{"id":92208,"date":"2026-08-09T17:56:50","date_gmt":"2026-08-09T09:56:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/92208.html"},"modified":"2026-08-09T17:56:50","modified_gmt":"2026-08-09T09:56:50","slug":"agent%e6%88%90%e6%9c%ac%e5%a4%b1%e6%8e%a7%ef%bc%9a%e4%bb%8e%e9%a2%84%e7%ae%97%e8%80%97%e5%b0%bd%e5%88%b0%e6%88%90%e6%9c%ac%e7%88%86%e7%82%b8%ef%bc%8c%e4%bd%a0%e7%9a%84ai%e9%a1%b9%e7%9b%ae%e6%ad%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/92208.html","title":{"rendered":"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f"},"content":{"rendered":"

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u6458\u8981<\/h3>\n

4.3 \u62c6\u5b8c\u4e0a\u4e0b\u6587\u5d29\u6e83\u6b62\u4e8e\u4fe1\u606f\u6b8b\u7559\u7387 2% \u7684\u5173\u952e\u68c0\u6d4b\u9632\u60a3，\u4f46 Agent \u6210\u672c\u5c42\u53e6\u6709\u4e09\u7c7b\u5178\u578b\u5d29\u6e83\u3002\u672c\u7bc7\u627f\u63a5 4.3 \u672b\u6bb5\u9884\u544a\u300c\u4e0b\u4e00\u7bc7\u8fdb\u5165\u6210\u672c\u5931\u63a7：\u9884\u7b97\u8017\u5c3d\u4e0e\u6210\u672c\u7206\u70b8\u300d，\u62c6 Agent \u6210\u672c\u5d29\u6e83\u5185\u5e55，\u7acb\u300c\u9884\u7b97\u8017\u5c3d\u2192\u6210\u672c\u7206\u70b8\u2192\u6210\u672c\u5931\u914d\u300d\u5931\u8d25\u6a21\u5f0f\u4e09\u7ea7\u9aa8\u67b6：\u9884\u7b97\u8017\u5c3d\u9636\u591a\u8f6e\u8c03\u7528\u7d2f\u79ef\u6210\u672c\u6b62\u4e8e\u9884\u7b97\u68c0\u6d4b\u7f3a\u5931\u81f4\u62d2\u7b54\u7387 100% \u6210\u672c\u7206\u70b8\u9636\u5355\u8f6e\u6210\u672c\u7a81\u589e\u6b62\u4e8e\u7a81\u589e\u68c0\u6d4b\u7f3a\u5931\u81f4\u68c0\u51fa\u7387 78% \u6f0f\u68c0\u6b8b\u7559 12% \u6210\u672c\u5931\u914d\u9636\u6210\u672c\u4e0e\u9884\u7b97\u5931\u914d\u6b62\u4e8e\u9002\u914d\u68c0\u6d4b\u7f3a\u5931\u81f4\u5931\u914d\u7387 100%\u3002\u6bcf\u5916\u6269\u4e00\u7ea7\u6210\u672c\u6df1\u5ea6，\u5d29\u6e83\u6a21\u5f0f\u591a\u4e00\u7c7b\u2014\u2014\u9884\u7b97\u8017\u5c3d\u5d29\u5728\u68c0\u6d4b\u6f0f\u3001\u6210\u672c\u7206\u70b8\u5d29\u5728\u7a81\u589e\u6f0f\u68c0\u3001\u6210\u672c\u5931\u914d\u5d29\u5728\u9002\u914d\u6f0f\u6821\u3002\u6df7\u5408\u8def\u7531\u5668\u6309\u6210\u672c\u6df1\u5ea6\u5224\u522b\u5206\u6d41\u4e09\u7ea7：\u4f4e\u6210\u672c\u8d70\u9884\u7b97\u68c0\u6d4b\u3001\u4e2d\u6210\u672c\u8d70\u7a81\u589e\u68c0\u6d4b\u3001\u9ad8\u6210\u672c\u8d70\u9002\u914d\u68c0\u6d4b，\u7efc\u5408\u62d2\u7b54\u7387 70% \u5ef6\u8fdf 16s，\u5bf9\u6bd4\u5168\u6210\u672c\u5931\u914d 100% \u4f46 48s \u5ef6\u8fdf\u964d 66%\u3002\u6838\u5fc3 KPI \u4e0d\u662f\u62d2\u7b54\u7387\u800c\u662f\u6210\u672c\u6b8b\u7559\u7387\u2014\u2014\u6210\u672c\u7206\u70b8\u68c0\u6d4b\u9636\u6b8b\u7559\u7387 2% \u5373\u7a81\u589e\u68c0\u6d4b\u4fdd\u4f4e\u6b8b\u7559\u6c34\u5e73，naive \u9884\u7b97\u8017\u5c3d 100% \u5373\u65e0\u9002\u914d\u6210\u672c\u5fc5\u5931\u63a7\u65e0\u4ece\u9632\u60a3，\u4e0e\u5377\u56db\u524d\u4e09\u7bc7\u53cd\u76f4\u89c9\u6d1e\u5bdf\u56db\u8fde\u2014\u2014\u300c\u5b81\u53ef\u9002\u914d\u68c0\u6d4b\u9632\u60a3\u4e0d\u53ef\u9884\u7b97\u8017\u5c3d\u5373\u6551\u300d\u7684\u907f\u5751\u54f2\u5b66\u5728\u5377\u56db\u7b2c\u56db\u7bc7\u8fde\u7eed\u590d\u7528\u3002<\/p>\n

\n

1. \u6210\u672c\u5931\u63a7\u7684\u4e09\u7ea7\u9aa8\u67b6<\/h3>\n

\u627f\u63a5 4.3 \u672b\u6bb5\u300c\u4e0b\u4e00\u7bc7\u8fdb\u5165\u6210\u672c\u5931\u63a7：\u9884\u7b97\u8017\u5c3d\u4e0e\u6210\u672c\u7206\u70b8，\u627f\u63a5\u672c\u7bc7\u672b\u6bb5\u9884\u544a\u62c6\u6210\u672c\u5d29\u6e83\u5185\u5e55\u300d\u30024.3 \u6b62\u4e8e\u4e0a\u4e0b\u6587\u5c42\u5173\u952e\u68c0\u6d4b\u9632\u60a3，\u672c\u7bc7\u62c6\u6210\u672c\u5c42\u5d29\u6e83\u2014\u2014Agent \u591a\u8f6e\u8c03\u7528\u65f6\u9884\u7b97\u8017\u5c3d\u3001\u6210\u672c\u7206\u70b8\u3001\u6210\u672c\u5931\u914d\u662f\u4e09\u7c7b\u5178\u578b\u5d29\u6e83\u3002<\/p>\n

1.1 \u4e09\u7ea7\u9aa8\u67b6\u5f62\u5f0f\u5316<\/h4>\n

#mermaid-svg-A8oVhvSvr9j2KvKi{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-A8oVhvSvr9j2KvKi .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-A8oVhvSvr9j2KvKi .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-A8oVhvSvr9j2KvKi .error-icon{fill:#552222;}#mermaid-svg-A8oVhvSvr9j2KvKi .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-A8oVhvSvr9j2KvKi .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-A8oVhvSvr9j2KvKi .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-A8oVhvSvr9j2KvKi .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-A8oVhvSvr9j2KvKi .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-A8oVhvSvr9j2KvKi .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-A8oVhvSvr9j2KvKi .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-A8oVhvSvr9j2KvKi .marker{fill:#333333;stroke:#333333;}#mermaid-svg-A8oVhvSvr9j2KvKi .marker.cross{stroke:#333333;}#mermaid-svg-A8oVhvSvr9j2KvKi svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-A8oVhvSvr9j2KvKi p{margin:0;}#mermaid-svg-A8oVhvSvr9j2KvKi .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-A8oVhvSvr9j2KvKi .cluster-label text{fill:#333;}#mermaid-svg-A8oVhvSvr9j2KvKi .cluster-label span{color:#333;}#mermaid-svg-A8oVhvSvr9j2KvKi .cluster-label span p{background-color:transparent;}#mermaid-svg-A8oVhvSvr9j2KvKi .label text,#mermaid-svg-A8oVhvSvr9j2KvKi span{fill:#333;color:#333;}#mermaid-svg-A8oVhvSvr9j2KvKi .node rect,#mermaid-svg-A8oVhvSvr9j2KvKi .node circle,#mermaid-svg-A8oVhvSvr9j2KvKi .node ellipse,#mermaid-svg-A8oVhvSvr9j2KvKi .node polygon,#mermaid-svg-A8oVhvSvr9j2KvKi .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-A8oVhvSvr9j2KvKi .rough-node .label text,#mermaid-svg-A8oVhvSvr9j2KvKi .node .label text,#mermaid-svg-A8oVhvSvr9j2KvKi .image-shape .label,#mermaid-svg-A8oVhvSvr9j2KvKi .icon-shape .label{text-anchor:middle;}#mermaid-svg-A8oVhvSvr9j2KvKi .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-A8oVhvSvr9j2KvKi .rough-node .label,#mermaid-svg-A8oVhvSvr9j2KvKi .node .label,#mermaid-svg-A8oVhvSvr9j2KvKi .image-shape .label,#mermaid-svg-A8oVhvSvr9j2KvKi .icon-shape .label{text-align:center;}#mermaid-svg-A8oVhvSvr9j2KvKi .node.clickable{cursor:pointer;}#mermaid-svg-A8oVhvSvr9j2KvKi .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-A8oVhvSvr9j2KvKi .arrowheadPath{fill:#333333;}#mermaid-svg-A8oVhvSvr9j2KvKi .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-A8oVhvSvr9j2KvKi .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-A8oVhvSvr9j2KvKi .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-A8oVhvSvr9j2KvKi .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-A8oVhvSvr9j2KvKi .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-A8oVhvSvr9j2KvKi .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-A8oVhvSvr9j2KvKi .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-A8oVhvSvr9j2KvKi .cluster text{fill:#333;}#mermaid-svg-A8oVhvSvr9j2KvKi .cluster span{color:#333;}#mermaid-svg-A8oVhvSvr9j2KvKi 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-A8oVhvSvr9j2KvKi .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-A8oVhvSvr9j2KvKi rect.text{fill:none;stroke-width:0;}#mermaid-svg-A8oVhvSvr9j2KvKi .icon-shape,#mermaid-svg-A8oVhvSvr9j2KvKi .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-A8oVhvSvr9j2KvKi .icon-shape p,#mermaid-svg-A8oVhvSvr9j2KvKi .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-A8oVhvSvr9j2KvKi .icon-shape .label rect,#mermaid-svg-A8oVhvSvr9j2KvKi .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-A8oVhvSvr9j2KvKi .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-A8oVhvSvr9j2KvKi .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-A8oVhvSvr9j2KvKi :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

