{"id":91582,"date":"2026-08-08T01:08:50","date_gmt":"2026-08-07T17:08:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91582.html"},"modified":"2026-08-08T01:08:50","modified_gmt":"2026-08-07T17:08:50","slug":"%e5%bd%93ai%e5%ad%a6%e4%bc%9a%e4%bf%ae%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%9a%e6%88%91%e5%91%8a%e8%ad%a6%e9%a3%8e%e6%9a%b4%e4%b8%ad%e9%87%8d%e7%94%9f%ef%bc%8c%e6%8a%8a%e4%bf%ae%e5%a4%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91582.html","title":{"rendered":"\u5f53AI\u5b66\u4f1a\u201c\u4fee\u670d\u52a1\u5668\u201d\uff1a\u6211\u544a\u8b66\u98ce\u66b4\u4e2d\u91cd\u751f\uff0c\u628a\u4fee\u590d\u65f6\u95f4\u4ece\u6ce1\u9762\u51c9\u900f\u7f29\u77ed\u5230\u4e00\u9996\u6b4c"},"content":{"rendered":"

\u6211\u662f\u5982\u4f55\u7528 AI Agent + RAG \u628a\u544a\u8b66\u5e73\u5747\u4fee\u590d\u65f6\u95f4（MTTR）\u4ece 30 \u5206\u949f\u964d\u5230 3 \u5206\u949f\u7684<\/h2>\n

\u4e00\u4e2a\u8fd0\u7ef4\u5f00\u53d1\u8005\u7684 AIOps \u5b9e\u6218\u4e4b\u8def：\u4ece"\u544a\u8b66\u98ce\u66b4\u4e2d\u75b2\u4e8e\u5954\u547d"\u5230"AI \u81ea\u52a8\u8bca\u65ad+\u4fee\u590d+\u901a\u77e5\u5168\u95ed\u73af"<\/p>\n

\n

\u6458\u8981<\/h3>\n

\u672c\u6587\u5b8c\u6574\u590d\u76d8\u4e86\u4e00\u5957\u4ece\u96f6\u642d\u5efa\u7684 AIOps \u5e73\u53f0，\u901a\u8fc7 AI Agent + RAG \u77e5\u8bc6\u5e93\u5b9e\u73b0 MTTR \u4ece\u7ea6 30 \u5206\u949f\u964d\u81f3\u7ea6 3 \u5206\u949f（10 \u500d\u63d0\u5347）\u3002\u7cfb\u7edf\u4ee5 FastAPI + AsyncSSH \u6784\u5efa Auto-Remediation Pipeline，LLM \u751f\u6210\u7684\u4fee\u590d\u547d\u4ee4\u7ecf \u4e09\u5c42\u5b89\u5168\u9632\u62a4 \u540e\u6267\u884c；\u540c\u65f6\u5f15\u5165 RAG \u5c06\u56e2\u961f\u7279\u6709\u8fd0\u7ef4\u7ecf\u9a8c\u5411\u91cf\u5316，\u8ba9 AI \u8bca\u65ad\u4e0d\u518d\u6cdb\u6cdb\u800c\u8c08\u3002\u5e73\u53f0\u8fd8\u5185\u7f6e\u5b9a\u65f6\u5de1\u68c0 + 8 \u7c7b\u65e5\u5fd7\u4e8b\u4ef6\u68c0\u6d4b\u300112 \u4e2a\u4e13\u4e1a Agent\u3001\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41 DAG \u5e76\u884c\u8c03\u5ea6\u53ca 5 \u901a\u9053\u901a\u77e5\u3002\u6587\u4e2d\u9644\u5b8c\u6574\u6838\u5fc3\u4ee3\u7801\u30015 \u4e2a\u8e29\u5751\u8bb0\u5f55\u548c\u4e00\u5468\u53ef\u4e0a\u7ebf\u7684\u6700\u5c0f\u53ef\u884c\u65b9\u6848，\u9879\u76ee\u5df2\u5f00\u6e90\u3001Docker Compose \u4e00\u952e\u90e8\u7f72\u3002<\/p>\n

\u4e00\u3001\u5148\u8bf4\u7ed3\u8bba<\/h3>\n\n\u6307\u6807\u6539\u9020\u524d\u6539\u9020\u540e\u63d0\u5347<\/tr>\n\n\n\n\n\n\n
MTTR（\u5e73\u5747\u4fee\u590d\u65f6\u95f4）<\/td>\n~30 \u5206\u949f<\/td>\n~3 \u5206\u949f<\/td>\n10 \u500d<\/td>\n<\/tr>\n
\u544a\u8b66\u54cd\u5e94\u65b9\u5f0f<\/td>\n\u4eba\u5de5 SSH \u9010\u53f0\u6392\u67e5<\/td>\nAI \u81ea\u52a8\u8bca\u65ad+\u4fee\u590d<\/td>\n\u5168\u81ea\u52a8\u5316<\/td>\n<\/tr>\n
\u5371\u9669\u64cd\u4f5c\u62e6\u622a<\/td>\n\u9760\u4eba\u5de5\u5ba1\u67e5<\/td>\n13 \u6761\u89c4\u5219\u81ea\u52a8\u62e6\u622a<\/td>\n0 \u8bef\u64cd\u4f5c<\/td>\n<\/tr>\n
\u8fd0\u7ef4\u77e5\u8bc6\u590d\u7528<\/td>\n\u4f9d\u8d56\u4e2a\u4eba\u7ecf\u9a8c<\/td>\nRAG \u8bed\u4e49\u68c0\u7d22\u77e5\u8bc6\u5e93<\/td>\n\u77e5\u8bc6\u6c89\u6dc0<\/td>\n<\/tr>\n
\u901a\u77e5\u8986\u76d6\u7387<\/td>\n\u5355\u4e00\u6e20\u9053<\/td>\n5 \u901a\u9053（\u9489\u9489\/\u4f01\u5fae\/\u98de\u4e66\/\u90ae\u4ef6\/Webhook）<\/td>\n\u5168\u8986\u76d6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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\n

\u4e8c\u3001\u80cc\u666f：\u6211\u88ab\u544a\u8b66"\u6df9\u6ca1"\u4e86<\/h3>\n

\u6211\u8d1f\u8d23\u7ef4\u62a4\u516c\u53f8 20+ \u53f0\u963f\u91cc\u4e91 ECS \u670d\u52a1\u5668，Prometheus + Node Exporter \u91c7\u96c6\u6307\u6807，AlertManager \u914d\u7f6e\u4e86 CPU > 80%\u3001\u5185\u5b58 > 85%\u3001\u78c1\u76d8 > 90% \u7b49\u89c4\u5219\u3002<\/p>\n

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  • \n

    \u544a\u8b66\u98ce\u66b4：\u51cc\u6668 3 \u70b9，\u4e00\u4e2a Java \u5e94\u7528\u5185\u5b58\u6cc4\u6f0f，\u8fde\u9501\u89e6\u53d1 12 \u6761\u544a\u8b66\u2014\u2014CPU \u9ad8\u3001\u5185\u5b58\u9ad8\u3001GC \u9891\u7e41\u3001\u63a5\u53e3\u8d85\u65f6\u2026\u2026\u6211\u8981\u4ece 12 \u6761\u544a\u8b66\u4e2d\u627e\u5230\u6839\u56e0\u3002<\/p>\n<\/li>\n

  • \n

    \u77e5\u8bc6\u5728\u8111\u5b50\u91cc：\u201c\u4e0a\u6b21\u8fd9\u4e2a\u670d\u52a1 OOM \u662f\u56e0\u4e3a JVM \u53c2\u6570\u6ca1\u914d -XX:MaxMetaspaceSize\u201d\u2014\u2014\u4f46\u8fd9\u53e5\u7ecf\u9a8c\u53ea\u5728\u6211\u8111\u5b50\u91cc，\u522b\u4eba\u503c\u73ed\u9047\u5230\u540c\u6837\u7684\u95ee\u9898\u8fd8\u662f\u6293\u778e\u3002<\/p>\n<\/li>\n

  • \n

    \u64cd\u4f5c\u98ce\u9669：\u51cc\u6668\u8ff7\u8ff7\u7cca\u7cca SSH \u4e0a\u53bb，kill -9 \u6253\u9519 PID \u600e\u4e48\u529e？rm -rf \/tmp\/logs \u591a\u6253\u4e86\u4e00\u4e2a\u7a7a\u683c\u53d8\u6210 rm -rf \/ tmp\/logs \u600e\u4e48\u529e？<\/p>\n<\/li>\n

  • \n

    \u91cd\u590d\u52b3\u52a8：80% \u7684\u544a\u8b66\u90fd\u662f"\u78c1\u76d8\u6ee1\u4e86，\u6e05\u7406\u65e5\u5fd7 \u2192 \u91cd\u542f\u670d\u52a1"\u8fd9\u79cd\u56fa\u5b9a\u5957\u8def，\u4f46\u6211\u6bcf\u6b21\u8fd8\u662f\u8981\u624b\u52a8\u6267\u884c\u4e00\u904d\u3002<\/p>\n<\/li>\n

    \u6838\u5fc3\u77db\u76fe：\u544a\u8b66\u53d1\u73b0\u662f\u81ea\u52a8\u7684，\u4f46\u544a\u8b66\u5904\u7406\u5b8c\u5168\u9760\u4eba\u3002<\/p>\n

    \u6211\u51b3\u5b9a\u505a\u4e00\u5957\u7cfb\u7edf，\u8ba9 AI \u6765\u586b\u8865"\u544a\u8b66\u89e6\u53d1"\u5230"\u95ee\u9898\u4fee\u590d"\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002<\/p>\n

    \n

    \u4e09\u3001\u67b6\u6784\u603b\u89c8<\/h3>\n

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    \u5916\u90e8\u7cfb\u7edf<\/p>\n

