{"id":35,"date":"2026-06-30T03:24:24","date_gmt":"2026-06-30T03:24:24","guid":{"rendered":"https:\/\/blog.top-api.cc\/?p=35"},"modified":"2026-06-30T03:24:24","modified_gmt":"2026-06-30T03:24:24","slug":"k9zyupwy","status":"publish","type":"post","link":"http:\/\/blog.top-api.cc\/?p=35","title":{"rendered":"RAG\u7cfb\u7edf\u4e5f\u9700\u8981AI\u4e2d\u8f6c\u7ad9\u5417\uff1f\u68c0\u7d22\u589e\u5f3a\u4e0e\u7edf\u4e00API\u5165\u53e3\u7684\u7ec4\u5408\u67b6\u6784"},"content":{"rendered":"<p>\u8c08\u5230 RAG\uff0c\u5f88\u591a\u56e2\u961f\u9996\u5148\u60f3\u5230\u5411\u91cf\u5e93\u3001\u5206\u5757\u7b56\u7565\u3001\u53ec\u56de\u8d28\u91cf\u548c\u91cd\u6392\u5e8f\u3002\u8fd9\u4e9b\u5f53\u7136\u91cd\u8981\uff0c\u4f46\u8fd8\u6709\u4e00\u5c42\u5e38\u88ab\u5ffd\u7565\uff1a\u6a21\u578b\u8c03\u7528\u6cbb\u7406\u3002<\/p>\n<p>RAG \u7cfb\u7edf\u901a\u5e38\u4e0d\u53ea\u662f\u8c03\u7528\u4e00\u6b21\u6a21\u578b\u3002\u5b83\u53ef\u80fd\u8981\u505a query rewrite\u3001\u68c0\u7d22\u3001\u91cd\u6392\u5e8f\u3001\u7b54\u6848\u751f\u6210\u3001\u5f15\u7528\u6821\u9a8c\u3001\u6458\u8981\u538b\u7f29\u3002\u6bcf\u4e00\u6b65\u90fd\u53ef\u80fd\u8c03\u7528\u4e0d\u540c\u6a21\u578b\uff0c\u6210\u672c\u548c\u5ef6\u8fdf\u5f88\u5bb9\u6613\u5931\u63a7\u3002<\/p>\n<p>\u8fd9\u65f6\uff0cAI \u4e2d\u8f6c\u7ad9\u6216\u7edf\u4e00 API \u5165\u53e3\u5c31\u4e0d\u53ea\u662f\u201c\u53ef\u9009\u9879\u201d\uff0c\u800c\u662f\u5f88\u9002\u5408\u505a RAG \u8c03\u7528\u94fe\u7684\u63a7\u5236\u5c42\u3002<\/p>\n<h2>1. RAG \u7684\u6a21\u578b\u8c03\u7528\u6bd4\u666e\u901a\u804a\u5929\u66f4\u590d\u6742<\/h2>\n<p>\u4e00\u4e2a\u5178\u578b RAG \u6d41\u7a0b\u53ef\u80fd\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u7528\u6237\u95ee\u9898\u6539\u5199<\/li>\n<li>\u591a\u8def\u68c0\u7d22<\/li>\n<li>\u6587\u6863\u91cd\u6392\u5e8f<\/li>\n<li>\u957f\u4e0a\u4e0b\u6587\u538b\u7f29<\/li>\n<li>\u7b54\u6848\u751f\u6210<\/li>\n<li>\u5f15\u7528\u683c\u5f0f\u5316<\/li>\n<li>\u5b89\u5168\u68c0\u67e5<\/li>\n<\/ul>\n<p>\u5982\u679c\u6bcf\u4e00\u6b65\u90fd\u76f4\u8fde\u4e0d\u540c\u6a21\u578b\u4f9b\u5e94\u5546\uff0c\u6392\u67e5\u6210\u672c\u4f1a\u5f88\u9ad8\u3002\u7edf\u4e00\u5165\u53e3\u53ef\u4ee5\u628a\u8fd9\u4e9b\u8c03\u7528\u5148\u6536\u53e3\uff0c\u8ba9\u6a21\u578b\u9009\u62e9\u3001\u65e5\u5fd7\u548c\u9884\u7b97\u66f4\u6e05\u6670\u3002<\/p>\n<h2>2. \u4e0d\u540c RAG \u6b65\u9aa4\u9002\u5408\u4e0d\u540c\u6a21\u578b<\/h2>\n<p>RAG \u4e0d\u662f\u6240\u6709\u6b65\u9aa4\u90fd\u8981\u7528\u6700\u5f3a\u6a21\u578b\u3002<\/p>\n<p>\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>query rewrite \u53ef\u4ee5\u7528\u4f4e\u6210\u672c\u6a21\u578b<\/li>\n<li>\u91cd\u6392\u5e8f\u53ef\u4ee5\u7528\u4e13\u95e8\u6a21\u578b\u6216\u8f7b\u91cf\u6a21\u578b<\/li>\n<li>\u7b54\u6848\u751f\u6210\u9700\u8981\u66f4\u5f3a\u6a21\u578b<\/li>\n<li>\u5b89\u5168\u68c0\u67e5\u53ef\u4ee5\u4f7f\u7528\u89c4\u5219\u548c\u6a21\u578b\u6df7\u5408<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4e2d\u8f6c\u5c42\u505a\u6a21\u578b\u5206\u5c42\uff0c\u53ef\u4ee5\u5728\u4e0d\u660e\u663e\u727a\u7272\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<h2>3. \u53ef\u89c2\u6d4b\u6027\u8981\u8986\u76d6\u68c0\u7d22\u548c\u751f\u6210\u4e24\u7aef<\/h2>\n<p>RAG \u51fa\u95ee\u9898\u65f6\uff0c\u5f88\u96be\u4e00\u773c\u5224\u65ad\u662f\u68c0\u7d22\u9519\u4e86\uff0c\u8fd8\u662f\u751f\u6210\u9519\u4e86\u3002<\/p>\n<p>\u7edf\u4e00\u5165\u53e3\u81f3\u5c11\u80fd\u5e2e\u52a9\u8bb0\u5f55\uff1a<\/p>\n<ul>\n<li>\u54ea\u4e00\u6b65\u8c03\u7528\u4e86\u54ea\u4e2a\u6a21\u578b<\/li>\n<li>\u6bcf\u6b65 token \u548c\u8d39\u7528<\/li>\n<li>\u6bcf\u6b65\u5ef6\u8fdf<\/li>\n<li>\u662f\u5426\u89e6\u53d1\u56de\u9000<\/li>\n<li>\u6700\u7ec8\u7b54\u6848\u7528\u4e86\u54ea\u4e9b\u4e0a\u4e0b\u6587<\/li>\n<\/ul>\n<p>\u518d\u7ed3\u5408\u68c0\u7d22\u65e5\u5fd7\uff0c\u56e2\u961f\u624d\u80fd\u5b8c\u6574\u5b9a\u4f4d\u95ee\u9898\u3002<\/p>\n<h2>4. \u5b89\u5168\u8fb9\u754c\u8981\u653e\u5728\u6a21\u578b\u8c03\u7528\u524d<\/h2>\n<p>RAG \u4f1a\u628a\u5916\u90e8\u6587\u6863\u3001\u7f51\u9875\u3001\u77e5\u8bc6\u5e93\u5185\u5bb9\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002\u8fd9\u91cc\u5929\u7136\u5b58\u5728 prompt injection \u98ce\u9669\u3002<\/p>\n<p>\u4e2d\u8f6c\u5c42\u53ef\u4ee5\u914d\u5408\u505a\uff1a<\/p>\n<ul>\n<li>\u5bf9\u5916\u90e8\u5185\u5bb9\u505a\u6807\u8bb0<\/li>\n<li>\u9650\u5236\u5e26\u5de5\u5177\u8c03\u7528\u7684\u6a21\u578b<\/li>\n<li>\u5bf9\u654f\u611f\u77e5\u8bc6\u5e93\u4f7f\u7528\u5355\u72ec key<\/li>\n<li>\u65e5\u5fd7\u8131\u654f<\/li>\n<li>\u5bf9\u9ad8\u98ce\u9669\u56de\u7b54\u589e\u52a0\u5ba1\u6838<\/li>\n<\/ul>\n<p>\u8fd9\u4e0d\u80fd\u6d88\u706d\u6240\u6709\u98ce\u9669\uff0c\u4f46\u80fd\u8ba9\u8fb9\u754c\u66f4\u6e05\u695a\u3002<\/p>\n<h2>5. \u7edf\u4e00\u5165\u53e3\u9002\u5408\u505a