{"id":36,"date":"2026-05-11T22:09:15","date_gmt":"2026-05-11T14:09:15","guid":{"rendered":"http:\/\/156.239.2.202\/?p=36"},"modified":"2026-05-11T22:25:39","modified_gmt":"2026-05-11T14:25:39","slug":"rag%e7%9f%a5%e8%af%86%e5%ba%93%e5%85%a5%e9%97%a8%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/restbay.fun\/index.php\/2026\/05\/11\/rag%e7%9f%a5%e8%af%86%e5%ba%93%e5%85%a5%e9%97%a8%e6%8c%87%e5%8d%97\/","title":{"rendered":"RAG\u77e5\u8bc6\u5e93\u5165\u95e8\u6307\u5357"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u667a\u80fd\u5e94\u7528\u7684\u77e5\u8bc6\u56f0\u5883\uff1a\u4e3a\u4ec0\u4e48\u901a\u7528\u5927\u6a21\u578b\u4e0d\u591f\u7528\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u4ece\u4e00\u4e2a\u201c\u65c5\u6e38\u63a8\u8350\u52a9\u624b\u201d\u7684\u9700\u6c42\u8bf4\u8d77<\/h3>\n\n\n\n<p>\u8bbe\u60f3\u8fd9\u6837\u4e00\u6b3e AI \u5e94\u7528\uff1a\u5b83\u4e0d\u4ec5\u662f\u7528\u6237\u7684\u884c\u7a0b\u89c4\u5212\u5e08\uff0c\u80fd\u6839\u636e\u6a21\u7cca\u9700\u6c42\u751f\u6210\u8be6\u5c3d\u653b\u7565\uff0c\u66f4\u627f\u8f7d\u7740\u5e73\u53f0\u672c\u8eab\u7684\u5546\u4e1a\u95ed\u73af\u3002\u5b83\u9700\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u91cf\u8eab\u5b9a\u5236<\/strong>\uff1a\u57fa\u4e8e\u7279\u5b9a\u5b63\u8282\u3001\u7279\u5b9a\u73a9\u6cd5\u6216\u7279\u5b9a\u4e3b\u9898\uff08\u5982\u4eb2\u5b50\u3001\u6444\u5f71\u3001\u5f92\u6b65\uff09\u7684\u653b\u7565\u5e93\uff0c\u63d0\u4f9b\u6df1\u5ea6\u65c5\u884c\u5efa\u8bae\u3002<\/li>\n\n\n\n<li><strong>\u5185\u5bb9\u53d8\u73b0<\/strong>\uff1a\u6839\u636e\u5bf9\u8bdd\u4e2d\u7528\u6237\u6d41\u9732\u51fa\u7684\u5174\u8da3\uff0c\u7cbe\u51c6\u3001\u81ea\u7136\u5730\u63a8\u8350\u4f60\u4eec\u5e73\u53f0\u81ea\u8425\u7684\u7cbe\u54c1\u5c0f\u56e2\u3001\u7279\u8272\u6c11\u5bbf\u3001\u65c5\u62cd\u6444\u5f71\u670d\u52a1\u7b49\u4ed8\u8d39\u4ea7\u54c1\u3002<\/li>\n\n\n\n<li><strong>\u98ce\u683c\u4e00\u81f4<\/strong>\uff1a\u59cb\u7ec8\u4ee5\u54c1\u724c\u72ec\u6709\u7684\u65c5\u884c\u54f2\u5b66\uff08\u5982\u201c\u8d1f\u8d23\u4efb\u7684\u65c5\u884c\u201d\u3001\u201c\u62d2\u7edd\u5343\u7bc7\u4e00\u5f8b\u7684\u6253\u5361\u201d\uff09\u4e0e\u7528\u6237\u6c9f\u901a\uff0c\u800c\u975e\u901a\u7528 AI \u90a3\u79cd\u201c\u767e\u5ea6\u767e\u79d1\u201d\u5f0f\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u9700\u6c42\u6307\u5411\u540c\u4e00\u4e2a\u6838\u5fc3\uff1a\u5229\u7528\u4f01\u4e1a\u81ea\u6709\u7684\u3001\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u63d0\u4f9b\u8fdc\u8d85\u901a\u7528\u6a21\u578b\u7684\u4e2a\u6027\u5316\u670d\u52a1\u3002\u4e0d\u4ec5\u662f\u201c\u65c5\u6e38\u63a8\u8350\u52a9\u624b\u201d\uff0c\u4f01\u4e1a\u5185\u90e8\u7684\u667a\u80fd\u5ba2\u670d\u3001\u4ea7\u54c1\u987e\u95ee\u3001\u5185\u90e8\u77e5\u8bc6\u5e93\u95ee\u7b54\u7cfb\u7edf\uff0c\u5176\u672c\u8d28\u903b\u8f91\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u901a\u7528\u5927\u6a21\u578b\u7684\u5c40\u9650\u6027\uff1a\u5f53\u201c\u4e07\u4e8b\u901a\u201d\u9047\u4e0a\u201c\u4e13\u4e1a\u6237\u201d<\/h3>\n\n\n\n<p>\u5982\u679c\u4e0d\u65bd\u52a0\u4efb\u4f55\u5916\u90e8\u5e72\u9884\uff0c\u76f4\u63a5\u4f7f\u7528\u4e00\u4e2a\u5728\u6d77\u91cf\u516c\u5f00\u6570\u636e\u4e0a\u8bad\u7ec3\u597d\u7684\u5927\u6a21\u578b\uff0c\u5b83\u6216\u8bb8\u80fd\u544a\u8bc9\u4f60\u5df4\u9ece\u57c3\u83f2\u5c14\u94c1\u5854\u6709\u591a\u9ad8\u3001\u4e1c\u4eac\u8fea\u58eb\u5c3c\u6709\u54ea\u4e9b\u56ed\u533a\uff0c\u4f46\u5b83\u51e0\u4e4e\u65e0\u6cd5\u80dc\u4efb\u4ee5\u4e0b\u573a\u666f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77e5\u8bc6\u6ede\u540e<\/strong>\uff1a\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u6709\u660e\u786e\u7684\u622a\u6b62\u65e5\u671f\u3002\u5047\u8bbe\u4f60\u4eec\u5e73\u53f0\u521a\u5f00\u53d1\u4e86\u4e00\u6761\u201c\u51b0\u5c9b\u706b\u5c71\u5185\u90e8\u63a2\u9669\u201d\u7684\u5c0f\u4f17\u8def\u7ebf\uff0c\u6216\u67d0\u4e2a\u7f51\u7ea2\u6c11\u5bbf\u63a8\u51fa\u4e86\u5168\u65b0\u7684\u661f\u7a7a\u9732\u8425\u5957\u9910\uff0c\u901a\u7528\u6a21\u578b\u5bf9\u6b64\u4e00\u65e0\u6240\u77e5\uff0c\u65e0\u6cd5\u63a8\u8350\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u4e4f\u6df1\u5ea6<\/strong>\uff1a\u5b83\u4e0d\u61c2\u201c\u96e8\u5d29\u6751\u5f92\u6b65\u201d\u5bf9\u4f