    <\/span><\/p>\n

    \u6570\u636e\u5c42<\/p>\n

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    <\/span><\/p>\n

    Nginx \u53cd\u5411\u4ee3\u7406 :80<\/p>\n

    <\/span><\/p>\n

    FrontendNext.js 16 + React Flow<\/p>\n

    <\/span><\/p>\n

    BackendFastAPI + asyncio<\/p>\n

    <\/span><\/p>\n

    Multi-Agent AI Engine12\u4e2a\u4e13\u4e1aAgent<\/p>\n

    <\/span><\/p>\n

    WorkflowEngineDAG \u62d3\u6251\u6392\u5e8f + \u5e76\u884c\u6267\u884c<\/p>\n

    <\/span><\/p>\n

    APScheduler300\u79d2\u5b9a\u65f6\u5de1\u68c0<\/p>\n

    <\/span><\/p>\n

    SSH Connection PoolAsyncSSH \u00b7 \u6700\u592730\u8fde\u63a5<\/p>\n

    <\/span><\/p>\n

    RAG \u8bed\u4e49\u68c0\u7d22sentence-transformers<\/p>\n

    <\/span><\/p>\n

    PostgreSQL 16\u544a\u8b66\/\u670d\u52a1\u5668\/\u5ba1\u8ba1<\/p>\n

    <\/span><\/p>\n

    Redis 7\u4f1a\u8bdd\/\u9650\u6d41\/\u7f13\u5b58<\/p>\n

    <\/span><\/p>\n

    LLM APIGLM-4 \/ DeepSeek \/ OpenAI<\/p>\n

    <\/span><\/p>\n

    \u76ee\u6807\u670d\u52a1\u5668\u7fa4ECS \u00d7 20+<\/p>\n

    <\/span><\/p>\n

    \u901a\u77e5\u6e20\u9053\u9489\u9489\/\u4f01\u5fae\/\u98de\u4e66\/\u90ae\u4ef6<\/p>\n

    <\/span><\/p>\n

    \u6280\u672f\u9009\u578b\u539f\u5219：\u6bcf\u4e00\u6b65\u90fd\u9009\u6700"\u8f7b"\u7684\u65b9\u6848\u3002<\/p>\n\n\u9700\u6c42\u4e3a\u4ec0\u4e48\u4e0d\u7528 X\u6700\u7ec8\u9009\u62e9<\/tr>\n\n\n\n\n\n\n
    Web \u6846\u67b6<\/td>\nDjango ORM \u540c\u6b65\u6a21\u578b\u5728 asyncio \u4e0b\u9700\u8981 sync_to_async \u5305\u88c5<\/td>\nFastAPI \u2014 \u539f\u751f\u5f02\u6b65<\/td>\n<\/tr>\n
    \u4efb\u52a1\u8c03\u5ea6<\/td>\nCelery \u9700\u8981 Broker + Worker，\u592a\u91cd<\/td>\nAPScheduler \u2014 \u5d4c\u5165\u8fdb\u7a0b<\/td>\n<\/tr>\n
    SSH<\/td>\nParamiko \u540c\u6b65，\u9700\u8981\u7ebf\u7a0b\u6c60\u5305\u88c5<\/td>\nAsyncSSH \u2014 \u539f\u751f\u5f02\u6b65<\/td>\n<\/tr>\n
    LLM SDK<\/td>\nLangChain \u592a\u91cd，\u62bd\u8c61\u5c42\u592a\u591a<\/td>\n\u81ea\u7814 Provider \u2014 \u7b56\u7565\u6a21\u5f0f<\/td>\n<\/tr>\n
    \u5411\u91cf\u6a21\u578b<\/td>\nOpenAI Embedding \u8981\u94b1<\/td>\nall-MiniLM-L6-v2 \u2014 \u514d\u8d39 80MB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u56db\u3001\u6838\u5fc3\u8bbe\u8ba1\u4e00：Auto-Remediation Pipeline（\u81ea\u52a8\u4fee\u590d\u7ba1\u9053）<\/h3>\n

    4.1 \u5b8c\u6574\u6d41\u7a0b<\/h4>\n

    \u901a\u77e5\u6e20\u9053\u76ee\u6807\u670d\u52a1\u5668SSH Connection PoolRAG \u77e5\u8bc6\u5e93LLM APIPostgreSQLFastAPI \/alerts\/webhookPrometheus\u901a\u77e5\u6e20\u9053\u76ee\u6807\u670d\u52a1\u5668SSH Connection PoolRAG \u77e5\u8bc6\u5e93LLM APIPostgreSQLFastAPI \/alerts\/webhookPrometheus#mermaid-svg-hUvpDQCEOOXAsRkh{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-hUvpDQCEOOXAsRkh .error-icon{fill:#552222;}#mermaid-svg-hUvpDQCEOOXAsRkh .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-hUvpDQCEOOXAsRkh .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-hUvpDQCEOOXAsRkh .marker{fill:#333333;stroke:#333333;}#mermaid-svg-hUvpDQCEOOXAsRkh .marker.cross{stroke:#333333;}#mermaid-svg-hUvpDQCEOOXAsRkh svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-hUvpDQCEOOXAsRkh p{margin:0;}#mermaid-svg-hUvpDQCEOOXAsRkh .actor{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-hUvpDQCEOOXAsRkh text.actor>tspan{fill:black;stroke:none;}#mermaid-svg-hUvpDQCEOOXAsRkh .actor-line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-hUvpDQCEOOXAsRkh .innerArc{stroke-width:1.5;stroke-dasharray:none;}#mermaid-svg-hUvpDQCEOOXAsRkh .messageLine0{stroke-width:1.5;stroke-dasharray:none;stroke:#333;}#mermaid-svg-hUvpDQCEOOXAsRkh .messageLine1{stroke-width:1.5;stroke-dasharray:2,2;stroke:#333;}#mermaid-svg-hUvpDQCEOOXAsRkh #arrowhead path{fill:#333;stroke:#333;}#mermaid-svg-hUvpDQCEOOXAsRkh .sequenceNumber{fill:white;}#mermaid-svg-hUvpDQCEOOXAsRkh #sequencenumber{fill:#333;}#mermaid-svg-hUvpDQCEOOXAsRkh #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-hUvpDQCEOOXAsRkh .messageText{fill:#333;stroke:none;}#mermaid-svg-hUvpDQCEOOXAsRkh .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-hUvpDQCEOOXAsRkh .labelText,#mermaid-svg-hUvpDQCEOOXAsRkh .labelText>tspan{fill:black;stroke:none;}#mermaid-svg-hUvpDQCEOOXAsRkh .loopText,#mermaid-svg-hUvpDQCEOOXAsRkh .loopText>tspan{fill:black;stroke:none;}#mermaid-svg-hUvpDQCEOOXAsRkh .loopLine{stroke-width:2px;stroke-dasharray:2,2;stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-hUvpDQCEOOXAsRkh .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-hUvpDQCEOOXAsRkh .noteText,#mermaid-svg-hUvpDQCEOOXAsRkh .noteText>tspan{fill:black;stroke:none;}#mermaid-svg-hUvpDQCEOOXAsRkh .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-hUvpDQCEOOXAsRkh .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-hUvpDQCEOOXAsRkh .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-hUvpDQCEOOXAsRkh .actorPopupMenu{position:absolute;}#mermaid-svg-hUvpDQCEOOXAsRkh .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 \/ 0.4));}#mermaid-svg-hUvpDQCEOOXAsRkh .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-hUvpDQCEOOXAsRkh .actor-man circle,#mermaid-svg-hUvpDQCEOOXAsRkh line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-hUvpDQCEOOXAsRkh :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}Webhook POST (CPU 95%)\u53bb\u91cd\u67e5\u8be2 (alert_name+instance+firing)\u65e0\u91cd\u590d \u2192 \u65b0\u5efa\u544a\u8b66\u8bed\u4e49\u68c0\u7d22\u544a\u8b66\u76f8\u5173\u8fd0\u7ef4\u7ecf\u9a8cTop-3 \u76f8\u5173\u77e5\u8bc6\u7247\u6bb5\u544a\u8b66\u4e0a\u4e0b\u6587 + RAG\u77e5\u8bc6 \u2192 \u751f\u6210\u4fee\u590d\u547d\u4ee4```bash\\\\n\u9884\u68c0\u2192\u4fee\u590d\u2192\u9a8c\u8bc1\\\\n```13\u9879\u5371\u9669\u547d\u4ee4\u5b89\u5168\u68c0\u67e5 \u2713 \u901a\u8fc7\u83b7\u53d6\u8fde\u63a5 (host:port:user)systemctl restart java-appOK (exit 0)\u6267\u884c\u7ed3\u679c \u2192 \u5206\u6790\u662f\u5426\u6210\u529f\u4fee\u590d\u6210\u529f, \u670d\u52a1\u5df2\u6062\u590d\u5199\u5165 RemediationLog\u66f4\u65b0 Alert \u72b6\u6001 \u2192 resolved\u63a8\u9001\u4fee\u590d\u7ed3\u679c (\u9489\u9489+\u4f01\u5fae)
    \n#mermaid-svg-QaACDDX4cCZQ8sRj{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-QaACDDX4cCZQ8sRj .error-icon{fill:#552222;}#mermaid-svg-QaACDDX4cCZQ8sRj .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-QaACDDX4cCZQ8sRj .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-QaACDDX4cCZQ8sRj .marker{fill:#333333;stroke:#333333;}#mermaid-svg-QaACDDX4cCZQ8sRj .marker.cross{stroke:#333333;}#mermaid-svg-QaACDDX4cCZQ8sRj svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-QaACDDX4cCZQ8sRj p{margin:0;}#mermaid-svg-QaACDDX4cCZQ8sRj .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-QaACDDX4cCZQ8sRj .cluster-label text{fill:#333;}#mermaid-svg-QaACDDX4cCZQ8sRj .cluster-label span{color:#333;}#mermaid-svg-QaACDDX4cCZQ8sRj .cluster-label span p{background-color:transparent;}#mermaid-svg-QaACDDX4cCZQ8sRj .label text,#mermaid-svg-QaACDDX4cCZQ8sRj span{fill:#333;color:#333;}#mermaid-svg-QaACDDX4cCZQ8sRj .node rect,#mermaid-svg-QaACDDX4cCZQ8sRj .node circle,#mermaid-svg-QaACDDX4cCZQ8sRj .node ellipse,#mermaid-svg-QaACDDX4cCZQ8sRj .node polygon,#mermaid-svg-QaACDDX4cCZQ8sRj .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-QaACDDX4cCZQ8sRj .rough-node .label text,#mermaid-svg-QaACDDX4cCZQ8sRj .node .label text,#mermaid-svg-QaACDDX4cCZQ8sRj .image-shape .label,#mermaid-svg-QaACDDX4cCZQ8sRj .icon-shape .label{text-anchor:middle;}#mermaid-svg-QaACDDX4cCZQ8sRj .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-QaACDDX4cCZQ8sRj .rough-node .label,#mermaid-svg-QaACDDX4cCZQ8sRj .node .label,#mermaid-svg-QaACDDX4cCZQ8sRj .image-shape .label,#mermaid-svg-QaACDDX4cCZQ8sRj .icon-shape .label{text-align:center;}#mermaid-svg-QaACDDX4cCZQ8sRj .node.clickable{cursor:pointer;}#mermaid-svg-QaACDDX4cCZQ8sRj .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-QaACDDX4cCZQ8sRj .arrowheadPath{fill:#333333;}#mermaid-svg-QaACDDX4cCZQ8sRj .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-QaACDDX4cCZQ8sRj .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-QaACDDX4cCZQ8sRj .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-QaACDDX4cCZQ8sRj .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-QaACDDX4cCZQ8sRj .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-QaACDDX4cCZQ8sRj .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-QaACDDX4cCZQ8sRj .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-QaACDDX4cCZQ8sRj .cluster text{fill:#333;}#mermaid-svg-QaACDDX4cCZQ8sRj .cluster span{color:#333;}#mermaid-svg-QaACDDX4cCZQ8sRj div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-QaACDDX4cCZQ8sRj .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-QaACDDX4cCZQ8sRj rect.text{fill:none;stroke-width:0;}#mermaid-svg-QaACDDX4cCZQ8sRj .icon-shape,#mermaid-svg-QaACDDX4cCZQ8sRj .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-QaACDDX4cCZQ8sRj .icon-shape p,#mermaid-svg-QaACDDX4cCZQ8sRj .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-QaACDDX4cCZQ8sRj .icon-shape .label rect,#mermaid-svg-QaACDDX4cCZQ8sRj .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-QaACDDX4cCZQ8sRj .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-QaACDDX4cCZQ8sRj .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-QaACDDX4cCZQ8sRj :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/p>\n

