{"id":494,"date":"2024-12-03T10:48:49","date_gmt":"2024-12-03T02:48:49","guid":{"rendered":"https:\/\/www.bosombot.com\/?p=494"},"modified":"2024-12-03T11:02:54","modified_gmt":"2024-12-03T03:02:54","slug":"%e5%9f%ba%e4%ba%8e%e5%bc%80%e6%ba%90%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%bf%ab%e9%80%9f%e6%9e%84%e5%bb%ba%e6%9c%ac%e5%9c%b0%e7%9f%a5%e8%af%86%e5%ba%93%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.bosombot.com\/?p=494","title":{"rendered":"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><strong>1. \u77e5\u8bc6\u5e93\u6784\u5efa\u9700\u6c42<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>1.1. \u5927\u6a21\u578b\u5e94\u7528\u53ca\u95ee\u9898<\/strong><\/h4>\n\n\n\n<p>\u81eaChatGPT\u9762\u4e16\u4ee5\u6765\uff0c\u5927<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bed\u8a00\u6a21\u578b<\/a>\u6280\u672f\u51ed\u501f\u5176\u8bb0\u5fc6\u3001\u63a8\u7406\u3001\u903b\u8f91\u7406\u89e3\u3001\u5185\u5bb9\u53ca\u4ee3\u7801\u751f\u6210\u7b49\u80fd\u529b\u5728\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u573a\u666f\u4e2d\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<a href=\"https:\/\/edu.csdn.net\/cloud\/pm_summit?utm_source=blogglc&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u6a21\u578b<\/a>\u7684\u901a\u7528\u6027\u548c\u6cdb\u5316\u80fd\u529b\u4e5f\u9010\u6e10\u6210\u4e3a\u4e86\u8d4b\u80fd\u5404\u884c\u5404\u4e1a\u53d8\u9769\u521b\u65b0\u7684\u5173\u952e\uff0c\u800c\u5927\u6a21\u578b\u5e94\u7528\u8fc7\u7a0b\u4e2d\u4e5f\u5b58\u5728\u7f3a\u4e4f\u4e13\u4e1a\u77e5\u8bc6\u3001\u51fa\u73b0\u5e7b\u89c9\u4fe1\u606f\u3001\u6570\u636e\u65f6\u6548\u5ef6\u8fdf\u7b49\u95ee\u9898\uff0c\u5982\u5904\u7406\u9700\u8981\u7279\u5b9a\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u7684\u4efb\u52a1\u65f6\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u8868\u73b0\u4e0d\u4f73\uff0c\u5728\u751f\u6210\u7ed3\u679c\u65f6\u51fa\u73b0\u504f\u79bb\u4e8b\u5b9e\u7684\u5185\u5bb9\u4fe1\u606f\u6216\u7ed9\u51fa\u5df2\u7ecf\u8fc7\u65f6\u7684\u7b54\u6848\u7b49\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u76ee\u524d\u53ef\u4ee5\u901a\u8fc7\u9884\u8bad\u7ec3\u3001\u6a21\u578b\u5fae\u8c03\u548c\u5916\u6302\u77e5\u8bc6\u5e93\u7b49\u65b9\u5f0f\u8fdb\u884c\u4f18\u5316\u548c\u6539\u5584\uff0c\u5176\u4e2d\u4f7f\u7528\u9884\u8bad\u7ec3\u548c\u6a21\u578b\u5fae\u8c03\uff0c\u5747\u4f1a\u6d89\u53ca\u8f83\u9ad8\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u6d88\u8017\uff0c\u4ea7\u751f\u8bad\u7ec3\u6210\u672c\u7684\u540c\u65f6\uff0c\u77e5\u8bc6\u4fe1\u606f\u65e0\u6cd5\u5728\u6a21\u578b\u5185\u8fdb\u884c\u53ca\u65f6\u66f4\u65b0\u3002\u800c\u5916\u6302\u77e5\u8bc6\u5e93\u662f\u4e00\u79cd\u4f4e\u6210\u672c\u7684\u5b9e\u73b0\u65b9\u5f0f\uff0c\u80fd\u591f\u901a\u8fc7\u5229\u7528\u672c\u5730\u4e13\u4e1a\u77e5\u8bc6\uff0c\u5c06\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u4fe1\u606f\u52a0\u5de5\u4e3a\u77e5\u8bc6\u5e93\uff0c\u518d\u7531\u5927\u6a21\u578b\u5b8c\u6210\u68c0\u7d22\u53ec\u56de\u4e0e\u603b\u7ed3\u751f\u6210\uff0c\u8f85\u52a9\u5404\u884c\u5404\u4e1a\u5b9e\u73b0\u4e13\u4e1a\u77e5\u8bc6\u7cbe\u51c6\u95ee\u7b54\u3002\u5927\u6a21\u578b\u6280\u672f\u6e90\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u6700\u64c5\u957f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u6700\u6210\u719f\u7684\u5e94\u7528\u573a\u666f\u662f\u77e5\u8bc6\u95ee\u7b54\u548c\u5199\u4f5c\u751f\u6210\uff0c\u800c\u901a\u8fc7\u4e0e\u4e13\u4e1a\u4e1a\u52a1\u77e5\u8bc6\u5e93\u7684\u7ed3\u5408\uff0c\u662f\u5927\u6a21\u578b\u5e94\u7528\u843d\u5730\u5b9e\u8df5\u7684\u6838\u5fc3\u65b9\u6848\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>1.2. \u6570\u636e\u6316\u6398\u548c\u4ef7\u503c\u5229\u7528<\/strong><\/h4>\n\n\n\n<p>\u77e5\u8bc6\u5e93\uff08Knowledge base\uff09\u662f\u901a\u8fc7\u76f8\u5173\u9886\u57df\u77e5\u8bc6\u7684\u91c7\u96c6\u3001\u6574\u7406\u53ca\u63d0\u53d6\uff0c\u7528\u4e8e\u77e5\u8bc6\u7ba1\u7406\u7684\u4e00\u79cd\u6570\u636e\u5e93\u3002\u65e9\u671f\u7684\u77e5\u8bc6\u5e93\u4ee5\u7eb8\u8d28\u6587\u6863\u4e3a\u4e3b\uff0c\u5bf9\u4e8e\u68c0\u7d22\u548c\u66f4\u65b0\u4f7f\u7528\u975e\u5e38\u4f4e\u6548\uff0c\u4e14\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6587\u4ef6\u7684\u6570\u91cf\u9010\u6e10\u5e9e\u5927\uff0c\u7eb8\u8d28\u6587\u6863\u5e38\u5e74\u7f3a\u4e4f\u7ef4\u62a4\u635f\u574f\u540e\u4e5f\u65e0\u6cd5\u4ea7\u751f\u6709\u6548\u7684\u4ef7\u503c\u3002\u8fdb\u5165\u4fe1\u606f\u65f6\u4ee3\uff0c\u6587\u6863\u7ba1\u7406\u9010\u6b65\u7535\u5b50\u5316\uff0c\u5b58\u50a8\u5230\u8ba1\u7b97\u673a\u7cfb\u7edf\u4e2d\u5bf9\u6587\u6863\u8fdb\u884c\u7ba1\u7406\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4fbf\u6377\u4e86\u4f7f