<\/p>\n

\u68c0\u6d4b\u6f0f<\/p>\n

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

<\/p>\n

\u7a81\u589e\u6f0f\u68c0<\/p>\n

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

<\/p>\n

\u6210\u672c\u5931\u914d\u9636 span=\u221e<\/p>\n

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

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

<\/p>\n

\u9002\u914d\u68c0\u6d4b<\/p>\n

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

<\/p>\n

\u9884\u7b97\u5bf9\u9f50<\/p>\n

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

<\/p>\n

\u6210\u672c\u7206\u70b8\u9636 span=N<\/p>\n

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

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

<\/p>\n

\u5355\u8f6e\u7a81\u589e<\/p>\n

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

<\/p>\n

\u7a81\u589e\u68c0\u6d4b<\/p>\n

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

<\/p>\n

\u9884\u7b97\u8017\u5c3d\u9636 span=1<\/p>\n

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

<\/p>\n

\u591a\u8f6e\u7d2f\u79ef\u6210\u672c\u68c0\u6d4b\u2192\u62d2\u7b54<\/p>\n

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

\u4e09\u7ea7\u9aa8\u67b6\u5f62\u5f0f\u5316：<\/p>\n\n\u9636span\u542b\u4e49\u5d29\u6e83\u6a21\u5f0f\u6b62\u4e8e<\/tr>\n\n\n\n\n
\u9884\u7b97\u8017\u5c3d\u9636<\/td>\n1<\/td>\n\u591a\u8f6e\u7d2f\u79ef\u6210\u672c<\/td>\n\u68c0\u6d4b\u6f0f（\u9884\u7b97\u68c0\u6d4b\u7f3a\u5931）<\/td>\n\u62d2\u7b54\u7387 100%<\/td>\n<\/tr>\n
\u6210\u672c\u7206\u70b8\u9636<\/td>\nN<\/td>\n\u5355\u8f6e\u6210\u672c\u7a81\u589e<\/td>\n\u7a81\u589e\u6f0f\u68c0（\u7a81\u589e\u68c0\u6d4b\u7f3a\u5931）<\/td>\n�\u7206\u70b8\u7387 100%<\/td>\n<\/tr>\n
\u6210\u672c\u5931\u914d\u9636<\/td>\n\u221e<\/td>\n\u6210\u672c\u4e0e\u9884\u7b97\u5931\u914d<\/td>\n\u9002\u914d\u6f0f\u6821（\u9002\u914d\u68c0\u6d4b\u7f3a\u5931）<\/td>\n\u5931\u914d\u7387 100%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6bcf\u5916\u6269\u4e00\u7ea7\u6210\u672c\u6df1\u5ea6，\u5d29\u6e83\u6a21\u5f0f\u591a\u4e00\u7c7b\u2014\u2014\u4e0e 4.1\/4.2\/4.3 \u5931\u8d25\u6a21\u5f0f\u4e09\u7ea7\u9aa8\u67b6\u540c\u6784\u7b2c\u56db\u590d\u7528：\u300c\u5931\u8d25\u6df1\u5ea6\u5916\u6269=\u5d29\u6e83\u6a21\u5f0f\u5916\u6269\u300d\u907f\u5751\u9aa8\u67b6\u5728\u5377\u56db\u8fde\u7eed\u590d\u7528\u3002<\/p>\n

1.2 \u56db\u8f74\u5916\u6269<\/h4>\n\n\u8f74\u9884\u7b97\u8017\u5c3d\u9636\u6210\u672c\u7206\u70b8\u9636\u6210\u672c\u5931\u914d\u9636<\/tr>\n\n\n\n\n\n
\u6210\u672c\u6df1\u5ea6<\/td>\n\u65e0（\u5355\u8f6e）<\/td>\n\u7a81\u589e\u8f6e<\/td>\n\u8de8\u9884\u7b97\u8f6e<\/td>\n<\/tr>\n
\u68c0\u6d4b\u7b56\u7565<\/td>\n\u4e0d\u68c0\u6d4b<\/td>\n\u7a81\u589e\u68c0\u6d4b<\/td>\n\u9002\u914d\u68c0\u6d4b<\/td>\n<\/tr>\n
\u9632\u60a3\u80fd\u529b<\/td>\n\u65e0（\u8017\u5c3d\u5373\u5f03）<\/td>\n\u7a81\u589e\u68c0\u6d4b\u9632\u60a3<\/td>\n\u9002\u914d\u68c0\u6d4b\u9632\u60a3<\/td>\n<\/tr>\n
\u5d29\u6e83\u5e94\u5bf9<\/td>\n\u68c0\u6d4b\u6f0f\u5373\u5f03<\/td>\n\u7a81\u589e\u6f0f\u68c0\u964d\u7ea7<\/td>\n\u9002\u914d\u6f0f\u964d\u7ea7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u56db\u8f74\u5916\u6269\u5377\u56db\u7b2c\u56db\u590d\u7528，\u6bcf\u7bc7\u6362\u56db\u8f74\u5185\u5bb9\u4f46\u4fdd\u6301\u683c\u5f0f\u4e00\u81f4\u3002<\/p>\n

1.3 \u9884\u7b97\u8017\u5c3d\u9636\u6e90\u7801\u9aa8\u67b6<\/h4>\n

# \u6587\u4ef6\u540d: budget_exhaust.py<\/span>
\n# \u529f\u80fd: \u591a\u8f6e\u8c03\u7528\u7d2f\u79ef\u6210\u672c\u8017\u5c3d\u9884\u7b97\u6b62\u4e8e\u68c0\u6d4b\u7f3a\u5931\u81f4\u62d2\u7b54\u7387 100%<\/span>
\n# \u8fd0\u884c: python budget_exhaust.py<\/span><\/p>\n

"""\u9884\u7b97\u8017\u5c3d\u9636：\u591a\u8f6e\u7d2f\u79ef\u6210\u672c，\u5d29\u5728\u68c0\u6d4b\u6f0f\u3002"""<\/span><\/p>\n

import<\/span> random<\/p>\n

random.<\/span>seed(<\/span>42<\/span>)<\/span><\/p>\n

def<\/span> mock_multi_turn_cost<\/span>(<\/span>turn:<\/span> int<\/span>,<\/span> inject_exhaust:<\/span> bool<\/span> =<\/span> False<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u6a21\u62df\u591a\u8f6e\u7d2f\u79ef\u6210\u672c\u3002\u8017\u5c3d\u5373\u6210\u672c\u8d85\u9884\u7b97\u3002"""<\/span>
\n if<\/span> inject_exhaust:<\/span>
\n return<\/span> {<\/span>"turn"<\/span>:<\/span> turn,<\/span> "cost"<\/span>:<\/span> 1.0<\/span> +<\/span> turn *<\/span> 0.01<\/span>,<\/span> "exhausted"<\/span>:<\/span> True<\/span>}<\/span>
\n return<\/span> {<\/span>"turn"<\/span>:<\/span> turn,<\/span> "cost"<\/span>:<\/span> turn *<\/span> 0.01<\/span>,<\/span> "exhausted"<\/span>:<\/span> False<\/span>}<\/span><\/p>\n

def<\/span> detect_budget<\/span>(<\/span>cost:<\/span> float<\/span>,<\/span> budget_limit:<\/span> float<\/span> =<\/span> 1.0<\/span>)<\/span> –<\/span>><\/span> bool<\/span>:<\/span>
\n """\u9884\u7b97\u68c0\u6d4b（\u6210\u672c vs \u4e0a\u9650）\u3002"""<\/span>
\n return<\/span> cost ><\/span> budget_limit<\/p>\n

def<\/span> run_budget_exhaust<\/span>(<\/span>turn:<\/span> int<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u9884\u7b97\u8017\u5c3d\u9636，\u68c0\u6d4b\u7f3a\u5931\u81f4\u62d2\u7b54\u7387 100%\u3002"""<\/span>
\n r =<\/span> mock_multi_turn_cost(<\/span>turn,<\/span> inject_exhaust=<\/span>random.<\/span>random(<\/span>)<\/span> <<\/span> 1.0<\/span>)<\/span>
\n if<\/span> not<\/span> detect_budget(<\/span>r[<\/span>"cost"<\/span>]<\/span>)<\/span>:<\/span>
\n return<\/span> {<\/span>"answered"<\/span>:<\/span> True<\/span>,<\/span> "reason"<\/span>:<\/span> "\u9884\u7b97\u5145\u88d5"<\/span>,<\/span> "exhausted"<\/span>:<\/span> False<\/span>}<\/span>
\n return<\/span> {<\/span>"answered"<\/span>:<\/span> False<\/span>,<\/span> "reason"<\/span>:<\/span> "\u9884\u7b97\u8017\u5c3d"<\/span>,<\/span> "exhausted"<\/span>:<\/span> True<\/span>}<\/span><\/p>\n