    \u65b0\u544a\u8b66<\/p>\n

    <\/span><\/p>\n

    \u91cd\u590d<\/p>\n

    <\/span><\/span><\/span><\/span><\/p>\n

    \u5371\u9669<\/p>\n

    <\/span><\/p>\n

    \u5b89\u5168<\/p>\n

    <\/span><\/span><\/span><\/p>\n

    \u6210\u529f<\/p>\n

    <\/span><\/p>\n

    \u5931\u8d25<\/p>\n

    <\/span><\/span><\/span><\/p>\n

    Prometheus \u544a\u8b66<\/p>\n

    <\/span><\/p>\n

    Webhook \u63a5\u6536<\/p>\n

    <\/span><\/p>\n

    \u53bb\u91cd\u68c0\u67e5<\/p>\n

    <\/span><\/p>\n

    \u5165\u5e93 firing<\/p>\n

    <\/span><\/p>\n

    \u8df3\u8fc7, \u4ec5\u66f4\u65b0\u65f6\u95f4<\/p>\n

    <\/span><\/p>\n

    RAG \u77e5\u8bc6\u68c0\u7d22<\/p>\n

    <\/span><\/p>\n

    LLM \u751f\u6210\u547d\u4ee4<\/p>\n

    <\/span><\/p>\n

    \u5b89\u5168\u68c0\u67e5<\/p>\n

    <\/span><\/p>\n

    Blocked\u8bb0\u5f55\u62e6\u622a\u65e5\u5fd7<\/p>\n

    <\/span><\/p>\n

    SSH \u8fde\u63a5\u6c60\u6267\u884c<\/p>\n

    <\/span><\/p>\n

    LLM \u5206\u6790\u7ed3\u679c<\/p>\n

    <\/span><\/p>\n

    \u4fee\u590d\u6210\u529f?<\/p>\n

    <\/span><\/p>\n

    Alert \u2192 resolved<\/p>\n

    <\/span><\/p>\n

    Alert \u2192 acknowledged<\/p>\n

    <\/span><\/p>\n

    \u591a\u901a\u9053\u901a\u77e5<\/p>\n

    <\/span><\/p>\n

    4.2 \u4e3a\u4ec0\u4e48 AI \u751f\u6210\u7684\u547d\u4ee4\u53ef\u4ee5\u653e\u5fc3\u6267\u884c？\u2014\u2014 Zero-Touch Safe Execution Layer<\/h4>\n

    \u8fd9\u662f\u6574\u4e2a\u7cfb\u7edf\u6700\u5173\u952e\u7684\u5b89\u5168\u8bbe\u8ba1\u3002AI \u751f\u6210\u547d\u4ee4\u540e，\u4e0d\u4f1a\u76f4\u63a5\u6267\u884c，\u800c\u662f\u7ecf\u8fc7\u4e09\u5c42\u9632\u62a4：<\/p>\n

    \u7b2c\u4e00\u5c42：Agent Prompt \u5c42\u9762\u7ea6\u675f<\/p>\n

    # remediation Agent \u7684 system prompt \u660e\u786e\u7981\u6b62：<\/span>
    \n# – \u7981\u6b62 kill -9 \u4f5c\u4e3a\u9996\u9009<\/span>
    \n# – \u7981\u6b62 rm -rf<\/span>
    \n# – \u7981\u6b62 reboot \/ shutdown<\/span>
    \n# – \u8981\u6c42\u6bcf\u6761\u4fee\u590d\u547d\u4ee4\u6807\u6ce8 # ROLLBACK: \u56de\u6eda\u65b9\u6848<\/span><\/p>\n

    \u7b2c\u4e8c\u5c42：13 \u6761\u5371\u9669\u547d\u4ee4\u6b63\u5219\u62e6\u622a<\/p>\n

    DANGEROUS_PATTERNS =<\/span> [<\/span>
    \n (<\/span>r'\\\\brm\\\\s+-rf\\\\s+\/'<\/span>,<\/span> "\u9012\u5f52\u5220\u9664\u6839\u76ee\u5f55"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\bdd\\\\s+if='<\/span>,<\/span> "\u88f8\u78c1\u76d8\u5199\u5165(dd)"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\bmkfs\\\\.'<\/span>,<\/span> "\u521b\u5efa\u6587\u4ef6\u7cfb\u7edf(mkfs)"<\/span>)<\/span>,<\/span>
    \n (<\/span>r':\\\\(\\\\)\\\\s*\\\\{.*:\\\\|:&.*\\\\};:'<\/span>,<\/span> "Fork\u70b8\u5f39"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'>\\\\s*\/dev\/sd[a-z]'<\/span>,<\/span> "\u8986\u76d6\u88f8\u8bbe\u5907"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\bchmod\\\\s+777\\\\s+\/'<\/span>,<\/span> "\u4fee\u6539\u6839\u76ee\u5f55\u6743\u9650\u4e3a777"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\bshutdown\\\\s+-h\\\\s+now'<\/span>,<\/span> "\u7acb\u5373\u5173\u673a"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\breboot\\\\s+-f'<\/span>,<\/span> "\u5f3a\u5236\u91cd\u542f"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\biptables\\\\s+-F\\\\b'<\/span>,<\/span> "\u6e05\u7a7aiptables\u89c4\u5219"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\bwget\\\\s+.*\\\\|.*sh\\\\b'<\/span>,<\/span> "\u7ba1\u9053\u6267\u884c\u8fdc\u7a0b\u811a\u672c"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'\\\\bcurl\\\\s+.*\\\\|.*sh\\\\b'<\/span>,<\/span> "\u7ba1\u9053\u6267\u884c\u8fdc\u7a0b\u811a\u672c"<\/span>)<\/span>,<\/span>
    \n (<\/span>r'>\\\\s*\/etc\/'<\/span>,<\/span> "\u8986\u76d6\/etc\/\u914d\u7f6e\u6587\u4ef6"<\/span>)<\/span>,<\/span>
    \n]<\/span><\/p>\n

    \u547d\u4ee4\u751f\u6210\u540e\u5148\u8fc7\u6b63\u5219，\u5339\u914d\u5230\u4efb\u4f55\u4e00\u4e2a\u6a21\u5f0f \u2192 \u76f4\u63a5\u8fd4\u56de status: "blocked"，\u4e0d\u6267\u884c\u3002<\/p>\n

    \u7b2c\u4e09\u5c42：\u5b8c\u6574\u5ba1\u8ba1<\/p>\n

    \u6bcf\u6761\u4fee\u590d\u64cd\u4f5c\u8bb0\u5f55\u5230 remediation_logs \u8868：<\/p>\n

      \n
    • \u8c01\u89e6\u53d1\u7684（auto\/manual）<\/li>\n
    • \u8f93\u5165\u4e86\u4ec0\u4e48（\u544a\u8b66\u4e0a\u4e0b\u6587）<\/li>\n
    • AI \u751f\u6210\u4e86\u4ec0\u4e48\u547d\u4ee4<\/li>\n
    • \u5b9e\u9645\u6267\u884c\u4e86\u4ec0\u4e48<\/li>\n
    • \u8f93\u51fa\u662f\u4ec0\u4e48\u3001\u9000\u51fa\u7801\u662f\u591a\u5c11<\/li>\n
    • \u8017\u65f6\u591a\u4e45<\/li>\n<\/ul>\n

      \u51fa\u95ee\u9898\u53ef\u4ee5\u5b8c\u6574\u56de\u6eaf\u3002<\/p>\n

      4.3 \u6838\u5fc3\u4ee3\u7801：AI \u7ba1\u9053<\/h4>\n

      async<\/span> def<\/span> _ai_execute_on_server<\/span>(<\/span>self,<\/span> agent_type,<\/span> user_input,<\/span> server,<\/span> timeout)<\/span>:<\/span>
      \n """\u7edf\u4e00\u7684 AI \u9a71\u52a8\u8fd0\u7ef4\u7ba1\u9053"""<\/span>
      \n cmd_gen_prompt =<\/span> self.<\/span>CMD_GEN_PROMPTS.<\/span>get(<\/span>agent_type)<\/span>
      \n analysis_prompt =<\/span> self.<\/span>ANALYSIS_PROMPTS.<\/span>get(<\/span>agent_type)<\/span><\/p>\n

