{"id":18618,"date":"2025-01-17T14:40:24","date_gmt":"2025-01-17T06:40:24","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18618"},"modified":"2025-07-14T07:36:21","modified_gmt":"2025-07-13T23:36:21","slug":"cognita","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/cognita\/","title":{"rendered":"Cognita\uff1a\u6784\u5efa\u6a21\u5757\u5316RAG\u5e94\u7528\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u5feb\u901f\u6d4b\u8bd5\u591a\u6837RAG\u7b56\u7565"},"content":{"rendered":"

Cognita \u662f\u7531 TrueFoundry \u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u7b80\u5316\u57fa\u4e8e RAG\uff08Retrieval-Augmented Generation\uff09\u7684\u5e94\u7528\u5f00\u53d1\u3002\u8be5\u6846\u67b6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u3001\u6a21\u5757\u5316\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u53ef\u4ee5\u8f7b\u677e\u5c06 RAG<\/a> \u6280\u672f\u4ece\u539f\u578b\u9636\u6bb5\u63a8\u5411\u751f\u4ea7\u73af\u5883\u3002Cognita \u652f\u6301\u591a\u79cd\u6570\u636e\u6765\u6e90\u3001\u89e3\u6790\u5668\u548c\u5d4c\u5165\u6a21\u578b\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6613\u7528\u7684\u7528\u6237\u754c\u9762\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u8fdb\u884c RAG \u914d\u7f6e\u7684\u5b9e\u9a8c\u3002\u5b83\u53ef\u4ee5\u4e0e\u73b0\u6709\u7684\u7cfb\u7edf\u65e0\u7f1d\u96c6\u6210\uff0c\u652f\u6301\u589e\u91cf\u7d22\u5f15\u548c\u591a\u79cd\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728 AI \u5e94\u7528\u5f00\u53d1\u4e2d\u5b9e\u73b0\u5feb\u901f\u8fed\u4ee3\u548c\u90e8\u7f72\u3002<\/p>\n

\u57fa\u4e8eLangchain\/LlamaIndex\u6a21\u5757\u5316\u5f15\u7528\u4e0d\u540cRAG\u7b56\u7565\uff0c\u5e76\u63d0\u4f9b\u53cb\u597d\u7684\u7528\u6237\u754c\u9762\u5feb\u901f\u6d4b\u8bd5\uff0c\u5e76\u53d1\u5e03\u751f\u4ea7\u7ea7\u5e94\u7528\u3002<\/p><\/blockquote>\n

\"Cognita\uff1a\u6784\u5efa\u6a21\u5757\u5316RAG\u5e94\u7528\u7684\u5f00\u6e90\u6846\u67b6-1\"<\/p>\n

 <\/p>\n

\"Cognita\uff1a\u6784\u5efa\u6a21\u5757\u5316RAG\u5e94\u7528\u7684\u5f00\u6e90\u6846\u67b6-1\"<\/p>\n

 <\/p>\n

\"Cognita\uff1a\u6784\u5efa\u6a21\u5757\u5316RAG\u5e94\u7528\u7684\u5f00\u6e90\u6846\u67b6-1\"<\/p>\n

 <\/p>\n

\u529f\u80fd\u5217\u8868<\/h2>\n
    \n
  • \u6a21\u5757\u5316\u8bbe\u8ba1\uff1a\u5c06 RAG \u5e94\u7528\u62c6\u5206\u4e3a\u72ec\u7acb\u7684\u6a21\u5757\uff0c\u5982\u6570\u636e\u52a0\u8f7d\u5668\u3001\u89e3\u6790\u5668\u3001\u5d4c\u5165\u5668\u548c\u68c0\u7d22\u5668\uff0c\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u590d\u7528\u6027\u548c\u7ef4\u62a4\u6027\u3002<\/li>\n
  • \u76f4\u89c2\u7684\u7528\u6237\u754c\u9762\uff1a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u89c6\u5316\u64cd\u4f5c\u754c\u9762\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u4e0a\u4f20\u6587\u6863\u5e76\u8fdb\u884c\u95ee\u7b54\u64cd\u4f5c\u3002<\/li>\n
  • API \u9a71\u52a8\uff1a\u652f\u6301\u5168 API \u9a71\u52a8\u65b9\u5f0f\uff0c\u4fbf\u4e8e\u548c\u5176\u4ed6\u7cfb\u7edf\u96c6\u6210\u3002<\/li>\n
  • \u589e\u91cf\u7d22\u5f15\uff1a\u53ea\u91cd\u65b0\u7d22\u5f15\u53d8\u66f4\u7684\u6587\u6863\uff0c\u8282\u7701\u8ba1\u7b97\u8d44\u6e90\u3002<\/li>\n
  • \u591a\u6570\u636e\u6e90\u652f\u6301\uff1a\u4ece\u672c\u5730\u76ee\u5f55\u3001S3\u3001\u6570\u636e\u5e93\u7b49\u591a\u79cd\u6570\u636e\u6e90\u52a0\u8f7d\u6570\u636e\u3002<\/li>\n
  • \u591a\u6a21\u578b\u652f\u6301\uff1a\u5305\u62ec OpenAI\u3001Cohere \u7b49\u591a\u79cd\u5d4c\u5165\u6a21\u578b\u548c\u8bed\u8a00\u6a21\u578b\u652f\u6301\u3002<\/li>\n
  • \u5411\u91cf\u6570\u636e\u5e93\u96c6\u6210\uff1a\u4e0e Qdrant\u3001SingleStore \u7b49\u5411\u91cf\u6570\u636e\u5e93\u65e0\u7f1d\u96c6\u6210\u3002<\/li>\n<\/ul>\n