RAG \u7684\u6210\u672c\u9600\u95e8<\/h2>\n<p>RAG \u6700\u5927\u7684\u9690\u6027\u6210\u672c\uff0c\u5f80\u5f80\u6765\u81ea\u957f\u4e0a\u4e0b\u6587\u548c\u591a\u6b65\u8c03\u7528\u3002\u4e00\u4e2a\u95ee\u9898\u53ef\u80fd\u5728\u540e\u53f0\u6d88\u8017\u5f88\u591a token\u3002<\/p>\n<p>\u5982\u679c\u628a RAG \u8c03\u7528\u90fd\u63a5\u5165 <code>https:\/\/top-api.cc<\/code> \u8fd9\u7c7b\u7edf\u4e00\u5165\u53e3\uff0c\u56e2\u961f\u5c31\u66f4\u5bb9\u6613\u6309\u6b65\u9aa4\u3001\u9879\u76ee\u548c key \u505a\u9884\u7b97\u63a7\u5236\uff0c\u53d1\u73b0\u54ea\u4e00\u73af\u6700\u8d35\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u4f18\u5316\u5206\u5757\u3001\u538b\u7f29\u6216\u6a21\u578b\u9009\u62e9\u3002<\/p>\n<h2>\u7ed3\u8bed<\/h2>\n<p>RAG \u7684\u6838\u5fc3\u4e0d\u53ea\u662f\u201c\u68c0\u7d22\u66f4\u51c6\u201d\uff0c\u8fd8\u5305\u62ec\u201c\u8c03\u7528\u94fe\u53ef\u63a7\u201d\u3002\u5f53\u7cfb\u7edf\u8fdb\u5165\u751f\u4ea7\uff0c\u6a21\u578b\u8def\u7531\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u65e5\u5fd7\u548c\u5b89\u5168\u90fd\u4f1a\u53d8\u6210\u5fc5\u987b\u6cbb\u7406\u7684\u95ee\u9898\u3002<\/p>\n<p>AI \u4e2d\u8f6c\u7ad9\u548c RAG \u5e76\u4e0d\u51b2\u7a81\u3002\u76f8\u53cd\uff0c\u5b83\u4eec\u5f88\u9002\u5408\u7ec4\u5408\uff1aRAG \u8d1f\u8d23\u628a\u77e5\u8bc6\u627e\u51fa\u6765\uff0c\u4e2d\u8f6c\u7ad9\u8d1f\u8d23\u8ba9\u6a21\u578b\u8c03\u7528\u66f4\u53ef\u63a7\u3001\u66f4\u53ef\u89c2\u6d4b\u3001\u66f4\u5bb9\u6613\u8fd0\u8425\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>RAG \u7cfb\u7edf\u5e38\u628a\u91cd\u70b9\u653e\u5728\u5411\u91cf\u5e93\u548c\u53ec\u56de\u8d28\u91cf\u4e0a\uff0c\u5374\u5ffd\u7565\u6a21\u578b\u8c03\u7528\u6cbb\u7406\u3002\u672c\u6587\u8ba8\u8bba RAG \u4e0e AI \u4e2d\u8f6c\u7ad9\u7ed3\u5408\u540e\u7684\u8def\u7531\u3001\u89c2\u6d4b\u548c\u5b89\u5168\u6536\u76ca\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/posts\/35","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=35"}],"version-history":[{"count":0,"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/posts\/35\/revisions"}],"wp:attachment":[{"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=35"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=35"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=35"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}