      # Step 1: LLM \u751f\u6210\u547d\u4ee4<\/span>
      \n rag_context =<\/span> await<\/span> build_rag_context(<\/span>user_input)<\/span>
      \n full_prompt =<\/span> f"<\/span>{<\/span>rag_context}<\/span><\/span>\\\\n<\/span>{<\/span>cmd_gen_prompt}<\/span><\/span>\\\\nUser request: <\/span>{<\/span>user_input}<\/span><\/span>"<\/span><\/span>
      \n llm_response =<\/span> await<\/span> call_llm(<\/span>full_prompt,<\/span> temperature=<\/span>0.2<\/span>)<\/span>
      \n commands =<\/span> self.<\/span>_extract_commands(<\/span>llm_response)<\/span><\/p>\n

      # Step 2: \u5b89\u5168\u68c0\u67e5<\/span>
      \n blocked =<\/span> self.<\/span>_check_dangerous(<\/span>commands)<\/span>
      \n if<\/span> blocked:<\/span>
      \n return<\/span> {<\/span>"status"<\/span>:<\/span> "blocked"<\/span>,<\/span> "output"<\/span>:<\/span> f"\u62e6\u622a: <\/span>{<\/span>blocked}<\/span><\/span>"<\/span><\/span>}<\/span><\/p>\n

      # Step 3: SSH \u6267\u884c<\/span>
      \n async<\/span> with<\/span> pool.<\/span>get_connection(<\/span>host,<\/span> port,<\/span> username,<\/span> password)<\/span> as<\/span> conn:<\/span>
      \n result =<\/span> await<\/span> conn.<\/span>run(<\/span>commands,<\/span> check=<\/span>False<\/span>,<\/span> timeout=<\/span>timeout)<\/span><\/p>\n

      # Step 4: LLM \u5206\u6790\u8f93\u51fa<\/span>
      \n analysis =<\/span> await<\/span> call_llm(<\/span>f"<\/span>{<\/span>rag_context}<\/span><\/span>\\\\n<\/span>{<\/span>analysis_prompt}<\/span><\/span>\\\\nOutput:\\\\n<\/span>{<\/span>result.<\/span>stdout}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

      return<\/span> {<\/span>"status"<\/span>:<\/span> "success"<\/span>,<\/span> "output"<\/span>:<\/span> analysis,<\/span> "commands"<\/span>:<\/span> commands}<\/span><\/p>\n

      4.4 \u4fee\u590d\u8bb0\u5f55\u5361\u6b7b\u7684\u6559\u8bad<\/h4>\n

      \u5b9e\u9645\u8fd0\u884c\u4e2d\u9047\u5230\u4e86\u4e00\u4e2a\u5173\u952e Bug：\u4fee\u590d\u8bb0\u5f55\u6c38\u8fdc\u5361\u5728"\u6267\u884c\u4e2d"\u3002<\/p>\n

      \u6839\u56e0：remediate_alert() \u65b9\u6cd5\u4e2d，\u5982\u679c LLM API \u8c03\u7528\u5931\u8d25\u6216 SSH \u8fde\u63a5\u5f02\u5e38，\u5f02\u5e38\u6ca1\u6709\u88ab\u6355\u83b7，\u6570\u636e\u5e93\u8bb0\u5f55\u7684\u72b6\u6001\u6c38\u8fdc\u662f running\u3002<\/p>\n

      \u4fee\u590d：\u52a0\u4e86 try\/except \u5305\u88f9\u6574\u4e2a\u6267\u884c\u8fc7\u7a0b，\u5f02\u5e38\u65f6\u66f4\u65b0\u8bb0\u5f55\u4e3a failed，\u5e76\u5728\u5e94\u7528\u542f\u52a8\u65f6\u81ea\u52a8\u6e05\u7406\u4e0a\u6b21\u5f02\u5e38\u9000\u51fa\u9057\u7559\u7684 running \u8bb0\u5f55\u3002<\/p>\n

      try<\/span>:<\/span>
      \n result =<\/span> await<\/span> self.<\/span>_ai_execute_on_server(<\/span>"ai_remediation"<\/span>,<\/span> repair_prompt,<\/span> server,<\/span> 60<\/span>)<\/span>
      \nexcept<\/span> Exception as<\/span> exc:<\/span>
      \n await<\/span> self.<\/span>_update_remediation_log(<\/span>log_id,<\/span> status=<\/span>"failed"<\/span>,<\/span>
      \n error_output=<\/span>f"\u4fee\u590d\u6267\u884c\u5f02\u5e38: <\/span>{<\/span>exc}<\/span><\/span>"<\/span><\/span>,<\/span> duration_ms=<\/span>duration_ms)<\/span>
      \n return<\/span> {<\/span>"status"<\/span>:<\/span> "failed"<\/span>,<\/span> "output"<\/span>:<\/span> str<\/span>(<\/span>exc)<\/span>}<\/span><\/p>\n

      \u7ecf\u9a8c：AI \u7ba1\u9053\u4e2d\u7684\u4efb\u4f55\u4e00\u6b65（LLM API\u3001SSH \u8fde\u63a5\u3001\u547d\u4ee4\u6267\u884c）\u90fd\u53ef\u80fd\u5931\u8d25，\u5fc5\u987b\u5168\u90e8\u5305\u5728 try\/except \u91cc\u3002<\/p>\n

      \n

      \u4e94\u3001\u6838\u5fc3\u8bbe\u8ba1\u4e8c：RAG \u77e5\u8bc6\u5e93 \u2014\u2014 Institutional Memory Kernel<\/h3>\n

      5.1 \u4e3a\u4ec0\u4e48\u9700\u8981 RAG？<\/h4>\n

      \u76f4\u63a5\u7528 LLM \u56de\u7b54"\u670d\u52a1\u5668 CPU \u9ad8\u600e\u4e48\u529e"，\u5b83\u4f1a\u7ed9\u4f60\u901a\u7528\u7684\u7b54\u6848\u2014\u2014\u201ctop \u770b\u770b\u54ea\u4e2a\u8fdb\u7a0b\u3001\u68c0\u67e5\u4e00\u4e0b\u662f\u5426\u6709\u6b7b\u5faa\u73af\u201d\u3002<\/p>\n

      \u4f46\u4f60\u7684\u8fd0\u7ef4\u73af\u5883\u6709\u81ea\u5df1\u7684\u7279\u70b9：<\/p>\n

        \n
      • \u201c\u6211\u4eec\u7684 Java \u5e94\u7528 OOM \u662f\u56e0\u4e3a JVM \u53c2\u6570 -XX:MaxMetaspaceSize \u6ca1\u914d\u201d<\/li>\n
      • \u201cRedis \u8fde\u63a5\u6570\u8d85\u6807\u662f\u56e0\u4e3a\u6709\u4e2a\u5b9a\u65f6\u4efb\u52a1\u6bcf\u6b21\u521b\u5efa\u65b0\u8fde\u63a5\u6ca1\u91ca\u653e\u201d<\/li>\n
      • \u201cNginx 502 \u901a\u5e38\u662f\u56e0\u4e3a\u540e\u7aef\u670d\u52a1\u5065\u5eb7\u68c0\u67e5\u8d85\u65f6\u8bbe\u7684\u592a\u77ed\u201d<\/li>\n<\/ul>\n

        \u8fd9\u4e9b\u516c\u53f8\u7279\u6709\u7684\u7ecf\u9a8c，LLM \u4e0d\u77e5\u9053\u3002RAG \u5c31\u662f\u628a\u8fd9\u4e9b\u7ecf\u9a8c"\u5582"\u7ed9 LLM\u3002<\/p>\n

        5.2 \u5b9e\u73b0\u65b9\u6848<\/h4>\n

        #mermaid-svg-yifKjSzjzXVCtwIQ{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-yifKjSzjzXVCtwIQ .error-icon{fill:#552222;}#mermaid-svg-yifKjSzjzXVCtwIQ .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-yifKjSzjzXVCtwIQ .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-yifKjSzjzXVCtwIQ .marker{fill:#333333;stroke:#333333;}#mermaid-svg-yifKjSzjzXVCtwIQ .marker.cross{stroke:#333333;}#mermaid-svg-yifKjSzjzXVCtwIQ svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-yifKjSzjzXVCtwIQ p{margin:0;}#mermaid-svg-yifKjSzjzXVCtwIQ .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-yifKjSzjzXVCtwIQ .cluster-label text{fill:#333;}#mermaid-svg-yifKjSzjzXVCtwIQ .cluster-label span{color:#333;}#mermaid-svg-yifKjSzjzXVCtwIQ .cluster-label span p{background-color:transparent;}#mermaid-svg-yifKjSzjzXVCtwIQ .label text,#mermaid-svg-yifKjSzjzXVCtwIQ span{fill:#333;color:#333;}#mermaid-svg-yifKjSzjzXVCtwIQ .node rect,#mermaid-svg-yifKjSzjzXVCtwIQ .node circle,#mermaid-svg-yifKjSzjzXVCtwIQ .node ellipse,#mermaid-svg-yifKjSzjzXVCtwIQ .node polygon,#mermaid-svg-yifKjSzjzXVCtwIQ .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-yifKjSzjzXVCtwIQ .rough-node .label text,#mermaid-svg-yifKjSzjzXVCtwIQ .node .label text,#mermaid-svg-yifKjSzjzXVCtwIQ .image-shape .label,#mermaid-svg-yifKjSzjzXVCtwIQ .icon-shape .label{text-anchor:middle;}#mermaid-svg-yifKjSzjzXVCtwIQ .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-yifKjSzjzXVCtwIQ .rough-node .label,#mermaid-svg-yifKjSzjzXVCtwIQ .node .label,#mermaid-svg-yifKjSzjzXVCtwIQ .image-shape .label,#mermaid-svg-yifKjSzjzXVCtwIQ .icon-shape .label{text-align:center;}#mermaid-svg-yifKjSzjzXVCtwIQ .node.clickable{cursor:pointer;}#mermaid-svg-yifKjSzjzXVCtwIQ .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-yifKjSzjzXVCtwIQ .arrowheadPath{fill:#333333;}#mermaid-svg-yifKjSzjzXVCtwIQ .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-yifKjSzjzXVCtwIQ .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-yifKjSzjzXVCtwIQ .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-yifKjSzjzXVCtwIQ .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-yifKjSzjzXVCtwIQ .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-yifKjSzjzXVCtwIQ .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-yifKjSzjzXVCtwIQ .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-yifKjSzjzXVCtwIQ .cluster text{fill:#333;}#mermaid-svg-yifKjSzjzXVCtwIQ .cluster span{color:#333;}#mermaid-svg-yifKjSzjzXVCtwIQ div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-yifKjSzjzXVCtwIQ .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-yifKjSzjzXVCtwIQ rect.text{fill:none;stroke-width:0;}#mermaid-svg-yifKjSzjzXVCtwIQ .icon-shape,#mermaid-svg-yifKjSzjzXVCtwIQ .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-yifKjSzjzXVCtwIQ .icon-shape p,#mermaid-svg-yifKjSzjzXVCtwIQ .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-yifKjSzjzXVCtwIQ .icon-shape .label rect,#mermaid-svg-yifKjSzjzXVCtwIQ .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-yifKjSzjzXVCtwIQ .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-yifKjSzjzXVCtwIQ .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-yifKjSzjzXVCtwIQ :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