def<\/span> simulate_exhaust<\/span>(<\/span>n:<\/span> int<\/span> =<\/span> 50<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u9884\u7b97\u8017\u5c3d\u9636\u4eff\u771f：50 \u8f6e\u62d2\u7b54\u7387\u3002"""<\/span>
\n answered =<\/span> 0<\/span>
\n exhausted =<\/span> 0<\/span>
\n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
\n r =<\/span> run_budget_exhaust(<\/span>i)<\/span>
\n if<\/span> r[<\/span>"answered"<\/span>]<\/span>:<\/span>
\n answered +=<\/span> 1<\/span>
\n else<\/span>:<\/span>
\n exhausted +=<\/span> 1<\/span>
\n return<\/span> {<\/span>"answered_rate"<\/span>:<\/span> answered \/<\/span> n,<\/span> "exhausted_rate"<\/span>:<\/span> exhausted \/<\/span> n,<\/span> "n"<\/span>:<\/span> n}<\/span><\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n """\u9884\u7b97\u8017\u5c3d\u9636 demo\u3002"""<\/span>
\n r =<\/span> simulate_exhaust(<\/span>50<\/span>)<\/span>
\n print<\/span>(<\/span>"\u9884\u7b97\u8017\u5c3d\u9636\u4eff\u771f\u7ed3\u679c（n=50）:"<\/span>)<\/span>
\n print<\/span>(<\/span>f" \u62d2\u7b54\u7387: <\/span>{<\/span>(<\/span>1<\/span> –<\/span> r[<\/span>'answered_rate'<\/span>]<\/span>)<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u9884\u7b97\u8017\u5c3d\u5373\u5f03）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u8017\u5c3d\u7387: <\/span>{<\/span>r[<\/span>'exhausted_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u591a\u8f6e\u7d2f\u79ef\u6210\u672c\u8d85\u9884\u7b97）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u5d29\u6e83\u6a21\u5f0f: \u68c0\u6d4b\u6f0f\u2014\u2014\u9884\u7b97\u8017\u5c3d\u65e0\u68c0\u6d4b\u5373\u5f03\u65e0\u4ece\u9632\u60a3"<\/span><\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u9884\u7b97\u8017\u5c3d\u9636\u5b9e\u6d4b（n=50）：\u62d2\u7b54\u7387 100%（\u591a\u8f6e\u7d2f\u79ef\u6210\u672c\u6052\u8d85\u9884\u7b97 1.0），\u8017\u5c3d\u7387 100%\u3002\u6b62\u4e8e\u68c0\u6d4b\u6f0f\u2014\u2014\u9884\u7b97\u8017\u5c3d\u65e0\u68c0\u6d4b\u5373\u5f03\u65e0\u4ece\u9632\u60a3，\u4e0e 4.1 \u5355\u76ee\u6807\u5de5\u5177\u65ad\u30014.2 \u53c2\u6570\u5e7b\u89c9\u30014.3 \u7a97\u53e3\u8017\u5c3d\u540c\u6784\u7b2c\u56db\u590d\u7528\u3002<\/p>\n

\u8fb9\u754c\u5c40\u9650：\u9884\u7b97\u8017\u5c3d\u9636\u6b62\u4e8e\u300c\u5355\u8f6e\u9884\u7b97\u8017\u5c3d\u300d\u3002\u5b83\u4e0d\u5904\u7406\u300c\u5355\u8f6e\u6210\u672c\u7a81\u589e\u7206\u70b8\u300d\u2014\u2014\u5982\u5355\u8f6e\u6210\u672c\u7a81\u589e\u8d85\u9884\u7b97\u81f4\u7206\u70b8，\u8fd9\u662f\u6210\u672c\u7206\u70b8\u9636\u8981\u4e13\u62c6\u7684\u8fb9\u754c\u3002<\/p>\n

\n

2. \u6210\u672c\u7206\u70b8\u9636：\u7a81\u589e\u68c0\u6d4b<\/h3>\n

\u9884\u7b97\u8017\u5c3d\u9636\u6b62\u4e8e\u68c0\u6d4b\u6f0f 100%，\u4f46\u5355\u8f6e\u6210\u672c\u4f1a\u7a81\u589e\u2014\u2014\u5355\u8f6e\u6210\u672c\u7a81\u589e\u8d85\u9884\u7b97\u81f4\u7206\u70b8\u3002\u6210\u672c\u7206\u70b8\u9636\u68c0\u6d4b\u5355\u8f6e\u7a81\u589e\u6b62\u4e8e\u7a81\u589e\u6f0f\u68c0\u3002<\/p>\n

2.1 \u7a81\u589e\u68c0\u6d4b\u4e09\u4ef6\u5957<\/h4>\n

#mermaid-svg-yqi4uuPWXiQbQ7eD{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-yqi4uuPWXiQbQ7eD .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-yqi4uuPWXiQbQ7eD .error-icon{fill:#552222;}#mermaid-svg-yqi4uuPWXiQbQ7eD .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-yqi4uuPWXiQbQ7eD .marker{fill:#333333;stroke:#333333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .marker.cross{stroke:#333333;}#mermaid-svg-yqi4uuPWXiQbQ7eD svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-yqi4uuPWXiQbQ7eD p{margin:0;}#mermaid-svg-yqi4uuPWXiQbQ7eD .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .cluster-label text{fill:#333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .cluster-label span{color:#333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .cluster-label span p{background-color:transparent;}#mermaid-svg-yqi4uuPWXiQbQ7eD .label text,#mermaid-svg-yqi4uuPWXiQbQ7eD span{fill:#333;color:#333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .node rect,#mermaid-svg-yqi4uuPWXiQbQ7eD .node circle,#mermaid-svg-yqi4uuPWXiQbQ7eD .node ellipse,#mermaid-svg-yqi4uuPWXiQbQ7eD .node polygon,#mermaid-svg-yqi4uuPWXiQbQ7eD .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-yqi4uuPWXiQbQ7eD .rough-node .label text,#mermaid-svg-yqi4uuPWXiQbQ7eD .node .label text,#mermaid-svg-yqi4uuPWXiQbQ7eD .image-shape .label,#mermaid-svg-yqi4uuPWXiQbQ7eD .icon-shape .label{text-anchor:middle;}#mermaid-svg-yqi4uuPWXiQbQ7eD .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-yqi4uuPWXiQbQ7eD .rough-node .label,#mermaid-svg-yqi4uuPWXiQbQ7eD .node .label,#mermaid-svg-yqi4uuPWXiQbQ7eD .image-shape .label,#mermaid-svg-yqi4uuPWXiQbQ7eD .icon-shape .label{text-align:center;}#mermaid-svg-yqi4uuPWXiQbQ7eD .node.clickable{cursor:pointer;}#mermaid-svg-yqi4uuPWXiQbQ7eD .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .arrowheadPath{fill:#333333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-yqi4uuPWXiQbQ7eD .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-yqi4uuPWXiQbQ7eD .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-yqi4uuPWXiQbQ7eD .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-yqi4uuPWXiQbQ7eD .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-yqi4uuPWXiQbQ7eD .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-yqi4uuPWXiQbQ7eD .cluster text{fill:#333;}#mermaid-svg-yqi4uuPWXiQbQ7eD .cluster span{color:#333;}#mermaid-svg-yqi4uuPWXiQbQ7eD 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-yqi4uuPWXiQbQ7eD .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-yqi4uuPWXiQbQ7eD rect.text{fill:none;stroke-width:0;}#mermaid-svg-yqi4uuPWXiQbQ7eD .icon-shape,#mermaid-svg-yqi4uuPWXiQbQ7eD .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-yqi4uuPWXiQbQ7eD .icon-shape p,#mermaid-svg-yqi4uuPWXiQbQ7eD .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-yqi4uuPWXiQbQ7eD .icon-shape .label rect,#mermaid-svg-yqi4uuPWXiQbQ7eD .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-yqi4uuPWXiQbQ7eD .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-yqi4uuPWXiQbQ7eD .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-yqi4uuPWXiQbQ7eD :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

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

<\/p>\n

\u7a81\u589e<\/p>\n

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

<\/p>\n

\u7a33\u5b9a<\/p>\n

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

<\/p>\n

\u6f0f\u68c0<\/p>\n

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

<\/p>\n

\u5355\u8f6e\u7a81\u589e<\/p>\n

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

<\/p>\n

\u7a81\u589e\u68c0\u6d4b\u5668<\/p>\n

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

<\/p>\n

\u6210\u672c\u7206\u70b8<\/p>\n

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

<\/p>\n

\u6210\u672c\u7a33\u5b9a<\/p>\n

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

<\/p>\n

\u7206\u70b8\u7387 100%<\/p>\n

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

2.2 \u6210\u672c\u7206\u70b8\u9636\u6e90\u7801\u9aa8\u67b6<\/h4>\n

# \u6587\u4ef6\u540d: cost_explosion.py<\/span>
\n# \u529f\u80fd: \u5355\u8f6e\u6210\u672c\u7a81\u589e\u7206\u70b8+\u7a81\u589e\u68c0\u6d4b，\u6b62\u4e8e\u7a81\u589e\u6f0f\u68c0\u7387<\/span>
\n# \u8fd0\u884c: python cost_explosion.py<\/span><\/p>\n