     <\/p>\n

    \u4f7f\u7528\u5e2e\u52a9<\/h2>\n

    \u5b89\u88c5\u6d41\u7a0b<\/h3>\n

    \u7531\u4e8e Cognita \u662f\u5f00\u6e90\u7684 Python \u9879\u76ee\uff0c\u5b89\u88c5\u8fc7\u7a0b\u4e3b\u8981\u6d89\u53ca\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n

      \n
    1. \u514b\u9686\u4ed3\u5e93<\/strong>\uff1a\n
      git clone<\/span> https:\/\/github.com\/truefoundry\/cognita.git\r\ncd<\/span> cognita\r\n<\/code><\/pre>\n<\/li>\n
    2. \u8bbe\u7f6e\u865a\u62df\u73af\u5883<\/strong>\uff08\u63a8\u8350\u505a\u6cd5\uff09\uff1a\n
      python -m venv .cognita_env\r\nsource<\/span> .cognita_env\/bin\/activate  # Unix<\/span>\r\n.cognita_env\\Scripts\\activate  # Windows<\/span>\r\n<\/code><\/pre>\n<\/li>\n
    3. \u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\n
      pip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n
    4. \u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong>\uff1a\n
        \n
      • \u590d\u5236\u00a0.env.example\u00a0\u5230\u00a0.env \u6587\u4ef6\uff0c\u5e76\u6839\u636e\u4f60\u7684\u9700\u6c42\u8fdb\u884c\u914d\u7f6e\uff0c\u5982 API \u5bc6\u94a5\u3001\u6570\u636e\u5e93\u8fde\u63a5\u7b49\u3002<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n
        \u4f7f\u7528\u6307\u5357<\/h3>\n
        \u6570\u636e\u52a0\u8f7d\uff1a<\/strong><\/p>\n
          \n
        • \u9009\u62e9\u6570\u636e\u6e90\uff1aCognita \u652f\u6301\u4ece\u672c\u5730\u6587\u4ef6\u3001S3 \u5b58\u50a8\u6876\u3001\u6570\u636e\u5e93\u6216 TrueFoundry \u5de5\u4ef6\u4e2d\u52a0\u8f7d\u6570\u636e\u3002\u9009\u62e9\u9002\u5408\u4f60\u7684\u6570\u636e\u6e90\u7c7b\u578b\u3002<\/li>\n
        • \u4e0a\u4f20\u6216\u914d\u7f6e\u6570\u636e\uff1a\u5982\u679c\u4f60\u9009\u62e9\u672c\u5730\u6587\u4ef6\uff0c\u76f4\u63a5\u4e0a\u4f20\u6587\u4ef6\u3002\u5982\u679c\u662f\u5176\u4ed6\u6570\u636e\u6e90\uff0c\u914d\u7f6e\u597d\u8bbf\u95ee\u6743\u9650\u548c\u8def\u5f84\u3002<\/li>\n<\/ul>\n
          \u6570\u636e\u89e3\u6790\uff1a<\/strong><\/p>\n
            \n
          • \u9009\u62e9\u89e3\u6790\u5668\uff1a\u6839\u636e\u6587\u6863\u7c7b\u578b\uff08\u5982 PDF\u3001Markdown\u3001\u6587\u672c\u6587\u4ef6\uff09\uff0c\u9009\u62e9\u76f8\u5e94\u7684\u89e3\u6790\u5668\u3002Cognita \u9ed8\u8ba4\u652f\u6301\u591a\u79cd\u6587\u4ef6\u683c\u5f0f\u89e3\u6790\u3002<\/li>\n
          • \u6267\u884c\u89e3\u6790\uff1a\u70b9\u51fb\u89e3\u6790\u6309\u94ae\uff0c\u7cfb\u7edf\u4f1a\u5c06\u6587\u6863\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684\u683c\u5f0f\u3002<\/li>\n<\/ul>\n
            \u6570\u636e\u5d4c\u5165\uff1a<\/strong><\/p>\n
              \n
            • \u9009\u62e9\u5d4c\u5165\u6a21\u578b\uff1a\u6839\u636e\u9700\u6c42\u9009\u62e9\u5d4c\u5165\u6a21\u578b\uff08\u5982 OpenAI \u7684\u6a21\u578b\u6216\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff09\u3002<\/li>\n
            • \u751f\u6210\u5d4c\u5165\uff1a\u6267\u884c\u5d4c\u5165\u64cd\u4f5c\uff0c\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\u4ee5\u4fbf\u540e\u7eed\u68c0\u7d22\u3002<\/li>\n<\/ul>\n
              \u67e5\u8be2\u4e0e\u68c0\u7d22\uff1a<\/strong><\/p>\n
                \n
              • \u8f93\u5165\u67e5\u8be2\uff1a\u5728\u7528\u6237\u754c\u9762\u6216\u901a\u8fc7 API \u8f93\u5165\u4f60\u7684\u67e5\u8be2\u3002<\/li>\n
              • \u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff1a\u7cfb\u7edf\u4f1a\u6839\u636e\u4f60\u7684\u67e5\u8be2\u5728\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u6587\u6863\u7247\u6bb5\u3002<\/li>\n