        \u7ed3\u679c<\/p>\n

        <\/span><\/p>\n

        \u5728\u7ebf\u67e5\u8be2<\/p>\n

        <\/span><\/p>\n

        \u79bb\u7ebf\u9636\u6bb5<\/p>\n

        <\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \u662f<\/p>\n

        <\/span><\/p>\n

        \u5426<\/p>\n

        <\/span><\/p>\n

        \u8fd0\u7ef4\u77e5\u8bc6\u5e9322+ \u6761 Markdown \u6761\u76ee<\/p>\n

        <\/span><\/p>\n

        SentenceTransformerall-MiniLM-L6-v2<\/p>\n

        <\/span><\/p>\n

        384\u7ef4\u5411\u91cf\u7f13\u5b58numpy array<\/p>\n

        <\/span><\/p>\n

        \u7528\u6237\u63d0\u95ee \/ \u544a\u8b66\u5185\u5bb9<\/p>\n

        <\/span><\/p>\n

        \u540c\u6a21\u578b\u7f16\u7801<\/p>\n

        <\/span><\/p>\n

        \u4f59\u5f26\u76f8\u4f3c\u5ea6\u8ba1\u7b97<\/p>\n

        <\/span><\/p>\n

        \u76f8\u4f3c\u5ea6 > 0.2?<\/p>\n

        <\/span><\/p>\n

        Top-3 \u77e5\u8bc6\u7247\u6bb5\u62fc\u5165 LLM Prompt<\/p>\n

        <\/span><\/p>\n

        \u8fd4\u56de\u7a7a\u4e0a\u4e0b\u6587\u4e0d\u963b\u585e\u4e3b\u6d41\u7a0b<\/p>\n

        <\/span><\/p>\n

        \u6a21\u578b\u9009\u578b：sentence-transformers\/all-MiniLM-L6-v2<\/p>\n

        \u4e3a\u4ec0\u4e48\u4e0d\u7528 OpenAI Embedding？<\/p>\n

          \n
        • \u514d\u8d39：\u4e0d\u9700\u8981 API Key，\u672c\u5730 CPU \u63a8\u7406<\/li>\n
        • \u8f7b\u91cf：\u6a21\u578b\u4ec5 80MB，\u5411\u91cf\u7ef4\u5ea6 384，22 \u6761\u77e5\u8bc6\u5e93 \u2248 33KB<\/li>\n
        • \u591f\u7528：\u4e2d\u6587\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u5b8c\u5168\u6ee1\u8db3\u8fd0\u7ef4\u573a\u666f<\/li>\n<\/ul>\n

          \u67b6\u6784：<\/p>\n

          \u77e5\u8bc6\u5e93\u6761\u76ee \u2192 SentenceTransformer.encode() \u2192 384\u7ef4\u5411\u91cf\u7f13\u5b58 (numpy array)
          \n\u7528\u6237\u63d0\u95ee \u2192 SentenceTransformer.encode() \u2192 \u67e5\u8be2\u5411\u91cf
          \n \u2193
          \n \u4f59\u5f26\u76f8\u4f3c\u5ea6\u8ba1\u7b97 (normalized dot product)
          \n \u2193
          \n \u76f8\u4f3c\u5ea6 > 0.2 \u7684 Top-K \u7247\u6bb5 \u2192 \u62fc\u5165 LLM Prompt<\/p>\n

          \u77e5\u8bc6\u5e93\u6761\u76ee\u793a\u4f8b：<\/p>\n

          ## CPU \u98d9\u9ad8\u6392\u67e5
          \n\u5f53\u6536\u5230 CPU \u4f7f\u7528\u7387\u544a\u8b66\u65f6：
          \n1. \u5148\u7528 top -bn1 -o %CPU | head -5 \u5b9a\u4f4d\u9ad8 CPU \u8fdb\u7a0b
          \n2. \u5982\u679c\u662f Java \u8fdb\u7a0b，\u7528 jstack <pid> \u67e5\u770b\u7ebf\u7a0b\u5806\u6808
          \n3. \u68c0\u67e5 \/proc\/loadavg \u5224\u65ad\u662f CPU \u74f6\u9888\u8fd8\u662f IO \u7b49\u5f85
          \n4. \u5e38\u89c1\u539f\u56e0：GC \u9891\u7e41\u3001\u6b7b\u5faa\u73af\u3001\u6b63\u5219\u56de\u6eaf<\/p>\n

          5.3 \u5173\u952e\u4ee3\u7801<\/h4>\n

          from<\/span> sentence_transformers import<\/span> SentenceTransformer<\/p>\n

          class<\/span> KnowledgeService<\/span>:<\/span>
          \n def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
          \n self.<\/span>model =<\/span> SentenceTransformer(<\/span>'all-MiniLM-L6-v2'<\/span>)<\/span>
          \n self.<\/span>embeddings =<\/span> None<\/span> # \u9884\u8ba1\u7b97\u7684\u77e5\u8bc6\u5e93\u5411\u91cf<\/span>
          \n self.<\/span>entries =<\/span> [<\/span>]<\/span> # \u77e5\u8bc6\u5e93\u6761\u76ee\u6587\u672c<\/span><\/p>\n

          def<\/span> build_index<\/span>(<\/span>self,<\/span> entries:<\/span> list<\/span>[<\/span>str<\/span>]<\/span>)<\/span>:<\/span>
          \n """\u79bb\u7ebf\u6784\u5efa\u5411\u91cf\u7d22\u5f15"""<\/span>
          \n self.<\/span>entries =<\/span> entries
          \n self.<\/span>embeddings =<\/span> self.<\/span>model.<\/span>encode(<\/span>entries,<\/span> normalize_embeddings=<\/span>True<\/span>)<\/span><\/p>\n

          def<\/span> search<\/span>(<\/span>self,<\/span> query:<\/span> str<\/span>,<\/span> top_k:<\/span> int<\/span> =<\/span> 3<\/span>,<\/span> threshold:<\/span> float<\/span> =<\/span> 0.2<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
          \n """\u8bed\u4e49\u68c0\u7d22，\u8fd4\u56de\u76f8\u5173\u7247\u6bb5"""<\/span>
          \n query_vec =<\/span> self.<\/span>model.<\/span>encode(<\/span>[<\/span>query]<\/span>,<\/span> normalize_embeddings=<\/span>True<\/span>)<\/span>
          \n # \u4f59\u5f26\u76f8\u4f3c\u5ea6 = \u5f52\u4e00\u5316\u5411\u91cf\u7684\u70b9\u79ef<\/span>
          \n scores =<\/span> (<\/span>self.<\/span>embeddings @ query_vec.<\/span>T)<\/span>.<\/span>flatten(<\/span>)<\/span>
          \n # \u53d6 Top-K<\/span>
          \n top_indices =<\/span> scores.<\/span>argsort(<\/span>)<\/span>[<\/span>–<\/span>top_k:<\/span>]<\/span>[<\/span>:<\/span>:<\/span>–<\/span>1<\/span>]<\/span>
          \n results =<\/span> [<\/span>]<\/span>
          \n for<\/span> idx in<\/span> top_indices:<\/span>
          \n if<\/span> scores[<\/span>idx]<\/span> >=<\/span> threshold:<\/span>
          \n results.<\/span>append(<\/span>f"\u76f8\u5173\u77e5\u8bc6\u7247\u6bb5 (\u76f8\u4f3c\u5ea6: <\/span>{<\/span>scores[<\/span>idx]<\/span>:<\/span>.2f<\/span>}<\/span><\/span>):\\\\n<\/span>{<\/span>self.<\/span>entries[<\/span>idx]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
          \n return<\/span> "\\\\n\\\\n"<\/span>.<\/span>join(<\/span>results)<\/span><\/p>\n

          5.4 \u5bb9\u9519\u8bbe\u8ba1<\/h4>\n

          \u6a21\u578b\u52a0\u8f7d\u53ef\u80fd\u5931\u8d25（\u7f3a\u4f9d\u8d56\u3001\u88ab\u5899\u3001OOM），\u4f46\u4e0d\u80fd\u8ba9 RAG \u7684\u5931\u8d25\u963b\u585e\u6574\u4e2a AI \u7ba1\u9053\u3002<\/p>\n

          async<\/span> def<\/span> build_rag_context<\/span>(<\/span>query:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
          \n try<\/span>:<\/span>
          \n return<\/span> knowledge_service.<\/span>search(<\/span>query)<\/span>
          \n except<\/span> Exception:<\/span>
          \n logger.<\/span>warning(<\/span>"RAG \u68c0\u7d22\u5931\u8d25，\u964d\u7ea7\u4e3a\u7a7a\u4e0a\u4e0b\u6587"<\/span>)<\/span>
          \n return<\/span> ""<\/span> # Fail-open：\u4e0d\u963b\u585e\u4e3b\u6d41\u7a0b<\/span><\/p>\n