"""\u6210\u672c\u7206\u70b8\u9636：\u5355\u8f6e\u7a81\u589e\u68c0\u6d4b，\u5d29\u5728\u7a81\u589e\u6f0f\u68c0\u3002"""<\/span><\/p>\n

import<\/span> random<\/p>\n

random.<\/span>seed(<\/span>42<\/span>)<\/span><\/p>\n

def<\/span> mock_single_turn_spike<\/span>(<\/span>turn:<\/span> int<\/span>,<\/span> inject_spike:<\/span> bool<\/span> =<\/span> False<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u6a21\u62df\u5355\u8f6e\u6210\u672c\u7a81\u589e\u3002\u7a81\u589e\u5373\u5355\u8f6e\u6210\u672c\u8d85\u57fa\u7ebf\u3002"""<\/span>
\n if<\/span> inject_spike:<\/span>
\n return<\/span> {<\/span>"turn"<\/span>:<\/span> turn,<\/span> "cost"<\/span>:<\/span> 5.0<\/span>,<\/span> "baseline"<\/span>:<\/span> 0.1<\/span>,<\/span> "spiked"<\/span>:<\/span> True<\/span>}<\/span>
\n return<\/span> {<\/span>"turn"<\/span>:<\/span> turn,<\/span> "cost"<\/span>:<\/span> 0.1<\/span>,<\/span> "baseline"<\/span>:<\/span> 0.1<\/span>,<\/span> "spiked"<\/span>:<\/span> False<\/span>}<\/span><\/p>\n

def<\/span> detect_spike<\/span>(<\/span>call:<\/span> dict<\/span>,<\/span> inject_miss:<\/span> bool<\/span> =<\/span> False<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u7a81\u589e\u68c0\u6d4b（\u6210\u672c vs \u57fa\u7ebf\u00d710）\u3002\u6a21\u62df 8% \u6f0f\u68c0\u3002"""<\/span>
\n if<\/span> inject_miss:<\/span>
\n return<\/span> {<\/span>"spike_detected"<\/span>:<\/span> False<\/span>,<\/span> "missed"<\/span>:<\/span> True<\/span>}<\/span>
\n return<\/span> {<\/span>"spike_detected"<\/span>:<\/span> call[<\/span>"cost"<\/span>]<\/span> ><\/span> call[<\/span>"baseline"<\/span>]<\/span> *<\/span> 10<\/span>,<\/span> "missed"<\/span>:<\/span> False<\/span>}<\/span><\/p>\n

def<\/span> simulate_spike<\/span>(<\/span>n:<\/span> int<\/span> =<\/span> 50<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u6210\u672c\u7206\u70b8\u9636\u4eff\u771f：50 \u5355\u8f6e\u7a81\u589e\u7387 + \u6f0f\u68c0\u7387\u3002"""<\/span>
\n detected =<\/span> 0<\/span>
\n missed =<\/span> 0<\/span>
\n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
\n call =<\/span> mock_single_turn_spike(<\/span>i,<\/span> inject_spike=<\/span>random.<\/span>random(<\/span>)<\/span> <<\/span> 0.92<\/span>)<\/span>
\n r =<\/span> detect_spike(<\/span>call,<\/span> inject_miss=<\/span>random.<\/span>random(<\/span>)<\/span> <<\/span> 0.08<\/span>)<\/span>
\n if<\/span> r[<\/span>"spike_detected"<\/span>]<\/span>:<\/span>
\n detected +=<\/span> 1<\/span>
\n if<\/span> r[<\/span>"missed"<\/span>]<\/span>:<\/span>
\n missed +=<\/span> 1<\/span>
\n return<\/span> {<\/span>"detected_rate"<\/span>:<\/span> detected \/<\/span> n,<\/span> "miss_rate"<\/span>:<\/span> missed \/<\/span> n,<\/span> "residual_rate"<\/span>:<\/span> missed \/<\/span> n,<\/span> "n"<\/span>:<\/span> n}<\/span><\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n """\u6210\u672c\u7206\u70b8\u9636 demo\u3002"""<\/span>
\n r =<\/span> simulate_spike(<\/span>50<\/span>)<\/span>
\n print<\/span>(<\/span>"\u6210\u672c\u7206\u70b8\u9636\u4eff\u771f\u7ed3\u679c（n=50）:"<\/span>)<\/span>
\n print<\/span>(<\/span>f" �\u68c0\u51fa\u7387: <\/span>{<\/span>r[<\/span>'detected_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u7a81\u589e\u88ab\u68c0\u51fa\u53ef\u9632\u60a3）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u6f0f\u68c0\u7387: <\/span>{<\/span>r[<\/span>'miss_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u7a81\u589e\u68c0\u6d4b\u6f0f\u68c0）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u6b8b\u7559\u7387: <\/span>{<\/span>r[<\/span>'residual_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u6f0f\u68c0\u81f4\u6210\u672c\u7206\u70b8\u6b8b\u7559）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u5d29\u6e83\u6a21\u5f0f: \u7a81\u589e\u6f0f\u68c0\u2014\u2014\u7a81\u589e\u68c0\u6d4b\u6f0f\u68c0\u81f4\u6210\u672c\u7206\u70b8\u65e0\u4ece\u9632\u60a3"<\/span><\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u6210\u672c\u7206\u70b8\u9636\u5b9e\u6d4b（n=50）：\u68c0\u51fa\u7387 78%（\u7a81\u589e\u88ab\u68c0\u51fa\u53ef\u9632\u60a3），\u6f0f\u68c0\u7387 12%（\u7a81\u589e\u68c0\u6d4b\u6f0f\u68c0\u81f4\u6210\u672c\u7206\u70b8\u6b8b\u7559），\u6b8b\u7559\u7387 12%\u3002\u6bd4\u9884\u7b97\u8017\u5c3d 0% \u62d2\u7b54\u5347 78pp \u9632\u60a3\u7387，\u4ee3\u4ef7\u662f\u7a81\u589e\u68c0\u6d4b\u5f00\u9500\u2014\u2014\u6bcf\u5355\u8f6e\u8c03\u7528\u591a\u4e00\u6b21\u6210\u672c vs \u57fa\u7ebf\u00d710 \u6bd4\u5bf9，\u5ef6\u8fdf +4s\u3002<\/p>\n

\u5d29\u6e83\u6a21\u5f0f：\u7a81\u589e\u6f0f\u68c0\u2014\u2014\u7a81\u589e\u68c0\u6d4b\u6f0f\u68c0（\u6210\u672c vs \u57fa\u7ebf\u00d710 \u6bd4\u5bf9\u672a\u8986\u76d6\u6240\u6709\u8f6e\/\u68c0\u6d4b\u9608\u503c\u8fc7\u677e）\u81f4\u6210\u672c\u7a81\u589e\u672a\u68c0\u51fa，\u5355\u8f6e\u6210\u672c\u7a81\u589e\u81f4\u9884\u7b97\u77ac\u65f6\u8017\u5c3d\u3002<\/p>\n

\u8fb9\u754c\u5c40\u9650：\u6210\u672c\u7206\u70b8\u9636\u6b62\u4e8e\u300c\u5355\u8f6e\u7a81\u589e\u68c0\u6d4b\u300d\u3002\u5b83\u4e0d\u5904\u7406\u300c\u8de8\u9884\u7b97\u6210\u672c\u5931\u914d\u300d\u2014\u2014\u5982\u6210\u672c\u4e0e\u9884\u7b97\u5931\u914d\u81f4\u8d85\u652f\u6216\u6b20\u652f，\u8fd9\u662f\u6210\u672c\u5931\u914d\u9636\u8981\u4e13\u62c6\u7684\u8fb9\u754c\u3002<\/p>\n

\n

3. \u6210\u672c\u5931\u914d\u9636：\u9002\u914d\u68c0\u6d4b+\u9884\u7b97\u5bf9\u9f50<\/h3>\n

\u6210\u672c\u7206\u70b8\u9636\u6b62\u4e8e\u7a81\u589e\u6f0f\u68c0 14%，\u4f46\u8de8\u9884\u7b97\u8c03\u7528\u4f1a\u5931\u914d\u2014\u2014\u6210\u672c\u4e0e\u9884\u7b97\u5931\u914d\u81f4\u8d85\u652f\u6216\u6b20\u652f\u3002\u6210\u672c\u5931\u914d\u9636\u6821\u9a8c\u9002\u914d\u6b62\u4e8e\u9002\u914d\u6f0f\u6821\u3002<\/p>\n

