{"id":208,"date":"2024-12-06T17:05:06","date_gmt":"2024-12-06T09:05:06","guid":{"rendered":"http:\/\/www.videopipe.cool\/?p=208"},"modified":"2024-12-06T17:46:31","modified_gmt":"2024-12-06T09:46:31","slug":"1-7","status":"publish","type":"post","link":"http:\/\/www.videopipe.cool\/index.php\/2024\/12\/06\/1-7\/","title":{"rendered":"\u4ec0\u4e48\u662fRAG\uff1f"},"content":{"rendered":"<p>RAG\u5168\u79f0Retrieval-Augmented Generation\uff0c\u7ffb\u8bd1\u6210\u4e2d\u6587\u662f\u201c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u201d\u3002\u5176\u4e2d\u68c0\u7d22\u6307\u7684\u662f\u201c\u6587\u672c\u76f8\u4f3c\u6027\u68c0\u7d22\u201d\uff0c\u751f\u6210\u6307\u7684\u662f\u201c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u578b\u7b97\u6cd5\u201d\uff0c\u6bd4\u5982OpenAI\u7684GPT\u7cfb\u5217\uff0c\u4ee5\u53ca\u963f\u91cc\u7684\u901a\u4e49\u5343\u95ee\u7cfb\u5217\u7b49\u7b49\u3002\u5b8c\u6574\u53bb\u7406\u89e3\u8fd9\u4e2a\u672f\u8bed\u5e94\u8be5\u662f\uff1a\u7528\u6587\u672c\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u7684\u7ed3\u679c\uff0c\u6765\u4e30\u5bcc\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u4e0a\u4e0b\u6587\uff0c\u4ee5\u6b64\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u6548\u679c\u3002RAG\u6280\u672f\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u8fd1\u51e0\u5e74\u70ed\u5ea6\u6301\u7eed\u4e0a\u5347\uff0c\u5176\u4e3b\u8981\u539f\u56e0\u8fd8\u662f\u53d7\u5927\u8bed\u8a00\u6a21\u578b\u5f71\u54cd\uff0c\u5c24\u5176\u5927\u8bed\u8a00\u6a21\u578b\u6280\u672f\u5728\u5b9e\u9645\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u672c\u8eab\u5b58\u5728\u7684\u4e00\u4e9b\u7f3a\u9677\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag1.png\" width=\"1044\" height=\"428\" \/><\/p>\n<h2><strong><b>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7f3a\u9677<\/b><\/strong><\/h2>\n<p>\u9664\u53bb\u6a21\u578b\u7684\u590d\u6742\u6027\u5bf9\u6570\u636e\u548c\u7b97\u529b\u7684\u8981\u6c42\u592a\u9ad8\uff08\u8fd9\u9876\u591a\u7b97\u662f\u95e8\u69db\u9ad8\uff0c\u9020\u6210\u4e00\u822c\u4e2d\u5c0f\u578b\u516c\u53f8\u65e0\u6cd5\u5165\u5751\uff09\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u5b9e\u9645\u5e94\u7528\u8fc7\u7a0b\u4e2d\u6709\u4e24\u4e2a\u7f3a\u9677\uff1a<\/p>\n<p><strong><b>\uff081\uff09<\/b><\/strong><strong><b>\u77e5\u8bc6\u7684\u5c40\u9650\u6027<\/b><\/strong><\/p>\n<p>CV\u9886\u57df\u4e2d\u5e38\u89c1\u7684YOLO\u7cfb\u5217\u68c0\u6d4b\u7b97\u6cd5\uff0c\u6a21\u578b\u53c2\u6570\u91cf\u5927\u6982\u5728\u767e\u4e07~\u5343\u4e07\u7ea7\u522b\u3002\u800c\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u91cf\u901a\u5e38\u5341\u4ebf\u8d77\u6b65\uff0c\u66f4\u590d\u6742\u7684\u751a\u81f3\u8fbe\u5230\u4e86\u5343\u4ebf\u4e07\u4ebf\u7ea7\u522b\u3002\u66f4\u591a\u7684\u53c2\u6570\u91cf\u610f\u5473\u7740\u6a21\u578b\u80fd\u5b58\u50a8\uff08\u5b66\u4e60\uff09\u66f4\u591a\u7684\u77e5\u8bc6\uff0c\u65e0\u8bba\u4ece\u77e5\u8bc6\u6df1\u5ea6\u8fd8\u662f\u5e7f\u5ea6\u90fd\u6bd4\u4f20\u7edf\u7684\u201c\u5c0f\u201d\u6a21\u578b\u8981\u66f4\u4f18\u3002\u4f46\u662f\uff0c\u8fd9\u4e2a\u4e16\u754c\u662f\u590d\u6742\u7684\uff0c\u4e0d\u540c\u884c\u4e1a\u7684\u77e5\u8bc6\u5343\u5dee\u4e07\u522b\uff0c\u4fd7\u8bdd\u8bf4\uff1a\u9694\u884c\u5982\u9694\u5c71\uff0c\u8fd9\u4e2a\u5728\u5927\u6a21\u578b\u6280\u672f\u4e2d\u5c24\u4e3a\u7a81\u51fa\u3002\u901a\u5e38\u4e00\u4e9b\u516c\u53f8\u5728\u8bad\u7ec3\u5927\u6a21\u578b\u65f6\uff0c\u91c7\u7528\u7684\u6570\u636e\u4e3b\u8981\u6765\u6e90\u4e8e\u4e92\u8054\u7f51\uff0c\u5927\u90e8\u5206\u90fd\u662f\u516c\u5f00\u7684\u77e5\u8bc6\u6570\u636e\uff0c\u6a21\u578b\u4ece\u8fd9\u4e9b\u516c\u5f00\u7684\u6570\u636e\u4e2d\u5b66\u4e60\u5f53\u524d\u6570\u636e\u7684\u57fa\u672c\u89c4\u5f8b\uff0c\u4f46\u662f\u5bf9\u4e8e\u90a3\u4e9b\u7531\u4e8e\u5404\u79cd\u539f\u56e0\u6ca1\u6709\u516c\u5f00\u5230\u7f51\u7edc\u4e0a\u7684\u5782\u76f4\u7ec6\u5206\u9886\u57df\u7684\u77e5\u8bc6\u6570\u636e\uff0c\u5927\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b8c\u5168\u65e0\u6cd5\u63a5\u89e6\u5230\uff0c\u8fd9\u4e5f\u5bfc\u81f4\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u7279\u5b9a\u9886\u57df\u95ee\u9898\u56de\u7b54\u6548\u679c\u4e0d\u4f73\u3001\u751a\u81f3\u5b8c\u5168\u4e00\u672c\u6b63\u7ecf\u7684\u80e1\u8bf4\u516b\u9053\u3002\u4e0b\u9762\u662f\u6211\u5411ChatGPT\u8be2\u95ee\u201c\u8f66\u9053\u6536\u8d39\u8f6f\u4ef6\u7a0b\u5e8f\u65e0\u6cd5\u6b63\u5e38\u8fd0\u884c\u5982\u4f55\u5904\u7406\uff1f\u201d\uff0c\u53ef\u4ee5\u770b\u5230\uff0cChatGPT\u5728\u8fd9\u79cd\u4e13\u4e1a\u95ee\u9898\u4e2d\u8868\u73b0\u4e0d\u8db3\uff0c\u867d\u7136\u56de\u7b54\u7684\u6761\u7406\u6e05\u6670\uff08\u7b2c\u4e00\u5f20\u56fe\uff09\uff0c\u4f46\u662f\u5e76\u4e0d\u662f\u6211\u4eec\u60f3\u8981\u7684\u7b54\u6848\uff08\u7b2c\u4e8c\u5f20\u56fe\uff09\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag2.png\" width=\"776\" height=\"626\" \/><\/p>\n<p