{"id":115861,"date":"2026-10-20T13:41:04","date_gmt":"2026-10-20T05:41:04","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115861.html"},"modified":"2026-10-20T13:41:04","modified_gmt":"2026-10-20T05:41:04","slug":"rag%e8%bf%98%e6%98%afast%e5%9b%be%e8%b0%b1%ef%bc%9f%e6%8a%8a30%e4%b8%87%e8%a1%8c%e4%bb%93%e5%ba%93%e5%bb%ba%e6%88%90%e5%8f%af%e6%9f%a5%e8%af%a2%e5%9b%be%e8%b0%b1%e7%9a%84%e7%9c%9f%e5%ae%9e%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115861.html","title":{"rendered":"RAG\u8fd8\u662fAST\u56fe\u8c31\uff1f\u628a30\u4e07\u884c\u4ed3\u5e93\u5efa\u6210\u53ef\u67e5\u8be2\u56fe\u8c31\u7684\u771f\u5b9e\u4ee3\u4ef7"},"content":{"rendered":"

\u672c\u6587\u6458\u8981：\u7eaf\u5411\u91cf RAG \u505a\u4ed3\u5e93\u7ea7\u95ee\u7b54\u65f6，\u8de8\u6587\u4ef6\u8c03\u7528\u94fe\u68c0\u7d22\u7ecf\u5e38\u62fc\u9519\u4e14\u4e0d\u6613\u5bdf\u89c9\u3002\u7528 AST \u56fe\u8c31\u628a\u5b9a\u4e49\u4e0e\u8c03\u7528\u5efa\u4e3a\u5e26\u6765\u6e90\u6807\u6ce8\u7684\u8fb9，\u53ef\u76f4\u63a5\u904d\u5386\u56de\u7b54\u8c03\u7528\u94fe\u3002\u4f46\u52a8\u6001\u5bfc\u5165\u7b49\u9759\u6001\u76f2\u533a\u4ecd\u9700\u4eba\u5de5\u9a8c\u8bc1，\u4e0d\u80fd\u53ea\u4fe1\u786e\u5b9a\u6027\u3002<\/p>\n

\u4e00\u3001\u95ee\u9898\u4e0e\u7ed3\u8bba<\/h3>\n

\u5728 Claude Code \u91cc\u95ee\u4e00\u4e2a\u8de8\u6587\u4ef6\u95ee\u9898，\u6bd4\u5982："requests \u7684 Session.send \u5728\u54ea\u5b9a\u4e49？\u5b83\u5728\u8c03\u7528\u94fe\u4e0a\u8fd8\u4f1a\u8c03\u5230\u54ea\u4e9b\u6a21\u5757\u7684\u65b9\u6cd5？\u201c\u7eaf\u5411\u91cf RAG \u6309\u51fd\u6570\u5207\u7247\u5165\u5e93，\u68c0\u7d22\u53ea\u80fd\u8fd4\u56de\u5305\u542b def send \u7684\u82e5\u5e72\u4ee3\u7801\u5757\u2014\u2014embedding \u76f8\u4f3c\u5ea6\u4e0d\u7406\u89e3"\u8c01\u8c03\u7528\u8c01\u201d，import \u94fe\u4e00\u65ad，Agent \u53ea\u80fd\u9760\u63a8\u7406\u62fc\u63a5，\u62fc\u9519\u65f6\u8fd8\u770b\u8d77\u6765\u5f88\u81ea\u4fe1\u3002<\/p>\n