53\u80fd\u7684\u5177\u4f53\u8981\u6c42\u3001\u4e0d\u540c\u5b63\u8282\u7684\u96be\u5ea6\u5dee\u5f02\uff0c\u4e5f\u4e0d\u4e86\u89e3\u4f60\u4eec\u9886\u961f\u603b\u7ed3\u7684\u72ec\u5bb6\u7ecf\u9a8c\uff0c\u56de\u7b54\u53ea\u80fd\u662f\u6cdb\u6cdb\u800c\u8c08\u3002<\/li>\n\n\n\n<li><strong>\u5e7b\u89c9\u95ee\u9898<\/strong>\uff1a\u5f53\u7528\u6237\u95ee\u5230\u4e00\u4e2a\u5b83\u672a\u66fe\u89c1\u8fc7\u51c6\u786e\u4fe1\u606f\u7684\u76ee\u7684\u5730\u65f6\uff0c\u6a21\u578b\u4f1a\u201c\u7f16\u6545\u4e8b\u201d\u3002\u5b83\u53ef\u80fd\u4e00\u672c\u6b63\u7ecf\u5730\u5c06A\u666f\u70b9\u7684\u5386\u53f2\u5b89\u5728B\u666f\u70b9\u5934\u4e0a\uff0c\u6216\u51ed\u7a7a\u634f\u9020\u51fa\u4e00\u6761\u6839\u672c\u4e0d\u5b58\u5728\u7684\u201c\u7edd\u7f8e\u6a31\u82b1\u5927\u9053\u201d\uff0c\u8fd9\u5728\u65c5\u6e38\u63a8\u8350\u4e2d\u662f\u81f4\u547d\u7684\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u61c2\u53d8\u73b0<\/strong>\uff1a\u6a21\u578b\u4e0d\u61c2\u4ec0\u4e48\u662f\u201c\u8f6c\u5316\u7387\u201d\u3002\u5b83\u65e0\u6cd5\u5728\u7528\u6237\u53cd\u590d\u54a8\u8be2\u65e5\u672c\u5173\u897f\u4ea4\u901a\u5361\u65f6\uff0c\u654f\u9510\u5730\u6355\u6349\u5230\u63a8\u8350\u4f60\u4eec\u201c\u5173\u897f\u5730\u533a\u5468\u6e38\u5238+\u4ea4\u901a\u6307\u5357\u5957\u9910\u201d\u7684\u6700\u4f73\u65f6\u673a\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8981\u8ba9 AI \u771f\u6b63\u6210\u4e3a\u72ec\u5f53\u4e00\u9762\u7684\u65c5\u6e38\u7ba1\u5bb6\uff0c\u5173\u952e\u5728\u4e8e\u6253\u901a\u4f01\u4e1a\u4e13\u5c5e\u77e5\u8bc6\u5e93\u8fd9\u4e00\u58c1\u5792\u3002\u800c RAG \u6b63\u662f\u4e3a\u6b64\u800c\u751f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4ec0\u4e48\u662f RAG\uff1f\u2014\u2014 \u7ed9 AI \u914d\u4e0a\u4e00\u4e2a\u4e13\u4e1a\u201c\u77e5\u8bc6\u5916\u6302\u201d<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u6838\u5fc3\u601d\u60f3\uff1a\u68c0\u7d22 + \u751f\u6210<\/h3>\n\n\n\n<p><strong>RAG<\/strong>\uff08Retrieval-Augmented Generation\uff0c\u5373\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u662f\u4e00\u79cd\u7cbe\u5de7\u7684\u6df7\u5408\u67b6\u6784\u3002\u5b83\u7684\u6838\u5fc3\u903b\u8f91\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0d\u53d8\u5e94\u4e07\u53d8<\/strong>\uff1a\u4e0d\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03\u90a3\u4e2a\u5e9e\u5927\u4e14\u6602\u8d35\u7684\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u5916\u6302\u77e5\u8bc6\u5e93<\/strong>\uff1a\u8ba9\u6a21\u578b\u5728\u56de\u7b54\u95ee\u9898\u524d\uff0c\u5148\u8fde\u63a5\u5230\u4e00\u4e2a\u5916\u90e8\u7684\u3001\u53ef\u968f\u65f6\u66f4\u65b0\u7684\u77e5\u8bc6\u5e93\u3002\u8fd9\u4e2a\u77e5\u8bc6\u5e93\u53ef\u4ee5\u662f\u4f60\u4e0a\u4f20\u7684\u6240\u6709\u65c5\u6e38\u653b\u7565PDF\u3001\u7528\u6237\u597d\u8bc4\u6570\u636e\u5e93\u3001\u751a\u81f3\u662f\u5b9e\u65f6\u722c\u53d6\u7684\u6700\u65b0\u8def\u51b5\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u5148\u67e5\u540e\u7b54<\/strong>\uff1a\u6a21\u578b\u53d8\u6210\u4e00\u4e2a\u201c\u7b54\u9898\u8005\u201d\uff0c\u4f46\u5b83\u80fd\u67e5\u9605\u201c\u53c2\u8003\u4e66\u201d\u3002\u5f53\u7528\u6237\u63d0\u95ee\u65f6\uff0c\u5b83\u5148\u53bb\u77e5\u8bc6\u5e93\u91cc\u627e\u5230\u6700\u76f8\u5173\u7684\u8d44\u6599\u7247\u6bb5\uff0c\u7136\u540e\u7ed3\u5408\u8fd9\u4e9b\u8d44\u6599\u548c\u7528\u6237\u95ee\u9898\uff0c\u4e00\u8d77\u8fdb\u884c\u601d\u8003\uff0c\u6700\u540e\u751f\u6210\u4e00\u4e2a\u6709\u7406\u6709\u636e\u3001\u6765\u6e90\u53ef\u67e5\u7684\u51c6\u786e\u7b54\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7528\u4e00\u53e5\u8bdd\u6765\u7406\u89e3\uff1aRAG \u5c31\u50cf\u662f\u7ed9\u4e00\u4e2a\u77e5\u8bc6\u6e0a\u535a\u4f46\u8bb0\u5fc6\u505c\u7559\u5728\u8fc7\u53bb\u7684\u5b66\u8005\uff0c\u914d\u4e0a\u4e86\u4e00\u5ea7\u85cf\u4e66\u53ef\u4ee5\u968f\u65f6\u66f4\u65b0\u3001\u5185\u5bb9\u53ef\u4ee5\u65e0\u9650\u5b9a\u5236\u7684\u4e13\u4e1a\u56fe\u4e66\u9986\uff0c\u8ba9 TA \u5728\u56de\u7b54\u6bcf\u4e2a\u95ee\u9898\u524d\uff0c\u90fd\u5f97\u5148\u53bb\u7ffb\u67e5\u6700\u6743\u5a01\u7684\u8d44\u6599\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u4f20\u7edf\u6a21\u578b vs