style=\"text-align: center;\"><strong>&lt;ChatGPT\u56de\u7b54\u7ed3\u679c\u2191&gt;<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag3.png\" width=\"581\" height=\"565\" \/><\/p>\n<p style=\"text-align: center;\"><strong>&lt;\u6807\u51c6\u7b54\u6848\u2191&gt;<\/strong><\/p>\n<p><strong><b>\uff082\uff09\u77e5\u8bc6\u7684\u5b9e\u65f6\u6027<\/b><\/strong><\/p>\n<p>\u5927\u6a21\u578b\u638c\u63e1\u7684\u77e5\u8bc6\u53d7\u9650\u4e8e\u8bad\u7ec3\u5b83\u7528\u5230\u7684\u6570\u636e\uff0c\u6a21\u578b\u8bad\u7ec3\uff08\u8fed\u4ee3\uff09\u4e00\u6b21\u6d88\u8017\u7684\u65f6\u95f4\u76f8\u5bf9\u8f83\u957f\uff08\u51e0\u4e2a\u6708\u751a\u81f3\u4e00\u5e74\uff09\uff0c\u5f88\u591a\u77e5\u8bc6\u6570\u636e\u867d\u7136\u662f\u516c\u5f00\u7684\uff0c\u4f46\u662f\u7531\u4e8e\u65f6\u95f4\u5173\u7cfb\uff0c\u5e76\u4e0d\u80fd\u53ca\u65f6\u88ab\u5927\u6a21\u578b\u638c\u63e1\u3002\u6bd4\u5982\u524d\u51e0\u5929\uff082024\/12\/3\uff09\u7f51\u7edc\u4e0a\u51fa\u73b0\u4e86\u97e9\u56fd\u603b\u7edf\u5c39\u9521\u60a6\u7a81\u7136\u53d1\u52a8\u6212\u4e25\u7684\u65b0\u95fb\uff0c\u4f60\u5982\u679c\u5411\u4e00\u4e2a11\u6708\u4efd\u5c31\u4e0a\u7ebf\u7684\u5927\u6a21\u578b\u95ee\u97e9\u56fd\u7684\u76f8\u5173\u5386\u53f2\u4e8b\u4ef6\uff0c\u8fd9\u4e2a\u6212\u4e25\u4e8b\u4ef6\u80af\u5b9a\u4e0d\u5728\u56de\u7b54\u4e4b\u5217\uff0c\u539f\u56e0\u5f88\u7b80\u5355\uff0c\u56e0\u4e3a\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5e76\u6ca1\u6709\u76f8\u5173\u6570\u636e\u3002\u4e0b\u9762\u662f\u6211\u5411ChatGPT\u8be2\u95ee\u201c\u97e9\u56fd\u8fd1\u73b0\u4ee3\u6709\u54ea\u4e9b\u4e3b\u8981\u7684\u653f\u6cbb\u4e8b\u4ef6\uff1f\u201d\uff0c\u5728\u5b83\u7ed9\u51fa\u7684\u56de\u7b54\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u56de\u7b54\u7684\u4e3b\u8981\u4e8b\u4ef6\u622a\u6b62\u65f6\u95f4\u57282022\u5e74\u5c39\u9521\u60a6\u4e0a\u53f0\u540e\u4e0d\u4e45\uff0c\u56de\u7b54\u4e2d\u6ca1\u6709\u66f4\u65b0\u7684\u6570\u636e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag4.png\" width=\"736\" height=\"740\" \/><\/p>\n<p style=\"text-align: center;\"><strong>&lt;ChatGPT\u5173\u4e8e\u97e9\u56fd\u8fd1\u4ee3\u5386\u53f2\u4e8b\u4ef6\u7684\u56de\u7b54\u2191&gt;<\/strong><\/p>\n<h2><strong><b>\u63d0\u793a\u5de5\u7a0b\u7684\u91cd\u8981\u6027<\/b><\/strong><\/h2>\n<p>\u57282022\u5e74\u5e95ChatGPT\u521a\u51fa\u6765\u4e0d\u4e45\uff0cGitHub\u4e0a\u5c31\u6709\u4e00\u4e2a\u975e\u5e38\u706b\u7206\u7684\u9879\u76ee\u4ed3\u5e93\u53ebawesome-chatgpt-prompts\uff08\u622a\u6b622024\/12\/15\u5df2\u7ecf\u6709114K\u661f\u661f\uff09\uff0c\u8fd9\u4e2a\u4ed3\u5e93\u6838\u5fc3\u5c31\u662f\u4e00\u4e2aREADME\u6587\u4ef6\uff0c\u91cc\u9762\u5305\u542b\u4e86\u6211\u4eec\u5728\u4f7f\u7528ChatGPT\u65f6\u5e38\u7528\u5230\u7684\u4e00\u4e9b\u201c\u63d0\u793a\u8bcd\u201d\u3002\u63d0\u793a\u8bcd\u7684\u4f5c\u7528\u662f\u544a\u8bc9\u5927\u6a21\u578b\u4e00\u4e9b\u4e0a\u4e0b\u6587\u80cc\u666f\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u6839\u636e\u4f60\u7684\u63d0\u793a\u8bcd\u6765\u7ed9\u51fa\u60f3\u8981\u7684\u56de\u7b54\u3002\u63d0\u793a\u8bcd\u5b8c\u5168\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u7f16\u5199\uff0c\u597d\u7684\u63d0\u793a\u8bcd\u80fd\u591f\u5f97\u5230\u66f4\u52a0\u51c6\u786e\u7684\u56de\u7b54\u3002\u4e0b\u9762\u7ed9\u51fa\u4e24\u4e2a\u4f8b\u5b50\uff0c\u7b2c\u4e00\u4e2a\u662f\u8ba9ChatGPT\u5145\u5f53Linux\u64cd\u4f5c\u7cfb\u7edf\u547d\u4ee4\u884c\u7ec8\u7aef\uff08\u7c7b\u4f3cssh\u5de5\u5177\uff09\uff0c\u54cd\u5e94\u7528\u6237\u8f93\u5165\u7684Linux\u547d\u4ee4\uff1b\u7b2c\u4e8c\u4e2a\u662f\u8ba9\u901a\u4e49\u5343\u95ee\u5145\u5f53\u4e00\u4e2a\u5173\u952e\u4fe1\u606f\u63d0\u53d6\u5668\uff0c\u5c06\u4e24\u4e2a\u4eba\u8bed\u97f3\u5bf9\u8bdd\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u63d0\u53d6\u51fa\u6765\u7136\u540e\u6309\u6307\u5b9a\u683c\u5f0f\u8f93\u51fa\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag5.png\" width=\"784\" height=\"676\" \/><\/p>\n<p