{"id":8306,"date":"2026-06-09T13:59:25","date_gmt":"2026-06-09T05:59:25","guid":{"rendered":"https:\/\/ab123.xyz\/?p=8306"},"modified":"2026-06-09T13:59:25","modified_gmt":"2026-06-09T05:59:25","slug":"mistral-large-2-rag-pipeline%e5%ae%9e%e7%8e%b0%ef%bc%9a%e6%99%ba%e8%83%bd%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%e5%b7%a5%e5%85%b7%e5%85%a8%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=8306","title":{"rendered":"Mistral Large 2 RAG Pipeline\u5b9e\u73b0\uff1a\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5de5\u5177\u5168\u89e3\u6790"},"content":{"rendered":"<p>\u8fd1\u65e5\uff0cMistral AI\u53d1\u5e03\u4e86\u5176\u65d7\u8230\u6a21\u578bMistral Large 2\uff0c\u8be5\u6a21\u578b\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u65b9\u9762\u5b9e\u73b0\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u4e3a\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u95ee\u7b54\u3001\u6587\u6863\u5206\u6790\u7b49\u573a\u666f\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecdMistral Large 2 RAG Pipeline\u7684\u5b9e\u73b0\u539f\u7406\u3001\u529f\u80fd\u4f18\u52bf\u53ca\u5e94\u7528\u6307\u5357\u3002\u5de5\u5177\u5b98\u65b9\u5165\u53e3\u8bf7\u8bbf\u95ee <a href=\"https:\/\/mistral.ai\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a>\u3002<\/p>\n<h2>\u529f\u80fd\u6982\u8ff0<\/h2>\n<p>Mistral Large 2 RAG Pipeline\u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u5b83\u5c06\u5916\u90e8\u77e5\u8bc6\u5e93\u7684\u68c0\u7d22\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u80fd\u529b\u6df1\u5ea6\u878d\u5408\u3002\u6838\u5fc3\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u591a\u6e90\u68c0\u7d22\uff1a\u652f\u6301PDF\u3001\u7f51\u9875\u3001\u6570\u636e\u5e93\u7b49\u591a\u79cd\u6570\u636e\u6e90\u7684\u8bed\u4e49\u68c0\u7d22\u3002<\/li>\n<li>\u52a8\u6001\u4e0a\u4e0b\u6587\u6ce8\u5165\uff1a\u81ea\u52a8\u5c06\u68c0\u7d22\u5230\u7684\u76f8\u5173\u6587\u6863\u7247\u6bb5\u6ce8\u5165Prompt\uff0c\u751f\u6210\u51c6\u786e\u7b54\u6848\u3002<\/li>\n<li>\u7b54\u6848\u6eaf\u6e90\uff1a\u6bcf\u4e2a\u56de\u7b54\u5747\u9644\u6709\u6765\u6e90\u5f15\u7528\uff0c\u4fbf\u4e8e\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u3002<\/li>\n<li>\u4f4e\u5ef6\u8fdf\u63a8\u7406\uff1a\u57fa\u4e8eMistral Large 2\u7684\u4f18\u5316\u67b6\u6784\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u534730%\u4ee5\u4e0a\u3002<\/li>\n<\/ul>\n<h2>\u6838\u5fc3\u4f18\u52bf<\/h2>\n<h3>\u6a21\u578b\u7ea7RAG\u878d\u5408<\/h3>\n<p>\u4e0e\u4f20\u7edf\u7684\u201c\u68c0\u7d22+\u751f\u6210\u201d\u62fc\u63a5\u65b9\u5f0f\u4e0d\u540c\uff0cMistral Large 