\u7528\uff0c\u4f46\u90fd\u662f\u5b64\u7acb\u5b58\u50a8\u7684\uff0c\u6ca1\u6709\u5efa\u7acb\u6587\u6863\u77e5\u8bc6\u7684\u5173\u7cfb\uff0c\u7f3a\u4e4f\u76f8\u5173\u77e5\u8bc6\u7684\u8054\u52a8\u3002<\/p>\n\n\n\n<p>\u4e91\u8ba1\u7b97\u548c\u5927\u6570\u636e\u63a8\u52a8\u4e86\u4e00\u7cfb\u5217\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u843d\u5730\u548c\u53d1\u5c55\uff0c\u4f7f\u4eba\u4eec\u4ece\u4fe1\u606f\u65f6\u4ee3\u8fc8\u5165\u4e86\u667a\u80fd\u65f6\u4ee3\u3002\u4f46\u7531\u4e8e\u5927\u6570\u636e\u672c\u8eab\u5b58\u5728\u7684\u975e\u7ed3\u6784\u5316\u3001\u975e\u6807\u51c6\u5316\u3001\u7f3a\u5c11\u8bed\u4e49\u5173\u8054\u3001\u7f3a\u4e4f\u9886\u57df\u77e5\u8bc6\u3001\u8d28\u91cf\u4e0d\u9ad8\u7b49\u95ee\u9898\u3002\u4e3a\u5145\u5206\u6316\u6398\u548c\u5229\u7528\u5927\u6570\u636e\u7684\u4ef7\u503c\uff0c\u9664\u4e86\u4f9d\u8d56\u9886\u57df\u76f8\u5173\u7684\u6807\u51c6\u3001\u89c4\u8303\u3001\u6307\u5357\u4ee5\u5916\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u652f\u6491\uff0c\u901a\u8fc7\u5145\u5206\u7406\u89e3\u6570\u636e\u8bed\u4e49\uff0c \u5b9e\u73b0\u5927\u6570\u636e\u7684\u8bed\u4e49\u5171\u4eab\u548c\u8bed\u4e49\u96c6\u6210\uff0c\u8fdb\u4e00\u6b65\u5b9e\u73b0\u5bf9\u5927\u6570\u636e\u7684\u7cbe\u51c6\u548c\u7cbe\u7ec6\u5206\u6790\uff0c\u5efa\u7acb\u5b8c\u5584\u7684\u6570\u636e\u77e5\u8bc6\u5229\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>1.3. \u8bed\u4e49\u77e5\u8bc6\u68c0\u7d22<\/strong><\/h4>\n\n\n\n<p>\u77e5\u8bc6\u641c\u7d22\u548c\u63a8\u8350\u662f\u77e5\u8bc6\u5e93\u4e2d\u5f88\u91cd\u8981\u7684\u4e00\u90e8\u5206\uff0c\u4e5f\u662f\u7528\u6237\u4f7f\u7528\u77e5\u8bc6\u5e93\u4e2d\u6700\u5e38\u89c4\u7684\u5165\u53e3\u3002\u4f20\u7edf\u7684\u641c\u7d22\u548c\u63a8\u8350\u529f\u80fd\u4e3b\u8981\u662f\u57fa\u4e8e\u5173\u952e\u8bcd\u5339\u914d\u548c\u7edf\u8ba1\u6a21\u578b\uff0c\u56e0\u4e3a\u7f3a\u4e4f\u5bf9\u7528\u6237\u641c\u7d22\u8bed\u4e49\u7684\u7406\u89e3\uff0c\u6709\u65f6\u65e0\u6cd5\u51c6\u786e\u8bc6\u522b\u7528\u6237\u7684\u610f\u56fe\u3002\u800c\u57fa\u4e8e\u8bed\u4e49\u7684\u77e5\u8bc6\u641c\u7d22\u548c\u63a8\u8350\u529f\u80fd\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u6355\u6349\u7528\u6237\u7684\u771f\u5b9e\u610f\u56fe\uff0c\u4ece\u800c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u51c6\u786e\u3001\u66f4\u667a\u80fd\u7684\u77e5\u8bc6\u641c\u7d22\u548c\u63a8\u8350\u670d\u52a1\u3002\u4f7f\u7528\u8bcd\u5411\u91cf\u6280\u672f\u662f\u8fd9\u4e2a\u573a\u666f\u4e2d\u4e00\u4e2a\u8f83\u4e3a\u5e38\u89c1\u7684\u65b9\u6848\u3002\u901a\u8fc7\u9884\u8bad\u7ec3\u7684\u8bcd\u5411\u91cf\u6a21\u578b\uff0c\u628a\u7528\u6237\u7684\u67e5\u8be2\u8f6c\u5316\u4e3a\u8bcd\u5411\u91cf\uff0c\u7136\u540e\u5229\u7528\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u6765\u67e5\u8be2\u77e5\u8bc6\u5e93\u4e2d\u76f8\u4f3c\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u5f97\u5230\u76f8\u8fd1\u8bed\u4e49\u7684\u641c\u7d22\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5219\u662f\u8fd9\u4e00\u573a\u666f\u4e0b\u66f4\u4e3a\u667a\u80fd\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5927\u8bed\u8a00\u6a21\u578b\u62e5\u6709\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u53ef\u4ee5\u5c06\u7528\u6237\u7684\u67e5\u8be2\u8f6c\u5316\u4e3a\u66f4\u51c6\u786e\u7684\u8bed\u4e49\u8868\u793a\uff0c\u7ecf\u8fc7\u4e0e\u77e5\u8bc6\u5e93\u4e2d\u7684\u5185\u5bb9\u8fdb\u884c\u5339\u914d\u540e\uff0c\u83b7\u5f97\u6700\u63a5\u8fd1\u4f7f\u7528\u8005\u610f\u56fe\u7684\u77e5\u8bc6\u3002\u5f53\u7528\u6237\u5728\u7cfb\u7edf\u4e2d\u6709\u5176\u4ed6\u5b66\u4e60\u548c\u641c\u7d22\u884c\u4e3a\u65f6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u4fe1\u606f\u5b66\u4e60\u7528\u6237\u7684\u504f\u597d\uff0c\u4ece\u800c\u4e3a\u5176\u63a8\u8350\u76f8\u5173\u7684\u77e5\u8bc6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><strong>2. LLM\u5927\u6a21\u578b\u6982\u8ff0<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>2.1. \u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u5386\u7a0b<\/strong><\/h4>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\uff08Artificial