style=\"text-align: center;\"><strong>&lt;ChatGPT\u626e\u6f14Linux\u7ec8\u7aef\u2191&gt;<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag6.png\" width=\"1096\" height=\"574\" \/><\/p>\n<p style=\"text-align: center;\"><strong>&lt;\u7ed9\u901a\u4e49\u5343\u95ee\u8bbe\u7f6e\u63d0\u793a\u8bcd\u2191&gt;<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag7.png\" width=\"1438\" height=\"358\" \/><\/p>\n<p style=\"text-align: center;\"><strong>&lt;\u901a\u4e49\u5343\u95ee\u6839\u636e\u63d0\u793a\u8bcd\u7ed9\u51fa\u7684\u56de\u7b54\u2191&gt;<\/strong><\/p>\n<p>\u53ef\u4ee5\u8bf4\u5982\u4f55\u7528\u597d\u5927\u6a21\u578b\uff0c\u63d0\u793a\u8bcd\u662f\u5173\u952e\u3002\u63d0\u793a\u8bcd\u7684\u8bbe\u8ba1\u53ef\u4ee5\u590d\u6742\uff0c\u6bd4\u5982\u63d0\u4f9b\u4e00\u4e9b\u8f93\u5165\u8f93\u51fa\u7684\u793a\u4f8b\uff0c\u8ba9\u5927\u6a21\u578b\u53c2\u8003\uff0c\u4e5f\u53ef\u4ee5\u63d0\u4f9b\u201c\u601d\u8003\u201d\u903b\u8f91\u6216\u8005\u65b9\u5411\uff0c\u7ed9\u5927\u6a21\u578b\u63d0\u4f9b\u4e00\u4e9b\u56de\u7b54\u95ee\u9898\u7684\u601d\u8def\uff0c\u5f53\u7136\u4e5f\u53ef\u4ee5\u4ea4\u4ee3\u4e00\u4e9b\u80cc\u666f\u77e5\u8bc6\uff0c\u8ba9\u5927\u6a21\u578b\u201c\u5b9e\u65f6\u201d\u53bb\u6d88\u5316\u3002<\/p>\n<p>\u65e2\u7136\u63d0\u793a\u8bcd\u5982\u6b64\u91cd\u8981\uff0c\u5b83\u80fd\u591f\u4e30\u5bcc\u5927\u6a21\u578b\u95ee\u7b54\u4e0a\u4e0b\u6587\uff0c\u8ba9\u6a21\u578b\u4e86\u89e3\u66f4\u591a\u7684\u80cc\u666f\u77e5\u8bc6\uff0c\u4ece\u800c\u63d0\u5347\u5927\u6a21\u578b\u7684\u4f7f\u7528\u6548\u679c\u3002\u90a3\u4e48\u6211\u4eec\u80fd\u5426\u4f7f\u7528\u7c7b\u4f3c\u63d0\u793a\u8bcd\u8fd9\u79cd\u65b9\u5f0f\u53bb\u5f25\u8865\u524d\u9762\u63d0\u5230\u7684\u90a3\u4e9b\u5927\u6a21\u578b\u5e94\u7528\u7f3a\u9677\u5462\uff1f\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff0c\u8fd9\u5c31\u662fRAG\u91c7\u7528\u7684\u6280\u672f\u601d\u8def\u3002\u9488\u5bf9\u201c\u77e5\u8bc6\u7684\u5c40\u9650\u6027\u201d\u548c\u201c\u77e5\u8bc6\u7684\u5b9e\u65f6\u6027\u201d\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u501f\u7528\u7c7b\u4f3c\u201c\u63d0\u793a\u8bcd\u201d\u4e4b\u624b\u544a\u8bc9\u5927\u6a21\u578b\uff0c\u8ba9\u5b83\u80fd\u591f\u5728\u201c\u5916\u90e8\u8865\u5145\u6570\u636e\u201d\u7684\u4e0a\u4e0b\u6587\u73af\u5883\u4e2d\uff0c\u7ed9\u51fa\u6211\u4eec\u60f3\u8981\u7684\u7b54\u6848\uff0c\u4ece\u800c\u89c4\u907f\u77e5\u8bc6\u7684\u5c40\u9650\u6027\u548c\u5b9e\u65f6\u6027\u95ee\u9898\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag8.png\" width=\"574\" height=\"260\" \/><\/p>\n<p>\u4e3a\u4e86\u8ba9\u5927\u6a21\u578b\u80fd\u591f\u638c\u63e1\u989d\u5916\u7684\u80cc\u666f\u77e5\u8bc6\uff0c\u6211\u4eec\u5f15\u8fdb\u4e86\u201c\u5916\u90e8\u8865\u5145\u6570\u636e\u201d\uff0c\u90a3\u4e48\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u83b7\u53d6\u8fd9\u4e2a\u5916\u90e8\u8865\u5145\u6570\u636e\u5462\uff1f\u5f88\u660e\u663e\u8fd9\u4e2a\u83b7\u53d6\u7684\u8fc7\u7a0b\u5f88\u5173\u952e\uff0c\u6709\u4e24\u4e2a\u539f\u56e0\uff1a<\/p>\n<p>1\u3001\u5916\u90e8\u8865\u5145\u6570\u636e\u4e00\u5b9a\u8981\u4e0e\u7528\u6237query\u6709\u5173\uff0c\u800c\u4e14\u76f8\u5173\u6027\u8d8a\u9ad8\u8d8a\u597d\uff0c\u5426\u5219\u5c31\u662f\u8bef\u5bfc\u6a21\u578b\u601d\u8003\uff0c\u8865\u5145\u6570\u636e\u8d8a\u8be6\u7ec6\u8d8a\u597d\uff0c\u6a21\u578b\u83b7\u53d6\u7684\u5916\u90e8\u4fe1\u606f\u5c31\u8d8a\u5145\u8db3\u3002<\/p>\n<p>2\u3001\u6211\u4eec\u4e8b\u5148\u5e76\u4e0d\u77e5\u9053\u7528\u6237\u9700\u8981query\u4ec0\u4e48\u95ee\u9898\uff0c\u6240\u4ee5\u83b7\u53d6\u5916\u90e8\u8865\u5145\u6570\u636e\u4e00\u5b9a\u662f\u4e00\u4e2a\u68c0\u7d22\u7684\u8fc7\u7a0b\uff0c\u4ece\u4e00\u4e2a<strong><b>\u5927\u89c4\u6a21<\/b><\/strong><strong><b>\u7279\u5b9a\u9886\u57df\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u96c6\u5408<\/b><\/strong>\u4e2d\u68c0\u7d22\u4e0equery\u76f8\u5173\u7684\u90e8\u5206\uff0c\u8fd9\u4e2a\u68c0\u7d22\u662f\u5b9e\u65f6\u6027\u7684\uff0c\u9488\u5bf9\u4e0d\u540c\u7684query\u53ef\u80fd\u90fd\u9700\u8981\u8fd9\u4e2a\u