          \n

          \u516d\u3001\u6838\u5fc3\u8bbe\u8ba1\u4e09：\u5b9a\u65f6\u5de1\u68c0 + \u65e5\u5fd7\u4e8b\u4ef6\u68c0\u6d4b<\/h3>\n

          6.1 \u4e0d\u53ea\u662f\u91c7\u96c6\u6307\u6807<\/h4>\n

          \u4f20\u7edf\u7684\u5de1\u68c0\u5c31\u662f\u8dd1\u4e2a top\u3001free\u3001df，\u8d85\u8fc7\u9608\u503c\u53d1\u544a\u8b66\u3002\u6211\u52a0\u4e86\u65e5\u5fd7\u4e8b\u4ef6\u68c0\u6d4b\u2014\u2014\u516b\u7c7b\u7cfb\u7edf\u5f02\u5e38\u81ea\u52a8\u8bc6\u522b：<\/p>\n

          LOG_EVENT_PATTERNS =<\/span> {<\/span>
          \n "OOM Killer"<\/span>:<\/span> r"Out of memory|oom-killer|Killed process"<\/span>,<\/span>
          \n "Segfault"<\/span>:<\/span> r"segfault|segmentation fault"<\/span>,<\/span>
          \n "Hung Task"<\/span>:<\/span> r"blocked for more than \\\\d+ seconds|hung_task"<\/span>,<\/span>
          \n "Disk I\/O Error"<\/span>:<\/span> r"I\/O error|buffer I\/O error|ext4.*error"<\/span>,<\/span>
          \n "Network Flood"<\/span>:<\/span> r"SYN flood|possible SYN flooding"<\/span>,<\/span>
          \n "Kernel Panic"<\/span>:<\/span> r"Kernel panic|BUG:"<\/span>,<\/span>
          \n "Hardware Error"<\/span>:<\/span> r"Hardware Error|MCE|machine check"<\/span>,<\/span>
          \n "Filesystem Error"<\/span>:<\/span> r"filesystem.*error|read-only"<\/span>,<\/span>
          \n}<\/span><\/p>\n

          \u6bcf\u6b21\u5de1\u68c0\u6267\u884c dmesg –level=err,warn | tail -20，\u6b63\u5219\u5339\u914d\u5230\u4e8b\u4ef6 \u2192 \u81ea\u52a8\u751f\u6210\u544a\u8b66 \u2192 \u89e6\u53d1\u901a\u77e5 \u2192 \u89e6\u53d1 AI \u4fee\u590d\u3002<\/p>\n

          6.2 \u544a\u8b66\u5347\u7ea7\u673a\u5236<\/h4>\n

          CPU > 80% \u2192 warning \u544a\u8b66
          \nCPU > 96% \u2192 critical \u544a\u8b66（\u539f\u9608\u503c \u00d7 120%）<\/p>\n

          \u4e25\u91cd\u7ea7\u522b\u7684\u544a\u8b66\u4f1a\u89e6\u53d1\u66f4\u6fc0\u8fdb\u7684\u4fee\u590d\u7b56\u7565\u3002<\/p>\n

          \n

          \u4e03\u3001\u6838\u5fc3\u8bbe\u8ba1\u56db：\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u5f15\u64ce<\/h3>\n

          7.1 12 \u4e2a\u4e13\u4e1a Agent<\/h4>\n\nAgent\u529f\u80fd\u9700\u8981 SSH\u9700\u8981 LLM<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
          monitor（\u6307\u6807\u91c7\u96c6）<\/td>\nCPU\/\u5185\u5b58\/\u78c1\u76d8\/\u8d1f\u8f7d\/\u8fdb\u7a0b\/\u8fde\u63a5\u6570<\/td>\n\u2705<\/td>\nAI \u5206\u6790\u62a5\u544a<\/td>\n<\/tr>\n
          diagnostic（\u6545\u969c\u8bca\u65ad）<\/td>\n\u6839\u56e0\u5206\u6790，\u5047\u8bbe+\u8bc1\u636e\u94fe<\/td>\n\u2705<\/td>\n\u2705<\/td>\n<\/tr>\n
          remediation（\u81ea\u52a8\u4fee\u590d）<\/td>\n\u9884\u68c0\u2192\u4fee\u590d\u2192\u9a8c\u8bc1\u4e09\u6b65\u5b89\u5168\u4fee\u590d<\/td>\n\u2705<\/td>\n\u2705<\/td>\n<\/tr>\n
          alert_analyzer（\u544a\u8b66\u5206\u6790）<\/td>\n\u8bc4\u4f30\u4e25\u91cd\u7a0b\u5ea6 P0-P4<\/td>\n\u274c<\/td>\n\u2705<\/td>\n<\/tr>\n
          log_analyzer（\u65e5\u5fd7\u5206\u6790）<\/td>\n\u65e5\u5fd7\u53d6\u8bc1，\u5f02\u5e38\u6a21\u5f0f\u8bc6\u522b<\/td>\n\u2705<\/td>\n\u2705<\/td>\n<\/tr>\n
          change_executor（\u53d8\u66f4\u6267\u884c）<\/td>\n\u53d8\u66f4\u8ba1\u5212+\u56de\u6eda\u65b9\u6848<\/td>\n\u53ef\u9009<\/td>\n\u2705<\/td>\n<\/tr>\n
          doc_generator（\u6587\u6863\u751f\u6210）<\/td>\n\u5de1\u68c0\u62a5\u544a Markdown \u2192 \u670d\u52a1\u5668 \/tmp<\/td>\n\u53ef\u9009<\/td>\n\u2705<\/td>\n<\/tr>\n
          compliance_checker（\u5408\u89c4\u68c0\u67e5）<\/td>\n8 \u9879\u5b89\u5168\u8bc4\u5206<\/td>\n\u2705<\/td>\n\u2705<\/td>\n<\/tr>\n
          shell_command（\u547d\u4ee4\u6267\u884c）<\/td>\n\u76f4\u63a5\u6267\u884c Shell，\u8df3\u8fc7 LLM<\/td>\n\u2705<\/td>\n\u274c<\/td>\n<\/tr>\n
          health_check（\u5065\u5eb7\u68c0\u67e5）<\/td>\nHTTP GET \u68c0\u67e5\u670d\u52a1\u72b6\u6001<\/td>\n\u274c<\/td>\n\u274c<\/td>\n<\/tr>\n
          webhook（\u901a\u77e5\u63a8\u9001）<\/td>\nPOST \u7ed3\u679c\u5230 Webhook<\/td>\n\u274c<\/td>\n\u274c<\/td>\n<\/tr>\n
          generic（\u901a\u7528\u52a9\u624b）<\/td>\n\u610f\u56fe\u8bc6\u522b\u81ea\u52a8\u8def\u7531<\/td>\n\u274c<\/td>\n\u2705<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          7.2 \u56db\u79cd\u771f\u5b9e\u8fd0\u7ef4\u573a\u666f\u6a21\u677f<\/h4>\n

          \u573a\u666f\u4e00：\u670d\u52a1\u5065\u5eb7\u76d1\u63a7（\u4e0d\u9700 SSH\u3001\u4e0d\u9700 AI Key）<\/p>\n

          health_check(HTTP GET) \u2192 webhook(\u63a8\u9001\u7ed3\u679c)<\/p>\n

          \u573a\u666f\u4e8c：\u78c1\u76d8\u5de1\u68c0\u544a\u8b66（\u53ea\u9700 SSH，\u4e0d\u9700 AI Key）<\/p>\n

          shell_command(df -h) \u2192 webhook(\u9489\u9489\/\u98de\u4e66\u544a\u8b66)<\/p>\n

          \u573a\u666f\u4e09：\u65e5\u5fd7\u9519\u8bef\u626b\u63cf（\u9700\u8981 SSH + AI Key）<\/p>\n

          shell_command(grep ERROR) \u2192 log_analyzer(AI \u5206\u6790) \u2192 webhook(\u62a5\u544a)<\/p>\n

          \u573a\u666f\u56db：\u670d\u52a1\u5668\u5168\u91cf\u5de1\u68c0（\u9700\u8981 SSH + AI Key）<\/p>\n

          monitor(\u6307\u6807\u91c7\u96c6) \u2192 log_analyzer(\u65e5\u5fd7\u5206\u6790) \u2192 doc_generator(\u751f\u6210\u62a5\u544a)<\/p>\n

