{"id":15393,"date":"2025-02-25T10:08:00","date_gmt":"2025-02-25T02:08:00","guid":{"rendered":"https:\/\/idmakers.cn\/?p=15393"},"modified":"2025-02-25T16:34:22","modified_gmt":"2025-02-25T08:34:22","slug":"rag-3","status":"publish","type":"post","link":"https:\/\/idmakers.cn\/index.php\/2025\/02\/25\/rag-3\/","title":{"rendered":"RAG\u6280\u672f\u5728\u5de5\u4e1a\u9886\u57df\u7684\u5e94\u7528\u89e3\u6790"},"content":{"rendered":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-nowrap is-layout-flex wp-container-1 wp-block-group has-normal-font-size\"><div class=\"has-text-color has-headings-color wp-block-post-date has-normal-font-size\"><time datetime=\"2025-02-25T10:08:00+08:00\">2025\u5e74 2\u6708 25\u65e5<\/time><\/div>\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"has-text-color has-headings-color wp-block-post-author has-normal-font-size\"><div class=\"wp-block-post-author__avatar\"><img alt='' src='https:\/\/secure.gravatar.com\/avatar\/0633155690c2881eb886aa8442774b27?s=24&#038;d=mm&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/0633155690c2881eb886aa8442774b27?s=48&#038;d=mm&#038;r=g 2x' class='avatar avatar-24 photo' height='24' width='24' loading='lazy' decoding='async'\/><\/div><div class=\"wp-block-post-author__content\"><p class=\"wp-block-post-author__name\">\u601d\u4e3a\u4ea4\u4e92<\/p><\/div><\/div><\/div>\n\n\n<h2 class=\"has-text-align-center has-larger-font-size\"><mark class=\"has-inline-color has-headings-color\" style=\"background-color: rgba(0, 0, 0, 0);\">RAG\u6280\u672f\u5728\u5de5\u4e1a\u9886\u57df\u7684\u5e94\u7528\u89e3\u6790<\/mark><\/h2>\n<p style=\"font-size: 18px;\"><span style=\"color: #000000;\"><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09<\/strong><\/span>\u662f\u4e00\u79cd\u7ed3\u5408\u4fe1\u606f\u68c0\u7d22\u548c\u6587\u672c\u751f\u6210\u7684\u5148\u8fdb\u6280\u672f\uff0c\u5177\u6709\u63d0\u5347<span style=\"color: #000000;\"><strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong><\/span>\u5728\u751f\u6210\u54cd\u5e94\u65f6\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u7684\u80fd\u529b\u3002\u901a\u8fc7\u96c6\u6210\u5916\u90e8\u77e5\u8bc6\u5e93\uff0cRAG\u5728\u751f\u6210\u5185\u5bb9\u65f6\u5f15\u5165\u4e86\u66f4\u591a\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u7528\u4ee5\u5f25\u8865LLM\u7684\u77ed\u677f\uff0c\u5c24\u5176\u662f\u5728\u5b9e\u65f6\u6570\u636e\u548c\u4e13\u6709\u9886\u57df\u77e5\u8bc6\u7684\u83b7\u53d6\u4e0a\u3002<\/p>\n<p style=\"font-size: 18px;\">RAG\u7684\u57fa\u672c\u6d41\u7a0b\u5305\u62ec\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a<span style=\"color: #000000;\"><strong>\u68c0\u7d22<\/strong><\/span>\u548c<span style=\"color: #000000;\"><strong>\u751f\u6210<\/strong><\/span>\u3002\u5728\u521d\u59cb\u9636\u6bb5\uff0c\u7cfb\u7edf\u6839\u636e\u7528\u6237\u7684\u67e5\u8be2\u4ece\u4e00\u7ec4\u5e9e\u5927\u7684\u6587\u6863\u5e93\u4e2d\u68c0\u7d22\u51fa\u76f8\u5173\u4fe1\u606f\uff1b\u968f\u540e\uff0c\u751f\u6210\u9636\u6bb5\u5229\u7528\u8fd9\u4e9b\u4fe1\u606f\u589e\u5f3a\u539f\u59cb\u8f93\u5165\uff0c\u4ece\u800c\u4ea7\u51fa\u66f4\u5177\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u56de\u7b54\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u6587\u672c\u751f\u6210\u7684\u53ef\u9760\u6027\uff0c\u8fd8\u4e3a\u7528\u6237\u5e26\u6765\u4e86\u66f4\u8be6\u5b9e\u7684\u56de\u7b54\u3002<\/p>\n<p