{"id":8310,"date":"2026-06-09T13:59:40","date_gmt":"2026-06-09T05:59:40","guid":{"rendered":"https:\/\/ab123.xyz\/?p=8310"},"modified":"2026-06-09T13:59:40","modified_gmt":"2026-06-09T05:59:40","slug":"mistral-large-2-rag-pipeline-%e5%ae%9e%e7%8e%b0%ef%bc%9a%e4%bb%8e%e6%a3%80%e7%b4%a2%e5%88%b0%e7%94%9f%e6%88%90%e7%9a%84%e5%ae%8c%e6%95%b4%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=8310","title":{"rendered":"Mistral Large 2 RAG Pipeline \u5b9e\u73b0\uff1a\u4ece\u68c0\u7d22\u5230\u751f\u6210\u7684\u5b8c\u6574\u6307\u5357"},"content":{"rendered":"

\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5feb\u901f\u8fed\u4ee3\u7684\u4eca\u5929\uff0cMistral Large 2<\/strong> \u51ed\u501f\u5176\u5353\u8d8a\u7684\u591a\u8bed\u8a00\u80fd\u529b\u548c\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u4f18\u52bf\uff0c\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/strong> \u7ba1\u7ebf\u7684\u7406\u60f3\u57fa\u5ea7\u6a21\u578b\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u62c6\u89e3 Mistral Large 2 RAG Pipeline \u7684\u5b9e\u73b0\u8def\u5f84\u3001\u6838\u5fc3\u529f\u80fd\u4e0e\u6700\u4f73\u5b9e\u8df5\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u642d\u5efa\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u7684\u77e5\u8bc6\u95ee\u7b54\u7cfb\u7edf\u3002<\/p>\n

\u8bbf\u95ee \u5b98\u65b9\u7f51\u7ad9<\/a> \u83b7\u53d6\u6700\u65b0\u6a21\u578b\u6743\u91cd\u4e0e API \u6587\u6863\u3002<\/p>\n

Mistral Large 2 RAG Pipeline \u7684\u6838\u5fc3\u529f\u80fd<\/h2>\n

\u8be5\u7ba1\u7ebf\u6574\u5408\u4e86\u5411\u91cf\u68c0\u7d22\u4e0e\u751f\u6210\u5f0f\u63a8\u7406\u4e24\u5927\u6a21\u5757\uff0c\u5b9e\u73b0\u4ee5\u4e0b\u5173\u952e\u80fd\u529b\uff1a<\/p>\n

    \n
  • \u591a\u6e90\u6587\u6863\u7d22\u5f15<\/strong>\uff1a\u652f\u6301 PDF\u3001\u7f51\u9875\u3001\u6570\u636e\u5e93\u7b49\u5f02\u6784\u6570\u636e\u6e90\uff0c\u901a\u8fc7\u5206\u5757\u4e0e\u5411\u91cf\u5316\u5b58\u5165 Milvus\u3001Pinecone \u7b49\u5411\u91cf\u5e93\u3002<\/li>\n
  • \u667a\u80fd\u68c0\u7d22\u589e\u5f3a<\/strong>\uff1a\u5229\u7528 Mistral Large 2 \u7684 128K \u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u53ef\u4e00\u6b21\u6027\u53ec\u56de\u5e76\u5904\u7406\u5927\u91cf\u76f8\u5173\u6bb5\u843d\uff0c\u51cf\u5c11\u4fe1\u606f\u9057\u6f0f\u3002<\/li>\n
  • \u7ed3\u6784\u5316\u8f93\u51fa<\/strong>\uff1a\u7ed3\u5408\u63d0\u793a\u5de5\u7a0b\u4e0e\u51fd\u6570\u8c03\u7528\uff0c\u8f93\u51fa\u5305\u542b\u5f15\u7528\u6765\u6e90\u3001\u7f6e\u4fe1\u5ea6\u8bc4\u5206\u7684\u7cbe\u51c6\u7b54\u6848\u3002<\/li>\n<\/ul>\n

    \u5e94\u7528\u573a\u666f\u4e0e\u4f18\u52bf<\/h2>\n

    \u4f01\u4e1a\u77e5\u8bc6\u5e93\u95ee\u7b54<\/h3>\n

    \u5c06\u5185\u90e8\u6280\u672f\u6587\u6863\u3001\u4ea7\u54c1\u624b\u518c\u4e0e Mistral Large 2 RAG Pipeline \u7ed3\u5408\uff0c\u5458\u5de5\u53ef\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u590d\u6742\u6d41\u7a0b\uff0c\u663e\u8457\u63d0\u5347\u95ee\u9898\u89e3\u51b3\u6548\u7387\u3002<\/p>\n

