u4e9b\u8d44\u6599\uff0c\u9700\u8981\u901a\u8fc7\u5185\u5bb9\u8bc6\u522b\u63d0\u53d6\u51fa\u5176\u4e2d\u7684\u5185\u5bb9\uff0c\u5fc5\u8981\u7684\u8bdd\u8fd8\u53ef\u4ee5\u5c06\u5185\u5bb9\u7ed3\u6784\u5316\uff0c\u7136\u540e\u5c06\u5185\u5bb9\u5207\u5272\u5206\u6bb5\u5904\u7406\uff1b<\/li>\n<li><strong>\u5411\u91cf\u5316\uff1a<\/strong>\u5207\u5272\u5206\u6bb5\u540e\u7684\u5185\u5bb9\uff0c\u901a\u8fc7embedding\u7b97\u6cd5\u505a\u5411\u91cf\u5316\u5904\u7406\u4e4b\u540e\uff0c\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff1b<\/li>\n<li>\u5c06<strong>\u68c0\u7d22\u5230\u7684\u7247\u6bb5\u548c\u95ee\u9898\u5408\u5e76\uff0c\u5f62\u6210\u4e00\u4e2aPrompt\uff08\u63d0\u793a\u8bcd\uff09<\/strong>\uff1a\u68c0\u7d22\u83b7\u5f97\u7684\u7247\u6bb5\u4f1a\u4f5c\u4e3a\u63d0\u793a\u8bcd\u7684context\u5b57\u6bb5\uff0c\u7528\u6237\u7684\u95ee\u9898\u4f1a\u4f5c\u4e3aquery\u4fe1\u606f\uff0c\u5c06\u4e24\u8005\u5408\u5e76\u4e4b\u540e\uff0c\u5c31\u53ef\u4ee5\u5f62\u6210\u4e00\u4e2aPrompt\uff08\u63d0\u793a\u8bcd\uff09\uff1b<\/li>\n<li><strong>\u5c06\u63d0\u793a\u8bcd\u5185\u5bb9\u4ea4\u7ed9\u5927\u6a21\u578b\uff0c\u901a\u8fc7\u5927\u6a21\u578b\u6267\u884c\u95ee\u7b54<\/strong>\uff1a\u5927\u6a21\u578b\u63a5\u6536\u5230\u76f8\u5e94\u7684\u63d0\u793a\u8bcd\u5185\u5bb9\u4e4b\u540e\uff0c\u6839\u636e\u63d0\u793a\u8bcd\u8981\u6c42\uff0c\u6839\u636e\u7528\u6237\u7684query\uff0c\u4ececontext\u5185\u5bb9\u4e2d\uff0c\u627e\u5230\u76f8\u5e94\u7684\u7b54\u6848\uff0c\u5e76\u4e14\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7684\u65b9\u5f0f\u8f93\u51fa\u56de\u7b54\u7ed3\u679c\uff1b<\/li>\n<\/ol>\n<p><img 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