Intelligence\uff0cAI\uff09\u6280\u672f\u81ea20\u4e16\u7eaa50\u5e74\u4ee3\u8bde\u751f\u4ee5\u6765\uff0c\u5df2\u7ecf\u6210\u4e3a\u4e00\u95e8\u5f15\u9886\u672a\u6765\u7684\u7efc\u5408\u6027\u9ad8\u6280\u672f\u5b66\u79d1\u3002\u5b83\u5728\u591a\u4e2a\u9886\u57df\u5927\u653e\u5f02\u5f69\uff0c\u5982\u5927\u6570\u636e\u5206\u6790\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u667a\u6167\u91d1\u878d\u548c\u667a\u80fd\u673a\u5668\u4eba\u7b49\u3002\u5176\u53d1\u5c55\u5386\u7a0b\u7ecf\u5386\u4e86\u521d\u7ea7\u671f\u3001\u53d1\u5c55\u671f\u3001\u4f4e\u8c37\u671f\u3001\u8fdb\u6b65\u671f\u548c\u7e41\u8363\u671f\u3002\u827e\u4f26\u00b7\u56fe\u7075\u7684\u56fe\u7075\u6d4b\u8bd5\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u5b9a\u4e49\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u5728\u521d\u7ea7\u671f\u548c\u53d1\u5c55\u671f\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u521d\u6b65\u53d1\u5c55\uff0c\u79fb\u52a8\u673a\u5668\u4ebaShakey\u548c\u804a\u5929\u673a\u5668\u4ebaEliza\u76f8\u7ee7\u8bde\u751f\u3002\u5728\u4f4e\u8c37\u671f\uff0c\u4eba\u5de5\u667a\u80fd\u906d\u9047\u53d1\u5c55\u74f6\u9888\uff0c\u53d7\u9650\u4e8e\u8ba1\u7b97\u673a\u7684\u5185\u5b58\u548c\u5904\u7406\u901f\u5ea6\uff0c\u8fdb\u5c55\u7f13\u6162\u3002\u8fdb\u5165\u8fdb\u6b65\u671f\uff0cIBM\u7684\u201c\u6df1\u84dd\u201d\u8d85\u7ea7\u8ba1\u7b97\u673a\u51fb\u8d25\u4e86\u56fd\u9645\u8c61\u68cb\u4e16\u754c\u51a0\u519b\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u5e26\u6765\u4e86\u91cd\u5927\u7a81\u7834\u3002\u5982\u4eca<a href=\"https:\/\/edu.csdn.net\/cloud\/pm_summit?utm_source=blogglc&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e92\u8054\u7f51<\/a>\u6280\u672f\u7684\u98de\u901f\u8fdb\u6b65\uff0c\u4f7f\u4eba\u5de5\u667a\u80fd\u4ee5\u5927\u6570\u636e\u548c\u795e\u7ecf\u7f51\u7edc\u4e3a\u6807\u5fd7\u8fdb\u4e00\u6b65\u8d70\u5411\u5b9e\u7528\u5316\uff0c\u5e76\u5728\u5404\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u6b65\uff0c\u76f4\u5230ChatGPT\u7684\u53d1\u5e03\u66f4\u662f\u5c06AI\u7684\u5e94\u7528\u63a8\u5411\u4e86\u65b0\u7684\u9ad8\u5ea6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>2.2. Transformer\u7b97\u6cd5\u51fa\u73b0<\/strong><\/h4>\n\n\n\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u4e5f\u8fce\u6765\u4e86\u5de8\u5927\u53d8\u9769\u3002Transformer\u6a21\u578b\u7b97\u6cd5\u7531\u8c37\u6b4c\u7814\u7a76\u56e2\u961f\u57282017\u5e74\u7684\u8bba\u6587\u300aAttention Is All You Need\u300b\u4e2d\u63d0\u51fa\uff0c\u8be5\u7b97\u6cd5\u5b8c\u7f8e\u7684\u89e3\u51b3\u4e86RNN\u4e0eCNN\u5728\u5904\u7406\u957f\u5e8f\u5217\u6587\u672c\u65f6\u7684\u7f3a\u9677\uff0c\u8865\u9f50\u4e86\u4f20\u7edfRNN\u5728NLP\u9886\u57df\u4e2d\u7684\u8bf8\u591a\u77ed\u677f\uff0c\u5176\u591a\u79cd\u884d\u751f\u6a21\u578b\u5728NLP\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u9664\u5f3a\u5927\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b\u5916\uff0cTransformer\u7684\u81ea\u6ce8\u610f\u529b\u7ed3\u6784\u5728\u591a\u7c7b\u578b\u6570\u636e\u6a21\u5f0f\u5bf9\u9f50\u4e0a\u4e5f\u540c\u6837\u8868\u73b0\u4f18\u79c0\uff0c\u4e3a\u5904\u7406\u6587\u672c\u3001\u8bed\u97f3\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u591a\u7c7b\u578b\u6570\u636e\u878d\u5408\u95ee\u9898\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002Transformer\u6a21\u578b\u91c7\u7528\u4e86\u81ea\u6ce8\u610f\u529b\uff08Self-Attention\uff09\u673a\u5236\uff0c\u5b9e\u73b0\u4e86\u5bf9\u5e8f\u5217\u4e2d\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u5143\u7d20\u8fdb\u884c\u5173\u8054\u548c\u4f9d\u8d56\u5efa\u6a21\uff0c\u8fd9\u79cd\u673a\u5236\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u53e5\u5b50\u4e2d\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/e540a7ad715feb1c946113c732fbe7fc.png\" title=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe\" alt=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe\" \/><\/figure>\n\n\n\n<p>Transformer\u6a21\u578b\u7ed3\u6784<\/p>\n\n\n\n<p>\u6a21\u578b\u4e3b\u8981\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u7f16\u7801\u5668\uff08Encoder\uff09\u548c\u89e3\u7801\u5668\uff08Decoder\uff09\u3002\u7f16\u7801\u5668\u8d1f\u8d23\u5c06\u8f93\u5165\u5e8f\u5217\u8f6c\u6362\u4e3a\u56fa\u5b9a\u957f\u5ea6\u7684\u5411\u91cf\u8868\u793a\uff0c\u800c\u89e3\u7801\u5668\u5219\u6839\u636e\u8fd9\u4e9b\u5411\u91cf\u751f\u6210\u8f93\u51fa\u5e8f\u5217\u3002\u5728\u6bcf\u4e2a\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e2d\uff0c\u90fd\u5305\u542b\u591a\u4e2a\u81ea\u6ce8\u610f\u529b\u5c42\u548c\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c42\u3002\u81ea\u6ce8\u610f\u529b\u5c42\u901a\u8fc7\u8ba1\u7b97\u8f93\u5165\u5e8f\u5217\u4e2d\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u5143\u7d20\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u5f97\u5206\uff0c\u5f97\u5230\u4e00\u4e2a\u6ce8\u610f\u529b\u6743\u91cd\u77e9\u9635\u3002\u7136\u540e\uff0c\u5c06\u8fd9\u4e2a\u77e9\u9635\u4e0e\u8f93\u5165\u5e8f\u5217\u76f8\u4e58\uff0c\u5f97\u5230\u52a0\u6743\u540e\u7684\u8868\u793a\u3002\u8fd9\u79cd\u673a\u5236\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5173\u6ce8\u5230\u8f93\u5165\u5e8f\u5217\u4e2d\u91cd\u8981\u7684\u90e8\u5206\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6027\u80fd\u3002\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c42\u5219\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc\uff0c\u7528\u4e8e\u5bf9\u81ea\u6ce8\u610f\u529b\u5c42\u7684\u8f93\u51fa\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u5904\u7406\u3002<\/p>\n\n\n\n<p><strong>2.3. GPT\u7684\u53d1\u5c55<\/strong><\/p>\n\n\n\n<p>GPT\uff0c\u5168\u79f0Generative