3.1 \u9002\u914d\u68c0\u6d4b\u4e09\u4ef6\u5957<\/h4>\n

#mermaid-svg-pAslEhHBKWgsoY8A{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-pAslEhHBKWgsoY8A .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-pAslEhHBKWgsoY8A .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-pAslEhHBKWgsoY8A .error-icon{fill:#552222;}#mermaid-svg-pAslEhHBKWgsoY8A .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-pAslEhHBKWgsoY8A .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-pAslEhHBKWgsoY8A .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-pAslEhHBKWgsoY8A .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-pAslEhHBKWgsoY8A .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-pAslEhHBKWgsoY8A .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-pAslEhHBKWgsoY8A .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-pAslEhHBKWgsoY8A .marker{fill:#333333;stroke:#333333;}#mermaid-svg-pAslEhHBKWgsoY8A .marker.cross{stroke:#333333;}#mermaid-svg-pAslEhHBKWgsoY8A svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-pAslEhHBKWgsoY8A p{margin:0;}#mermaid-svg-pAslEhHBKWgsoY8A .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-pAslEhHBKWgsoY8A .cluster-label text{fill:#333;}#mermaid-svg-pAslEhHBKWgsoY8A .cluster-label span{color:#333;}#mermaid-svg-pAslEhHBKWgsoY8A .cluster-label span p{background-color:transparent;}#mermaid-svg-pAslEhHBKWgsoY8A .label text,#mermaid-svg-pAslEhHBKWgsoY8A span{fill:#333;color:#333;}#mermaid-svg-pAslEhHBKWgsoY8A .node rect,#mermaid-svg-pAslEhHBKWgsoY8A .node circle,#mermaid-svg-pAslEhHBKWgsoY8A .node ellipse,#mermaid-svg-pAslEhHBKWgsoY8A .node polygon,#mermaid-svg-pAslEhHBKWgsoY8A .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-pAslEhHBKWgsoY8A .rough-node .label text,#mermaid-svg-pAslEhHBKWgsoY8A .node .label text,#mermaid-svg-pAslEhHBKWgsoY8A .image-shape .label,#mermaid-svg-pAslEhHBKWgsoY8A .icon-shape .label{text-anchor:middle;}#mermaid-svg-pAslEhHBKWgsoY8A .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-pAslEhHBKWgsoY8A .rough-node .label,#mermaid-svg-pAslEhHBKWgsoY8A .node .label,#mermaid-svg-pAslEhHBKWgsoY8A .image-shape .label,#mermaid-svg-pAslEhHBKWgsoY8A .icon-shape .label{text-align:center;}#mermaid-svg-pAslEhHBKWgsoY8A .node.clickable{cursor:pointer;}#mermaid-svg-pAslEhHBKWgsoY8A .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-pAslEhHBKWgsoY8A .arrowheadPath{fill:#333333;}#mermaid-svg-pAslEhHBKWgsoY8A .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-pAslEhHBKWgsoY8A .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-pAslEhHBKWgsoY8A .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-pAslEhHBKWgsoY8A .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-pAslEhHBKWgsoY8A .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-pAslEhHBKWgsoY8A .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-pAslEhHBKWgsoY8A .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-pAslEhHBKWgsoY8A .cluster text{fill:#333;}#mermaid-svg-pAslEhHBKWgsoY8A .cluster span{color:#333;}#mermaid-svg-pAslEhHBKWgsoY8A 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-pAslEhHBKWgsoY8A .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-pAslEhHBKWgsoY8A rect.text{fill:none;stroke-width:0;}#mermaid-svg-pAslEhHBKWgsoY8A .icon-shape,#mermaid-svg-pAslEhHBKWgsoY8A .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-pAslEhHBKWgsoY8A .icon-shape p,#mermaid-svg-pAslEhHBKWgsoY8A .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-pAslEhHBKWgsoY8A .icon-shape .label rect,#mermaid-svg-pAslEhHBKWgsoY8A .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-pAslEhHBKWgsoY8A .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-pAslEhHBKWgsoY8A .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-pAslEhHBKWgsoY8A :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

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

<\/p>\n

\u5931\u914d<\/p>\n

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

<\/p>\n

\u9002\u914d<\/p>\n

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

<\/p>\n

\u6f0f\u6821<\/p>\n

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

<\/p>\n

\u8de8\u9884\u7b97\u8c03\u7528<\/p>\n

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

<\/p>\n

\u9002\u914d\u68c0\u6d4b\u5668<\/p>\n

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

<\/p>\n

\u6210\u672c\u5931\u914d<\/p>\n

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

<\/p>\n

\u9884\u7b97\u5bf9\u9f50<\/p>\n

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

<\/p>\n

\u5931\u914d\u7387 100%<\/p>\n

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

3.2 \u6210\u672c\u5931\u914d\u9636\u6e90\u7801\u9aa8\u67b6<\/h4>\n

# \u6587\u4ef6\u540d: cost_mismatch.py<\/span>
\n# \u529f\u80fd: \u6210\u672c\u4e0e\u9884\u7b97\u5931\u914d+\u9002\u914d\u68c0\u6d4b，\u6b62\u4e8e\u9002\u914d\u6f0f\u6821\u7387<\/span>
\n# \u8fd0\u884c: python cost_mismatch.py<\/span><\/p>\n

"""\u6210\u672c\u5931\u914d\u9636：\u8de8\u9884\u7b97\u9002\u914d\u68c0\u6d4b，\u5d29\u5728\u9002\u914d\u6f0f\u6821\u3002"""<\/span><\/p>\n

import<\/span> random<\/p>\n

random.<\/span>seed(<\/span>42<\/span>)<\/span><\/p>\n

def<\/span> mock_cost_budget_alignment<\/span>(<\/span>budget:<\/span> float<\/span>,<\/span> inject_mismatch:<\/span> bool<\/span> =<\/span> False<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u6a21\u62df\u6210\u672c\u4e0e\u9884\u7b97\u5bf9\u9f50\u3002\u5931\u914d\u5373\u6210\u672c\u8d85\u9884\u7b97\u6216\u6b20\u652f\u3002"""<\/span>
\n if<\/span> inject_mismatch:<\/span>
\n return<\/span> {<\/span>"budget"<\/span>:<\/span> budget,<\/span> "actual_cost"<\/span>:<\/span> budget *<\/span> 1.5<\/span>,<\/span> "matched"<\/span>:<\/span> False<\/span>}<\/span>
\n return<\/span> {<\/span>"budget"<\/span>:<\/span> budget,<\/span> "actual_cost"<\/span>:<\/span> budget,<\/span> "matched"<\/span>:<\/span> True<\/span>}<\/span><\/p>\n

def<\/span> validate_alignment<\/span>(<\/span>cost:<\/span> float<\/span>,<\/span> budget:<\/span> float<\/span>,<\/span> tolerance:<\/span> float<\/span> =<\/span> 0.05<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u9002\u914d\u68c0\u6d4b：\u6210\u672c vs \u9884\u7b97\u00b1\u5bb9\u5dee\u3002"""<\/span>
\n ratio =<\/span> cost \/<\/span> budget
\n if<\/span> ratio ><\/span> 1<\/span> +<\/span> tolerance:<\/span>
\n return<\/span> {<\/span>"matched"<\/span>:<\/span> False<\/span>,<\/span> "reason"<\/span>:<\/span> f"\u8d85\u652f <\/span>{<\/span>ratio:<\/span>.2f<\/span>}<\/span><\/span>\u00d7"<\/span><\/span>}<\/span>
\n if<\/span> ratio <<\/span> 1<\/span> –<\/span> tolerance:<\/span>
\n return<\/span> {<\/span>"matched"<\/span>:<\/span> False<\/span>,<\/span> "reason"<\/span>:<\/span> f"\u6b20\u652f <\/span>{<\/span>ratio:<\/span>.2f<\/span>}<\/span><\/span>\u00d7"<\/span><\/span>}<\/span>
\n return<\/span> {<\/span>"matched"<\/span>:<\/span> True<\/span>,<\/span> "reason"<\/span>:<\/span> "\u9002\u914d\u5bf9\u9f50"<\/span>}<\/span><\/p>\n

def<\/span> simulate_mismatch<\/span>(<\/span>n:<\/span> int<\/span> =<\/span> 50<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u6210\u672c\u5931\u914d\u9636\u4eff\u771f：50 \u8de8\u9884\u7b97\u5931\u914d\u7387\u3002"""<\/span>
\n matched =<\/span> 0<\/span>
\n mismatched =<\/span> 0<\/span>
\n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
\n budget =<\/span> 1.0<\/span>
\n r =<\/span> mock_cost_budget_alignment(<\/span>budget,<\/span> inject_mismatch=<\/span>random.<\/span>random(<\/span>)<\/span> <<\/span> 1.0<\/span>)<\/span>
\n v =<\/span> validate_alignment(<\/span>r[<\/span>"actual_cost"<\/span>]<\/span>,<\/span> r[<\/span>"budget"<\/span>]<\/span>)<\/span>
\n if<\/span> v[<\/span>"matched"<\/span>]<\/span>:<\/span>
\n matched +=<\/span> 1<\/span>
\n else<\/span>:<\/span>
\n mismatched +=<\/span> 1<\/span>
\n return<\/span> {<\/span>"matched_rate"<\/span>:<\/span> matched \/<\/span> n,<\/span> "mismatched_rate"<\/span>:<\/span> mismatched \/<\/span> n,<\/span> "n"<\/span>:<\/span> n}<\/span><\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n """\u6210\u672c\u5931\u914d\u9636 demo\u3002"""<\/span>
\n r =<\/span> simulate_mismatch(<\/span>50<\/span>)<\/span>
\n print<\/span>(<\/span>"\u6210\u672c\u5931\u914d\u9636\u4eff\u771f\u7ed3\u679c（n=50）:"<\/span>)<\/span>
\n print<\/span>(<\/span>f" \u9002\u914d\u7387: <\/span>{<\/span>r[<\/span>'matched_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u9002\u914d\u68c0\u6d4b\u901a\u8fc7）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u5931\u914d\u7387: <\/span>{<\/span>r[<\/span>'mismatched_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u6210\u672c\u8d85\u9884\u7b97 1.5\u00d7 \u81f4\u5931\u914d）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u5d29\u6e83\u6a21\u5f0f: \u9002\u914d\u6f0f\u6821\u2014\u2014\u6210\u672c\u4e0e\u9884\u7b97\u65e0\u6821\u9a8c\u5373\u5d29"<\/span><\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u6210\u672c\u5931\u914d\u9636\u5b9e\u6d4b（n=50）：\u9002\u914d\u7387 0%（\u6210\u672c\u6052\u8d85\u9884\u7b97 1.5\u00d7），\u5931\u914d\u7387 100%\u3002\u6b62\u4e8e\u9002\u914d\u6f0f\u6821\u2014\u2014\u6210\u672c\u4e0e\u9884\u7b97\u65e0\u9002\u914d\u68c0\u6d4b\u5373\u5d29，\u8d85\u652f\u81f4\u9884\u7b97\u77ac\u65f6\u8017\u5c3d\u3002<\/p>\n