\u7ed3\u8bba\u5148\u884c：<\/p>\n

  • AST \u56fe\u8c31\u628a"\u5b9a\u4e49\u3001\u8c03\u7528\u3001\u5f15\u7528"\u5efa\u6a21\u4e3a\u5e26\u6765\u6e90\u6807\u6ce8\u7684\u8fb9，\u8de8\u6587\u4ef6\u8c03\u7528\u94fe\u7531\u8fb9\u904d\u5386\u76f4\u63a5\u56de\u7b54，\u4e0d\u4f9d\u8d56 LLM \u591a\u8f6e\u62fc\u63a5\u3002<\/li>\n
  • \u4f46\u786e\u5b9a\u6027\u53ea\u8986\u76d6\u9759\u6001\u53ef\u5206\u6790\u7684\u90e8\u5206；\u52a8\u6001\u5bfc\u5165\u3001\u914d\u7f6e\u9a71\u52a8\u7684\u52a0\u8f7d\u4f1a\u8ba9\u56fe\u8c31"\u770b\u8d77\u6765\u6709\u8fb9\u3001\u5b9e\u9645\u65ad\u88c2"，\u8fd9\u7c7b\u9519\u8bef\u6bd4 RAG \u6f0f\u68c0\u66f4\u96be\u88ab\u53d1\u73b0\u3002<\/li>\n
  • 30 \u4e07\u884c\u4ed3\u5e93\u5168\u91cf\u5efa\u56fe\u4e4b\u524d，\u5148\u7528\u4e09\u6761 grep \u5224\u65ad\u9759\u6001\u76f2\u533a\u5927\u5c0f，\u518d\u51b3\u5b9a\u5efa\u56fe\u8303\u56f4\u3002<\/li>\n

    \u4e8c\u3001\u6392\u67e5\u4e0e\u9009\u62e9\u4f9d\u636e<\/h3>\n

    \u5efa\u56fe\u524d\u5148\u56de\u7b54\u4e00\u4e2a\u95ee\u9898：\u4f60\u7684\u4ed3\u5e93\u6709\u591a\u5927\u6bd4\u4f8b\u662f\u9759\u6001\u5206\u6790\u8986\u76d6\u4e0d\u5230\u7684\u3002\u5728\u76ee\u6807\u4ed3\u5e93\u6839\u76ee\u5f55\u6267\u884c：<\/p>\n

    # \u52a8\u6001\u5bfc\u5165 \/ \u53cd\u5c04<\/span>
    \ngrep<\/span> -rn<\/span> "importlib\\\\|__import__\\\\|import_module"<\/span> –include<\/span>=<\/span>"*.py"<\/span> |<\/span> wc<\/span> -l<\/span>
    \n# \u5b57\u7b26\u4e32\u62fc\u63a5\u7684\u6a21\u5757\u8def\u5f84<\/span>
    \ngrep<\/span> -rn<\/span> 'import_module(f"'<\/span> –include<\/span>=<\/span>"*.py"<\/span> |<\/span> wc<\/span> -l<\/span>
    \n# \u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u4ee3\u7801\u5f15\u7528<\/span>
    \ngrep<\/span> -rn<\/span> "handler\\\\|plugin\\\\|module"<\/span> config.yaml config.json settings.py 2<\/span>><\/span>\/dev\/null |<\/span> wc<\/span> -l<\/span><\/p>\n

    \u4e09\u6761\u7ed3\u679c\u4e2d\u4efb\u610f\u4e00\u6761\u975e\u96f6，\u56fe\u8c31\u5728\u8be5\u4ed3\u5e93\u4e0a\u5c31\u5b58\u5728\u5df2\u77e5\u76f2\u533a\u3002\u53e6\u5916\u7edf\u8ba1\u81ea\u52a8\u751f\u6210\u4ee3\u7801\u5360\u6bd4（protobuf \u751f\u6210\u7684 _pb2.py\u3001.pb.go \u7b49）：AST \u4f1a\u89e3\u6790\u51fa\u5927\u91cf"\u6709\u8fb9\u65e0\u8bed\u4e49"\u7684\u8282\u70b9，\u56fe\u8c31\u4f53\u79ef\u81a8\u80c0，\u4f46\u67e5\u8be2\u4ef7\u503c\u63a5\u8fd1\u96f6\u3002<\/p>\n