RAG\u6a21\u578b\uff1a\u4e00\u4e2a\u8868\u683c\u770b\u61c2\u533a\u522b<\/h3>\n\n\n\n<p>\u4e0b\u9762\u7684\u8868\u683c\u6e05\u6670\u5730\u5c55\u793a\u4e86\uff0c\u5355\u7eaf\u4f7f\u7528\u9884\u8bad\u7ec3\u597d\u7684\u901a\u7528\u5927\u6a21\u578b\uff0c\u4e0e\u63a5\u5165 RAG \u4e4b\u540e\u7684\u589e\u5f3a\u6a21\u578b\uff0c\u5728\u51e0\u4e2a\u5173\u952e\u7ef4\u5ea6\u4e0a\u7684\u663e\u8457\u5dee\u5f02\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5bf9\u6bd4\u7ef4\u5ea6<\/th><th>\u4f20\u7edf\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b<\/th><th>\u7ecf\u8fc7RAG\u589e\u5f3a\u7684\u6a21\u578b<\/th><\/tr><\/thead><tbody><tr><td>\u77e5\u8bc6\u65f6\u6548\u6027<\/td><td>\u4e25\u91cd\u53d7\u9650\u4e8e\u8bad\u7ec3\u6570\u636e\u622a\u6b62\u65e5\u671f\uff0c\u65e0\u6cd5\u83b7\u77e5\u65b0\u4fe1\u606f\u3002<\/td><td>\u80fd\u65e0\u7f1d\u63a5\u5165\u6700\u65b0\u3001\u52a8\u6001\u7684\u77e5\u8bc6\u5e93\uff0c\u6c38\u8fdc\u4e0e\u65f6\u4ff1\u8fdb\u3002<\/td><\/tr><tr><td>\u9886\u57df\u4e13\u4e1a\u5ea6<\/td><td>\u6cdb\u5316\u3001\u901a\u7528\u7684\u201c\u5e38\u8bc6\u201d\uff0c\u5728\u5782\u76f4\u9886\u57df\u96be\u4ee5\u6df1\u5165\u3002<\/td><td>\u80fd\u8c03\u7528\u9ad8\u5ea6\u5b9a\u5236\u3001\u4e13\u4e1a\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u6210\u4e3a\u4e13\u5bb6\u3002<\/td><\/tr><tr><td>\u56de\u7b54\u51c6\u786e\u7387<\/td><td>\u5b58\u5728\u201c\u5e7b\u89c9\u201d\u98ce\u9669\uff0c\u53ef\u80fd\u751f\u6210\u865a\u6784\u3001\u9519\u8bef\u7684\u5185\u5bb9\u3002<\/td><td>\u57fa\u4e8e\u68c0\u7d22\u5230\u7684\u53ef\u9760\u8d44\u6599\u4f5c\u7b54\uff0c\u4e8b\u5b9e\u6027\u66f4\u5f3a\uff0c\u53ef\u4fe1\u5ea6\u66f4\u9ad8\u3002<\/td><\/tr><tr><td>\u5185\u5bb9\u53ef\u63a7\u6027<\/td><td>\u8f93\u51fa\u98ce\u683c\u548c\u5185\u5bb9\u4f9d\u8d56\u539f\u59cb\u8bad\u7ec3\u6570\u636e\uff0c\u96be\u4ee5\u5b9a\u5411\u5e72\u9884\u3002<\/td><td>\u53ef\u901a\u8fc7\u8c03\u6574\u77e5\u8bc6\u5e93\u7684\u5185\u5bb9\u548c\u7ed3\u6784\uff0c\u7075\u6d3b\u63a7\u5236\u6700\u7ec8\u8f93\u51fa\u3002<\/td><\/tr><tr><td>\u6295\u5165\u4ea7\u51fa\u6bd4<\/td><td>\u63a8\u7406\u6210\u672c\u9ad8\uff0c\u4f46\u4e13\u4e1a\u9886\u57df\u8868\u73b0\u5f80\u5f80\u4e0d\u4f73\u3002<\/td><td>\u53ef\u4ee5\u4f7f\u7528\u66f4\u5c0f\u3001\u66f4\u5feb\u7684\u6a21\u578b\uff0c\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\uff0c\u5728\u4e13\u4e1a\u9886\u57df\u5b9e\u73b0\u66f4\u4f18\u7684\u6027\u4ef7\u6bd4\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5f53\u4f60\u7684\u65c5\u6e38\u52a9\u624b\u63a5\u5165\u4e86 RAG \u540e\uff0c\u5b83\u5c06\u6709\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51c6\u786e\u56de\u7b54\u5173\u4e8e\u6700\u65b0\u65c5\u6e38\u4ea7\u54c1\u3001\u5c0f\u4f17\u666f\u70b9\u548c\u72ec\u5bb6\u4f53\u9a8c\u7684\u6df1\u5ea6\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u5728\u7528\u6237\u5bf9\u201c\u65b0\u7586\u81ea\u9a7e\u201d\u8868\u73b0\u51fa\u6d53\u539a\u5174\u8da3\u7684\u5bf9\u8bdd\u6d41\u4e2d\uff0c\u9002\u65f6\u3001\u81ea\u7136\u5730\u63a8\u8350\u4f60\u4eec\u4e13\u4e1a\u7684\u5411\u5bfc\u670d\u52a1\u548c\u5b89\u5168\u4fdd\u969c\u5957\u9910\u3002<\/li>\n\n\n\n<li>\u59cb\u7ec8\u4ee5\u201c\u65c5\u884c\u63a2\u9669\u5bb6\u201d\u6216\u201c\u8d44\u6df1\u65c5\u884c\u89c4\u5212\u5e08\u201d\u8fd9\u6837\u7684\u54c1\u724c\u4eba\u8bbe\u4e0e\u7528\u6237\u4ea4\u6d41\u3002<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001RAG \u6838\u5fc3\u5de5\u4f5c\u6d41\u7a0b\u8be6\u89e3\uff08\u56db\u6b65\u8d70\uff09<\/h2>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u6765\u6df1\u5165\u63a2\u7a76 RAG \u662f\u5982\u4f55\u5728\u5185\u90e8\u5b9e\u73b0\u201c\u5148\u67e5\u540e\u7b54\u201d\u8fd9\u4e00\u8fc7\u7a0b\u7684\u3002\u6574\u4e2a\u6d41\u7a0b\u53ef\u4ee5\u5206\u4e3a\u56db\u4e2a\u6838\u5fc3\u6b65\u9aa4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9aa4\u4e00\uff1a\u6587\u6863\u7684\u6536\u96c6\u3001\u9884\u5904\u7406\u4e0e\u667a\u80fd\u5207\u5272<\/h3>\n\n\n\n<p>\u8fd9\u662f\u6574\u4e2a RAG \u6d41\u7a0b\u7684\u57fa\u7840\uff0c\u51b3\u5b9a\u4e86\u6a21\u578b\u80fd\u201c\u770b\u5230\u201d\u4ec0\u4e48\u3002\u8fd9\u4e00\u6b65\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6e90\u6587\u6863\u6536\u96c6<\/strong>\uff1a\u5c06\u6240\u6709\u76f8\u5173\u7684\u8d44\u6599\u6c47\u603b\u3002\u5bf9\u4f60\u7684\u65c5\u6e38\u52a9\u624b\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\uff1a\u4f60\u4eec\u5e73\u53f0\u81ea\u7814\u7684\u5168\u7403\u76ee\u7684\u5730\u653b\u7565PDF\u3001\u540e\u53f0\u79ef\u7d2f\u7684\u7528\u6237\u9ad8\u5206\u8bc4\u8bba\u3001\u5408\u4f5c\u7684\u6c11\u5bbf\u9152\u5e97\u4ecb\u7ecd\u6587\u6863\u3001\u751a\u81f3\u662f\u4ece\u5b98\u7f51\u6293\u53d6\u7684\u7279\u5b9a\u6d3b\u52a8\u9875\u9762\u3002<\/li>\n\n\n\n<li><strong>\u6587\u6863\u9884\u5904\u7406<\/strong>\uff1a\u5bf9\u539f\u59cb\u6587\u6863\u8fdb\u884c\u6e05\u6d17\u548c\u6807\u51c6\u5316\u3002\u6bd4\u5982\uff0c\u5c06PDF\u8f6c\u6210\u53ef\u7f16\u8f91\u7684\u6587\u672c\uff0c\u53bb\u9664\u7f51\u9875\u683c\u5f0f\u6807\u7b7e\uff0c\u7edf\u4e00\u5b57\u7b26\u7f16\u7801\u7b49\uff0c\u786e\u4fdd\u5185\u5bb9\u7684\u4e00\u81f4\u6027\u548c\u53ef\u8bfb\u6027\u3002<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u6587\u6863\u5207\u5272<\/strong>\uff1a\u8fd9\u662f\u6700\u5173\u952e\u7684\u4e00\u73af\u3002\u5927\u8bed\u8a00\u6a21\u578b\u4e00\u6b21\u80fd\u5904\u7406\u7684\u4fe1\u606f\u91cf\u6709\u9650\uff0c\u4e14\u7cbe\u51c6\u627e\u5230\u67d0\u4e00\u5c0f\u6bb5\u7279\u5b9a\u4fe1\u606f\u8fdc\u6bd4\u5728\u4e00\u7bc7\u4e07\u5b57\u7684\u6587\u7ae0\u4e2d\u5927\u6d77\u635e\u9488\u8981\u9ad8\u6548\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u5c06\u957f\u6587\u6863\u5206\u5272\u6210\u5f88\u591a\u9002\u5f53\u5927\u5c0f\u7684\u3001\u8bed\u4e49\u76f8\u5bf9\u72ec\u7acb\u7684\u201c\u6587\u672c\u5757\u201d\u6216\u201c\u7247\u6bb5\u3002\u5e38\u89c1\u7684\u5207\u5272\u7b56\u7565\u6709\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u6309\u56fa\u5b9a\u957f\u5ea6\u5207\u5272<\/strong>\uff1a\u4f8b\u5982\uff0c\u6bcf512\u4e2a\u5b57\u7b26\u6216tokens\u5206\u4e00\u5757\u3002<\/li>\n\n\n\n<li><strong>\u6309\u81ea\u7136\u8bed\u4e49\u8fb9\u754c\u5207\u5272<\/strong>\uff1a\u6839\u636e\u6bb5\u843d\u3001\u7ae0\u8282\u7b49\u81ea\u7136\u5206\u9694\u8fdb\u884c\u5207\u5272\uff0c\u80fd\u66f4\u597d\u5730\u4fdd\u6301\u4e0a\u4e0b\u6587\u5b8c\u6574\u3002<\/li>\n\n\n\n<li><strong>\u9012\u5f52\u5207\u5272<\/strong>\uff1a\u4f7f\u7528\u4e00\u6574\u5957\u5206\u9694\u7b26\uff08\u5982 <code>\\n\\n<\/code>, <code>\\n<\/code>, <code>\u3002<\/code>, <code>,<\/code> \uff09\u9012\u5f52\u5730\u8fdb\u884c\u5206\u5272\uff0c\u529b\u6c42\u6700\u81ea\u7136\u5730\u5c06\u6587\u672c\u62c6\u5f00\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u5c31\u597d\u6bd4\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4e3b\u7f16\uff0c\u5c06\u4e00\u5806\u96f6\u6563\u7684\u6765\u7a3f\uff0c\u6574\u7406\u3001\u6821\u8ba2\uff0c\u5e76\u62c6\u5206\u6210\u4e00\u7bc7\u7bc7\u4e3b\u9898\u9c9c\u660e\u3001\u4fbf\u4e8e\u67e5\u9605\u7684\u72ec\u7acb\u6587\u7ae0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"396\" data-original=\"http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-37\"  sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9aa4\u4e8c\uff1a\u6587\u672c\u5411\u91cf\u5316\u4e0e\u5411\u91cf\u5b58\u50a8\u5e93<\/h3>\n\n\n\n<p>\u6587\u672c\u5207\u5272\u597d\u4e4b\u540e\uff0c\u8ba1\u7b97\u673a\u8fd8\u9700\u8981\u4e00\u79cd\u5b83\u201c\u80fd\u770b\u61c2\u201d\u7684\u65b9\u5f0f\u6765\u7406\u89e3\u548c\u641c\u7d22\u8fd9\u4e9b\u6587\u672c\uff0c\u8fd9\u5c31\u662f\u5411\u91cf\u5316\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5411\u91cf\u5316<\/strong>\uff1a\u4f7f\u7528\u4e00\u79cd\u53eb\u201cEmbedding \u6a21\u578b\u201d\u7684\u4e13\u95e8\u7a0b\u5e8f\uff0c\u5c06\u6bcf\u4e00\u4e2a\u6587\u672c\u5757\u8f6c\u6362\u6210\u4e00\u4e2a\u7531\u4e00\u957f\u4e32\u6570\u5b57\u7ec4\u6210\u7684\u56fa\u5b9a\u957f\u5ea6\u5411\u91cf\u3002\u8fd9\u4e2a\u795e\u5947\u7684\u5411\u91cf\u9ad8\u5ea6\u6d53\u7f29\u4e86\u8be5\u6587\u672c\u5757\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u53ef\u4ee5\u7406\u89e3\u4e3a\u6587\u672c\u5728\u6570\u5b66\u610f\u4e49\u4e0a\u7684\u201c\u5750\u6807\u201d\u3002\u5728\u8fd9\u4e2a\u9ad8\u7ef4\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c\u8bed\u4e49\u4e0a\u76f8\u8fd1\u7684\u6587\u672c\uff0c\u5b83\u4eec\u7684\u5411\u91cf\u5750\u6807\u4f1a\u5f7c\u6b64\u9760\u5f97\u5f88\u8fd1\uff1b\u800c\u98ce\u9a6c\u725b\u4e0d\u76f8\u53ca\u7684\u5185\u5bb9\uff0c\u5750\u6807\u5219\u4f1a\u76f8\u8ddd\u751a\u8fdc\u3002<\