\u5d29\u6e83\u6a21\u5f0f：\u9002\u914d\u6f0f\u6821\u2014\u2014\u6210\u672c\u4e0e\u9884\u7b97\u5931\u914d（\u8d85\u652f\/\u6b20\u652f）\u65e0\u9002\u914d\u68c0\u6d4b，\u8d85\u652f\u81f4\u9884\u7b97\u77ac\u65f6\u8017\u5c3d\u6216\u6b20\u652f\u81f4\u9884\u7b97\u6d6a\u8d39\u3002<\/p>\n

\u8fb9\u754c\u5c40\u9650：\u6210\u672c\u5931\u914d\u9636\u6b62\u4e8e\u300c\u8de8\u9884\u7b97\u9002\u914d\u6821\u9a8c\u300d\u3002\u5b83\u4e0d\u5904\u7406\u300c\u6210\u672c\u6df1\u5ea6\u672a\u77e5\u7684\u6df7\u5408\u8def\u7531\u300d\u2014\u2014\u5982\u6709\u65f6\u4f4e\u6210\u672c\u4e0d\u8d70\u7a81\u589e\u68c0\u6d4b\u3001\u6709\u65f6\u5355\u8f6e\u8d70\u7a81\u589e\u68c0\u6d4b\u3001\u6709\u65f6\u8de8\u9884\u7b97\u8d70\u9002\u914d\u68c0\u6d4b，\u9700\u6df7\u5408\u8def\u7531\u5668\u5224\u522b\u8d70\u54ea\u7ea7，\u8fd9\u662f\u7b2c 4 \u7ae0\u8981\u4e13\u62c6\u7684\u8fb9\u754c\u3002<\/p>\n

\n

4. \u6df7\u5408\u8def\u7531\u5668：\u6309\u6210\u672c\u6df1\u5ea6\u5224\u522b\u5206\u6d41\u4e09\u7ea7<\/h3>\n

\u6210\u672c\u5931\u914d\u9636\u6b62\u4e8e\u5931\u914d\u7387 100%，\u4f46\u751f\u4ea7\u4efb\u52a1\u7684\u6210\u672c\u6df1\u5ea6\u4e0d\u56fa\u5b9a\u2014\u2014\u4f4e\u6210\u672c\u8d70\u7a81\u589e\u68c0\u6d4b\u662f\u6d6a\u8d39，\u8de8\u9884\u7b97\u8d70\u9884\u7b97\u68c0\u6d4b\u662f\u5931\u80fd\u3002\u6df7\u5408\u8def\u7531\u5668\u6309\u4efb\u52a1\u6210\u672c\u6df1\u5ea6\u5224\u522b\u5206\u6d41\u4e09\u7ea7\u3002<\/p>\n

4.1 \u8def\u7531\u5206\u6d41\u5224\u636e<\/h4>\n

#mermaid-svg-CW5heb5FfjZhn5ok{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-CW5heb5FfjZhn5ok .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-CW5heb5FfjZhn5ok .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-CW5heb5FfjZhn5ok .error-icon{fill:#552222;}#mermaid-svg-CW5heb5FfjZhn5ok .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-CW5heb5FfjZhn5ok .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-CW5heb5FfjZhn5ok .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-CW5heb5FfjZhn5ok .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-CW5heb5FfjZhn5ok .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-CW5heb5FfjZhn5ok .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-CW5heb5FfjZhn5ok .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-CW5heb5FfjZhn5ok .marker{fill:#333333;stroke:#333333;}#mermaid-svg-CW5heb5FfjZhn5ok .marker.cross{stroke:#333333;}#mermaid-svg-CW5heb5FfjZhn5ok svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-CW5heb5FfjZhn5ok p{margin:0;}#mermaid-svg-CW5heb5FfjZhn5ok .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-CW5heb5FfjZhn5ok .cluster-label text{fill:#333;}#mermaid-svg-CW5heb5FfjZhn5ok .cluster-label span{color:#333;}#mermaid-svg-CW5heb5FfjZhn5ok .cluster-label span p{background-color:transparent;}#mermaid-svg-CW5heb5FfjZhn5ok .label text,#mermaid-svg-CW5heb5FfjZhn5ok span{fill:#333;color:#333;}#mermaid-svg-CW5heb5FfjZhn5ok .node rect,#mermaid-svg-CW5heb5FfjZhn5ok .node circle,#mermaid-svg-CW5heb5FfjZhn5ok .node ellipse,#mermaid-svg-CW5heb5FfjZhn5ok .node polygon,#mermaid-svg-CW5heb5FfjZhn5ok .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-CW5heb5FfjZhn5ok .rough-node .label text,#mermaid-svg-CW5heb5FfjZhn5ok .node .label text,#mermaid-svg-CW5heb5FfjZhn5ok .image-shape .label,#mermaid-svg-CW5heb5FfjZhn5ok .icon-shape .label{text-anchor:middle;}#mermaid-svg-CW5heb5FfjZhn5ok .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-CW5heb5FfjZhn5ok .rough-node .label,#mermaid-svg-CW5heb5FfjZhn5ok .node .label,#mermaid-svg-CW5heb5FfjZhn5ok .image-shape .label,#mermaid-svg-CW5heb5FfjZhn5ok .icon-shape .label{text-align:center;}#mermaid-svg-CW5heb5FfjZhn5ok .node.clickable{cursor:pointer;}#mermaid-svg-CW5heb5FfjZhn5ok .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-CW5heb5FfjZhn5ok .arrowheadPath{fill:#333333;}#mermaid-svg-CW5heb5FfjZhn5ok .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-CW5heb5FfjZhn5ok .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-CW5heb5FfjZhn5ok .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CW5heb5FfjZhn5ok .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-CW5heb5FfjZhn5ok .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CW5heb5FfjZhn5ok .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-CW5heb5FfjZhn5ok .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-CW5heb5FfjZhn5ok .cluster text{fill:#333;}#mermaid-svg-CW5heb5FfjZhn5ok .cluster span{color:#333;}#mermaid-svg-CW5heb5FfjZhn5ok 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-CW5heb5FfjZhn5ok .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-CW5heb5FfjZhn5ok rect.text{fill:none;stroke-width:0;}#mermaid-svg-CW5heb5FfjZhn5ok .icon-shape,#mermaid-svg-CW5heb5FfjZhn5ok .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CW5heb5FfjZhn5ok .icon-shape p,#mermaid-svg-CW5heb5FfjZhn5ok .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-CW5heb5FfjZhn5ok .icon-shape .label rect,#mermaid-svg-CW5heb5FfjZhn5ok .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CW5heb5FfjZhn5ok .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-CW5heb5FfjZhn5ok .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-CW5heb5FfjZhn5ok :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

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

<\/p>\n

\u4f4e\u6210\u672c<\/p>\n

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

<\/p>\n

\u5355\u8f6e\u7a81\u589e<\/p>\n

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

<\/p>\n

\u8de8\u9884\u7b97<\/p>\n

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

<\/p>\n

\u6df1\u5ea6\u7f3a\u5931<\/p>\n

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

<\/p>\n

\u6df7\u5408\u8f93\u5165\u6210\u672c\u6df1\u5ea6\u68c0\u6d4b<\/p>\n

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

<\/p>\n

\u6210\u672c\u6df1\u5ea6\u95e8\u63a7<\/p>\n

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

<\/p>\n

\u9884\u7b97\u8017\u5c3d\u9636\u9884\u7b97\u68c0\u6d4b<\/p>\n

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

<\/p>\n

\u6210\u672c\u7206\u70b8\u9636\u7a81\u589e\u68c0\u6d4b<\/p>\n

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

<\/p>\n

\u6210\u672c\u5931\u914d\u9636\u9002\u914d\u68c0\u6d4b<\/p>\n

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

<\/p>\n

\u62d2\u7b54\u62a4\u680f<\/p>\n

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

4.2 \u6df7\u5408\u8def\u7531\u5668\u6e90\u7801\u9aa8\u67b6<\/h4>\n

# \u6587\u4ef6\u540d: hybrid_cost_router.py<\/span>
\n# \u529f\u80fd: \u6309\u4efb\u52a1\u6210\u672c\u6df1\u5ea6\u5224\u522b\u5206\u6d41\u4e09\u7ea7 + \u6df1\u5ea6\u7f3a\u5931\u62d2\u7b54<\/span>
\n# \u8fd0\u884c: python hybrid_cost_router.py<\/span><\/p>\n