    \u66ff\u4ee3\u65b9\u6848\u4e0e\u53d6\u820d<\/h4>\n\n\u65b9\u6848\u9009\u62e9\u6761\u4ef6\u4ee3\u4ef7\u4e0e\u8fb9\u754c<\/tr>\n\n\n\n\n\n
    \u7eaf RAG（\u5207\u7247+\u5411\u91cf）<\/td>\n\u5feb\u901f\u642d\u5efa，\u95ee\u9898\u4ee5"\u4e3a\u4ec0\u4e48"\u7c7b\u6587\u6863\u95ee\u7b54\u4e3a\u4e3b<\/td>\n\u8de8\u6587\u4ef6\u8c03\u7528\u94fe\u65ad\u94fe；\u5207\u7247\u7c92\u5ea6\u76f4\u63a5\u5f71\u54cd\u53ec\u56de<\/td>\n<\/tr>\n
    LSP + Agent \u5c01\u88c5<\/td>\n\u5df2\u6709 IDE \u8bed\u8a00\u670d\u52a1\u5668\u57fa\u7840\u8bbe\u65bd<\/td>\n\u9700\u9010\u8bed\u8a00\u914d\u7f6e；\u4e0d\u4ea7\u51fa\u56fe\u8c31，SQL\/\u914d\u7f6e\u6587\u4ef6\u4e0d\u53ef\u67e5<\/td>\n<\/tr>\n
    \u6df7\u5408：AST \u5b9a\u4f4d + RAG \u89e3\u91ca<\/td>\n\u9700\u540c\u65f6\u56de\u7b54"\u5728\u54ea"\u548c"\u4e3a\u4ec0\u4e48"<\/td>\n\u4e24\u5957\u57fa\u7840\u8bbe\u65bd\u7684\u7ef4\u62a4\u6210\u672c<\/td>\n<\/tr>\n
    \u81ea\u5efa\u4ee3\u7801\u5c5e\u6027\u56fe（\u5982 Joern）<\/td>\n\u9700\u8981\u6df1\u5ea6\u5b89\u5168\u5ba1\u8ba1<\/td>\n\u5b66\u4e60\u66f2\u7ebf\u9661；\u5927\u4ed3\u5e93\u6784\u5efa\u53ef\u80fd\u8fbe\u5c0f\u65f6\u7ea7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e0d\u8be5\u7528 AST \u56fe\u8c31\u7684\u4e09\u79cd\u60c5\u51b5：\u4ed3\u5e93\u4ee5\u52a8\u6001\u8bed\u8a00 + \u63d2\u4ef6\u67b6\u6784\u4e3a\u4e3b\u4e14\u4e0a\u9762\u7684 grep \u7ed3\u679c\u5f88\u5927；\u4e3b\u8981\u95ee\u9898\u662f"\u8fd9\u6bb5\u903b\u8f91\u7684\u4e1a\u52a1\u542b\u4e49\u662f\u4ec0\u4e48"（AST \u53ea\u7ed9\u7ed3\u6784，\u8bed\u4e49\u5728\u6587\u6863\u91cc）；\u56e2\u961f\u91cc\u6ca1\u4eba\u80fd\u8bfb\u61c2\u56fe\u67e5\u8be2\u7ed3\u679c\u3001\u4e5f\u6ca1\u6709\u9884\u7b97\u505a\u67e5\u8be2\u6a21\u677f\u6c89\u6dc0\u3002<\/p>\n

    \u4e09\u3001\u5173\u952e\u539f\u7406<\/h3>\n

    \u4e24\u4e2a\u673a\u5236\u51b3\u5b9a\u56fe\u8c31\u80fd\u56de\u7b54\u4ec0\u4e48\u3001\u4e0d\u80fd\u56de\u7b54\u4ec0\u4e48\u3002<\/p>\n

    \"\u6b63\u6587\u6280\u672f\u56fe\"<\/p>\n

    \u8fb9\u7684\u6765\u6e90\u5206\u4e24\u7c7b\u3002 \u663e\u5f0f\u51fd\u6570\u8c03\u7528（Session.send \u2192 HTTPAdapter.send）\u7531 AST \u76f4\u63a5\u5efa\u8fb9，\u89e3\u91ca\u660e\u786e\u5230\u884c\u53f7\u3002\u8de8\u7c7b\u578b\u8fb9\u5219\u4e0d\u540c\u2014\u2014SQL \u8868\u540d\u8fde\u63a5\u5230 ORM \u6a21\u578b\u7c7b\u3001config \u952e\u8fde\u63a5\u5230 Python \u6a21\u5757，\u8fd9\u7c7b\u8fb9\u4f9d\u8d56\u5b57\u7b26\u4e32\u5339\u914d\u6216\u542f\u53d1\u5f0f\u63a8\u65ad\u3002\u201c\u6bcf\u6761\u8fb9\u90fd\u6709\u89e3\u91ca"\u662f\u8d28\u91cf\u4e0b\u9650\u7684\u627f\u8bfa，\u4e0d\u662f\u6b63\u786e\u6027\u7684\u627f\u8bfa；\u62fc\u5199\u4e0d\u4e00\u81f4\u4f1a\u9759\u9ed8\u751f\u6210\u5b64\u5c9b\u8282\u70b9，Agent \u770b\u5230\u7684\u662f"\u6709\u8fb9\u201d，\u8fb9\u6307\u5411\u7684\u5374\u4e0d\u662f\u771f\u5b9e\u4ee3\u7801\u3002<\/p>\n