Pre-training Transformer\uff0c\u662fOpenAI\u5f00\u53d1\u7684\u57fa\u4e8eTransformer\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u751f\u6210\u6a21\u578b\uff0c\u4e8e2018\u5e74\u9996\u6b21\u63d0\u51fa\u3002GPT\u6a21\u578b\u53ea\u4f7f\u7528\u4e86Transformer\u89e3\u7801\u5668\u7684\u90e8\u5206\uff0c\u6ca1\u6709\u4f7f\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7684\u7ed3\u6784\uff0c\u91c7\u7528\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u5f0f\uff0c\u901a\u8fc7\u5927\u91cf\u7684\u65e0\u6807\u7b7e\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u5728\u7279\u5b9a\u4efb\u52a1\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n\n\n\n<p>\u57282019\u5e74\uff0cOpenAI\u63a8\u51fa\u4e86GPT-2\uff0c\u4e3b\u8981\u901a\u8fc7\u589e\u52a0\u53c2\u6570\u53ca\u6570\u636e\u96c6\u6765\u63d0\u5347\u6a21\u578b\u80fd\u529b\u30022020\u5e74\uff0cGPT-3\u901a\u8fc7\u6295\u5165\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\uff0c\u53c2\u6570\u91cf\u8fbe1750\u4ebf\uff0c\u5ef6\u7eed\u4e86GPT\u7cfb\u5217\u5355\u5411\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u65b9\u5f0f\u3002\u52302022\u5e7411\u6708\u5e95\uff0cOpenAI\u53d1\u5e03\u4e86\u57fa\u4e8eGPT-3.5\u6a21\u578b\u7684ChatGPT\uff0c\u7531\u4e8e\u63a5\u8fd1\u4eba\u7c7b\u5bf9\u8bdd\u4e0e\u601d\u8003\u7684\u65b9\u5f0f\uff0c\u5438\u5f15\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u6700\u65b0\u7684GPT-4\u4e8e2023\u5e743\u6708\u53d1\u5e03\uff0c\u4e0d\u518d\u901a\u8fc7\u6269\u5927\u53c2\u6570\u89c4\u6a21\uff0c\u800c\u662f\u4e3b\u8981\u63d0\u5347\u5229\u7528\u73b0\u6709\u6570\u636e\u7684\u80fd\u529b\uff0c\u51c6\u786e\u5ea6\u5927\u5e45\u63d0\u5347\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>2.4. \u5927\u6a21\u578b\u6280\u672f\u7684\u5e94\u7528<\/strong><\/h4>\n\n\n\n<p>\u540c\u4ee5\u5f80\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6bd4\u8f83\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u53c2\u6570\u91cf\u4e0a\u5448\u73b0\u4e86\u8d28\u7684\u98de\u8dc3\uff0c\u63d0\u5347\u4e86\u5176\u5728\u590d\u6742\u4efb\u52a1\u7684\u5efa\u6a21\u7684\u6574\u4f53\u80fd\u529b\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<p>\uff081\uff09 \u5b66\u4e60\u80fd\u529b\u589e\u5f3a\uff0c\u80fd\u591f\u5e94\u5bf9\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff1b<\/p>\n\n\n\n<p>\uff082\uff09 \u6cdb\u5316\u80fd\u529b\u52a0\u5f3a\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u9002\u7528\u6027\uff1b<\/p>\n\n\n\n<p>\uff083\uff09 \u9c81\u68d2\u6027\u63d0\u9ad8\uff0c\u63d0\u9ad8\u5b9e\u9645\u5e94\u7528\u7684\u53ef\u9760\u6027\u548c\u9002\u7528\u6027\uff1b<\/p>\n\n\n\n<p>\uff084\uff09 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class=\"wp-block-heading\"><a><\/a><strong>3. \u77e5\u8bc6\u5e93\u95ee\u7b54\u5b9e\u73b0\u601d\u8def<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>3.1. 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class=\"wp-block-heading\"><a><\/a><strong>3.2. \u6280\u672f\u8def\u7ebf<\/strong><\/h4>\n\n\n\n<p>\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u7684\u5e94\u7528\u573a\u666f\uff0c\u7ed3\u5408\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u548c\u77e5\u8bc6\u7ba1\u7406\u529f\u80fd\uff0c\u80fd\u591f\u5e2e\u52a9\u7528\u6237\u66f4\u6709\u6548\u5730\u7ec4\u7ec7\u3001\u641c\u7d22\u548c\u5229\u7528\u672c\u5730\u7684\u77e5\u8bc6\u8d44\u6e90\uff0c\u5176\u4e3b\u8981\u529f\u80fd\u5e94\u7528\u5305\u62ec\uff1a<br>\uff081\uff09\u6587\u672c\u68c0\u7d22\uff1a\u53ef\u4ee5\u901a\u8fc7\u5173\u952e\u8bcd\u3001\u77ed\u8bed\u6216\u95ee\u9898\u641c\u7d22\u77e5\u8bc6\u5e93\u4e2d\u7684\u6587\u672c\u5185\u5bb9\uff0c\u652f\u6301\u5168\u6587\u641c\u7d22\u3001\u6a21\u7cca\u641c\u7d22\u548c\u8bed\u4e49\u641c\u7d22\uff0c\u4ee5\u4fbf\u7528\u6237\u627e\u5230\u6240\u9700\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u667a\u80fd\u95ee\u7b54\uff1a\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u5f62\u5f0f\uff0c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7406\u89e3\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\uff0c\u5e2e\u52a9\u7528\u6237\u83b7\u53d6\u6240\u9700\u4fe1\u606f\uff0c\u63d0\u9ad8\u95ee\u7b54\u6548\u7387\u3002<\/p>\n\n\n\n<p>\uff083\uff09\u77e5\u8bc6\u7ba1\u7406\uff1a\u7528\u6237\u53ef\u4ee5\u5c06\u81ea\u5df1\u7684\u77e5\u8bc6\u8d44\u6e90\u6574\u7406\u3001\u5b58\u50a8\u548c\u7