/li>\n\n\n\n<li><strong>\u5411\u91cf\u5b58\u50a8\u5e93<\/strong>\uff1a\u5c06\u8fd9\u4e9b\u751f\u6210\u7684\u5411\u91cf\uff0c\u8fde\u540c\u5b83\u4eec\u5bf9\u5e94\u7684\u539f\u59cb\u6587\u672c\u5757\uff0c\u4e00\u5e76\u5b58\u50a8\u5230\u4e00\u4e2a\u4e13\u95e8\u7684\u201c\u5411\u91cf\u6570\u636e\u5e93\u201d\u4e2d\u3002\u8fd9\u79cd\u6570\u636e\u5e93\u4e13\u4e3a\u5904\u7406\u9ad8\u7ef4\u5411\u91cf\u800c\u8bbe\u8ba1\uff0c\u80fd\u591f\u652f\u6301\u6781\u5feb\u7684\u76f8\u4f3c\u6027\u641c\u7d22\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a\u6b65\u9aa4\u5c31\u5982\u540c\u5c06\u4e00\u7bc7\u7bc7\u7f16\u8f91\u597d\u7684\u72ec\u7acb\u6587\u7ae0\uff0c\u5206\u7c7b\u3001\u6253\u4e0a\u7cbe\u786e\u7684\u6458\u8981\u6807\u7b7e\uff0c\u7136\u540e\u5b58\u5165\u4e00\u4e2a\u914d\u6709\u5148\u8fdb\u8ba1\u7b97\u673a\u7d22\u5f15\u7cfb\u7edf\u7684\u56fe\u4e66\u9986\u3002\u672a\u6765\u8981\u627e\u4e00\u672c\u4e66\u65f6\uff0c\u65e0\u9700\u904d\u5386\u6240\u6709\u4e66\u67b6\uff0c\u76f4\u63a5\u5411\u7cfb\u7edf\u8f93\u5165\u9700\u6c42\uff0c\u5b83\u5c31\u80fd\u77ac\u95f4\u627e\u5230\u6700\u5339\u914d\u9879\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-1.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"300\" data-original=\"http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-38\"  sizes=\"auto, (max-width: 748px) 100vw, 748px\" \/><\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9aa4\u4e09\uff1a\u7528\u6237\u67e5\u8be2\u7684\u8fc7\u6ee4\u3001\u68c0\u7d22\u4e0e\u4e0a\u4e0b\u6587\u7ec4\u88c5<\/h3>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u6765\u5230\u7528\u6237\u63d0\u95ee\u540e\u7684\u5b9e\u65f6\u64cd\u4f5c\u9636\u6bb5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67e5\u8be2\u5411\u91cf\u5316<\/strong>\uff1a\u9996\u5148\uff0c\u5c06\u7528\u6237\u7684\u95ee\u9898\uff0c\u7528<strong>\u540c\u4e00\u4e2a Embedding \u6a21\u578b<\/strong>\u540c\u6837\u8f6c\u6362\u6210\u4e00\u4e2a\u5411\u91cf\u3002\u8fd9\u6837\uff0c\u7528\u6237\u95ee\u9898\u548c\u77e5\u8bc6\u5e93\u91cc\u7684\u6587\u672c\u5757\uff0c\u5c31\u88ab\u7eb3\u5165\u4e86\u540c\u4e00\u4e2a\u5411\u91cf\u7a7a\u95f4\uff0c\u4e3a\u540e\u7eed\u6bd4\u8f83\u6253\u4e0b\u57fa\u7840\u3002<\/li>\n\n\n\n<li><strong>\u9884\u8fc7\u6ee4<\/strong>\uff1a\u5728\u6267\u884c\u76f8\u4f3c\u5ea6\u641c\u7d22\u524d\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u8fc7\u6ee4\u6761\u4ef6\uff0c\u7f29\u5c0f\u641c\u7d22\u8303\u56f4\uff0c\u63d0\u9ad8\u7cbe\u51c6\u5ea6\u548c\u6548\u7387\u3002\u6bd4\u5982\uff0c\u5f53\u7528\u6237\u660e\u786e\u95ee\u201c\u9002\u5408\u65b0\u624b\u6ed1\u96ea\u201d\u7684\u76ee\u7684\u5730\u65f6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5148\u5728\u77e5\u8bc6\u5e93\u4e2d\u7b5b\u9009\u51fa\u201d\u6807\u7b7e=\u6ed1\u96ea\u201d\u4e14\u201d\u96be\u5ea6=\u521d\u7ea7\u201d\u7684\u6587\u6863\u5757\u3002<\/li>\n\n\n\n<li><strong>\u76f8\u4f3c\u5ea6\u641c\u7d22<\/strong>\uff1a\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u901a\u8fc7\u9ad8\u6548\u7b97\u6cd5\uff0c\u5feb\u901f\u67e5\u627e\u51fa\u4e0e\u7528\u6237\u95ee\u9898\u5411\u91cf\u5728\u7a7a\u95f4\u4e0a\u8ddd\u79bb\u6700\u8fd1\u7684\u524dK\u4e2a\u5411\u91cf\u3002\u8fd9\u4e2a\u201c\u8ddd\u79bb\u8fd1\u201d\u901a\u5e38\u5c31\u662f\u6307\u8bed\u4e49\u4e0a\u6700\u76f8\u4f3c\u3002\u8ba1\u7b97\u8ddd\u79bb\u7684\u5e38\u7528\u65b9\u6cd5\u6709\u4f59\u5f26\u76f8\u4f3c\u5ea6\u548c\u6b27\u6c0f\u8ddd\u79bb\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7ec4\u88c5<\/strong>\uff1a\u628a\u68c0\u7d22\u5230\u7684\u8fd9K\u4e2a\u6700\u76f8\u5173\u7684\u6587\u672c\u5757\uff0c\u6309\u7167\u4e00\u5b9a\u7684\u987a\u5e8f\uff08\u4f8b\u5982\u76f8\u4f3c\u5ea6\u4ece\u9ad8\u5230\u4f4e\uff09\u62fc\u63a5\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u4e2a\u5185\u5bb9\u4e30\u5bcc\u3001\u903b\u8f91\u8fde\u8d2f\u7684\u53c2\u8003\u4e0a\u4e0b\u6587\u3002\u8fd9\u4e2a\u4e0a\u4e0b\u6587\uff0c\u8fde\u540c\u540e\u4e00\u4e2a\u6b65\u9aa4\u4e2d\u7684\u6307\u4ee4\uff0c\u5c06\u4f5c\u4e3a\u63d0\u793a\u8bcd\u7684\u4e00\u90e8\u5206\u88ab\u9001\u5f80\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e00\u4e2a\u6b65\u9aa4\uff0c\u4fbf\u662f\u7cbe\u51c6\u201c\u67e5\u8d44\u6599\u201d\u7684\u6838\u5fc3\u3002\u5b83\u50cf\u4e00\u4e2a\u6df1\u8c19\u7528\u6237\u5fc3\u58f0\u7684\u7814\u7a76\u52a9\u7406\uff0c\u80fd\u8fc5\u901f\u5728\u6d69\u5982\u70df\u6d77\u7684\u8d44\u6599\u4e2d\uff0c\u5c06\u6700\u53ef\u80fd\u6709\u7528\u7684\u6bb5\u843d\u7ffb\u51fa\u6765\uff0c\u6446\u597d\uff0c\u51c6\u5907\u7ed9\u6a21\u578b\u53c2\u8003\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-2-1024x439.