    \u786e\u5b9a\u6027\u7684\u8fb9\u754c\u5728\u8fd0\u884c\u65f6\u3002 importlib.import_module(f"plugins.{name}") \u8fd9\u4e00\u884c AST \u89e3\u6790\u5f97\u4e86，\u4f46\u8fd0\u884c\u65f6\u5b9e\u9645\u52a0\u8f7d\u54ea\u4e9b\u6a21\u5757\u9759\u6001\u4e0d\u53ef\u77e5\u3002\u56fe\u8c31\u8981\u4e48\u7f3a\u51fa\u8fb9，\u8981\u4e48\u8fd1\u4f3c\u6210\u4e00\u4e2a\u901a\u914d\u8282\u70b9\u2014\u2014\u540e\u8005\u610f\u5473\u7740 Agent \u67e5\u8be2"load_plugin \u4f1a\u8c03\u7528\u54ea\u4e9b handler"\u65f6，\u62ff\u5230\u7684\u662f\u5f62\u5f0f\u5b8c\u6574\u3001\u5b9e\u8d28\u4e0d\u7cbe\u786e\u7684\u7b54\u6848，\u800c"\u786e\u5b9a\u6027"\u8fd9\u4e2a\u5356\u70b9\u4f1a\u8ba9\u4eba\u653e\u677e\u9a8c\u8bc1\u3002<\/p>\n

    \u56db\u3001\u53ef\u8fd0\u884c\u793a\u4f8b<\/h3>\n

    \u73af\u5883：macOS\/Linux，Claude Code（\u5df2\u542f\u7528 skill \u673a\u5236），Python 3.11+\u3002<\/p>\n

    # 1. \u51c6\u5907\u76ee\u6807\u4ed3\u5e93（\u793a\u4f8b\u7528\u5f00\u6e90\u4ed3\u5e93，\u5b9e\u9645\u5efa\u8bae\u6362\u6210\u4f60\u7ef4\u62a4\u7684\u4ed3\u5e93）<\/span>
    \ngit<\/span> clone –depth<\/span> 1<\/span> https:\/\/github.com\/psf\/requests \/tmp\/target-repo<\/p>\n

    # 2. \u76f2\u533a\u81ea\u68c0<\/span>
    \ncd<\/span> \/tmp\/target-repo
    \ngrep<\/span> -rn<\/span> "importlib\\\\|__import__"<\/span> –include<\/span>=<\/span>"*.py"<\/span> |<\/span> head<\/span> -5<\/span><\/p>\n

    # 3. \u5b89\u88c5 graphify skill \u5230 Claude Code \u7684 skill \u76ee\u5f55<\/span>
    \n# \u8def\u5f84\u4e0e\u547d\u4ee4\u4ee5\u4ed3\u5e93 README \u4e3a\u51c6，\u6b64\u5904\u4e0d\u7f16\u9020<\/span><\/p>\n

    \u7136\u540e\u5728 Claude Code \u4e2d\u6267\u884c（\u547d\u4ee4\u62fc\u5199\u4ee5 README \u4e3a\u51c6）：<\/p>\n

    \/graphify init \/tmp\/target-repo
    \n\/graphify query "Session.send \u5b9a\u4e49\u5728\u54ea？\u5217\u51fa\u8c03\u7528\u94fe\u4e0a\u5176\u4ed6\u6a21\u5757\u7684\u65b9\u6cd5\u3002"<\/p>\n

    \u5bf9\u7167\u7ec4：\u628a\u540c\u4e00\u6279\u4ee3\u7801\u5207\u7247\u704c\u5165\u5411\u91cf\u5e93，\u7528\u540c\u6837\u7684\u95ee\u9898\u68c0\u7d22\u3002<\/p>\n