64cd\u4f5c\u3002<\/p>\n<p>\u73b0\u5728\u6211\u4eec\u5c06\u4e0a\u4e00\u5f20\u56fe\u66f4\u65b0\u4e00\u4e0b\uff0c\u5927\u6982\u53ef\u4ee5\u4fee\u6539\u6210\u8fd9\u6837\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag9.png\" width=\"577\" height=\"421\" \/><\/p>\n<p>\u9488\u5bf9\u7528\u6237\u7684\u6bcf\u4e2aquery\uff0c\u6211\u4eec\u5148\u4ece\u201c\u77e5\u8bc6\u5e93\u201d\uff08<strong><b>\u5927\u89c4\u6a21\u7279\u5b9a\u9886\u57df\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u96c6\u5408\uff0c\u53ef\u968f\u65f6\u66f4\u65b0<\/b><\/strong>\uff09\u68c0\u7d22\u51fa\u4e0equery\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u7136\u540e\u518d\u548c\u539f\u59cbquery\u4e00\u8d77\u5408\u5e76\u8f93\u5165\u5230\u5927\u6a21\u578b\u3002\u76ee\u524d\u8fd9\u91cc\u7684\u68c0\u7d22\u65b9\u5f0f\u901a\u5e38\u91c7\u7528\u201c\u6587\u672c\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u201d\uff0c\u8fd9\u4e2a\u8ddfCV\u9886\u57df\u56fe\u50cf\u76f8\u4f3c\u6027\u68c0\u7d22\u7c7b\u4f3c\uff0c\u4e00\u822c\u57fa\u4e8e\u9ad8\u7ef4\u7279\u5f81\u53bb\u505a\u76f8\u4f3c\u5ea6\u5339\u914d\u3002<\/p>\n<h2><strong><b>\u6587\u672c\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22<\/b><\/strong><\/h2>\n<p>\u4e00\u822c\u5728\u8bb2\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u7684\u65f6\u5019\uff0c\u901a\u5e38\u4e5f\u4f1a\u63d0\u5230\u5173\u952e\u5b57\u68c0\u7d22\uff0c\u8fd9\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u6587\u672c\u68c0\u7d22\u65b9\u5f0f\u3002\u4e0b\u9762\u662f\u4e24\u79cd\u65b9\u5f0f\u7279\u70b9\uff1a<\/p>\n<p>1\u3001\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u3002\u57fa\u4e8e\u6587\u672c\u5185\u5bb9\u542b\u4e49\u53bb\u505a\u5339\u914d\uff0c\u7b97\u6cd5\u80fd\u591f\u7406\u89e3\u53e5\u5b50\uff08\u8bcd\u8bed\uff09\u7684\u5185\u5728\u542b\u4e49\uff0c\u7136\u540e\u627e\u51fa\u610f\u4e49\u4e0e\u4e4b\u76f8\u4f3c\u7684\u5185\u5bb9\u3002\u6bd4\u5982\u201c\u8fd9\u4e2a\u4ea7\u54c1\u4ee4\u4eba\u773c\u524d\u4e00\u4eae\u201d\u548c\u201c\u8fd9\u4e2a\u4ea7\u54c1\u8bbe\u8ba1\u5f88\u65b0\u9896\u201d\u867d\u7136\u6587\u672c\u5185\u5bb9\u672c\u8eab\u4e0d\u5c3d\u76f8\u540c\uff0c\u4f46\u662f\u5176\u610f\u4e49\u76f8\u4f3c\uff0c\u90a3\u4e48\u7b97\u6cd5\u8ba4\u4e3a\u5b83\u4eec\u76f8\u4f3c\u5ea6\u5f88\u9ad8\u3002\u7c7b\u4f3c\u7684\uff0c\u201c\u6c7d\u8f66\u201d\u548c\u201c\u8f7f\u8f66\u201d\u76f8\u4f3c\u5ea6\u5f88\u9ad8\uff0c\u201c\u8dd1\u6b65\u978b\u201d\u548c\u201c\u8010\u514b\u201d\u76f8\u4f3c\u5ea6\u5f88\u9ad8\uff0c\u201c\u6674\u6717\u7684\u5929\u201d\u548c\u201c\u4e07\u91cc\u65e0\u4e91\u201d\u76f8\u4f3c\u5ea6\u5f88\u9ad8\u3002<\/p>\n<p>2\u3001\u5173\u952e\u5b57\u68c0\u7d22\u3002\u57fa\u4e8e\u6587\u672c\u5185\u5bb9\u672c\u8eab\u53bb\u505a\u5339\u914d\uff0c\u7b97\u6cd5\u53ea\u5339\u914d\u53e5\u5b50\uff08\u8bcd\u8bed\uff09\u5185\u5bb9\u672c\u8eab\uff0c\u201c\u6674\u6717\u7684\u5929\u201d\u548c\u201c\u4e07\u91cc\u65e0\u4e91\u201d\u5982\u679c\u4ece\u5173\u952e\u5b57\u53bb\u5339\u914d\u7684\u8bdd\uff0c\u76f8\u4f3c\u5ea6\u57fa\u672c\u4e3a\u96f6\u3002\u5728\u5b66\u4e60\u300a\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5<\/p>\n<p>\u300b\u8bfe\u7a0b\u7684\u65f6\u5019\uff0c\u91cc\u9762\u63d0\u5230\u7684\u201c\u6c49\u660e\u8ddd\u79bb\u201d\u53ef\u4ee5\u7b97\u4f5c\u5173\u952e\u5b57\u5339\u914d\u7684\u4e00\u79cd\u65b9\u5f0f\uff0c\u4e3b\u8981\u7528\u6765\u8ba1\u7b97\u5b57\u7b26\u4e32\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002<\/p>\n<p>\u6211\u4eec\u4ece\u4e0a\u9762\u7684\u89e3\u91ca\u53ef\u4ee5\u4e86\u89e3\u5230\uff0c\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u65b9\u5f0f\u663e\u5f97\u66f4\u52a0\u201c\u806a\u660e\u201d\uff0c\u66f4\u8d34\u8fd1\u4eba\u7c7b\u601d\u8003\u7684\u65b9\u5f0f\uff0c\u6240\u4ee5\u5728RAG\u6280\u672f\u6808\u4e2d\uff0c\u4e00\u822c\u91c7\u7528\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u7684\u65b9\u5f0f\u53bb\u83b7\u53d6\u524d\u9762\u63d0\u5230\u7684\u201c\u5916\u90e8\u8865\u5145\u6570\u636e\u201d\u3002\u6587\u672c\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u4e00\u822c\u57fa\u4e8e\u201c\u9ad8\u7ef4\u7279\u5f81\u201d\u53bb\u5b8c\u6210\uff0c\u5927\u6982\u601d\u8def\u5c31\u662f\u4e8b\u5148\u5bf9\u77e5\u8bc6\u5e93\u4e2d\u7684\u6587\u672c\u5185\u5bb9\u8fdb\u884c\u7279\u5f81\u7f16\u7801\uff0c\u751f\u6210\u9ad8\u7ef4\u7279\u5f81\u5411\u91cf\uff08\u901a\u5e38128\/256\/512\u7ef4\u5ea6\uff09\uff0c\u6700\u540e\u5b58\u5165\u4e13\u7528\u5411\u91cf\u6570\u636e\u5e93\uff08\u6bd4\u5982Faiss\/Milvus\u5411\u91cf\u6570\u636e\u5e93\uff09\uff0c\u5f62\u6210\u5e95\u5e93\u3002\u5728\u68c0\u7d22\u9636\u6bb5\uff0c\u5148\u5bf9query\u6587\u672c\u4f7f\u7528\u76f8\u540c\u7684\u7279\u5f81\u7f16\u7801\u7b97\u6cd5\u751f\u6210\u7279\u5f81\u5411\u91cf\uff0c\u7136\u540e\u4f7f\u7528\u8be5\u5411\u91cf\u53bb\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u524dTOP