style=\"font-size: 18px;\">\u8fd9\u79cd\u6280\u672f\u7684\u4f18\u52bf\u5728\u4e8e\u89e3\u51b3\u4e86\u51e0\u4e2a\u91cd\u8981\u95ee\u9898\u3002\u9996\u5148\u662f\u5728<span style=\"color: #000000;\"><strong>&#8220;\u957f\u5c3e\u77e5\u8bc6&#8221;<\/strong><\/span>\u9886\u57df\u7684\u95ee\u9898\uff0c\u4f20\u7edfLLM\u5bf9\u5e38\u89c1\u77e5\u8bc6\u751f\u6210\u51c6\u786e\u7387\u9ad8\uff0c\u4f46\u9762\u5bf9\u7a00\u6709\u77e5\u8bc6\u65f6\u5f80\u5f80\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002RAG\u901a\u8fc7\u5f15\u7528\u5916\u90e8\u6570\u636e\u5e93\u4e2d\u7a00\u6709\u77e5\u8bc6\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898\u3002\u5176\u6b21\u662f\u77e5\u8bc6\u7684\u65b0\u9c9c\u5ea6\u95ee\u9898\uff0c\u901a\u8fc7\u5916\u90e8\u6570\u636e\u7684\u5b9e\u65f6\u66f4\u65b0\uff0cRAG\u5373\u4fbf\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u80fd\u4fdd\u8bc1\u8f93\u51fa\u5185\u5bb9\u7684\u65f6\u6548\u6027\u3002<\/p>\n<p style=\"font-size: 18px;\">RAG\u5728\u5de5\u4e1a\u548c\u5236\u9020\u4e1a\u9886\u57df\u7684\u5e94\u7528\u5c24\u5176\u663e\u8457\u3002\u5176\u4e00\uff0c<span style=\"color: #000000;\"><strong>RAG\u80fd\u5bf9\u5927\u91cf\u590d\u6742\u7684\u6280\u672f\u624b\u518c\u548c\u64cd\u4f5c\u6307\u5357\u8fdb\u884c\u89e3\u6790\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u5feb\u901f\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u5de5\u4f5c\u6548\u7387\u3002<\/strong><\/span>\u5176\u4e8c\uff0c<span style=\"color: #000000;\"><strong>\u7ed3\u5408\u5b9e\u65f6\u7684\u6570\u636e\u68c0\u7d22\u529f\u80fd\uff0c\u5982\u5728\u91c7\u77ff\u884c\u4e1a\uff0cRAG\u53ef\u4ee5\u5904\u7406\u4ece\u4f20\u611f\u5668\u83b7\u53d6\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u5e76\u8fc5\u901f\u8fd4\u56de\u64cd\u4f5c\u5efa\u8bae\u3002<\/strong><\/span><\/p>\n<p style=\"font-size: 18px;\">\u6b64\u5916\uff0c\u5728\u5236\u9020\u4e1a\u7684\u8d28\u91cf\u63a7\u5236\u548c\u4f9b\u5e94\u94fe\u7ba1\u7406\u4e2d\uff0cRAG\u6280\u672f\u4e5f\u6709\u5e94\u7528\u3002\u901a\u8fc7\u7ed3\u5408\u5386\u53f2\u751f\u4ea7\u6570\u636e\u548c\u5b9e\u65f6\u76d1\u63a7\u4fe1\u606f\uff0cRAG\u80fd\u591f\u9884\u6d4b\u8bbe\u5907\u7684\u7ef4\u62a4\u5468\u671f\uff0c\u4f18\u5316\u6027\u80fd\u7ba1\u7406\uff0c\u5e76\u51cf\u5c11\u505c\u673a\u65f6\u95f4\u3002<\/p>\n<figure id=\"attachment_15485\" aria-describedby=\"caption-attachment-15485\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15485\" src=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/3-10.jpg\" alt=\"RAG\u68c0\u7d22\u589e\u5f3a\u751f\u6210\" width=\"800\" height=\"450\" srcset=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/3-10.jpg 1170w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/3-10-300x169.jpg 300w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/3-10-1024x576.jpg 