2\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u5f15\u5165\u4e86\u68c0\u7d22\u611f\u77e5\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u4e3b\u52a8\u5224\u65ad\u4f55\u65f6\u9700\u8981\u5916\u90e8\u77e5\u8bc6\uff0c\u51cf\u5c11\u5e7b\u89c9\u3002<\/p>\n<h3>\u4f01\u4e1a\u7ea7\u5b89\u5168\u6027<\/h3>\n<p>Pipeline\u5185\u7f6e\u6570\u636e\u8131\u654f\u548c\u6743\u9650\u63a7\u5236\u6a21\u5757\uff0c\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u6ee1\u8db3\u91d1\u878d\u3001\u533b\u7597\u7b49\u884c\u4e1a\u7684\u5408\u89c4\u8981\u6c42\u3002<\/p>\n<h3>\u6781\u7b80\u96c6\u6210<\/h3>\n<p>\u63d0\u4f9bPython SDK\u548cREST API\uff0c\u5f00\u53d1\u8005\u572810\u5206\u949f\u5185\u5373\u53ef\u5b8c\u6210\u63a5\u5165\u3002\u793a\u4f8b\u4ee3\u7801\u4ec5\u9700\u51e0\u884c\uff1a<\/p>\n<pre><code>from mistralai import Mistral\nclient = Mistral(api_key='xxx')\nresponse = client.rag.query(question='2024\u5e74\u8bfa\u8d1d\u5c14\u5316\u5b66\u5956\u5f97\u4e3b\u662f\u8c01\uff1f', sources=['.\/docs\/']) \nprint(response.answer)<\/code><\/pre>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ul>\n<li>\u667a\u80fd\u5ba2\u670d\uff1a\u5b9e\u65f6\u68c0\u7d22\u4ea7\u54c1\u624b\u518c\uff0c\u63d0\u4f9b\u7cbe\u51c6\u552e\u540e\u652f\u6301\u3002<\/li>\n<li>\u5b66\u672f\u7814\u7a76\uff1a\u5feb\u901f\u4ece\u8bba\u6587\u5e93\u4e2d\u63d0\u53d6\u5173\u952e\u53d1\u73b0\u5e76\u751f\u6210\u7efc\u8ff0\u3002<\/li>\n<li>\u6cd5\u5f8b\u5408\u89c4\uff1a\u81ea\u52a8\u68c0\u7d22\u6cd5\u89c4\u6761\u6587\uff0c\u8f85\u52a9\u5408\u540c\u5ba1\u67e5\u3002<\/li>\n<li>\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\uff1a\u8fde\u63a5\u5185\u90e8\u77e5\u8bc6\u5e93\uff0c\u6253\u9020\u4e13\u5c5eAI\u52a9\u624b\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u6307\u5357<\/h2>\n<p>\u9996\u5148\u6ce8\u518c\u5b98\u65b9\u8d26\u6237\u83b7\u53d6API\u5bc6\u94a5\uff0c\u7136\u540e\u5b89\u88c5SDK\uff1a<code>pip install mistralai-rag<\/code>\u3002\u63a5\u7740\u914d\u7f6e\u6570\u636e\u6e90\u8fde\u63a5\u5668\uff0c\u652f\u6301\u672c\u5730\u6587\u4ef6\u6216\u4e91\u5b58\u50a8\u3002\u6700\u540e\u8c03\u7528query\u63a5\u53e3\u5373\u53ef\u3002\u5b98\u65b9\u63d0\u4f9b\u5b8c\u6574\u7684Colab Notebook\u6559\u7a0b\uff0c\u8bbf\u95ee\u5b98\u65b9\u7f51\u7ad9\u53ef\u83b7\u53d6\u66f4\u591a\u7ec6\u8282\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0cMistral AI\u53d1\u5e03\u4e86\u5176\u65d7\u8230\u6a21\u578bMistral Large 2\uff0c\u8be5\u6a21\u578b\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u65b9\u9762\u5b9e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[10296,10313,10314,9889,10298],"class_list":["post-8306","post","type-post","status-publish","format-standard","hentry","category-4","tag-mistral-large-2","tag-rag","tag-ai","tag-9889","tag-10298"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8306"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8306\/revisions"}],"predecessor-version":[{"id":8307,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8306\/revisions\/8307"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8306"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8306"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}