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"439\" data-original=\"http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-2-1024x439.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-39\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9aa4\u56db\uff1a\u63d0\u793a\u8bcd\u7ec4\u88c5\u3001\u6700\u7ec8\u751f\u6210\u4e0e\u7ed3\u679c\u5904\u7406<\/h3>\n\n\n\n<p>\u6700\u540e\u4e00\u6b65\uff0c\u662f\u5c06\u8f9b\u82e6\u627e\u5230\u7684\u8d44\u6599\u548c\u7528\u6237\u95ee\u9898\u4e00\u5e76\u4ea4\u7ed9\u6a21\u578b\uff0c\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u589e\u5f3a\u63d0\u793a\u8bcd\u7ec4\u88c5<\/strong>\uff1a\u8fd9\u662f\u5c06\u6574\u4e2a\u4efb\u52a1\u53d8\u6210\u4e00\u4e2a\u6a21\u578b\u6700\u64c5\u957f\u7684\u201c\u9605\u8bfb\u7406\u89e3\u201d\u5f62\u5f0f\u3002\u6211\u4eec\u4f1a\u7cbe\u5fc3\u6784\u9020\u4e00\u4e2a\u63d0\u793a\u8bcd\uff0c\u5176\u4e2d\u5305\u542b\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u89d2\u8272\u4e0e\u4efb\u52a1\u6307\u4ee4<\/strong>\uff1a\u660e\u786e\u544a\u77e5\u6a21\u578b\u5b83\u7684\u8eab\u4efd\u548c\u4efb\u52a1\uff0c\u4f8b\u5982\u201c\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u65c5\u6e38\u987e\u95ee\uff0c\u8bf7\u6839\u636e\u4e0b\u65b9\u63d0\u4f9b\u7684\u8d44\u6599\uff0c\u7528\u4eb2\u5207\u4e13\u4e1a\u7684\u53e3\u543b\u56de\u7b54\u7528\u6237\u95ee\u9898\u3002\u201d<\/li>\n\n\n\n<li><strong>\u68c0\u7d22\u5230\u7684\u53c2\u8003\u4e0a\u4e0b\u6587<\/strong>\uff1a\u5373\u6b65\u9aa4\u4e09\u4e2d\u627e\u51fa\u7684\u3001\u4e0e\u95ee\u9898\u6700\u76f8\u5173\u7684\u4e00\u7cfb\u5217\u6587\u672c\u5757\u3002<\/li>\n\n\n\n<li><strong>\u7528\u6237\u539f\u59cb\u95ee\u9898<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5927\u6a21\u578b\u4f5c\u7b54\u4e0e\u4fe1\u606f\u878d\u5408<\/strong>\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u63a5\u6536\u5230\u8fd9\u4e2a\u589e\u5f3a\u7248\u7684\u63d0\u793a\u540e\uff0c\u4f1a\u50cf\u4e00\u4e2a\u8ba4\u771f\u505a\u9898\u7684\u5b66\u751f\uff0c\u4ed4\u7ec6\u9605\u8bfb\u7ed9\u5b9a\u7684\u53c2\u8003\u8d44\u6599\uff0c\u5e76\u7ed3\u5408\u81ea\u5df1\u7684\u8bed\u8a00\u7ec4\u7ec7\u80fd\u529b\u548c\u90e8\u5206\u901a\u8bc6\uff0c\u6765\u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n<li><strong>\u7b54\u6848\u6eaf\u6e90<\/strong>\uff1a\u4e3a\u4e86\u63d0\u5347\u53ef\u4fe1\u5ea6\u548c\u900f\u660e\u5ea6\uff0c\u597d\u7684 RAG \u7cfb\u7edf\u4f1a\u5728\u6700\u7ec8\u56de\u7b54\u4e2d\u9644\u4e0a\u4fe1\u606f\u6765\u6e90\u7684\u5f15\u7528\u3002\u4f8b\u5982\uff0c\u5728\u63a8\u8350\u67d0\u4e2a\u9152\u5e97\u65f6\uff0c\u53ef\u4ee5\u6ce8\u660e\u201c\u8be5\u4fe1\u606f\u6765\u81ea\u300a2025 \u5e74\u666e\u5409\u5c9b\u9152\u5e97\u5b9e\u6d4b\u62a5\u544a\u300b\u201d\u3002<\/li>\n\n\n\n<li><strong>\u540e\u5904\u7406\u4f18\u5316<\/strong>\uff1a\u6700\u540e\uff0c\u53ef\u4ee5\u5bf9\u6a21\u578b\u7684\u539f\u59cb\u8f93\u51fa\u8fdb\u884c\u4e00\u7cfb\u5217\u4f18\u5316\uff0c\u5982\u683c\u5f0f\u7f8e\u5316\u3001\u53bb\u9664\u654f\u611f\u4fe1\u606f\u3001\u8c03\u6574\u8bed\u6c14\u7b49\uff0c\u786e\u4fdd\u6700\u7ec8\u5c55\u73b0\u7ed9\u7528\u6237\u7684\u5185\u5bb9\u662f\u6700\u5b8c\u7f8e\u7684\u3002<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-3.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"380\" height=\"510\" data-original=\"http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-3.