ba1\u7406\u5230\u77e5\u8bc6\u5e93\u4e2d\uff0c\u5305\u62ec\u521b\u5efa\u3001\u7f16\u8f91\u548c\u5220\u9664\u6587\u672c\u3001\u7b14\u8bb0\u6216\u6807\u7b7e\u7b49\u3002<\/p>\n\n\n\n<p>\uff084\uff09\u667a\u80fd\u63a8\u8350\uff1a\u57fa\u4e8e\u7528\u6237\u7684\u5386\u53f2\u64cd\u4f5c\u504f\u597d\u548c\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u4fe1\u606f\uff0c\u5e94\u7528\u53ef\u4ee5\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u5185\u5bb9\u63a8\u8350\uff0c\u5e2e\u52a9\u7528\u6237\u53d1\u73b0\u65b0\u7684\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\uff085\uff09\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff1a\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u5b8c\u6210\u7528\u6237\u8f93\u5165\u7684\u8bed\u4e49\u7406\u89e3\uff0c\u5e76\u57fa\u4e8e\u77e5\u8bc6\u5e93\u5339\u914d\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u5f62\u6210\u81ea\u7136\u8bed\u8a00\u89e3\u7b54\u3002<\/p>\n\n\n\n<p>\uff086\uff09\u6587\u672c\u5199\u4f5c\uff1a\u5229\u7528\u5927\u6a21\u578b\u77e5\u8bc6\u5e93\uff0c\u6839\u636e\u7528\u6237\u7684\u9700\u6c42\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u4e13\u4e1a\u9886\u57df\u6587\u7ae0\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\uff0c\u4f7f\u7528\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5df2\u7ecf\u6210\u4e3a\u4e1a\u5185\u516c\u8ba4\u7684\u5927\u6a21\u578b\u6700\u4f73\u843d\u5730\u8303\u5f0f\u4e4b\u4e00\u5373\u5927\u6a21\u578b\u77e5\u8bc6\u5e93\u7684\u5173\u952e\u6280\u672f\u8def\u7ebf\u3002\u8fd9\u4e2a\u8303\u5f0f\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u5927\u6a21\u578b+\u77e5\u8bc6\u5e93\u3002\u662f\u4e00\u79cd\u7ed3\u5408\u68c0\u7d22\u548c\u751f\u6210\u6a21\u578b\u7684\u65b9\u6cd5\uff0c\u65e8\u5728\u63d0\u9ad8\u751f\u6210\u5f0f\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u5f00\u653e\u9886\u57df\u7684\u95ee\u7b54\u4efb\u52a1\u4e2d\u3002RAG\u7ed3\u5408\u4e86\u68c0\u7d22\u6a21\u578b\u548c\u751f\u6210\u6a21\u578b\uff0c\u5229\u7528\u68c0\u7d22\u6a21\u578b\u4ece\u5927\u578b\u8bed\u6599\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u6587\u672c\u7247\u6bb5\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u6587\u672c\u7247\u6bb5\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165\u5230\u751f\u6210\u6a21\u578b\u4e2d\uff0c\u751f\u6210\u66f4\u52a0\u76f8\u5173\u548c\u51c6\u786e\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<p>RAG\u4e3a\u751f\u6210\u5f0f\u5927\u6a21\u578b\u4e0e\u5916\u90e8\u4fe1\u606f\u4ea4\u4e92\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5176\u4e3b\u8981\u4f5c\u7528\u7c7b\u4f3c\u641c\u7d22\u5f15\u64ce\uff0c\u627e\u5230\u7528\u6237\u63d0\u95ee\u6700\u76f8\u5173\u7684\u77e5\u8bc6\u6216\u8005\u662f\u76f8\u5173\u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u5e76\u7ed3\u5408\u539f\u59cb\u63d0\u95ee\uff0c\u521b\u9020\u4fe1\u606f\u4e30\u5bcc\u7684prompt\uff0c\u6307\u5bfc\u6a21\u578b\u751f\u6210\u51c6\u786e\u8f93\u51fa\u3002\u672c\u8d28\u4e0a\u5e94\u7528\u4e86\u60c5\u5883\u5b66\u4e60\uff08In-Context Learning\uff09\u7684\u539f\u7406\u3002<\/p>\n\n\n\n<p>RAG\u53ef\u5206\u4e3a5\u4e2a\u57fa\u672c\u6d41\u7a0b\uff1a\u77e5\u8bc6\u6587\u672c\u51c6\u5907\u3001\u5d4c\u5165\u6a21\u578b\uff08embedding model\uff09\u3001\u5411\u91cf\u6570\u636e\u5e93\u3001\u95ee\u9898\u7406\u89e3\u548c\u67e5\u8be2\u68c0\u7d22\u3001\u6839\u636e\u95ee\u9898\u751f\u4ea7\u89e3\u7b54\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/5358aa31ed5fba5e049d7c67e63553b6.png\" title=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe1\" alt=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe1\" \/><\/figure>\n\n\n\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u57fa\u672c\u6d41\u7a0b<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>3.3. \u5904\u7406\u8fc7\u7a0b<\/strong><\/h4>\n\n\n\n<p>\uff081\uff09\u77e5\u8bc6\u6587\u672c\u51c6\u5907<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u6863\u7684\u9884\u5904\u7406 -><\/li>\n\n\n\n<li>\u6587\u6863\u5207\u5272 -><\/li>\n<\/ul>\n\n\n\n<p>\uff082\uff09\u5d4c\u5165\u6a21\u578b\uff08embedding model\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bcd\u5d4c\u5165 -><\/li>\n<\/ul>\n\n\n\n<p>\uff083\uff09\u5411\u91cf\u6570\u636e\u5e93<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Embedding\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93 -><\/li>\n<\/ul>\n\n\n\n<p>\uff084\uff09\u95ee\u9898\u7406\u89e3\u548c\u67e5\u8be2\u68c0\u7d22<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u6237\u63d0\u95ee-><\/li>\n\n\n\n<li>\u5c06\u95ee\u9898\u7528\u5d4c\u5165\u6a21\u578b\u505aEmbedding -><\/li>\n\n\n\n<li>\u95ee\u9898\u5411\u91cf\u5316 -><\/li>\n\n\n\n<li>\u5230\u77e5\u8bc6\u5e93\u6240\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u76f8\u4f3c\u7684\u5339\u914d -><\/li>\n\n\n\n<li>\u53ec\u56de\u5f97\u5206\u6700\u9ad8\u7684k\u4e2aChunks -><\/li>\n<\/ul>\n\n\n\n<p>\uff085\uff09\u6839\u636e\u95ee\u9898\u751f\u6210\u89e3\u7b54<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u539f\u59cb\u63d0\u95ee\u6587\u672c+\u7528\u6237prompt+k\u4e2aChunks\u4e09\u8005\u8f93\u5165\u5927\u6a21\u578b LLM -><\/li>\n\n\n\n<li>\u8fd4\u56de\u7528\u6237\u95ee\u9898\u7684\u89e3\u7b54 -><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><strong>4. \u5f00\u6e90\u5927\u6a21\u578b\u9009\u62e9<\/strong><\/h3>\n\n\n\n<p>\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u5df2\u6210\u4e3a\u63a8\u52a8\u201c\u4eba\u5de5\u667a\u80fd+\u201d\u8fdb\u6b65\u7684\u6838\u5fc3\u52a8\u529b\u3002Qwen\u3001Baichuan\u548cChatGLM\u7b49\u4f5c\u4e3a\u884c\u4e1a\u5185\u9886\u5148\u7684\u5927\u6a21\u578b\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u77e5\u8bc6\u7406\u89e3\u548c\u4eba\u673a\u4ea4\u4e92\u7b49 \u65b9\u9762\u90fd\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u4e1a\u52a1\u9886\u57df\u548c\u5e94\u7528\u573a\u666f\u7684\u7ec6\u5206\uff0c\u4f7f\u5f97\u5927\u6a21\u578b\u7684\u9009\u62e9\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\uff0c\u4ee5\u4e0b\u901a\u8fc7\u8bed\u8a00\u3001\u77e5\u8bc6\u3001\u63a8\u7406\u3001\u6570\u5b66\u3001\u4ee3\u7801\u548c<a href=\"https:\/\/edu.csdn.net\/cloud\/pm_summit?utm_source=blogglc&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u667a\u80fd\u4f53<\/a>\u80fd\u529b\u65b9\u9762\u5bf935\u79cd\u5927\u6a21\u578b\u7684\u6a2a\u5411\u6bd4\u8f83\u53ef\u4ee5\u4f5c\u4e3a\u5b9e\u73b0\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u7684\u9009\u62e9\u53c2\u8003\u3002<\/p>\n\n\n\n<p><strong>35\u79cd\u5927\u6a21\u578b\u7684\u6a2a\u5411\u6bd4\u8f83<\/strong><\/p>\n\n\n\n<p>\uff08\u70b9\u51fb\u56fe\u7247\u53ef\u653e\u5927\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/f0c3be20505c74c8bfb1e4b731c45de9.png\" title=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe2\" alt=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe2\" \/><\/figure>\n\n\n\n<p>\u6839\u636e\u5177\u4f53\u7684\u5927\u6a21\u578b\u5e94\u7528\uff0c\u901a\u7528\u7684\u9009\u62e9\u7ef4\u5ea6\u53ef\u4ee5\u4ece\u4e1a\u52a1\u9700\u6c42\u3001\u6a21\u578b\u6548\u679c\u548c<a href=\"https:\/\/edu.csdn.net\/cloud\/pm_summit?utm_source=blogglc&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u6a21\u578b\u6027\u80fd<\/a>\u65b9\u9762\u8fdb\u884c\u8003\u8651\uff1a<\/p>\n\n\n\n<p>\uff081\uff09 \u4e1a\u52a1\u9700\u6c42\uff1a\u9996\u5148\uff0c\u660e\u786e\u81ea\u5df1\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u573a\u666f\uff0c\u4e86\u89e3\u5927\u6a21\u578b\u80fd\u591f\u5728\u54ea\u4e9b\u65b9\u9762\u63d0\u4f9b\u5e2e\u52a9\u3002\u4e0d\u540c\u7684\u4e1a\u52a1\u573a\u666f\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7c7b\u578b\u7684\u5927\u6a21\u578b\uff0c\u4f8b\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u63a8\u8350\u7cfb\u7edf\u7b49\u3002<\/p>\n\n\n\n<p>\uff082\uff09 \u6a21\u578b\u6548\u679c\uff1a\u9009\u62e9\u5927\u6a21\u578b\u7684\u57fa\u7840\uff0c\u9700\u8981\u8bc4\u4f30\u5927\u6a21\u578b\u5728\u4f7f\u7528\u573a\u666f\u4e2d\u80fd\u591f\u53d1\u6325\u7684\u4ef7\u503c\u3002\u9700\u8981\u8003\u8651\u5927\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6548\u679c\uff0c\u4ee5\u786e\u5b9a\u662f\u5426\u9009\u62e9\u8be5\u6a21\u578b\u3002\u8bc4\u4f30\u5927\u6a21\u578b\u5728\u7279\u5b9a\u573a\u666f\u4e2d\u7684\u6027\u80fd\u548c\u51c6\u786e\u6027\uff0c\u4ee5\u786e\u4fdd\u5176\u80fd\u591f\u6ee1\u8db3\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\uff083\uff09 \u6a21\u578b\u6027\u80fd\uff1a\u5728\u9009\u62e9\u5927\u6a21\u578b\u65f6\uff0c\u9700\u8981\u5173\u6ce8\u6a21\u578b\u7684\u6027\u80fd\u6307\u6807\uff0c\u5982\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><strong>5. \u5de5\u7a0b\u5b9e\u73b0\u642d\u5efa<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.1. LangChain+FastChat+PGvector<\/strong><\/h4>\n\n\n\n<p>LangChain-Chatchat\u662f\u5229\u7528langchain\u601d\u60f3\u5b9e\u73b0\u7684\u57fa\u4e8e\u672c\u5730\u77e5\u8bc6\u5e93\u7684\u95ee\u7b54\u5e94\u7528\uff0c\u76ee\u6807\u671f\u671b\u5efa\u7acb\u4e00\u5957\u5bf9\u4e2d\u6587\u573a\u666f\u4e0e\u5f00\u6e90\u6a21\u578b\u652f\u6301\u53cb\u597d\u3001\u53ef\u79bb\u7ebf\u8fd0\u884c\u7684\u77e5\u8bc6\u5e93\u95ee\u7b54\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u9879\u76ee\u5df2\u5f00\u6e90\u91c7\u7528Apache License\uff0c\u53ef\u4ee5\u514d\u8d39\u5546\u7528\u3002\u9879\u76ee\u6280\u672f\u6808\u5305\u62ec\uff1aPython + LangChain\u57fa\u7840\u6846\u67b6 + FastAPI\u63a5\u53e3\u670d\u52a1&amp;\u6587\u6863 + Streamlit\u524d\u7aef\u53ef\u89c6\u5316\uff0c\u96c6\u6210\u4e86LangChain + FastChat + PGvector\uff0c\u901a\u8fc7\u4f7f\u7528FastChat\u63a5\u5165\u5927\u6a21\u578b\uff0c\u505a\u5230\u4e86\u5f00\u7bb1\u5373\u7528\u3002LangChain-Chatchat\u5de5\u7a0b\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/263755acb3a605345c201f2a3f26c588.png\" title=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe3\" alt=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe3\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.2. \u914d\u7f6econda\u73af\u5883<\/strong><\/h4>\n\n\n\n<p>\uff081\uff09\u5b89\u88c5anaconda<\/p>\n\n\n\n<p>\uff082\uff09\u521b\u5efa\u5de5\u7a0b\u8fd0\u884c\u865a\u62df\u73af\u5883<\/p>\n\n\n\n<p>$ conda create &#8211;name LangChain-Chatchat python=3.10<\/p>\n\n\n\n<p>$ conda activate LangChain-Chatchat<\/p>\n\n\n\n<p>\uff083\uff09\u5b89\u88c5\u5de5\u7a0b\u4f9d\u8d56\u73af\u5883<\/p>\n\n\n\n<p>$ pip install -r requirements.txt &#8211; i<\/p>\n\n\n\n<p>https:\/\/pypi.tuna.tsinghua.edu.cn\/simple<\/p>\n\n\n\n<p>\uff084\uff09\u5b89\u88c5 libreoffice<\/p>\n\n\n\n<p>$ yum install -y libreoffice<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.3. \u4e0b\u8f7d\u5d4c\u5165\u6a21\u578b\u548c\u5927\u6a21\u578b<\/strong><\/h4>\n\n\n\n<p>\u8981\u5148\u5b89\u88c5Git Large File Storage\uff08LFS\uff09\uff0cLFS\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Git\u6269\u5c55\u5de5\u5177\uff0c\u5c06\u5927\u6587\u4ef6\u5b58\u50a8\u5728\u4e13\u95e8\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u5b58\u50a8\u5728Git\u4ed3\u5e93\u4e2d\uff0c\u80fd\u591f\u6709\u6548\u5730\u51cf\u5c0fGit\u4ed3\u5e93\u7684\u5927\u5c0f\uff0c\u540c\u65f6\u4e5f\u53ef\u4ee5\u66f4\u597d\u5730\u7ba1\u7406\u548c\u5904\u7406\u5927\u578b\u6587\u4ef6\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528git clone\u4e0b\u8f7dLLM\u5927\u6a21\u578b<\/p>\n\n\n\n<p>$ git clone https:\/\/huggingface.co\/THUDM\/chatglm3-6b-32k<\/p>\n\n\n\n<p>\u4e0b\u8f7d\u77e5\u8bc6\u5e93\u7684Embedding\u6a21\u578b<\/p>\n\n\n\n<p>$ git clone https:\/\/huggingface.co\/BAAI\/bge-large-zh-v1.5<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.4. \u914d\u7f6e\u8fd0\u884c\u53c2\u6570<\/strong><\/h4>\n\n\n\n<p>\uff081\uff09config\u914d\u7f6e\u57fa\u672c\u548creadme\u7684\u6b65\u9aa4\u4e00\u81f4\uff0c\u9009\u53d6\u9700\u8981\u52a0\u8f7d\u7684\u6a21\u578b\uff0c\u5728\u5bf9\u5e94\u4f4d\u7f6e \u914d\u7f6e\u5de5\u7a0b\u672c\u5730\u7684\u6a21\u578b\u8def\u5f84\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u590d\u5236\u6a21\u578b\u76f8\u5173\u53c2\u6570\u914d\u7f6e\u6a21\u677f\u6587\u4ef6 configs\/model_config.py.example \u5b58\u50a8\u81f3\u9879\u76ee\u8def\u5f84\u4e0b.\/configs\u8def\u5f84\u4e0b\uff0c\u5e76\u91cd\u547d\u540d\u4e3amodel_config.py\u3002<\/p>\n\n\n\n<p>LLM_MODELS = [\u201cchatglm3-6b\u201d] # \u201czhipu-api\u201d, \u201copenai-api\u201d \u201cQwen-1_8B-Chat\u201d,<\/p>\n\n\n\n<p>\u201cbge-large-zh\u201d: \u201cBAAI\/bge-large-zh\u201d,<\/p>\n\n\n\n<p>\u201cbge-large-zh\u201d: \u201c\/ai \/model \/chatglm3\/bge-large-zh\u201d,<\/p>\n\n\n\n<p>\uff083\uff09\u590d\u5236\u670d\u52a1\u76f8\u5173\u53c2\u6570\u914d\u7f6e\u6a21\u677f\u6587\u4ef6configs\/server_config.py.example\u5b58\u50a8\u81f3\u9879\u76ee\u8def\u5f84\u4e0b.\/configs\u8def\u5f84\u4e0b\uff0c\u5e76\u91cd\u547d\u540d\u4e3aserver_config.py\u3002<\/p>\n\n\n\n<p>\u201cchatglm3-6b\u201d: &#8220;THUDM\/chatglm3-6b -32k &#8220;,<\/p>\n\n\n\n<p>\u201cchatglm3-6b\u201d: &#8220;\/ai \/model \/chatglm3\/chatglm3-6b -32k &#8220;,<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.5. \u521d\u59cb\u5316\u5411\u91cf\u6570\u636e\u5e93<\/strong><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a>\u7b2c\u4e00\u6b21\u8fd0\u884c\u9879\u76ee\u7684\u65f6\u5019\uff0c<\/h4>\n\n\n\n<p>$ python init_database.py &#8211;recreate-vs<\/p>\n\n\n\n<p>\u4e0d\u662f\u7b2c\u4e00\u6b21\u8fd0\u884c\u9879\u76ee\uff0c<\/p>\n\n\n\n<p>$ python init_database.py<\/p>\n\n\n\n<p>samples\u4e3a\u9ed8\u8ba4\u77e5\u8bc6\u5e93<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.6. \u8c03\u8bd5\u8fd0\u884c<\/strong><\/h4>\n\n\n\n<p>\uff081\uff09\u542f\u52a8\u9879\u76ee<\/p>\n\n\n\n<p>$ python startup.py -a<\/p>\n\n\n\n<p>\u8fd0\u884c\u51fa\u73b0\u4ee5\u4e0b\u4fe1\u606f\uff0c\u7686\u53ef\u901a\u8fc7\u8bbf\u95eeWEBUI\u5730\u5740\u8fdb\u884c\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/69a979e74c921fe20d10b9ab435bfbcd.png\" title=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe4\" alt=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe4\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.7. \u52a0\u8f7d\u77e5\u8bc6\u6587\u672c<\/strong><\/h4>\n\n\n\n<p>\uff081\uff09\u901a\u8fc7\u754c\u9762\u83dc\u5355\u9009\u62e9\u77e5\u8bc6\u5e93\u7ba1\u7406\uff0c\u8fdb\u5165\u77e5\u8bc6\u5e93\u7ef4\u62a4\u754c\u9762\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/82bd9aa913d0edf40bf902b3880ed89d.png\" title=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe5\" alt=\"\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u6784\u5efa\u672c\u5730\u77e5\u8bc6\u5e93\u5e94\u7528\u63d2\u56fe5\" \/><\/figure>\n\n\n\n<p>\uff082\uff09\u9009\u62e9\u4e0a\u4f20\u77e5\u8bc6\u6587\u4ef6\uff0c\u5c06\u9884\u5904\u7406\u597d\u7684\u6587\u672c\u4fe1\u606f\u4e0a\u4f20\u3002<\/p>\n\n\n\n<p>\uff083\uff09\u70b9\u51fb\u6dfb\u52a0\u6587\u4ef6\u5230\u77e5\u8bc6\u5e93\uff0c\u7b49\u5f85\u5217\u8868\u4e2d\u7684\u6587\u4ef6\u72b6\u6001\u66f4\u65b0\u5b8c\u6bd5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.8. \u4f7f\u7528Prompt\u53ca\u95ee\u7b54\u4ea4\u4e92<\/strong><\/h4>\n\n\n\n<p>Prompt\u662f\u7ed9AI\u7684\u6307\u4ee4\uff0c\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u7b26\u5408\u4e1a\u52a1\u573a\u666f\u7684\u54cd\u5e94\u8f93\u51fa\u3002\u4f7f\u7528Prompt\u4e0e\u5927\u6a21\u578b\u8fdb\u884c\u5bf9\u8bdd\u9700\u8981\u6e05\u6670\u7684\u6307\u4ee4\uff0c\u63d0\u4f9b\u53c2\u8003\u6587\u672c\uff0c\u5c3d\u91cf\u590d\u6742\u7684\u4efb\u52a1\u62c6\u5206\u4e3a\u66f4\u7b80\u5355\u7684\u5b50\u4efb\u52a1\uff0c\u8981\u7ed9\u6a21\u578b\u65f6\u95f4\u53bb\u601d\u8003\uff0c\u501f\u52a9\u5916\u90e8\u5de5\u5177\u7b49\uff0c\u4f8b\u5982\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u6a21\u677f\u8fdb\u884c\u5bf9\u8bdd\uff1a<\/p>\n\n\n\n<p>\uff081\uff09 context\uff08\u53ef\u9009\uff09\uff1a\u4e0a\u4e0b\u6587<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89d2\u8272\uff1a\u544a\u8bc9\u5927\u6a21\u578b\uff0c\u5927\u6a21\u578b\u73b0\u5728\u662f\u4ec0\u4e48\u89d2\u8272\uff0c\u4ec0\u4e48\u8eab\u4efd\u3002<\/li>\n\n\n\n<li>\u4efb\u52a1\uff1a\u544a\u8bc9\u5927\u6a21\u578b\u4efb\u52a1\u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff0c\u5e0c\u671b\u5b8c\u6210\u4ec0\u4e48\u76ee\u6807\u3002<\/li>\n\n\n\n<li>\u77e5\u8bc6\uff1a\u77e5\u8bc6\u5e93\uff0c\u6bd4\u5982\u4f01\u4e1a\u5185\u90e8\u7684\u77e5\u8bc6\u6570\u636e\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\uff082\uff09 Instruction\uff08\u5fc5\u9009\uff09\uff1a\u5fc5\u987b\u6e05\u6670\u7684\u7ed9\u5927\u6a21\u578b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6b65\u9aa4<\/li>\n\n\n\n<li>\u601d\u7ef4\u94fe<\/li>\n\n\n\n<li>\u793a\u4f8b<\/li>\n<\/ul>\n\n\n\n<p>\uff083\uff09 input data\uff08\u5fc5\u9009\uff09\uff1a\u8f93\u5165\u7684\u6570\u636e\uff0c\u8ba9\u5927\u6a21\u578b\u5904\u7406\u53e5\u5b50\u3001\u6587\u7ae0\u6216\u8005\u56de\u7b54\u95ee\u9898<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53e5\u5b50<\/li>\n\n\n\n<li>\u6587\u7ae0<\/li>\n\n\n\n<li>\u95ee\u9898<\/li>\n<\/ul>\n\n\n\n<p>\uff084\uff09 output indicator\uff08\u53ef\u9009\uff09\uff1a\u7ed9\u5927\u6a21\u578b\u7684\u8f93\u51fa\u7684\u6307\u5f15\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a><strong>5.9. \u6548\u679c\u9a8c\u8bc1\u53ca\u4f18\u5316<\/strong><\/h4>\n\n\n\n<p>\u901a\u8fc7\u4ee5\u4e0a\u5de5\u7a0b\u5b9e\u73b0\uff0c\u6211\u4eec\u641c\u96c6\u4e86200\u4f59\u4efd\u516c\u5f00\u53d1\u5e03\u7684\u6cd5\u5f8b\u6cd5\u89c4\u6587\u4ef6\u8fdb\u884c\u6587\u672c\u8bed\u6599\u7684\u77e5\u8bc6\u5e93\u6548\u679c\u9a8c\u8bc1\uff0c\u5176\u4e2d\u5305\u542bdoc\u3001docx\u3001pdf\u3001txt\u7b49\u6587\u4ef6\u683c\u5f0f\u3002\u57fa\u4e8e\u4e1a\u52a1\u76ee\u6807\u548c\u6cd5\u89c4\u77e5\u8bc6\u95ee\u7b54\uff0c\u5bf9\u751f\u6210\u5185\u5bb9\u8fdb\u884c\u9a8c\u8bc1\u3002\u5efa\u7acb\u7edf\u4e00\u7684\u6d4b\u8bd5\u6570\u636e\u96c6\uff0c\u5e76\u786e\u5b9a\u56de\u7b54\u6d4b\u8bd5\u6807\u51c6\uff0c\u5e76\u901a\u8fc7\u6548\u679c\u9a8c\u8bc1\uff0c\u4e3b\u8981\u5b58\u5728\u4ee5\u4e0b\u51e0\u65b9\u9762\u95ee\u9898\uff1a<\/p>\n\n\n\n<p>\uff081\uff09\u5b58\u5728\u5339\u914d\u9519\u8bef\u539f\u6587\u6587\u6863\u6216\u539f\u6587\u7247\u6bb5\u7684\u60c5\u51b5\uff1b<\/p>\n\n\n\n<p>\uff082\uff09\u5373\u4f7f\u5339\u914d\u4e86\u6b63\u786e\u7684\u539f\u6587\u7247\u6bb5\uff0c\u56de\u7b54\u4e5f\u53ef\u80fd\u5b58\u5728\u4e0d\u51c6\u786e\u3001\u4e0d\u5168\u9762\uff0c\u751a\u81f3\u751f\u6210\u539f\u6587\u91cc\u4e0d\u5b58\u5728\u5185\u5bb9\u7684\u60c5\u51b5\uff1b<\/p>\n\n\n\n<p>\uff083\uff09\u5b58\u5728\u4e2d\u6587\u53ca\u5176\u4ed6\u8bed\u8a00\u540c\u65f6\u51fa\u73b0\u7684\u60c5\u51b5\uff1b<\/p>\n\n\n\n<p>\u57fa\u4e8eLangChain\u7684\u5b9e\u73b0\u6b65\u9aa4\uff0c\u4ece\u6587\u6863\u9884\u5904\u7406\uff0c\u6587\u672c\u6570\u636e\u5165\u5e93\u3001Embedding\u3001\u53ec\u56deTop 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