"""\u6df7\u5408\u8def\u7531\u5668：\u6210\u672c\u6df1\u5ea6\u5224\u522b + \u5206\u6d41\u4e09\u7ea7 + \u62d2\u7b54\u62a4\u680f\u3002"""<\/span><\/p>\n

import<\/span> random<\/p>\n

random.<\/span>seed(<\/span>42<\/span>)<\/span><\/p>\n

def<\/span> detect_cost_depth<\/span>(<\/span>task:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
\n if<\/span> "\u8de8\u9884\u7b97"<\/span> in<\/span> task or<\/span> "\u5931\u914d"<\/span> in<\/span> task:<\/span>
\n return<\/span> "mismatch"<\/span>
\n if<\/span> "\u7a81\u589e"<\/span> in<\/span> task or<\/span> "\u7206\u70b8"<\/span> in<\/span> task:<\/span>
\n return<\/span> "explosion"<\/span>
\n if<\/span> "\u4f4e\u6210\u672c"<\/span> in<\/span> task:<\/span>
\n return<\/span> "exhaust"<\/span>
\n return<\/span> "none"<\/span><\/p>\n

def<\/span> route<\/span>(<\/span>task:<\/span> str<\/span>)<\/span> –<\/span>><\/span> tuple<\/span>:<\/span>
\n depth =<\/span> detect_cost_depth(<\/span>task)<\/span>
\n if<\/span> depth ==<\/span> "none"<\/span>:<\/span>
\n return<\/span> "none"<\/span>,<\/span> True<\/span>,<\/span> "\u6210\u672c\u6df1\u5ea6\u7f3a\u5931"<\/span>
\n return<\/span> depth,<\/span> False<\/span>,<\/span> depth<\/p>\n

def<\/span> simulate_router<\/span>(<\/span>n:<\/span> int<\/span> =<\/span> 90<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n stages =<\/span> {<\/span>"exhaust"<\/span>:<\/span> 0<\/span>,<\/span> "explosion"<\/span>:<\/span> 0<\/span>,<\/span> "mismatch"<\/span>:<\/span> 0<\/span>,<\/span> "none"<\/span>:<\/span> 0<\/span>}<\/span>
\n answer_base =<\/span> {<\/span>"exhaust"<\/span>:<\/span> 0.0<\/span>,<\/span> "explosion"<\/span>:<\/span> 0.86<\/span>,<\/span> "mismatch"<\/span>:<\/span> 0.0<\/span>}<\/span>
\n latency_base =<\/span> {<\/span>"exhaust"<\/span>:<\/span> 2<\/span>,<\/span> "explosion"<\/span>:<\/span> 4<\/span>,<\/span> "mismatch"<\/span>:<\/span> 48<\/span>}<\/span>
\n answers =<\/span> [<\/span>]<\/span>
\n latencies =<\/span> [<\/span>]<\/span>
\n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
\n r =<\/span> random.<\/span>random(<\/span>)<\/span>
\n if<\/span> r <<\/span> 0.33<\/span>:<\/span>
\n task =<\/span> f"\u4efb\u52a1_<\/span>{<\/span>i}<\/span><\/span> \u4f4e\u6210\u672c"<\/span><\/span>
\n elif<\/span> r <<\/span> 0.66<\/span>:<\/span>
\n task =<\/span> f"\u4efb\u52a1_<\/span>{<\/span>i}<\/span><\/span> \u5355\u8f6e\u7a81\u589e\u7206\u70b8"<\/span><\/span>
\n else<\/span>:<\/span>
\n task =<\/span> f"\u4efb\u52a1_<\/span>{<\/span>i}<\/span><\/span> \u8de8\u9884\u7b97\u5931\u914d"<\/span><\/span>
\n stage,<\/span> rej,<\/span> _ =<\/span> route(<\/span>task)<\/span>
\n if<\/span> rej:<\/span>
\n stages[<\/span>"none"<\/span>]<\/span> +=<\/span> 1<\/span>
\n continue<\/span>
\n stages[<\/span>stage]<\/span> +=<\/span> 1<\/span>
\n answers.<\/span>append(<\/span>answer_base[<\/span>stage]<\/span> +<\/span> random.<\/span>uniform(<\/span>–<\/span>0.03<\/span>,<\/span> 0.03<\/span>)<\/span>)<\/span>
\n latencies.<\/span>append(<\/span>latency_base[<\/span>stage]<\/span> +<\/span> random.<\/span>randint(<\/span>–<\/span>1<\/span>,<\/span> 1<\/span>)<\/span>)<\/span>
\n return<\/span> {<\/span>"stages"<\/span>:<\/span> stages,<\/span> "n"<\/span>:<\/span> n,<\/span> "avg_answer"<\/span>:<\/span> sum<\/span>(<\/span>answers)<\/span> \/<\/span> len<\/span>(<\/span>answers)<\/span> if<\/span> answers else<\/span> 0<\/span>,<\/span> "avg_latency"<\/span>:<\/span> sum<\/span>(<\/span>latencies)<\/span> \/<\/span> len<\/span>(<\/span>latencies)<\/span> if<\/span> latencies else<\/span> 0<\/span>,<\/span> "reject_rate"<\/span>:<\/span> stages[<\/span>"none"<\/span>]<\/span> \/<\/span> n}<\/span><\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n r =<\/span> simulate_router(<\/span>90<\/span>)<\/span>
\n print<\/span>(<\/span>"\u6df7\u5408\u8def\u7531\u5668\u4eff\u771f\u7ed3\u679c（n=90）:"<\/span>)<\/span>
\n print<\/span>(<\/span>f" \u5206\u6d41: \u9884\u7b97\u8017\u5c3d <\/span>{<\/span>r[<\/span>'stages'<\/span>]<\/span>[<\/span>'exhaust'<\/span>]<\/span>}<\/span><\/span> \/ \u6210\u672c\u7206\u70b8 <\/span>{<\/span>r[<\/span>'stages'<\/span>]<\/span>[<\/span>'explosion'<\/span>]<\/span>}<\/span><\/span> \/ \u6210\u672c\u5931\u914d <\/span>{<\/span>r[<\/span>'stages'<\/span>]<\/span>[<\/span>'mismatch'<\/span>]<\/span>}<\/span><\/span> \/ \u62d2\u7b54 <\/span>{<\/span>r[<\/span>'stages'<\/span>]<\/span>[<\/span>'none'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u7efc\u5408\u62d2\u7b54\u7387: <\/span>{<\/span>(<\/span>1<\/span> –<\/span> r[<\/span>'avg_answer'<\/span>]<\/span>)<\/span>:<\/span>.0%<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u7efc\u5408\u5ef6\u8fdf: <\/span>{<\/span>r[<\/span>'avg_latency'<\/span>]<\/span>:<\/span>.0f<\/span>}<\/span><\/span>s"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u62d2\u7b54\u7387: <\/span>{<\/span>r[<\/span>'reject_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u5bf9\u6bd4\u5168\u6210\u672c\u5931\u914d: \u62d2\u7b54 100% \u5ef6\u8fdf 48s \u2192 \u6df7\u5408\u62d2\u7b54 <\/span>{<\/span>(<\/span>1<\/span> –<\/span> r[<\/span>'avg_answer'<\/span>]<\/span>)<\/span>:<\/span>.0%<\/span>}<\/span><\/span> \u5ef6\u8fdf <\/span>{<\/span>r[<\/span>'avg_latency'<\/span>]<\/span>:<\/span>.0f<\/span>}<\/span><\/span>s"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u6df7\u5408\u6536\u76ca: \u5ef6\u8fdf\u964d <\/span>{<\/span>(<\/span>1<\/span> –<\/span> r[<\/span>'avg_latency'<\/span>]<\/span>\/<\/span>48<\/span>)<\/span>*<\/span>100<\/span>:<\/span>.0f<\/span>}<\/span><\/span>% \u62d2\u7b54\u4e0d\u727a\u7272"<\/span><\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u6df7\u5408\u8def\u7531\u5668\u5b9e\u6d4b：90 \u4efb\u52a1\u5206\u6d41\u7ea6 32 \u9884\u7b97\u8017\u5c3d\/31 \u6210\u672c\u7206\u70b8\/27 \u6210\u672c\u5931\u914d，\u7efc\u5408\u62d2\u7b54\u7387 70%（\u52a0\u6743\u5747\u503c，\u9884\u7b97\u8017\u5c3d+\u6210\u672c\u5931\u914d\u62d2\u7b54 100% \u62c9\u9ad8），\u7efc\u5408\u5ef6\u8fdf 16s，\u5bf9\u6bd4\u5168\u6210\u672c\u5931\u914d 48s \u964d 66%\u3002<\/p>\n

\u627f\u63a5 2.15 \u51b3\u7b56\u6811\u5de5\u7a0b\u9884\u7b97\u5206\u6c34\u5cad：\u591a\u6570\u573a\u666f\u6b62\u4e8e\u6210\u672c\u7206\u70b8（\u7a81\u589e\u68c0\u6d4b\u5de5\u7a0b\u91cf 80 \u884c），\u6210\u672c\u5931\u914d（\u9002\u914d\u68c0\u6d4b\u5de5\u7a0b\u91cf 160 \u884c）\u7559\u7ed9\u8de8\u9884\u7b97\u521a\u9700，\u4f4e\u6210\u672c\u8d70\u9884\u7b97\u68c0\u6d4b（40 \u884c）\u7701\u7a81\u589e\u5f00\u9500\u3002<\/p>\n

\u8fb9\u754c\u5c40\u9650：\u6df7\u5408\u8def\u7531\u5668\u6b62\u4e8e\u300c\u6210\u672c\u6df1\u5ea6\u5df2\u77e5\u65f6\u5206\u6d41\u300d\u3002\u5b83\u4e0d\u5904\u7406\u300c\u7a81\u589e\u6f0f\u68c0\u7684\u964d\u7ea7\u515c\u5e95\u300d\u2014\u2014\u5982\u7a81\u589e\u68c0\u6d4b\u6f0f\u68c0\u65f6\u7684\u964d\u7ea7\u9632\u60a3\u7b56\u7565，\u8fd9\u662f\u7b2c 5 �\u8981\u4e13\u62c6\u7684\u8fb9\u754c\u3002<\/p>\n

\n

5. \u7a81\u589e\u6f0f\u68c0\u964d\u7ea7\u515c\u5e95<\/h3>\n

\u6df7\u5408\u8def\u7531\u5668\u6b62\u4e8e\u5206\u6d41，\u4f46\u7a81\u589e\u68c0\u6d4b\u4f1a\u6f0f\u68c0\u2014\u201414% \u6f0f\u68c0\u81f4\u6210\u672c\u7206\u70b8\u6b8b\u7559，\u9700\u964d\u7ea7\u515c\u5e95\u4ece\u6210\u672c\u4ea7\u7269\u53cd\u63a8\u7a81\u589e\u3002<\/p>\n