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-40\"  sizes=\"auto, (max-width: 380px) 100vw, 380px\" \/><\/div><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c06\u56db\u6b65\u4e32\u8054\uff1a\u5b8c\u6574\u7684 RAG \u5de5\u4f5c\u6d41\u5168\u666f<\/h3>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u7ad9\u5728\u66f4\u9ad8\u7684\u89c6\u89d2\uff0c\u56de\u987e\u6574\u4e2a RAG \u7ba1\u9053\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u79bb\u7ebf\u5efa\u5e93\u9636\u6bb5<\/strong>\uff1a\u8fd9\u662f\u4e00\u4e2a\u9884\u5148\u5b8c\u6210\u3001\u53ef\u5b9a\u671f\u91cd\u590d\u7684\u6d41\u7a0b\u3002\u4ece\u6536\u96c6\u6240\u6709\u591a\u6e90\u6587\u6863\u5f00\u59cb\uff0c\u7ecf\u8fc7\u667a\u80fd\u5207\u5272\u3001\u5411\u91cf\u5316\u5904\u7406\uff0c\u6700\u7ec8\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4e3a\u5728\u7ebf\u5b9e\u65f6\u67e5\u8be2\u6253\u597d\u57fa\u7840\u3002<\/li>\n\n\n\n<li><strong>\u5728\u7ebf\u67e5\u8be2\u9636\u6bb5<\/strong>\uff1a\u7528\u6237\u89e6\u53d1\u63d0\u95ee\u3002\u7cfb\u7edf\u5c06\u95ee\u9898\u8f6c\u4e3a\u5411\u91cf\uff0c\u5728\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u51fa\u6700\u76f8\u5173\u7684\u6587\u672c\u5757\uff0c\u5e76\u5c06\u5176\u7ec4\u88c5\u6210\u589e\u5f3a\u540e\u7684\u63d0\u793a\u8bcd\uff0c\u6700\u540e\u53d1\u7ed9\u5927\u6a21\u578b\uff0c\u751f\u6210\u4e00\u4e2a\u9ad8\u8d28\u91cf\u3001\u6709\u4f9d\u636e\u3001\u53ef\u6eaf\u6e90\u7684\u7b54\u6848\u3002<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-5-1024x854.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"854\" data-original=\"http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-5-1024x854.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-42\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001RAG \u5173\u952e\u6280\u672f\u7ec4\u4ef6\u6df1\u5ea6\u89e3\u6790<\/h2>\n\n\n\n<p>\u5728\u4e86\u89e3\u4e86 RAG \u7684\u5de5\u4f5c\u6d41\u7a0b\u540e\uff0c\u6211\u4eec\u7b80\u8981\u89e3\u6790\u6d41\u7a0b\u4e2d\u7684\u4e24\u4e2a\u5173\u952e\u6280\u672f\u540d\u8bcd\uff0c\u6709\u52a9\u4e8e\u4f60\u67e5\u9605\u8d44\u6599\u548c\u6df1\u5165\u5b9e\u8df5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u6280\u672f\u4e00\uff1aEmbedding<\/h3>\n\n\n\n<p>\u662f\u201c\u5d4c\u5165\u201d\u7684\u610f\u601d\uff0c\u5c31\u662f\u5c06\u8bf8\u5982\u6587\u5b57\u3001\u56fe\u50cf\u3001\u58f0\u97f3\u8fd9\u7c7b\u79bb\u6563\u7684\u3001\u8ba1\u7b97\u673a\u4e0d\u76f4\u89c2\u7684\u6570\u636e\uff0c\u8f6c\u6362\u4e3a\u4e00\u4e2a\u5728\u673a\u5668\u770b\u6765\u6709\u610f\u4e49\u7684\u3001\u4f4e\u7ef4\u8fde\u7eed\u7684\u5411\u91cf\u5f62\u5f0f\u3002\u8fd9\u4e2a\u8f6c\u6362\u8fc7\u7a0b\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u8bed\u4e49\u4fe1\u606f\u7684\u6d53\u7f29\u3002\u4e0d\u540c\u7684 Embedding \u7b97\u6cd5\u6216\u6a21\u578b\uff0c\u5176\u751f\u6210\u7684\u5411\u91cf\u7ef4\u5ea6\u548c\u8bed\u4e49\u8868\u8fbe\u80fd\u529b\u5f3a\u5f31\u4e0d\u4e00\u3002\u901a\u5e38\u7ef4\u5ea6\u8d8a\u9ad8\uff0c\u4ee3\u8868\u5176\u6355\u83b7\u7684\u7ec6\u8282\u548c\u7279\u5f81\u8d8a\u4e30\u5bcc\uff0c\u4f46\u540c\u65f6\u4e5f\u4f1a\u6d88\u8017\u66f4\u591a\u7684\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u76f4\u89c2\u7684\u7406\u89e3\uff1a\u62ff\u5230\u201c\u5df4\u5398\u5c9b\u201d\u548c\u201c\u871c\u6708\u65c5\u884c\u201d\u8fd9\u4e24\u4e2a\u8bcd\u7684\u5411\u91cf\uff0c\u5b83\u4eec\u5728\u7a7a\u95f4\u4e2d\u7684\u8ddd\u79bb\u4f1a\u975e\u5e38\u63a5\u8fd1\uff1b\u800c\u201c\u5df4\u5398\u5c9b\u201d\u4e0e\u201c\u4ee3\u7801\u7f16\u8f91\u5668\u201d\u7684\u5411\u91cf\u5219\u76f8\u9694\u751a\u8fdc\u3002\u8fd9\u5c31\u662f Embedding \u5728\u8ba1\u7b97\u673a\u5185\u90e8\u6240\u8868\u8fbe\u7684\u201c\u4e16\u754c\u77e5\u8bc6\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-4-1024x596.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"596\" data-original=\"http:\/\/156.239.2.202\/wp-content\/uploads\/2026\/05\/\u56fe\u7247-4-1024x596.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-41\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u6280\u672f\u4e8c\uff1a\u5411\u91cf\u6570\u636e\u5e93<\/h3>\n\n\n\n<p>\u4e13\u4e3a\u5b58\u50a8\u548c\u7ba1\u7406\u9ad8\u7ef4\u5411\u91cf\u6570\u636e\u800c\u8bbe\u8ba1\u7684\u65b0\u578b\u6570\u636e\u5e93\u7cfb\u7edf\u3002\u4e0e\u4f20\u7edf\u7684\u5173\u7cfb\u578b\u6570\u636e\u5e93\u6216\u6587\u6863\u578b\u6570\u636e\u5e93\u4e0d\u540c\uff0c\u5b83\u901a\u8fc7\u4e00\u7cfb\u5217\u5148\u8fdb\u7684\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\u7b97\u6cd5\uff0c\u5b9e\u73b0\u4e86\u5bf9\u975e\u7ed3\u6784\u5316\u6570\u636e\u57fa\u4e8e\u8bed\u4e49\u5185\u5bb9\u7684\u9ad8\u901f\u68c0\u7d22\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5173\u952e\u5b57\u5339\u914d\u3002<\/p>\n\n\n\n<p>\u5728 