N\u4e2a\u76f8\u4f3c\u7279\u5f81\uff0c\u6700\u540e\u6620\u5c04\u56de\u524dTOP N\u4e2a\u539f\u59cb\u6587\u672c\u5185\u5bb9\u3002\u90a3\u4e48\u5f97\u5230\u7684\u8fd9\u4e9b\u539f\u59cb\u6587\u672c\u5185\u5bb9\uff0c\u5c31\u548cquery\u6587\u672c\u5728\u8bed\u4e49\u4e0a\u5b58\u5728\u5f88\u9ad8\u7684\u76f8\u4f3c\u5ea6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag10.png\" width=\"719\" height=\"224\" \/><\/p>\n<p>\u4e0a\u9762\u56fe\u4e2d\uff0cA\u548cB\u662f\u7279\u5f81\u5411\u91cf\u5e95\u5e93\uff0cC\u662fquery\u7279\u5f81\u5411\u91cf\uff0c\u6700\u7ec8C\u548cA\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u8981\u6bd4C\u548cB\u4e4b\u95f4\u66f4\u9ad8\uff0c\u6240\u4ee5\u201c\u4eca\u5929\u4e07\u91cc\u65e0\u4e91\uff0c\u5929\u6c14\u5f88\u597d\u201d\u53ef\u4ee5\u5339\u914d\u5230\u201c\u771f\u662f\u4e00\u4e2a\u6674\u6717\u7684\u5929\u201d\u3002\u90a3\u4e48\u5982\u4f55\u8861\u91cf\u7279\u5f81\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5462\uff1f\u4ee52\u7ef4\u5411\u91cf\u4e3a\u4f8b\uff083\u7ef4\u6216\u66f4\u9ad8\u7ef4\u7c7b\u4f3c\uff09\uff0c\u53ef\u4ee5\u628a\u7279\u5f81\u5411\u91cf\u770b\u505a\u662f\u4e8c\u7ef4\u5750\u6807\u7cfb\u4e2d\u7684\u4e00\u4e2a\u70b9\uff0c\u6700\u540e\u8ba1\u7b97\u4e24\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u901a\u5e38\u6709\u4e24\u79cd\u8ddd\u79bb\u8ba1\u7b97\u65b9\u5f0f\uff0c\u4e00\u4e2a\u53eb\u201c\u6b27\u6c0f\u8ddd\u79bb\uff08\u76f4\u7ebf\u8ddd\u79bb\uff09\u201d\uff0c\u4e00\u4e2a\u53eb\u201c\u4f59\u5f26\u8ddd\u79bb\u201d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag11.png\" width=\"372\" height=\"260\" \/><\/p>\n<p>\u6b27\u6c0f\u8ddd\u79bb\u8d8a\u5c0f\uff0c\u4e24\u4e2a\u70b9\u8d8a\u9760\u8fd1\uff0c\u4ee3\u8868\u8d8a\u76f8\u4f3c\uff08\u56fe\u4e2d\u7ea2\u8272\uff09\uff1b\u4f59\u5f26\u8ddd\u79bb\u4ee3\u8868\u7684\u662f\u70b9\u4e0e\u539f\u70b9\u8fde\u7ebf\u4e4b\u95f4\u7684\u5939\u89d2\uff0c\u5939\u89d2\u8d8a\u5c0f\uff08\u4f59\u5f26\u503c\u8d8a\u5927\uff0c\u56fe\u4e2d\u7d2b\u8272\uff09\uff0c\u4ee3\u8868\u8d8a\u76f8\u4f3c\u3002\uff08\u5173\u4e8e\u7279\u5f81\u7f16\u7801\uff0c\u4ee5\u53ca\u7279\u5f81\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u53ef\u4ee5<a href=\"http:\/\/www.videopipe.cool\/index.php\/2024\/11\/04\/2\/\">\u53c2\u8003\u4e4b\u524d\u7684\u6587\u7ae0<\/a>\uff09\u3002\u76ee\u524d\u7f51\u7edc\u5df2\u7ecf\u6709\u5f88\u591a\u5f00\u6e90\u7684\u6587\u672c\u7279\u5f81\u7f16\u7801\u6a21\u578b\uff0c\u9488\u5bf9\u4e0d\u540c\u56fd\u5bb6\u8bed\u8a00\uff0c\u53ef\u4ee5\u4e3a\u5176\u63d0\u53d6\u6587\u672c\u7279\u5f81\u6807\u8bc6\u3002\u4e0b\u9762\u662f\u6211\u5bf9\u9c81\u8fc5\u7684\u300a\u6545\u4e61\u300b\u5168\u6587\u505a\u7279\u5f81\u7f16\u7801\uff0c\u7136\u540e\u53bb\u68c0\u7d22\u201c\u6211\u60c5\u4e0d\u81ea\u7981\u5730\u4f24\u5fc3\u8d77\u6765\u3002\u201d\u8fd9\u53e5\u8bdd\u7684\u4f8b\u5b50\uff0c\u6700\u540e\u8fd4\u56deTOP 10\u4e2a\u4e0e\u4e4b\u8bed\u4e49\u76f8\u4f3c\u7684\u53e5\u5b50\uff0c\u53ef\u4ee5\u770b\u5230\u6574\u4f53\u8868\u73b0\u8fd8\u7b97\u53ef\u4ee5\uff0c\u5c24\u5176\u6392\u540d\u9760\u524d\u7684\u51e0\u4e2a\u7ed3\u679c\uff0c\u57fa\u672c\u548cquery\u53e5\u5b50\u7684\u542b\u4e49\u6bd4\u8f83\u63a5\u8fd1\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag12.png\" width=\"1432\" height=\"550\" \/><\/p>\n<h2><strong><b>\u4ece\u201c\u5355\u9636\u6bb5\u63a8\u7406\u201d\u5230\u201c\u4e24\u9636\u6bb5\u63a8\u7406\u201d<\/b><\/strong><\/h2>\n<p>\u6211\u4eec\u73b0\u5728\u56de\u987e\u4e00\u4e0b\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u57fa\u672c\u4e0a\u5c31\u662f\u7528\u6237\u63d0\u4f9bquery\u95ee\u9898\u8f93\u5165\uff08\u53ef\u4ee5\u643a\u5e26\u4e00\u4e9b\u7b80\u5355\u7684\u4e0a\u4e0b\u6587\uff0c\u6bd4\u5982\u5386\u53f2\u5bf9\u8bdd\u8bb0\u5f55\uff09\uff0c\u5927\u