{"id":1295,"date":"2026-03-18T05:18:18","date_gmt":"2026-03-17T20:18:18","guid":{"rendered":"https:\/\/openclaw.helloai.jp\/?p=1295"},"modified":"2026-03-18T05:18:58","modified_gmt":"2026-03-17T20:18:58","slug":"ai%e6%99%ba%e8%83%bd%e4%bd%93%e8%ae%b0%e5%bf%86%e7%b3%bb%e7%bb%9f%e4%b8%8erag%e6%8a%80%e6%9c%af%ef%bc%9a%e8%ae%a9ai%e7%9c%9f%e6%ad%a3%e8%ae%b0%e4%bd%8f%e5%92%8c%e7%90%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/openclaw.helloai.jp\/?p=1295","title":{"rendered":"AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf\u4e0eRAG\u6280\u672f\uff1a\u8ba9AI\u771f\u6b63”\u8bb0\u4f4f”\u548c”\u7406\u89e3”"},"content":{"rendered":"

AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf\u4e0eRAG\u6280\u672f\uff1a\u8ba9AI\u771f\u6b63”\u8bb0\u4f4f”\u548c”\u7406\u89e3”<\/h2>\n

\u5728\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u867d\u7136\u5728\u751f\u6210\u80fd\u529b\u548c\u63a8\u7406\u80fd\u529b\u4e0a\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u4f46\u5b83\u4eec\u6709\u4e00\u4e2a\u6839\u672c\u6027\u7684\u9650\u5236\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6709\u9650\u6027<\/strong>\u3002\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u4e5f\u65e0\u6cd5\u5728\u4e00\u6b21\u5bf9\u8bdd\u4e2d\u8bb0\u4f4f\u65e0\u9650\u7684\u4fe1\u606f\u3002\u8fd9\u5c31\u662fAI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u5e94\u8fd0\u800c\u751f\u7684\u539f\u56e0\u3002<\/p>\n

\u4ec0\u4e48\u662fAI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf\uff1f<\/h3>\n

AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf\u662f\u4e00\u5957\u673a\u5236\uff0c\u65e8\u5728\u8ba9AI\u4ee3\u7406\u80fd\u591f\u5b58\u50a8\u3001\u68c0\u7d22\u548c\u5229\u7528\u957f\u671f\u4fe1\u606f\u3002\u4e0e\u4eba\u7c7b\u7684\u8bb0\u5fc6\u7cfb\u7edf\u7c7b\u4f3c\uff0cAI\u8bb0\u5fc6\u7cfb\u7edf\u901a\u5e38\u5206\u4e3a\u51e0\u4e2a\u5c42\u6b21\uff1a<\/p>\n

    \n
  1. \u77ed\u671f\u8bb0\u5fc6\uff08\u5de5\u4f5c\u8bb0\u5fc6\uff09<\/strong>\uff1a\u5b58\u653e\u5728\u5f53\u524d\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u4e2d\uff0c\u7528\u4e8e\u7acb\u5373\u5904\u7406\u4efb\u52a1<\/li>\n
  2. \u957f\u671f\u8bb0\u5fc6\uff08\u8bed\u4e49\u8bb0\u5fc6\uff09<\/strong>\uff1a\u5b58\u50a8\u7ed3\u6784\u5316\u77e5\u8bc6\u548c\u4e8b\u5b9e\u4fe1\u606f<\/li>\n
  3. \u60c5\u5883\u8bb0\u5fc6\uff08\u60c5\u666f\u8bb0\u5fc6\uff09<\/strong>\uff1a\u8bb0\u5f55\u7279\u5b9a\u7684\u5386\u53f2\u4e8b\u4ef6\u548c\u7ecf\u5386<\/li>\n<\/ol>\n

    \u8fd9\u79cd\u591a\u5c42\u8bb0\u5fc6\u67b6\u6784\u4f7f\u5f97AI\u80fd\u591f\u5728\u591a\u6b21\u4ea4\u4e92\u4e2d\u4fdd\u6301\u8fde\u8d2f\u6027\uff0c\u8bb0\u4f4f\u7528\u6237\u7684\u504f\u597d\u3001\u5386\u53f2\u5bf9\u8bdd\u548c\u91cd\u8981\u4e0a\u4e0b\u6587\u3002<\/p>\n