RAG \u5e94\u7528\u4e2d\uff0c\u5411\u91cf\u6570\u636e\u5e93\u5145\u5f53\u7740\u6574\u4e2a\u7cfb\u7edf\u7684\u201c\u4e2d\u67a2\u8bb0\u5fc6\u201d\uff0c\u8d1f\u8d23\u88c5\u8f7d\u6211\u4eec\u5728\u7b2c\u4e00\u9636\u6bb5\u751f\u6210\u7684\u6d77\u91cf\u201c\u77e5\u8bc6\u5757\u5411\u91cf\u201d\uff0c\u5e76\u5728\u7b2c\u4e8c\u9636\u6bb5\u63d0\u4f9b\u6beb\u79d2\u7ea7\u7684\u5b9e\u65f6\u76f8\u4f3c\u6027\u67e5\u8be2\uff0c\u662f\u786e\u4fdd\u6574\u4e2a\u6d41\u7a0b\u53ef\u7528\u6027\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u603b\u7ed3\uff1aRAG\uff0c\u8ba9 AI \u4ece\u201c\u901a\u624d\u201d\u8fdb\u5316\u4e3a\u201c\u4e13\u624d\u201d<\/h2>\n\n\n\n<p>RAG \u6280\u672f\u7684\u667a\u6167\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u9009\u62e9\u7528\u9ad8\u6602\u6210\u672c\u53bb\u91cd\u9020\u4e00\u4e2a\u4e13\u624d\u6a21\u578b\uff0c\u800c\u662f\u5de7\u5999\u5730\u7528\u201c\u8f7b\u91cf\u7ea7\u68c0\u7d22+\u57fa\u7840\u6a21\u578b\u63a8\u7406\u201d\u7684\u7ec4\u5408\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u88c5\u4e0a\u4e86\u4e00\u53f0\u6c38\u4e0d\u8fc7\u65f6\u3001\u5185\u5bb9\u53ef\u63a7\u7684\u77e5\u8bc6\u5f15\u64ce\u3002\u5b83\u8ba9 AI \u5f97\u4ee5\u5728\u9700\u8981\u4e25\u8c28\u4e8b\u5b9e\u3001\u4e2a\u6027\u8868\u8fbe\u548c\u5546\u4e1a\u6d1e\u5bdf\u7684\u9886\u57df\uff0c\u65e2\u4fdd\u6709\u5176\u6d41\u7545\u7684\u8bed\u8a00\u5929\u8d4b\uff0c\u53c8\u80fd\u505a\u5230\u8a00\u4e4b\u6709\u7269\u3001\u8a00\u4e4b\u6709\u636e\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u4f60\u7684\u667a\u80fd\u65c5\u6e38\u63a8\u8350\u52a9\u624b\u4e43\u81f3\u4efb\u4f55\u5782\u76f4\u9886\u57df AI \u5e94\u7528\u800c\u8a00\uff0cRAG \u90fd\u662f\u5b9e\u73b0\u5546\u4e1a\u4ef7\u503c\u95ed\u73af\u3001\u6784\u7b51\u4ea7\u54c1\u7ade\u4e89\u529b\u7684\u6838\u5fc3\u6280\u672f\u57fa\u77f3\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u672c\u6559\u7a0b\u7684\u6838\u5fc3\u76ee\u7684\u5728\u4e8e\uff0c\u5e2e\u52a9\u4f60<strong>\u5403\u900f RAG \u7684\u601d\u7ef4\u65b9\u5f0f\u548c\u6838\u5fc3\u5de5\u4f5c\u6d41<\/strong>\u3002\u6280\u672f\u5e73\u53f0\u548c\u5de5\u5177\u65e5\u65b0\u6708\u5f02\uff0c\u4f46\u53ea\u8981\u638c\u63e1\u4e86\u8fd9\u5957\u201c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u201d\u7684\u6846\u67b6\u601d\u60f3\u548c\u5b9e\u73b0\u8def\u5f84\uff0c\u4f60\u4fbf\u80fd\u81ea\u4fe1\u5730\u5728 Python \u751f\u6001\u4e2d\u9009\u7528 FastAPI\u3001LangChain\u3001LlamaIndex \u4ee5\u53ca\u5404\u7c7b Embedding \u4e0e\u5411\u91cf\u6570\u636e\u5e93\u670d\u52a1\uff0c\u6784\u5efa\u51fa\u5c5e\u4e8e\u4f60\u81ea\u5df1\u7684 RAG \u5e94\u7528\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u4ece\u201c\u667a\u80fd\u65c5\u6e38\u63a8\u8350\u52a9\u624b\u201d\u8fd9\u4e00\u5b9e\u9645\u5e94\u7528\u573a\u666f\u51fa\u53d1\uff0c\u7cfb\u7edf\u6027\u5730\u62c6\u89e3\u5f53\u524d\u4f01\u4e1a\u7ea7 AI \u5f00\u53d1\u4e2d\u6700\u4e3b\u6d41\u7684\u6280\u672f\u2014\u2014RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u3002\u5185\u5bb9\u6db5\u76d6\u4ece\u9700\u6c42\u5206\u6790\u3001\u6838\u5fc3\u6982\u5ff5\u3001\u8fd0\u4f5c\u673a\u5236\u5230\u5173\u952e\u6280\u672f\u7ec4\u4ef6\u7684\u5168\u90e8\u73af\u8282\uff0c\u5c24\u5176\u9002\u5408\u4f7f\u7528 Python \u6280\u672f\u6808\u7684\u5f00\u53d1\u8005\uff0c\u5e2e\u52a9\u4f60\u6253\u4e0b\u624e\u5b9e\u7684\u7406\u8bba\u57fa\u7840\u3002<\/p>\n","protected":false},"author":1,"featured_media":44,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-36","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/posts\/36","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/comments?post=36"}],"version-history":[{"count":2,"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/posts\/36\/revisions"}],"predecessor-version":[{"id":45,"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/posts\/36\/revisions\/45"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/media\/44"}],"wp:attachment":[{"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/media?parent=36"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/categories?post=36"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/restbay.fun\/index.php\/wp-json\/wp\/v2\/tags?post=36"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}