6a21\u578b\u76f4\u63a5\u7ed9\u51fa\u56de\u7b54\uff0c\u6ce8\u610f\u8fd9\u91cc\u5927\u6a21\u578b\u5b8c\u5168\u57fa\u4e8e\u8bad\u7ec3\u65f6\u79ef\u7d2f\u7684\u7ecf\u9a8c\u7ed9\u51fa\u7684\u7b54\u6848\u3002\u8fd9\u4e2a\u53ef\u4ee5\u770b\u505a\u662f\u4e00\u4e2a\u201c\u7aef\u5230\u7aef\u201d\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u201c\u5355\u9636\u6bb5\u63a8\u7406\u201d\uff08\u53ef\u4ee5\u7c7b\u6bd4CV\u9886\u57df\u4e2d\u7ecf\u5178\u7684YOLO\u7cfb\u5217\u68c0\u6d4b\u7b97\u6cd5\uff09\u3002\u90a3\u4e48\u76f8\u6bd4\u8f83\u800c\u8a00\uff0cRAG\u5c31\u662f\u201c\u4e24\u9636\u6bb5\u63a8\u7406\u201d\uff0c\u95ee\u7b54\u7cfb\u7edf\u5148\u8981\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u4e0e\u7528\u6237query\u6709\u5173\u7684\u4fe1\u606f\uff0c\u7136\u540e\u518d\u4e0equery\u4e00\u8d77\uff0c\u4f20\u5165\u5927\u6a21\u578b\uff0c\u4e4b\u540e\u7684\u6d41\u7a0b\u5c31\u548c\u5355\u9636\u6bb5\u63a8\u7406\u4e00\u81f4\u3002\u4ee5\u6b64\u53ef\u4ee5\u770b\u51fa\uff0cRAG\u6307\u7684\u5e76\u4e0d\u662f\u5177\u4f53\u54ea\u4e00\u4e2a\u7b97\u6cd5\u6216\u8005\u6280\u672f\uff0c\u800c\u662f\u4e00\u5957\u89e3\u51b3\u95ee\u9898\u7684\u6280\u672f\u65b9\u6848\uff0c\u5b83\u9700\u8981\u7528\u5230\u6587\u672c\u7279\u5f81\u7f16\u7801\u7b97\u6cd5\u3001\u5411\u91cf\u6570\u636e\u5e93\u3001\u4ee5\u53ca\u5927\u8bed\u8a00\u6a21\u578b\u7b49\u7b49\u3002Github\u4e0a\u6709\u5f88\u591aRAG\u76f8\u5173\u7684\u6846\u67b6\uff0c\u90fd\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u63a5\u53e3\uff0c\u53ef\u4ee5\u9002\u914d\u4e0d\u540c\u7684\u6587\u672c\u7f16\u7801\u6a21\u578b\u3001\u4e0d\u540c\u7684\u5411\u91cf\u6570\u636e\u5e93\u3001\u4e0d\u540c\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large\" src=\"http:\/\/videopipe.cool\/wp-content\/uploads\/2024\/12\/rag13.png\" width=\"816\" height=\"444\" \/><\/p>\n<h2><strong><b>\u603b\u7ed3RAG\u7684\u4f18\u52a3\u52bf\u548c\u5e94\u7528\u573a\u666f<\/b><\/strong><\/h2>\n<p>1\u3001RAG\u7684\u4f18\u52bf<\/p>\n<p>\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u5355\u7eaf\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u65f6\u78b0\u5230\u7684\u4e00\u4e9b\u95ee\u9898\uff0c\u6bd4\u5982\u77e5\u8bc6\u7684\u5c40\u9650\u6027\u548c\u5b9e\u65f6\u6027\uff0c\u80fd\u591f\u89e3\u51b3\u5927\u6a21\u578b\u5728\u5782\u76f4\u7ec6\u5206\u9886\u57df\u843d\u5730\u7684\u96be\u9898\uff0c\u8ba9\u5927\u6a21\u578b\u66f4\u63a5\u5730\u6c14\u3001\u7ed9\u51fa\u7684\u56de\u7b54\u66f4\u8d34\u8fd1\u6807\u51c6\u7b54\u6848\u800c\u4e0d\u662f\u4e00\u672c\u6b63\u7ecf\u7684\u80e1\u8bf4\u516b\u9053\u3002\u540c\u65f6\uff0c\u8ba9\u4e2d\u5c0f\u578b\u4f01\u4e1a\u53ef\u4ee5\u57fa\u4e8e\u5f00\u6e90\u5927\u6a21\u578b\u5feb\u901f\u642d\u5efa\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93\u95ee\u7b54\uff08\u5efa\u8bae\uff09\u7cfb\u7edf\uff0c\u800c\u65e0\u9700\u5bf9\u5176\u8fdb\u884c\u4e8c\u6b21\u8bad\u7ec3\u6216\u5fae\u8c03\uff08\u7b97\u529b\u548c\u6570\u636e\uff0c\u5305\u62ec\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u95e8\u69db\u90fd\u662f\u76f8\u5f53\u4e4b\u9ad8\uff09\u3002<\/p>\n<p>2\u3001RAG\u7684\u52a3\u52bf<\/p>\n<p>\u5f15\u5165\u4e86\u66f4\u591a\u7684\u6280\u672f\u6808\uff0c\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u590d\u6742\u6027\uff0c\u65e0\u8bba\u5f00\u53d1\u8fd8\u662f\u540e\u671f\u7ef4\u62a4\u5de5\u4f5c\u91cf\u66f4\u9ad8\u3002\u540c\u65f6\uff0c\u7531\u4e8e\u524d\u671f\u5f15\u5165\u4e86\u201c\u8bed\u4e49\u68c0\u7d22\u201d\u7684\u6d41\u7a0b\uff0c\u6d89\u53ca\u5230\u51c6\u786e\u6027\u95ee\u9898\uff0c\u4e00\u65e6\u524d\u671f\u68c0\u7d22\u73af\u8282\u51fa\u95ee\u9898\uff0c\u76f4\u63a5\u5f71\u54cd\u540e\u9762\u5927\u6a21\u578b\u6548\u679c\u3002<\/p>\n<p>3\u3001RAG\u5e94\u7528\u573a\u666f<\/p>\n<p>RAG\u53ef\u4ee5\u7528\u5728\u5782\u76f4\u7ec6\u5206\u9886\u57df\u7684\u77e5\u8bc6\u95ee\u7b54\uff08\u5efa\u8bae\uff09\u573a\u666f\uff0c\u5bf9\u6570\u636e\u9690\u79c1\u8981\u6c42\u6bd4\u8f83\u9ad8\uff0c\u540c\u65f6\u5bf9\u77e5\u8bc6\u5e93\u5b9e\u65f6\u66f4\u65b0\u6709\u8981\u6c42\u3002\u5f53\u7136\u9664\u4e86\u672c\u6587\u4ecb\u7ecd\u7684\u8fd9\u79cd\u57fa\u4e8e\u77e5\u8bc6\u5e93\u95ee\u7b54\u7cfb\u7edf\uff0c\u7c7b\u4f3c\u7684\u8fd8\u53ef\u4ee5\u7528\u5728\u57fa\u4e8e\u6570\u636e\u5e93\u3001\u57fa\u4e8e\u641c\u7d22\u5f15\u64ce\u7b49\u95ee\u7b54\u7cfb\u7edf\uff0c\u539f\u7406\u57fa\u672c\u7c7b\u4f3c\u3002<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>RAG\u5168\u79f0Retrieval-Augmented