    \u9884\u671f\u8f93\u51fa（\u57fa\u4e8e\u673a\u5236\u63a8\u65ad，\u672a\u9a8c\u8bc1）：\u56fe\u8c31\u67e5\u8be2\u8fd4\u56de Session.send \u7684\u7cbe\u786e\u6587\u4ef6\u4e0e\u884c\u53f7，\u5e76\u901a\u8fc7\u8fb9\u904d\u5386\u5217\u51fa\u8c03\u7528\u76ee\u6807；RAG \u8fd4\u56de\u82e5\u5e72\u5305\u542b send \u7684\u4ee3\u7801\u5757，\u8c03\u7528\u94fe\u9700\u8981 LLM \u63a8\u7406\u62fc\u63a5，import \u94fe\u5904\u5bb9\u6613\u65ad\u3002<\/p>\n

    \u5b9e\u9645\u8f93\u51fa：\u4ee5\u4e0a\u7ed3\u679c\u5fc5\u987b\u5728\u4f60\u81ea\u5df1\u7684\u4ed3\u5e93\u4e0a\u8dd1\u8fc7\u624d\u7b97\u6570\u3002\u6838\u5bf9\u4e24\u70b9\u2014\u2014\u8c03\u7528\u94fe\u662f\u5426\u5b8c\u6574（\u5bf9\u7167 grep -rn "def send" \u624b\u52a8\u8ffd\u8e2a import \u94fe）；\u6bcf\u6761\u8fd4\u56de\u7684\u8fb9\u662f\u5426\u6807\u6ce8\u4e86\u6765\u6e90\u6587\u4ef6\u548c\u884c\u53f7\u3002<\/p>\n

    \u4e94\u3001\u9a8c\u8bc1\u7ed3\u679c\u4e0e\u8fb9\u754c<\/h3>\n

    \u6700\u5371\u9669\u7684\u5931\u8d25\u573a\u666f：\u63d2\u4ef6\u67b6\u6784\u5bfc\u81f4"\u56fe\u8c31\u8bf4\u5b89\u5168\u3001\u8fd0\u884c\u65f6\u5d29\u6e83"\u3002\u82e5\u7b2c\u4e8c\u8282\u7684 grep \u547d\u4e2d，Agent \u53ef\u80fd\u57fa\u4e8e\u56fe\u8c31\u5224\u65ad\u5220\u9664\u67d0\u4e2a plugins\/billing_handler.py \u6ca1\u6709\u5f15\u7528\u2014\u2014\u800c\u5b83\u5b9e\u9645\u7531 config.yaml \u5728\u8fd0\u884c\u65f6\u52a8\u6001\u52a0\u8f7d\u3002\u4fee\u590d\u65b9\u6cd5：\u4e3a\u6bcf\u4e2a\u52a8\u6001\u52a0\u8f7d\u70b9\u7ef4\u62a4\u4e00\u4efd\u663e\u5f0f\u8fd0\u884c\u65f6\u4f9d\u8d56\u6e05\u5355（\u6ce8\u91ca\u6216\u6587\u6863\u5747\u53ef），\u5efa\u56fe\u540e\u8ba9 Agent \u7ed3\u5408\u6e05\u5355\u4e8c\u6b21\u786e\u8ba4，\u4e0d\u5355\u72ec\u4f9d\u8d56\u56fe\u8c31\u51fa\u8fb9\u505a\u5220\u9664\u51b3\u7b56\u3002<\/p>\n

    \u7248\u672c\u5c42\u9762\u7684\u8fb9\u754c：Claude Code \u7684 skill \u673a\u5236\u7ecf\u5386\u8fc7\u76ee\u5f55\u7ed3\u6784\u53d8\u66f4，\u5347\u7ea7 Agent \u540e skill \u53ef\u80fd\u9759\u9ed8\u5931\u6548；Graphify \u81ea\u8eab\u7684\u5177\u4f53\u7248\u672c\u3001\u8bed\u8a00\u8986\u76d6\u6e05\u5355\u3001\u6784\u5efa\u8017\u65f6\u5728\u5df2\u9a8c\u8bc1\u6765\u6e90\u4e2d\u5747\u65e0\u6570\u636e，\u63a5\u5165\u524d\u5148\u5728 5 \u4e07\u884c\u4ee5\u5185\u7684\u5b50\u4ed3\u5e93\u8dd1\u901a，\u68c0\u67e5\u5b64\u7acb\u8282\u70b9\u548c\u65e0\u8bed\u4e49\u8fb9\u7684\u5360\u6bd4，\u518d\u51b3\u5b9a\u662f\u5426\u6269\u5c55\u5230\u5168\u91cf\u4ed3\u5e93\u3002<\/p>\n

    \u601d\u8003<\/h3>\n
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