          7.3 DAG \u5e76\u884c\u6267\u884c<\/h4>\n

          #mermaid-svg-dttE64hyPSQulCHV{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-dttE64hyPSQulCHV .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-dttE64hyPSQulCHV .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-dttE64hyPSQulCHV .error-icon{fill:#552222;}#mermaid-svg-dttE64hyPSQulCHV .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-dttE64hyPSQulCHV .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-dttE64hyPSQulCHV .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-dttE64hyPSQulCHV .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-dttE64hyPSQulCHV .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-dttE64hyPSQulCHV .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-dttE64hyPSQulCHV .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-dttE64hyPSQulCHV .marker{fill:#333333;stroke:#333333;}#mermaid-svg-dttE64hyPSQulCHV .marker.cross{stroke:#333333;}#mermaid-svg-dttE64hyPSQulCHV svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-dttE64hyPSQulCHV p{margin:0;}#mermaid-svg-dttE64hyPSQulCHV .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-dttE64hyPSQulCHV .cluster-label text{fill:#333;}#mermaid-svg-dttE64hyPSQulCHV .cluster-label span{color:#333;}#mermaid-svg-dttE64hyPSQulCHV .cluster-label span p{background-color:transparent;}#mermaid-svg-dttE64hyPSQulCHV .label text,#mermaid-svg-dttE64hyPSQulCHV span{fill:#333;color:#333;}#mermaid-svg-dttE64hyPSQulCHV .node rect,#mermaid-svg-dttE64hyPSQulCHV .node circle,#mermaid-svg-dttE64hyPSQulCHV .node ellipse,#mermaid-svg-dttE64hyPSQulCHV .node polygon,#mermaid-svg-dttE64hyPSQulCHV .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-dttE64hyPSQulCHV .rough-node .label text,#mermaid-svg-dttE64hyPSQulCHV .node .label text,#mermaid-svg-dttE64hyPSQulCHV .image-shape .label,#mermaid-svg-dttE64hyPSQulCHV .icon-shape .label{text-anchor:middle;}#mermaid-svg-dttE64hyPSQulCHV .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-dttE64hyPSQulCHV .rough-node .label,#mermaid-svg-dttE64hyPSQulCHV .node .label,#mermaid-svg-dttE64hyPSQulCHV .image-shape .label,#mermaid-svg-dttE64hyPSQulCHV .icon-shape .label{text-align:center;}#mermaid-svg-dttE64hyPSQulCHV .node.clickable{cursor:pointer;}#mermaid-svg-dttE64hyPSQulCHV .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-dttE64hyPSQulCHV .arrowheadPath{fill:#333333;}#mermaid-svg-dttE64hyPSQulCHV .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-dttE64hyPSQulCHV .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-dttE64hyPSQulCHV .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-dttE64hyPSQulCHV .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-dttE64hyPSQulCHV .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-dttE64hyPSQulCHV .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-dttE64hyPSQulCHV .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-dttE64hyPSQulCHV .cluster text{fill:#333;}#mermaid-svg-dttE64hyPSQulCHV .cluster span{color:#333;}#mermaid-svg-dttE64hyPSQulCHV div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-dttE64hyPSQulCHV .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-dttE64hyPSQulCHV rect.text{fill:none;stroke-width:0;}#mermaid-svg-dttE64hyPSQulCHV .icon-shape,#mermaid-svg-dttE64hyPSQulCHV .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-dttE64hyPSQulCHV .icon-shape p,#mermaid-svg-dttE64hyPSQulCHV .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-dttE64hyPSQulCHV .icon-shape .label rect,#mermaid-svg-dttE64hyPSQulCHV .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-dttE64hyPSQulCHV .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-dttE64hyPSQulCHV .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-dttE64hyPSQulCHV :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

          Level 2 \u2014 \u4e32\u884c<\/p>\n

          <\/span><\/p>\n

          Level 1 \u2014 \u5e76\u884c<\/p>\n

          <\/span><\/p>\n

          Level 0 \u2014 \u4e32\u884c<\/p>\n

          <\/span><\/p>\n

          \u8f93\u51fa: CPU 95%<\/p>\n

          <\/span><\/span><\/span><\/p>\n

          asyncio.gather<\/p>\n

          <\/span><\/p>\n

          asyncio.gather<\/p>\n

          <\/span><\/span><\/p>\n

          \u62d3\u6251\u5206\u5c42\u7ed3\u679c<\/p>\n

          <\/span><\/span><\/span><\/p>\n

          Level 0<\/p>\n

          <\/span><\/p>\n

          Level 1<\/p>\n

          <\/span><\/p>\n

          Level 2<\/p>\n

          <\/span><\/p>\n

          monitor\u6307\u6807\u91c7\u96c6<\/p>\n

          <\/span><\/p>\n

          log_analyzer\u65e5\u5fd7\u5206\u6790<\/p>\n

          <\/span><\/p>\n

          diagnostic\u6545\u969c\u8bca\u65ad<\/p>\n

          <\/span><\/p>\n

          compliance_checker\u5408\u89c4\u68c0\u67e5<\/p>\n

          <\/span><\/p>\n

          \u7b49\u5f85\u5168\u90e8\u5b8c\u6210<\/p>\n

          <\/span><\/p>\n

          doc_generator\u751f\u6210\u5de1\u68c0\u62a5\u544a<\/p>\n

          <\/span><\/p>\n

          \u540c\u5c42\u8282\u70b9\u5e76\u884c\u6267\u884c（asyncio.gather），\u4e32\u884c\u5c42\u7684\u8282\u70b9\u4f9d\u6b21\u6267\u884c，\u4e0a\u6e38\u8f93\u51fa\u81ea\u52a8\u4f20\u7ed9\u4e0b\u6e38\u3002<\/p>\n

          \n

          \u516b\u3001\u8e29\u5751\u8bb0\u5f55（\u771f\u91d1\u767d\u94f6\u7684\u7ecf\u9a8c）<\/h3>\n

          \u5751 1：HuggingFace \u5728\u56fd\u5185\u88ab\u5899<\/h4>\n

          \u73b0\u8c61：Docker \u6784\u5efa\u65f6 sentence-transformers \u65e0\u6cd5\u4e0b\u8f7d\u6a21\u578b，\u6784\u5efa\u5931\u8d25\u3002<\/p>\n

          \u89e3\u51b3：<\/p>\n

            \n
          • CI \u6784\u5efa（GitHub Actions \u5883\u5916\u673a\u5668）\u8d70 HF \u5b98\u65b9<\/li>\n
          • Docker \u955c\u50cf\u5185\u9884\u4e0b\u8f7d\u6a21\u578b（python -c "from sentence_transformers import SentenceTransformer; SentenceTransformer('all-MiniLM-L6-v2')"），\u8fd0\u884c\u65f6\u4e0d\u9700\u8981\u8054\u7f51<\/li>\n
          • \u56fd\u5185\u90e8\u7f72\u65f6\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf HF_ENDPOINT=https:\/\/hf-mirror.com<\/li>\n<\/ul>\n

            \u5751 2：\u4fee\u590d\u8bb0\u5f55\u6c38\u8fdc\u5361\u5728"\u8fd0\u884c\u4e2d"<\/h4>\n

            \u73b0\u8c61：AI \u4fee\u590d\u6267\u884c\u8fc7\u7a0b\u4e2d LLM API \u8d85\u65f6\u6216 SSH \u65ad\u5f00，\u6570\u636e\u5e93\u8bb0\u5f55\u6c38\u8fdc\u505c\u7559\u5728 status: "running"\u3002<\/p>\n

            \u89e3\u51b3：<\/p>\n

          • remediate_alert() \u6574\u4e2a\u6267\u884c\u8def\u5f84\u52a0 try\/except，\u5f02\u5e38\u65f6\u66f4\u65b0\u4e3a failed<\/li>\n
          • \u5e94\u7528\u542f\u52a8\u65f6\u81ea\u52a8\u626b\u63cf\u5e76\u6e05\u7406\u4e0a\u6b21\u5f02\u5e38\u9000\u51fa\u9057\u7559\u7684 running \u8bb0\u5f55<\/li>\n

            \u5751 3：LLM API Key \u9694\u79bb\u95ee\u9898<\/h4>\n

            \u73b0\u8c61：\u591a\u4e2a\u7528\u6237\u5171\u7528\u7cfb\u7edf\u7ea7 Key，\u624b\u52a8\u4fee\u590d\u4e5f\u7528\u7cfb\u7edf Key \u8ba1\u8d39\u3002<\/p>\n

            \u89e3\u51b3：UserLLMConfig \u8868\u5b58\u50a8\u6bcf\u4e2a\u7528\u6237\u81ea\u5df1\u7684 API Key\u3002Provider \u5de5\u5382\u6a21\u5f0f：\u7528\u6237\u6709 Key \u2192 \u521b\u5efa\u72ec\u7acb Provider；\u65e0 Key \u2192 \u56de\u9000\u5168\u5c40\u5355\u4f8b\u3002<\/p>\n

            \u5751 4：ECS \u5185\u5b58\u4e0d\u8db3 OOM<\/h4>\n

            \u73b0\u8c61：1.7 GB \u5185\u5b58\u7684 ECS \u8dd1\u4e86 PostgreSQL + Redis + Backend + Frontend \u56db\u4e2a\u5bb9\u5668，\u540e\u7aef\u5bb9\u5668\u9891\u7e41 OOM\u3002<\/p>\n

            \u89e3\u51b3：<\/p>\n

              \n
            • PostgreSQL \u8c03\u4f4e shared_buffers\u3001work_mem<\/li>\n
            • Redis \u8bbe maxmemory 64mb<\/li>\n
            • \u5efa\u8bae\u52a0 swap（fallocate -l 2G \/swapfile && mkswap \/swapfile && swapon \/swapfile）<\/li>\n<\/ul>\n

              \u5751 5：Agent \u547d\u4ee4\u751f\u6210\u8d28\u91cf\u4e0d\u7a33\u5b9a<\/h4>\n

              \u73b0\u8c61：LLM \u6709\u65f6\u751f\u6210\u5e26 Markdown \u89e3\u91ca\u7684\u547d\u4ee4，\u6709\u65f6\u4ee3\u7801\u5757\u4e0d\u95ed\u5408，\u6709\u65f6\u751f\u6210\u65e0\u610f\u4e49\u7684 echo \u8bed\u53e5\u3002<\/p>\n

              \u89e3\u51b3：<\/p>\n

                \n
              • \u6bcf\u4e2a Agent \u7684 CMD_GEN_PROMPT \u6781\u5ea6\u5177\u4f53，\u9650\u5236\u8f93\u51fa\u683c\u5f0f<\/li>\n
              • \u4ee3\u7801\u5757\u672a\u95ed\u5408\u65f6\u7684\u515c\u5e95\u63d0\u53d6\u903b\u8f91（\u6b63\u5219\u5904\u7406 LLM token \u622a\u65ad\u573a\u666f）<\/li>\n
              • Prompt \u8981\u6c42"Output ONLY a bash code block. The block MUST be closed with "<\/li>\n<\/ul>\n
                \n