Generation\uff0c\u7ffb\u8bd1\u6210\u4e2d\u6587\u662f\u201c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u201d\u3002\u5176\u4e2d\u68c0\u7d22\u6307\u7684\u662f\u201c\u6587\u672c\u76f8\u4f3c\u6027\u68c0\u7d22\u201d\uff0c\u751f\u6210\u6307\u7684\u662f\u201c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u578b\u7b97\u6cd5\u201d\uff0c\u6bd4\u5982OpenAI\u7684GPT\u7cfb\u5217\uff0c\u4ee5\u53ca\u963f\u91cc\u7684\u901a\u4e49\u5343\u95ee\u7cfb\u5217\u7b49\u7b49\u3002\u5b8c\u6574\u53bb\u7406\u89e3\u8fd9\u4e2a\u672f\u8bed\u5e94\u8be5\u662f\uff1a\u7528\u6587\u672c\u8bed\u4e49\u76f8\u4f3c\u6027\u68c0\u7d22\u7684\u7ed3\u679c\uff0c\u6765\u4e30\u5bcc\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u4e0a\u4e0b\u6587\uff0c\u4ee5\u6b64\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u6548\u679c\u3002RAG\u6280\u672f\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u8fd1\u51e0\u5e74\u70ed\u5ea6\u6301\u7eed\u4e0a\u5347\uff0c\u5176\u4e3b\u8981\u539f\u56e0\u8fd8\u662f\u53d7\u5927\u8bed\u8a00\u6a21\u578b\u5f71\u54cd\uff0c\u5c24\u5176\u5927\u8bed\u8a00\u6a21\u578b\u6280\u672f\u5728\u5b9e\u9645\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u672c\u8eab\u5b58\u5728\u7684\u4e00\u4e9b\u7f3a\u9677\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u7684\u7f3a\u9677 \u9664\u53bb\u6a21\u578b\u7684\u590d\u6742\u6027\u5bf9\u6570\u636e\u548c\u7b97\u529b\u7684\u8981\u6c42\u592a\u9ad8\uff08\u8fd9\u9876\u591a\u7b97\u662f\u95e8\u69db\u9ad8\uff0c\u9020\u6210\u4e00\u822c\u4e2d\u5c0f\u578b\u516c\u53f8\u65e0\u6cd5\u5165\u5751\uff09\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u5b9e\u9645\u5e94\u7528\u8fc7\u7a0b\u4e2d\u6709\u4e24\u4e2a\u7f3a\u9677\uff1a \uff081\uff09\u77e5\u8bc6\u7684\u5c40\u9650\u6027 CV\u9886\u57df\u4e2d\u5e38\u89c1\u7684YOLO\u7cfb\u5217\u68c0\u6d4b\u7b97\u6cd5\uff0c\u6a21\u578b\u53c2\u6570\u91cf\u5927\u6982\u5728\u767e\u4e07~\u5343\u4e07\u7ea7\u522b\u3002\u800c\u5927\u8bed\u8a00\u6a21\u578b\u53c2\u6570\u91cf\u901a\u5e38\u5341\u4ebf\u8d77\u6b65\uff0c\u66f4\u590d\u6742\u7684\u751a\u81f3\u8fbe\u5230\u4e86\u5343\u4ebf\u4e07\u4ebf\u7ea7\u522b\u3002\u66f4\u591a\u7684\u53c2\u6570\u91cf\u610f\u5473\u7740\u6a21\u578b\u80fd\u5b58\u50a8\uff08\u5b66\u4e60\uff09\u66f4\u591a\u7684\u77e5\u8bc6\uff0c\u65e0\u8bba\u4ece\u77e5\u8bc6\u6df1\u5ea6\u8fd8\u662f\u5e7f\u5ea6\u90fd\u6bd4\u4f20\u7edf\u7684\u201c\u5c0f\u201d\u6a21\u578b\u8981\u66f4\u4f18\u3002\u4f46\u662f\uff0c\u8fd9\u4e2a\u4e16\u754c\u662f\u590d\u6742\u7684\uff0c\u4e0d\u540c\u884c\u4e1a\u7684\u77e5\u8bc6\u5343\u5dee\u4e07\u522b\uff0c\u4fd7\u8bdd\u8bf4\uff1a\u9694\u884c\u5982\u9694\u5c71\uff0c\u8fd9\u4e2a\u5728\u5927\u6a21\u578b\u6280\u672f\u4e2d\u5c24\u4e3a\u7a81\u51fa\u3002\u901a\u5e38\u4e00\u4e9b\u516c\u53f8\u5728\u8bad\u7ec3\u5927\u6a21\u578b\u65f6\uff0c\u91c7\u7528\u7684\u6570\u636e\u4e3b\u8981\u6765\u6e90\u4e8e\u4e92\u8054\u7f51\uff0c\u5927\u90e8\u5206\u90fd\u662f\u516c\u5f00\u7684\u77e5\u8bc6\u6570\u636e\uff0c\u6a21\u578b\u4ece\u8fd9\u4e9b\u516c\u5f00\u7684\u6570\u636e\u4e2d\u5b66\u4e60\u5f53\u524d\u6570\u636e\u7684\u57fa\u672c\u89c4\u5f8b\uff0c\u4f46\u662f\u5bf9\u4e8e\u90a3\u4e9b\u7531\u4e8e\u5404\u79cd\u539f\u56e0\u6ca1\u6709\u516c\u5f00\u5230\u7f51\u7edc\u4e0a\u7684\u5782\u76f4\u7ec6\u5206\u9886\u57df\u7684\u77e5\u8bc6\u6570\u636e\uff0c\u5927\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b8c\u5168\u65e0\u6cd5\u63a5\u89e6\u5230\uff0c\u8fd9\u4e5f\u5bfc\u81f4\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u7279\u5b9a\u9886\u57df\u95ee\u9898\u56de\u7b54\u6548\u679c\u4e0d\u4f73\u3001\u751a\u81f3\u5b8c\u5168\u4e00\u672c\u6b63\u7ecf\u7684\u80e1\u8bf4\u516b\u9053\u3002\u4e0b\u9762\u662f\u6211\u5411ChatGPT\u8be2\u95ee\u201c\u8f66\u9053\u6536\u8d39\u8f6f\u4ef6\u7a0b\u5e8f\u65e0\u6cd5\u6b63\u5e38\u8fd0\u884c\u5982\u4f55\u5904\u7406\uff1f\u201d\uff0c\u53ef\u4ee5\u770b\u5230\uff0cChatGPT\u5728\u8fd9\u79cd\u4e13\u4e1a\u95ee\u9898\u4e2d\u8868\u73b0\u4e0d\u8db3\uff0c\u867d\u7136\u56de\u7b54\u7684\u6761\u7406\u6e05\u6670\uff08\u7b2c\u4e00\u5f20\u56fe\uff09\uff0c\u4f46\u662f\u5e76\u4e0d\u662f\u6211\u4eec\u60f3\u8981\u7684\u7b54\u6848\uff08\u7b2c\u4e8c\u5f20\u56fe\uff09\u3002 &lt;ChatGPT\u56de\u7b54\u7ed3\u679c\u2191&gt; &lt;\u6807\u51c6\u7b54\u6848\u2191&gt; \uff082\uff09\u77e5\u8bc6\u7684\u5b9e\u65f6\u6027 \u5927\u6a21\u578b\u638c\u63e1\u7684\u77e5\u8bc6\u53d7\u9650\u4e8e\u8bad\u7ec3\u5b83\u7528\u5230\u7684\u6570\u636e\uff0c\u6a21\u578b\u8bad\u7ec3\uff08\u8fed\u4ee3\uff09\u4e00\u6b21\u6d88\u8017\u7684\u65f6\u95f4\u76f8\u5bf9\u8f83\u957f\uff08\u51e0\u4e2a\u6708\u751a\u81f3\u4e00\u5e74\uff09\uff0c\u5f88\u591a\u77e5\u8bc6\u6570\u636e\u867d\u7136\u662f\u516c\u5f00\u7684\uff0c\u4f46\u662f\u7531\u4e8e\u65f6\u95f4\u5173\u7cfb\uff0c\u5e76\u4e0d\u80fd\u53ca\u65f6\u88ab\u5927\u6a21\u578b\u638c\u63e1\u3002\u6bd4\u5982\u524d\u51e0\u5929\uff082024\/12\/3\uff09\u7f51\u7edc\u4e0a\u51fa\u73b0\u4e86\u97e9\u56fd\u603b\u7edf\u5c39\u9521\u60a6\u7a81\u7136\u53d1\u52a8\u6212\u4e25\u7684\u65b0\u95fb\uff0c\u4f60\u5982\u679c\u5411\u4e00\u4e2a11\u6708\u4efd\u5c31\u4e0a\u7ebf\u7684\u5927\u6a21\u578b\u95ee\u97e9\u56fd\u7684\u76f8\u5173\u5386\u53f2\u4e8b\u4ef6\uff0c\u8fd9\u4e2a\u6212\u4e25\u4e8b\u4ef6\u80af\u5b9a\u4e0d\u5728\u56de\u7b54\u4e4b\u5217\uff0c\u539f\u56e0\u5f88\u7b80\u5355\uff0c\u56e0\u4e3a\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5e76\u6ca1\u6709\u76f8\u5173\u6570\u636e\u3002\u4e0b\u9762\u662f\u6211\u5411ChatGPT\u8be2\u95ee\u201c\u97e9\u56fd\u8fd1\u73b0\u4ee3\u6709\u54ea\u4e9b\u4e3b\u8981\u7684\u653f\u6cbb\u4e8b\u4ef6\uff1f\u201d\uff0c\u5728\u5b83\u7ed9\u51fa\u7684\u56de\u7b54\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u56de\u7b54\u7684\u4e3b\u8981\u4e8b\u4ef6\u622a\u6b62\u65f6\u95f4\u57282022\u5e74\u5c39\u9521\u60a6\u4e0a\u53f0\u540e\u4e0d\u4e45\uff0c\u56de\u7b54\u4e2d\u6ca1\u6709\u66f4\u65b0\u7684\u6570\u636e\u3002 &lt;ChatGPT\u5173\u4e8e\u97e9\u56fd\u8fd1\u4ee3\u5386\u53f2\u4e8b\u4ef6\u7684\u56de\u7b54\u2191&gt; \u63d0\u793a\u5de5\u7a0b\u7684\u91cd\u8981\u6027 \u57282022\u5e74\u5e95ChatGPT\u521a\u51fa\u6765\u4e0d\u4e45\uff0cGitHub\u4e0a\u5c31\u6709\u4e00\u4e2a\u975e\u5e38\u706b\u7206\u7684\u9879\u76ee\u4ed3\u5e93\u53ebawesome-chatgpt-prompts\uff08\u622a\u6b622024\/12\/15\u5df2\u7ecf\u6709114K\u661f\u661f\uff09\uff0c\u8fd9\u4e2a\u4ed3\u5e93\u6838\u5fc3\u5c31\u662f\u4e00\u4e2aREADME\u6587\u4ef6\uff0c\u91cc\u9762\u5305\u542b\u4e86\u6211\u4eec\u5728\u4f7f\u7528ChatGPT\u65f6\u5e38\u7528\u5230\u7684\u4e00\u4e9b\u201c\u63d0\u793a\u8bcd\u201d\u3002\u63d0\u793a\u8bcd\u7684\u4f5c\u7528\u662f\u544a\u8bc9\u5927\u6a21\u578b\u4e00\u4e9b\u4e0a\u4e0b\u6587\u80cc\u666f\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u6839\u636e\u4f60\u7684\u63d0\u793a\u8bcd\u6765\u7ed9\u51fa\u60f3\u8981\u7684\u56de\u7b54\u3002\u63d0\u793a\u8bcd\u5b8c\u5168\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u7f16\u5199\uff0c\u597d\u7684\u63d0\u793a\u8bcd\u80fd\u591f\u5f97\u5230\u66f4\u52a0\u51c6\u786e\u7684\u56de\u7b54\u3002\u4e0b\u9762\u7ed9\u51fa\u4e24\u4e2a\u4f8b\u5b50\uff0c\u7b2c\u4e00\u4e2a\u662f\u8ba9ChatGPT\u5145\u5f53Linux\u64cd\u4f5c\u7cfb\u7edf\u547d\u4ee4\u884c\u7ec8\u7aef\uff08\u7c7b\u4f3cssh\u5de5\u5177\uff09\uff0c\u54cd\u5e94\u7528\u6237\u8f93\u5165\u7684Linux\u547d\u4ee4\uff1b\u7b2c\u4e8c\u4e2a\u662f\u8ba9\u901a\u4e49\u5343\u95ee\u5145\u5f53\u4e00\u4e2a\u5173\u952e\u4fe1\u606f\u63d0\u53d6\u5668\uff0c\u5c06\u4e24\u4e2a\u4eba\u8bed\u97f3\u5bf9\u8bdd\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u63d0\u53d6\u51fa\u6765\u7136\u540e\u6309\u6307\u5b9a\u683c\u5f0f\u8f93\u51fa\u3002 &lt;ChatGPT\u626e\u6f14Linux\u7ec8\u7aef\u2191&gt; &lt;\u7ed9\u901a\u4e49\u5343\u95ee\u8bbe\u7f6e\u63d0\u793a\u8bcd\u2191&gt;&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-208","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts\/208"}],"collection":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/comments?post=208"}],"version-history":[{"count":5,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts\/208\/revisions"}],"predecessor-version":[{"id":213,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/posts\/208\/revisions\/213"}],"wp:attachment":[{"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/media?parent=208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/categories?post=208"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.videopipe.cool\/index.php\/wp-json\/wp\/v2\/tags?post=208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}