    \u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff1a\u8fde\u63a5\u77e5\u8bc6\u4e0e\u63a8\u7406<\/h3>\n

    RAG\u6280\u672f\u662f\u4e00\u79cd\u5c06\u5916\u90e8\u77e5\u8bc6\u5e93\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\u7684\u65b9\u6cd5\u3002\u5b83\u7684\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n

      \n
    1. \u7d22\u5f15\u9636\u6bb5<\/strong>\uff1a\u5c06\u6587\u6863\u3001\u4ee3\u7801\u3001\u7b14\u8bb0\u7b49\u77e5\u8bc6\u6e90\u5207\u5206\u6210\u5c0f\u6bb5\uff0c\u5b58\u50a8\u4e3a\u5411\u91cf\u5d4c\u5165<\/li>\n
    2. \u68c0\u7d22\u9636\u6bb5<\/strong>\uff1a\u6839\u636e\u7528\u6237\u67e5\u8be2\uff0c\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u8bed\u4e49\u76f8\u4f3c\u7684\u5185\u5bb9<\/li>\n
    3. \u589e\u5f3a\u9636\u6bb5<\/strong>\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u76f8\u5173\u5185\u5bb9\u4e0e\u539f\u59cb\u67e5\u8be2\u7ed3\u5408<\/li>\n
    4. \u751f\u6210\u9636\u6bb5<\/strong>\uff1aLLM\u57fa\u4e8e\u589e\u5f3a\u540e\u7684\u4e0a\u4e0b\u6587\u751f\u6210\u51c6\u786e\u3001\u6709\u636e\u53ef\u4f9d\u7684\u7b54\u6848<\/li>\n<\/ol>\n

      RAG\u7684\u4f18\u52bf<\/strong>\u5305\u62ec\uff1a<\/p>\n

        \n
      • \u51cf\u5c11\u5e7b\u89c9\uff1a\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u800c\u975e\u6a21\u578b\u8bad\u7ec3\u8bb0\u5fc6<\/li>\n
      • \u5b9e\u65f6\u66f4\u65b0\uff1a\u77e5\u8bc6\u5e93\u53ef\u968f\u65f6\u66f4\u65b0\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b<\/li>\n
      • \u53ef\u89e3\u91ca\u6027\uff1a\u53ef\u4ee5\u8ffd\u6eaf\u5230\u539f\u59cb\u6570\u636e\u6765\u6e90<\/li>\n
      • \u6210\u672c\u6548\u76ca\uff1a\u76f8\u6bd4\u5fae\u8c03\uff0cRAG\u7684\u5b9e\u73b0\u6210\u672c\u66f4\u4f4e<\/li>\n<\/ul>\n

        \u672c\u5730RAG\u77e5\u8bc6\u5e93\u7684\u642d\u5efa\u5b9e\u8df5<\/h3>\n

        \u642d\u5efa\u672c\u5730RAG\u7cfb\u7edf\u9700\u8981\u5173\u6ce8\u51e0\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a<\/p>\n

        \u5411\u91cf\u6570\u636e\u5e93\u9009\u62e9<\/h4>\n
          \n
        • Chroma<\/strong>\uff1a\u8f7b\u91cf\u7ea7\u3001\u6613\u90e8\u7f72\uff0c\u9002\u5408\u4e2a\u4eba\u548c\u5c0f\u56e2\u961f<\/li>\n
        • Qdrant<\/strong>\uff1a\u6027\u80fd\u4f18\u5f02\uff0c\u652f\u6301\u591a\u6a21\u6001<\/li>\n
        • Weaviate<\/strong>\uff1a\u4f01\u4e1a\u7ea7\u7279\u6027\uff0c\u652f\u6301\u5bf9\u8c61\u5316\u5b58\u50a8<\/li>\n
        • Milvus<\/strong>\uff1a\u5f00\u6e90\u3001\u9ad8\u6027\u80fd\uff0c\u9002\u5408\u5927\u89c4\u6a21\u90e8\u7f72<\/li>\n<\/ul>\n