    \u5b9e\u65f6\u6570\u636e\u5206\u6790\u62a5\u544a<\/h3>\n

    \u91d1\u878d\u3001\u533b\u7597\u7b49\u884c\u4e1a\u53ef\u63a5\u5165\u52a8\u6001\u6570\u636e\u6e90\uff0cPipeline \u81ea\u52a8\u68c0\u7d22\u6700\u65b0\u62a5\u544a\u5e76\u751f\u6210\u6458\u8981\uff0c\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd\u8ffd\u95ee\u7ec6\u8282\u3002<\/p>\n

    \u591a\u8bed\u8a00\u5ba2\u6237\u652f\u6301<\/h3>\n

    Mistral Large 2 \u539f\u751f\u652f\u6301\u6cd5\u8bed\u3001\u4e2d\u6587\u3001\u963f\u62c9\u4f2f\u8bed\u7b49\u6570\u5341\u79cd\u8bed\u8a00\uff0c\u65e0\u9700\u989d\u5916\u7ffb\u8bd1\u6a21\u5757\u5373\u53ef\u6784\u5efa\u5168\u7403\u5316\u5ba2\u670d\u673a\u5668\u4eba\u3002<\/p>\n

    \u5982\u4f55\u5b9e\u73b0\uff1a\u5206\u6b65\u6307\u5357<\/h2>\n

    \u4ee5\u4e0b\u662f\u57fa\u4e8e LangChain \u6846\u67b6\u7684\u5178\u578b\u5b9e\u73b0\u6b65\u9aa4\uff1a<\/p>\n

      \n
    • \u6b65\u9aa4\u4e00\uff1a\u73af\u5883\u51c6\u5907<\/strong> \u5b89\u88c5 langchain-mistralai\u3001chromadb \u7b49\u4f9d\u8d56\uff0c\u914d\u7f6e Mistral API \u5bc6\u94a5\u3002<\/li>\n
    • \u6b65\u9aa4\u4e8c\uff1a\u6587\u6863\u52a0\u8f7d\u4e0e\u5206\u5757<\/strong> \u4f7f\u7528 RecursiveCharacterTextSplitter \u5c06\u6587\u6863\u5207\u5206\u4e3a 512 token \u7684\u5757\uff0c\u4fdd\u7559\u91cd\u53e0\u4ee5\u589e\u5f3a\u68c0\u7d22\u6548\u679c\u3002<\/li>\n
    • \u6b65\u9aa4\u4e09\uff1a\u5411\u91cf\u5d4c\u5165\u4e0e\u5b58\u50a8<\/strong> \u8c03\u7528 Mistral Embeddings \u63a5\u53e3\u751f\u6210\u5411\u91cf\uff0c\u5b58\u5165 Chroma \u5411\u91cf\u6570\u636e\u5e93\u3002<\/li>\n
    • \u6b65\u9aa4\u56db\uff1a\u6784\u5efa\u68c0\u7d22\u94fe<\/strong> \u8bbe\u5b9a top-k=5 \u7684\u68c0\u7d22\u53c2\u6570\uff0c\u901a\u8fc7 RetrievalQA \u94fe\u5c06\u68c0\u7d22\u7ed3\u679c\u6ce8\u5165 Prompt\u3002<\/li>\n
    • \u6b65\u9aa4\u4e94\uff1a\u751f\u6210\u4e0e\u540e\u5904\u7406<\/strong> \u8bbe\u7f6e\u6e29\u5ea6 0.2 \u4ee5\u4fdd\u8bc1\u4e8b\u5b9e\u6027\uff0c\u4f7f\u7528 OutputParser \u63d0\u53d6\u7ed3\u6784\u5316\u7684\u7b54\u6848\u53ca\u5f15\u7528\u3002<\/li>\n<\/ul>\n

      \u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u53ef\u8c03\u6574 chunk_size \u4e0e retrieval \u7b56\u7565\uff0c\u9488\u5bf9\u957f\u6587\u6863\u542f\u7528 MMR \u7b97\u6cd5\u907f\u514d\u68c0\u7d22\u5197\u4f59\u3002\u5b8c\u6574\u7684\u793a\u4f8b\u4ee3\u7801\u4e0e\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u53ef\u5728\u5b98\u65b9 GitHub \u4ed3\u5e93\u4e2d\u627e\u5230\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5feb\u901f\u8fed\u4ee3\u7684\u4eca\u5929\uff0cMistral Large 2 \u51ed\u501f\u5176\u5353\u8d8a\u7684\u591a\u8bed\u8a00\u80fd\u529b\u548c\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u4f18\u52bf\uff0c\u6210\u4e3a\u4f01 […]<\/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":[10320,10296,10297,9889,10298],"class_list":["post-8310","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-mistral-large-2","tag-rag-pipeline","tag-9889","tag-10298"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8310","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=8310"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8310\/revisions"}],"predecessor-version":[{"id":8311,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8310\/revisions\/8311"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}