1024w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/3-10-768x432.jpg 768w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/3-10-533x300.jpg 533w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-15485\" class=\"wp-caption-text\">RAG\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/figcaption><\/figure>\n<p style=\"font-size: 18px;\">\u7136\u800c\uff0c\u5b9e\u65bdRAG\u4e5f\u9762\u4e34\u6311\u6218\u3002\u5176\u4e00\u662f\u4fe1\u606f\u68c0\u7d22\u7684\u7cbe\u51c6\u5ea6\uff0c\u8fc7\u591a\u7684\u5197\u4f59\u4fe1\u606f\u4f1a\u964d\u4f4e\u751f\u6210\u7ed3\u679c\u7684\u8d28\u91cf\u3002\u5176\u4e8c\u662f\u4e0d\u540c\u6570\u636e\u6e90\u7684\u6574\u5408\u96be\u9898\uff0c\u7531\u4e8e\u6d89\u53ca\u591a\u79cd\u683c\u5f0f\u548c\u7ed3\u6784\u7684\u4fe1\u606f\uff0cRAG\u7cfb\u7edf\u9700\u8981\u5f3a\u5927\u7684\u4e2d\u67a2\u6570\u636e\u5e93\u6765\u4fdd\u6301\u6570\u636e\u7684\u4e00\u81f4\u6027\u548c\u53ef\u8bbf\u95ee\u6027\u3002<\/p>\n<p style=\"font-size: 18px;\">\u5c3d\u7ba1\u5982\u6b64\uff0c\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0cRAG\u6709\u671b\u5728\u533b\u7597\u4fdd\u5065\u3001\u6cd5\u5f8b\u7814\u7a76\u7b49\u9700\u8981\u5927\u91cf\u7cbe\u786e\u4fe1\u606f\u7684\u9886\u57df\u8fdb\u4e00\u6b65\u6269\u5c55\u5e94\u7528\u3002\u901a\u8fc7\u7ed3\u54085G\u6280\u672f\u7684\u4f4e\u5ef6\u8fdf\u4ee5\u53ca\u8fb9\u7f18\u8ba1\u7b97\u4f4e\u6210\u672c\u7684\u4f20\u8f93\u80fd\u529b\uff0cRAG\u5c06\u7ee7\u7eed\u63a8\u52a8\u5404\u884c\u4e1a\u7684\u6570\u5b57\u8f6c\u578b\uff0c\u4e3a\u5236\u9020\u4e1a\u548c\u5de5\u4e1a\u4e92\u8054\u7f51\u7684\u667a\u80fd\u5316\u53d1\u5c55\u63d0\u4f9b\u65b0\u7684\u673a\u9047\u4e0e\u521b\u65b0\u3002<\/p>\n<div>\u00a0<\/div>\n<div class=\"wp-block-cover aligncenter has-custom-content-position is-position-top-left\" style=\"min-height: 315px;\">\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-block-cover__image-background alignnone wp-image-13522 size-full\" title=\"https:\/\/idmakers.cn\/\" 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href=\"https:\/\/idmakers.cn\/\">\u601d\u4e3a\u4ea4\u4e92<\/a><\/h2>\n<p style=\"font-size: 18px;\"><strong><span style=\"color: white;\">\u601d\u4e3a\u4ea4\u4e92\u662f\u4e00\u5bb6\u201c\u4ece\u4e91\u5230\u7aef\u201d\u7684\u65b0\u578b\u7269\u8054\u7f51\u53ca\u5de5\u4e1a4.0\u6280\u672f\u516c\u53f8\uff0c\u53ef\u4ee5\u4e3a\u5404\u7c7b\u751f\u4ea7\u5236\u9020\u578b\u4f01\u4e1a\u63d0\u4f9b\u4ece\u786c\u4ef6\u5230\u4e91\u7aef\u5168\u5957\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6211\u516c\u53f8Galileo OS\u6570\u636e\u57fa\u5ea7\u878d\u5408AI\u5927\u6a21\u578b\u3001\u6570\u636e\u4e2d\u53f0\u3001\u7269\u8054\u7f51\u7b49\u6280\u672f\uff0c\u63a8\u52a8\u5236\u9020\u4e1a\u5de5\u5382\u6570\u5b57\u5316\u8f6c\u578b\u3002\u4ece\u6570\u5b57\u5316\u8f66\u95f4\u5230\u667a\u80fd\u5de5\u5382\uff0c\u5168\u9762\u8986\u76d6\u5b89\u5168\u3001\u751f\u4ea7\u3001\u8d28\u91cf\u3001\u8bbe\u5907\u7ba1\u7406\u7b49\u4e1a\u52a1\u3002<\/span><\/strong><\/p>\n<p class=\"has-text-align-right\" style=\"font-size: 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