          \u6587\u6863\u5904\u7406\u6d41\u7a0b<\/h4>\n
          # \u793a\u4f8b\u6d41\u7a0b\ndocuments = load_documents(\"\/path\/to\/knowledge\")\nchunks = split_documents(documents, chunk_size=500)\nvectors = embed_documents(chunks, model=\"all-MiniLM-L6-v2\")\nstore_in_vector_db(vectors, metadata=chunks)\n<\/code><\/pre>\n
          \u67e5\u8be2\u4e0e\u68c0\u7d22\u4f18\u5316<\/h4>\n
            \n
          • \u8bed\u4e49\u5339\u914d + \u5173\u952e\u8bcd\u5339\u914d\u7684\u6df7\u5408\u68c0\u7d22<\/li>\n
          • \u7ed3\u679c\u91cd\u6392\u5e8f\uff08re-ranking\uff09\u63d0\u5347\u76f8\u5173\u6027<\/li>\n
          • \u67e5\u8be2\u6269\u5c55\u548c\u540c\u4e49\u8bcd\u5904\u7406<\/li>\n
          • \u52a8\u6001\u8c03\u6574\u68c0\u7d22\u6570\u91cf\uff08top-k\uff09<\/li>\n<\/ul>\n
            AI\u667a\u80fd\u4f53\u96c6\u6210\u8bb0\u5fc6\u7cfb\u7edf<\/h3>\n
            \u5c06\u8bb0\u5fc6\u7cfb\u7edf\u96c6\u6210\u5230AI\u667a\u80fd\u4f53\u4e2d\u53ef\u4ee5\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u4ea4\u4e92\uff1a<\/p>\n
            1. \u5bf9\u8bdd\u5386\u53f2\u7ba1\u7406<\/h4>\n
              \n
            • \u4f7f\u7528\u5206\u5c42\u5b58\u50a8\u7b56\u7565\uff1a\u91cd\u8981\u8bb0\u5fc6\u957f\u671f\u4fdd\u5b58\uff0c\u4e34\u65f6\u4fe1\u606f\u77ed\u671f\u7f13\u5b58<\/li>\n
            • \u57fa\u4e8e\u91cd\u8981\u6027\u5f97\u5206\u81ea\u52a8\u7b5b\u9009\u548c\u6458\u8981\u5bf9\u8bdd\u5185\u5bb9<\/li>\n
            • \u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u4fdd\u6301<\/li>\n<\/ul>\n
              2. \u7528\u6237\u504f\u597d\u5b66\u4e60<\/h4>\n
                \n
              • \u4ece\u7528\u6237\u4e92\u52a8\u4e2d\u63d0\u53d6\u504f\u597d\u6a21\u5f0f<\/li>\n
              • \u4e2a\u6027\u5316\u63a8\u8350\u548c\u54cd\u5e94\u751f\u6210<\/li>\n
              • \u9690\u79c1\u4fdd\u62a4\u7684\u504f\u597d\u5b58\u50a8<\/li>\n<\/ul>\n
                3. \u4efb\u52a1\u4e0a\u4e0b\u6587\u4fdd\u6301<\/h4>\n
                  \n
                • \u8bb0\u4f4f\u591a\u6b65\u9aa4\u4efb\u52a1\u7684\u4e2d\u95f4\u72b6\u6001<\/li>\n
                • \u652f\u6301\u4efb\u52a1\u7684\u6302\u8d77\u548c\u6062\u590d<\/li>\n
                • \u8de8\u5de5\u5177\u548c\u5e73\u53f0\u7684\u4e0a\u4e0b\u6587\u4f20\u9012<\/li>\n<\/ul>\n
                  \u6311\u6218\u4e0e\u672a\u6765\u65b9\u5411<\/h3>\n
                  \u5c3d\u7ba1RAG\u548c\u8bb0\u5fc6\u7cfb\u7edf\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u4ecd\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff1a<\/p>\n
                  \u6280\u672f\u6311\u6218<\/strong>\uff1a<\/p>\n
                    \n
                  • \u5411\u91cf\u68c0\u7d22\u7684\u8bed\u4e49\u7406\u89e3\u7cbe\u5ea6\u9700\u8981\u63d0\u5347<\/li>\n
                  • \u5927\u89c4\u6a21\u77e5\u8bc6\u5e93\u7684\u68c0\u7d22\u5ef6\u8fdf\u4f18\u5316<\/li>\n
                  • \u591a\u6a21\u6001\u8bb0\u5fc6\u7684\u7edf\u4e00\u8868\u793a\u548c\u68c0\u7d22<\/li>\n<\/ul>\n
                    \u5b9e\u8df5\u6311\u6218<\/strong>\uff1a<\/p>\n
                      \n
                    • \u6570\u636e\u8d28\u91cf\u548c\u4e00\u81f4\u6027\u7684\u4fdd\u8bc1<\/li>\n