                \u4e5d\u3001\u91cf\u5316\u6210\u679c<\/h3>\n\n\u6307\u6807\u6570\u636e<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
                Agent \u7c7b\u578b<\/td>\n12 \u4e2a（9 \u4e2a AI \u9a71\u52a8 + 3 \u4e2a\u5b9e\u7528\u8282\u70b9）<\/td>\n<\/tr>\n
                API \u7aef\u70b9<\/td>\n60+ REST + SSE \u6d41\u5f0f<\/td>\n<\/tr>\n
                \u901a\u77e5\u901a\u9053<\/td>\n5 \u79cd（\u9489\u9489\/\u4f01\u5fae\/\u98de\u4e66\/\u90ae\u4ef6\/Webhook）<\/td>\n<\/tr>\n
                \u5b89\u5168\u68c0\u67e5\u89c4\u5219<\/td>\n13 \u6761\u5371\u9669\u547d\u4ee4\u9ed1\u540d\u5355<\/td>\n<\/tr>\n
                \u65e5\u5fd7\u4e8b\u4ef6\u68c0\u6d4b<\/td>\n8 \u7c7b\u7cfb\u7edf\u5f02\u5e38\u81ea\u52a8\u8bc6\u522b<\/td>\n<\/tr>\n
                \u77e5\u8bc6\u5e93\u6761\u76ee<\/td>\n22+ \u6761\u9884\u8bbe + \u7528\u6237\u81ea\u5b9a\u4e49<\/td>\n<\/tr>\n
                \u5de5\u4f5c\u6d41\u6a21\u677f<\/td>\n4 \u4e2a\u771f\u5b9e\u8fd0\u7ef4\u573a\u666f<\/td>\n<\/tr>\n
                \u6570\u636e\u5e93\u8868<\/td>\n14 \u5f20（\u5b8c\u6574\u5ba1\u8ba1\u8ffd\u8e2a）<\/td>\n<\/tr>\n
                \u5bb9\u5668\u5316<\/td>\nDocker Compose \u4e00\u952e\u90e8\u7f72 + K8s Helm Chart<\/td>\n<\/tr>\n
                CI\/CD<\/td>\nGitHub Actions \u81ea\u52a8 lint \u2192 test \u2192 build \u2192 \u63a8\u9001\u963f\u91cc\u4e91 ACR<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                \n

                \u5341\u3001\u4f60\u53ef\u4ee5\u600e\u4e48\u590d\u7528\u81ea\u5df1\u7684\u9879\u76ee\u91cc？<\/h3>\n

                10.1 \u6700\u5c0f\u53ef\u884c\u65b9\u6848（\u4e00\u5468\u53ef\u4e0a\u7ebf）<\/h4>\n
              • \u642d\u4e00\u4e2a FastAPI \u63a5\u6536 Prometheus Webhook \u2192 \u89e3\u6790\u544a\u8b66，\u5199\u5165\u6570\u636e\u5e93<\/li>\n
              • \u63a5\u4e00\u4e2a LLM API（GLM-4-Flash \u514d\u8d39） \u2192 \u8ba9 AI \u5206\u6790\u544a\u8b66\u5185\u5bb9，\u751f\u6210\u8bca\u65ad\u547d\u4ee4<\/li>\n
              • \u7528 AsyncSSH \u6267\u884c\u547d\u4ee4 \u2192 \u5728\u76ee\u6807\u670d\u52a1\u5668\u6267\u884c，\u8fd4\u56de\u7ed3\u679c<\/li>\n
              • \u52a0 13 \u6761\u5371\u9669\u547d\u4ee4\u6b63\u5219 \u2192 \u5b89\u5168\u62e6\u622a<\/li>\n
              • \u9489\u9489\u673a\u5668\u4eba\u901a\u77e5 \u2192 \u544a\u8b66 + \u4fee\u590d\u7ed3\u679c\u63a8\u9001<\/li>\n

                \u8fd9\u5c31\u5df2\u7ecf\u662f\u4e00\u4e2a\u80fd\u7528\u7684 AI \u81ea\u52a8\u4fee\u590d\u7ba1\u9053\u4e86\u3002<\/p>\n

                10.2 \u8fdb\u9636\u65b9\u6848<\/h4>\n
              • RAG \u77e5\u8bc6\u5e93 \u2192 \u7528 sentence-transformers \u628a\u4f60\u56e2\u961f\u7684\u8fd0\u7ef4 Wiki \u5411\u91cf\u5316<\/li>\n
              • \u5de5\u4f5c\u6d41\u7f16\u8f91\u5668 \u2192 React Flow \u62d6\u653e\u7f16\u6392\u591a\u4e2a Agent<\/li>\n
              • \u5b9a\u65f6\u5de1\u68c0 \u2192 APScheduler + dmesg \u65e5\u5fd7\u68c0\u6d4b<\/li>\n
              • \u591a\u901a\u9053\u901a\u77e5 \u2192 \u4f01\u5fae\/\u98de\u4e66\/\u90ae\u4ef6<\/li>\n

                10.3 \u9879\u76ee\u5730\u5740 & \u6e90\u7801<\/h4>\n

                \u5728\u7ebf\u6f14\u793a：http:\/\/8.137.178.63 （\u963f\u91cc\u4e91 ECS \u90e8\u7f72，\u5f00\u6e90\u5b8c\u6574\u5e73\u53f0，\u6ce8\u518c\u5373\u7528）<\/p>\n

                \u6e90\u7801：<\/p>\n

                git<\/span> clone https:\/\/github.com\/okudhdheheuus\/Python_AIops.git
                \ncd<\/span> Python_AIops
                \ndocker<\/span> compose up -d<\/span><\/p>\n

                \u6280\u672f\u6808：Python\/FastAPI + Next.js\/React + PostgreSQL + Redis + Docker + Kubernetes<\/p>\n

                \n

                \u5341\u4e00\u3001\u5199\u5728\u6700\u540e<\/h3>\n

                \u505a\u8fd9\u4e2a\u9879\u76ee\u7684\u521d\u5fc3\u5f88\u7b80\u5355：\u6211\u4e0d\u60f3\u51cc\u6668 3 \u70b9\u88ab\u53eb\u8d77\u6765\u5904\u7406\u78c1\u76d8\u6ee1\u8fd9\u79cd\u95ee\u9898\u3002<\/p>\n

                \u4f20\u7edf\u8fd0\u7ef4\u7684\u56f0\u5883\u5728\u4e8e\u2014\u2014\u76d1\u63a7\u7cfb\u7edf\u80fd\u544a\u8bc9\u4f60"\u51fa\u95ee\u9898\u4e86"，\u4f46\u5b83\u4e0d\u80fd\u5e2e\u4f60"\u89e3\u51b3\u95ee\u9898"\u3002"\u53d1\u73b0\u95ee\u9898"\u5230"\u89e3\u51b3\u95ee\u9898"\u4e4b\u95f4\u8fd9\u6bb5\u8def，\u4ee5\u524d\u5168\u9760\u4eba\u8d70\u3002<\/p>\n

                AI Agent \u7684\u4ef7\u503c\u5c31\u5728\u4e8e\u586b\u5e73\u8fd9\u6bb5\u8def\u3002<\/p>\n

                \u5b83\u4e0d\u662f\u66ff\u4ee3\u8fd0\u7ef4\u4eba\u5458，\u800c\u662f\u8ba9\u4f60\u4ece"\u544a\u8b66\u54cd\u5e94\u8005"\u53d8\u6210"\u5e73\u53f0\u5efa\u8bbe\u8005"\u3002\u4f60\u628a\u7ecf\u9a8c\u6c89\u6dc0\u5230\u77e5\u8bc6\u5e93，\u628a\u91cd\u590d\u64cd\u4f5c\u5199\u6210\u5de5\u4f5c\u6d41，\u628a\u5b89\u5168\u68c0\u67e5\u505a\u6210\u89c4\u5219\u2014\u2014\u7136\u540e AI \u66ff\u4f60\u6267\u884c\u3002<\/p>\n

                \u5982\u679c\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9，\u6b22\u8fce Star\u3001\u63d0 Issue\u3001\u8d21\u732e\u4ee3\u7801\u3002\u7279\u522b\u6b22\u8fce\u8d21\u732e\u65b0\u7684\u901a\u77e5\u901a\u9053\u3001\u65b0\u7684 Agent \u7c7b\u578b\u3001\u65b0\u7684\u77e5\u8bc6\u5e93\u6761\u76ee\u3002<\/p>\n

                \u4e00\u4e2a\u4eba\u8d70\u5f97\u5feb，\u4e00\u7fa4\u4eba\u8d70\u5f97\u8fdc\u3002<\/p>\n

                \n

                \u4f5c\u8005\u6ce8：\u672c\u6587\u6240\u6709\u4ee3\u7801\u5747\u4e3a\u751f\u4ea7\u73af\u5883\u5b9e\u9645\u8fd0\u884c\u4ee3\u7801，\u975e Demo \u6f14\u793a\u3002\u6b22\u8fce\u8f6c\u8f7d，\u8bf7\u6ce8\u660e\u51fa\u5904\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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                \n\u672c\u6587\u5b8c\u6574\u590d\u76d8\u4e86\u4e00\u5957\u4ece\u96f6\u642d\u5efa\u7684 AIOps \u5e73\u53f0，\u901a\u8fc7 AI Agent RAG \u77e5\u8bc6\u5e93\u5b9e\u73b0 MTTR \u4ece\u7ea6 30 \u5206\u949f\u964d\u81f3\u7ea6 3 \u5206\u949f（10 \u500d\u63d0\u5347）\u3002\u7cfb\u7edf\u4ee5 FastAPI AsyncS<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9109,81,395,44],"topic":[],"class_list":["post-91582","post","type-post","status-publish","format-standard","hentry","category-server","tag-9109","tag-python","tag-395","tag-44"],"yoast_head":"\n\u5f53AI\u5b66\u4f1a\u201c\u4fee\u670d\u52a1\u5668\u201d\uff1a\u6211\u544a\u8b66\u98ce\u66b4\u4e2d\u91cd\u751f\uff0c\u628a\u4fee\u590d\u65f6\u95f4\u4ece\u6ce1\u9762\u51c9\u900f\u7f29\u77ed\u5230\u4e00\u9996\u6b4c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/91582.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5f53AI\u5b66\u4f1a\u201c\u4fee\u670d\u52a1\u5668\u201d\uff1a\u6211\u544a\u8b66\u98ce\u66b4\u4e2d\u91cd\u751f\uff0c\u628a\u4fee\u590d\u65f6\u95f4\u4ece\u6ce1\u9762\u51c9\u900f\u7f29\u77ed\u5230\u4e00\u9996\u6b4c - 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