              • \u751f\u6210\u56de\u7b54\uff1a\u4f7f\u7528\u9009\u62e9\u7684\u8bed\u8a00\u6a21\u578b\u6839\u636e\u68c0\u7d22\u7684\u7247\u6bb5\u751f\u6210\u56de\u7b54\u3002<\/li>\n<\/ul>\n
                \u589e\u91cf\u7d22\u5f15\uff1a<\/strong><\/p>\n
                  \n
                • \u76d1\u63a7\u6570\u636e\u53d8\u66f4\uff1aCognita \u63d0\u4f9b\u529f\u80fd\u53ea\u5bf9\u65b0\u589e\u6216\u66f4\u65b0\u7684\u6587\u6863\u8fdb\u884c\u7d22\u5f15\uff0c\u63d0\u9ad8\u6548\u7387\u548c\u8282\u7701\u8ba1\u7b97\u8d44\u6e90\u3002<\/li>\n<\/ul>\n
                  \u7528\u6237\u754c\u9762\u64cd\u4f5c\uff1a<\/strong><\/p>\n
                    \n
                  • \u7ba1\u7406\u96c6\u5408\uff1a\u5728 UI \u4e2d\u53ef\u4ee5\u521b\u5efa\u3001\u5220\u9664\u6216\u7f16\u8f91\u6587\u6863\u96c6\u5408\u3002<\/li>\n
                  • \u95ee\u7b54\u64cd\u4f5c\uff1a\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u5728\u754c\u9762\u4e0a\u8fdb\u884c\u95ee\u7b54\uff0c\u4f53\u9a8c RAG \u7cfb\u7edf\u7684\u6548\u679c\u3002<\/li>\n<\/ul>\n
                    \u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/strong><\/p>\n
                      \n
                    • \u591a\u8bed\u8a00\u652f\u6301\uff1a\u5982\u679c\u4f60\u7684\u6570\u636e\u5305\u542b\u591a\u79cd\u8bed\u8a00\uff0c\u4f60\u53ef\u4ee5\u5229\u7528 Cognita \u7684\u591a\u8bed\u8a00\u652f\u6301\u8fdb\u884c\u591a\u8bed\u79cd\u95ee\u7b54\u3002<\/li>\n
                    • \u52a8\u6001\u6a21\u578b\u5207\u6362\uff1aCognita \u5141\u8bb8\u4f60\u6839\u636e\u9700\u6c42\u5728\u4e0d\u540c\u7684\u5d4c\u5165\u6216\u8bed\u8a00\u6a21\u578b\u4e4b\u95f4\u5207\u6362\uff0c\u65e0\u9700\u91cd\u65b0\u90e8\u7f72\u6574\u4e2a\u5e94\u7528\u3002<\/li>\n<\/ul>\n
                      \u901a\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\u548c\u529f\u80fd\u4ecb\u7ecd\uff0c\u7528\u6237\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\u5e76\u5229\u7528 Cognita \u6784\u5efa\u548c\u4f18\u5316\u81ea\u5df1\u7684 RAG \u5e94\u7528\uff0c\u63d0\u9ad8 AI \u9a71\u52a8\u7684\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u80fd\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                      Cognita \u662f\u7531 TrueFoundry \u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u7b80\u5316\u57fa\u4e8e RAG\uff08Retrieval-Augmented Generation\uff09\u7684\u5e94\u7528\u5f00\u53d1\u3002\u8be5\u6846\u67b6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u3001\u6a21\u5757\u5316\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u53ef\u4ee5\u8f7b\u677e\u5c06 RAG \u6280\u672f\u4ece\u539f\u578b\u9636\u6bb5…<\/p>\n","protected":false},"author":1,"featured_media":61659,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,210,243],"class_list":["post-18618","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-rag-project","tag-aikaiyuanxiangmu","tag-wudaimakaifa","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/18618","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=18618"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/18618\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61659"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=18618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=18618"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=18618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}