                    • \u9690\u79c1\u548c\u5b89\u5168\u7684\u6570\u636e\u7ba1\u7406<\/li>\n
                    • \u8ba1\u7b97\u8d44\u6e90\u7684\u4f18\u5316\u548c\u6210\u672c\u63a7\u5236<\/li>\n<\/ul>\n
                      \u672a\u6765\u8d8b\u52bf<\/strong>\uff1a<\/p>\n
                        \n
                      • \u52a8\u6001RAG<\/strong>\uff1a\u6839\u636e\u67e5\u8be2\u590d\u6742\u5ea6\u81ea\u52a8\u8c03\u6574\u68c0\u7d22\u7b56\u7565<\/li>\n
                      • \u591a\u8df3\u63a8\u7406RAG<\/strong>\uff1a\u652f\u6301\u590d\u6742\u7684\u591a\u6b65\u9aa4\u63a8\u7406<\/li>\n
                      • \u81ea\u9002\u5e94\u8bb0\u5fc6<\/strong>\uff1a\u667a\u80fd\u9009\u62e9\u8bb0\u5fc6\u7684\u5b58\u50a8\u65f6\u957f\u548c\u8bbf\u95ee\u9891\u7387<\/li>\n
                      • \u8054\u90a6RAG<\/strong>\uff1a\u5728\u4fdd\u62a4\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u5229\u7528\u5206\u5e03\u5f0f\u77e5\u8bc6<\/li>\n<\/ul>\n
                        \u7ed3\u8bed<\/h3>\n
                        AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf\u548cRAG\u6280\u672f\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49AI\u7684\u80fd\u529b\u8fb9\u754c\u3002\u901a\u8fc7\u8ba9AI\u80fd\u591f”\u8bb0\u4f4f”\u548c”\u7406\u89e3”\uff0c\u6211\u4eec\u6b63\u5728\u8fc8\u5411\u66f4\u667a\u80fd\u3001\u66f4\u53ef\u9760\u7684AI\u5e94\u7528\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u6765\u8bf4\uff0c\u638c\u63e1\u8fd9\u4e9b\u6280\u672f\u5c06\u6210\u4e3a\u6784\u5efa\u4e0b\u4e00\u4ee3AI\u4ea7\u54c1\u7684\u5173\u952e\u3002<\/p>\n
                        \u5728\u5b9e\u8df5\u4e2d\uff0c\u5efa\u8bae\u4ece\u5c0f\u5904\u7740\u624b\uff1a\u4f7f\u7528\u8f7b\u91cf\u7ea7\u5de5\u5177\u642d\u5efa\u539f\u578b\uff0c\u9010\u6b65\u8fed\u4ee3\u4f18\u5316\uff0c\u5173\u6ce8\u5b9e\u9645\u4e1a\u52a1\u4ef7\u503c\u800c\u975e\u8fc7\u5ea6\u8ffd\u6c42\u6280\u672f\u5148\u8fdb\u6027\u3002\u8ba9AI\u771f\u6b63\u6210\u4e3a\u7528\u6237\u7684\u667a\u80fd\u52a9\u624b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u95ee\u7b54\u673a\u5668\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                        AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf\u4e0eRAG\u6280\u672f\uff1a\u8ba9AI\u771f<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128],"tags":[135,163,162],"class_list":["post-1295","post","type-post","status-publish","format-standard","hentry","category-ai","tag-chinese-post","tag-rag-technology","tag-ai-agent-memory"],"_links":{"self":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1295","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1295"}],"version-history":[{"count":1,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1295\/revisions"}],"predecessor-version":[{"id":1296,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1295\/revisions\/1296"}],"wp:attachment":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1295"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1295"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1295"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}