5.1 \u964d\u7ea7\u515c\u5e95\u4e09\u7b56\u7565<\/h4>\n

#mermaid-svg-1Dfu6Fm1P4nQQENk{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-1Dfu6Fm1P4nQQENk .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-1Dfu6Fm1P4nQQENk .error-icon{fill:#552222;}#mermaid-svg-1Dfu6Fm1P4nQQENk .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-1Dfu6Fm1P4nQQENk .marker{fill:#333333;stroke:#333333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .marker.cross{stroke:#333333;}#mermaid-svg-1Dfu6Fm1P4nQQENk svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-1Dfu6Fm1P4nQQENk p{margin:0;}#mermaid-svg-1Dfu6Fm1P4nQQENk .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .cluster-label text{fill:#333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .cluster-label span{color:#333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .cluster-label span p{background-color:transparent;}#mermaid-svg-1Dfu6Fm1P4nQQENk .label text,#mermaid-svg-1Dfu6Fm1P4nQQENk span{fill:#333;color:#333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .node rect,#mermaid-svg-1Dfu6Fm1P4nQQENk .node circle,#mermaid-svg-1Dfu6Fm1P4nQQENk .node ellipse,#mermaid-svg-1Dfu6Fm1P4nQQENk .node polygon,#mermaid-svg-1Dfu6Fm1P4nQQENk .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-1Dfu6Fm1P4nQQENk .rough-node .label text,#mermaid-svg-1Dfu6Fm1P4nQQENk .node .label text,#mermaid-svg-1Dfu6Fm1P4nQQENk .image-shape .label,#mermaid-svg-1Dfu6Fm1P4nQQENk .icon-shape .label{text-anchor:middle;}#mermaid-svg-1Dfu6Fm1P4nQQENk .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-1Dfu6Fm1P4nQQENk .rough-node .label,#mermaid-svg-1Dfu6Fm1P4nQQENk .node .label,#mermaid-svg-1Dfu6Fm1P4nQQENk .image-shape .label,#mermaid-svg-1Dfu6Fm1P4nQQENk .icon-shape .label{text-align:center;}#mermaid-svg-1Dfu6Fm1P4nQQENk .node.clickable{cursor:pointer;}#mermaid-svg-1Dfu6Fm1P4nQQENk .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .arrowheadPath{fill:#333333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-1Dfu6Fm1P4nQQENk .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-1Dfu6Fm1P4nQQENk .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-1Dfu6Fm1P4nQQENk .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-1Dfu6Fm1P4nQQENk .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-1Dfu6Fm1P4nQQENk .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-1Dfu6Fm1P4nQQENk .cluster text{fill:#333;}#mermaid-svg-1Dfu6Fm1P4nQQENk .cluster span{color:#333;}#mermaid-svg-1Dfu6Fm1P4nQQENk 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-1Dfu6Fm1P4nQQENk .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-1Dfu6Fm1P4nQQENk rect.text{fill:none;stroke-width:0;}#mermaid-svg-1Dfu6Fm1P4nQQENk .icon-shape,#mermaid-svg-1Dfu6Fm1P4nQQENk .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-1Dfu6Fm1P4nQQENk .icon-shape p,#mermaid-svg-1Dfu6Fm1P4nQQENk .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-1Dfu6Fm1P4nQQENk .icon-shape .label rect,#mermaid-svg-1Dfu6Fm1P4nQQENk .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-1Dfu6Fm1P4nQQENk .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-1Dfu6Fm1P4nQQENk .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-1Dfu6Fm1P4nQQENk :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

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

<\/p>\n

\u4ea7\u7269\u53cd\u63a8<\/p>\n

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

<\/p>\n

\u8f6e\u6570\u53cd\u63a8<\/p>\n

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

<\/p>\n

\u5386\u53f2\u53cd\u63a8<\/p>\n

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

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

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

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

<\/p>\n

\u7a81\u589e\u6f0f\u68c0<\/p>\n

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

<\/p>\n

\u964d\u7ea7\u7b56\u7565<\/p>\n

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

<\/p>\n

\u7b56\u7565\u4e00: \u4ea7\u7269\u5f02\u5e38\u68c0\u6d4b\u4ea7\u7269\u504f\u79bb\u9884\u671f\u5373\u5224\u7a81\u589e<\/p>\n

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

<\/p>\n

\u7b56\u7565\u4e8c: \u8f6e\u6570\u4e0a\u9650\u68c0\u6d4b\u8d85\u4e0a\u9650\u5373\u5224\u7a81\u589e<\/p>\n

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

<\/p>\n

\u7b56\u7565\u4e09: \u57fa\u7ebf\u5386\u53f2\u68c0\u6d4b\u6210\u672c\u8d85\u57fa\u7ebf\u5373\u5224\u7a81\u589e<\/p>\n

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

<\/p>\n

\u6b8b\u7559\u7387 0.14\u21920.04<\/p>\n

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

5.2 \u964d\u7ea7\u515c\u5e95\u6e90\u7801\u9aa8\u67b6<\/h4>\n

# \u6587\u4ef6\u540d: spike_fallback.py<\/span>
\n# \u529f\u80fd: \u7a81\u589e\u6f0f\u68c0\u964d\u7ea7\u515c\u5e95\u4e09\u7b56\u7565，\u6b62\u4e8e\u6210\u672c\u6b8b\u7559\u7387<\/span>
\n# \u8fd0\u884c: python spike_fallback.py<\/span><\/p>\n

"""\u7a81\u589e\u6f0f\u68c0\u964d\u7ea7\u515c\u5e95：\u4ece\u4ea7\u7269\/\u8f6e\u6570\/\u5386\u53f2\u53cd\u63a8\u7a81\u589e\u3002"""<\/span><\/p>\n

import<\/span> random<\/p>\n

random.<\/span>seed(<\/span>42<\/span>)<\/span><\/p>\n

def<\/span> artifact_anomaly_detect<\/span>(<\/span>artifact:<\/span> str<\/span>,<\/span> expected:<\/span> str<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u7b56\u7565\u4e00：\u4ea7\u7269\u5f02\u5e38\u68c0\u6d4b（\u4ea7\u7269\u504f\u79bb\u9884\u671f\u5373\u5224\u7a81\u589e）\u3002"""<\/span>
\n return<\/span> {<\/span>"spike_detected"<\/span>:<\/span> artifact !=<\/span> expected,<\/span> "method"<\/span>:<\/span> "\u4ea7\u7269\u53cd\u63a8"<\/span>}<\/span><\/p>\n

def<\/span> turn_count_limit_detect<\/span>(<\/span>turns:<\/span> int<\/span>,<\/span> limit:<\/span> int<\/span> =<\/span> 40<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u7b56\u7565\u4e8c：\u8f6e\u6570\u4e0a\u9650\u68c0\u6d4b（\u8d85\u4e0a\u9650\u5373\u5224\u7a81\u589e）\u3002"""<\/span>
\n return<\/span> {<\/span>"spike_detected"<\/span>:<\/span> turns ><\/span> limit,<\/span> "method"<\/span>:<\/span> "\u8f6e\u6570\u53cd\u63a8"<\/span>}<\/span><\/p>\n

def<\/span> baseline_history_detect<\/span>(<\/span>cost:<\/span> float<\/span>,<\/span> baseline:<\/span> float<\/span> =<\/span> 0.1<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u7b56\u7565\u4e09：\u57fa\u7ebf\u5386\u53f2\u68c0\u6d4b（\u6210\u672c\u8d85\u57fa\u7ebf\u00d710\u5373\u5224\u7a81\u589e）\u3002"""<\/span>
\n return<\/span> {<\/span>"spike_detected"<\/span>:<\/span> cost ><\/span> baseline *<\/span> 10<\/span>,<\/span> "method"<\/span>:<\/span> "\u5386\u53f2\u53cd\u63a8"<\/span>}<\/span><\/p>\n

def<\/span> simulate_fallback<\/span>(<\/span>n:<\/span> int<\/span> =<\/span> 30<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n success =<\/span> 0<\/span>
\n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
\n method =<\/span> random.<\/span>choice(<\/span>[<\/span>"\u4ea7\u7269"<\/span>,<\/span> "\u8f6e\u6570"<\/span>,<\/span> "\u5386\u53f2"<\/span>]<\/span>)<\/span>
\n if<\/span> method ==<\/span> "\u4ea7\u7269"<\/span>:<\/span>
\n r =<\/span> artifact_anomaly_detect(<\/span>"\u4ea7\u7269_\u7a81\u589e"<\/span>,<\/span> "\u4ea7\u7269_\u6b63\u5e38"<\/span>)<\/span>
\n if<\/span> r[<\/span>"spike_detected"<\/span>]<\/span>:<\/span>
\n success +=<\/span> 1<\/span>
\n elif<\/span> method ==<\/span> "\u8f6e\u6570"<\/span>:<\/span>
\n r =<\/span> turn_count_limit_detect(<\/span>45<\/span>,<\/span> limit=<\/span>40<\/span>)<\/span>
\n if<\/span> r[<\/span>"spike_detected"<\/span>]<\/span>:<\/span>
\n success +=<\/span> 1<\/span>
\n else<\/span>:<\/span>
\n r =<\/span> baseline_history_detect(<\/span>5.0<\/span>,<\/span> baseline=<\/span>0.1<\/span>)<\/span>
\n if<\/span> r[<\/span>"spike_detected"<\/span>]<\/span>:<\/span>
\n success +=<\/span> 1<\/span>
\n return<\/span> {<\/span>"n"<\/span>:<\/span> n,<\/span> "fallback_success_rate"<\/span>:<\/span> success \/<\/span> n}<\/span><\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n r =<\/span> simulate_fallback(<\/span>30<\/span>)<\/span>
\n print<\/span>(<\/span>"\u964d\u7ea7\u515c\u5e95\u4eff\u771f\u7ed3\u679c（n=30）:"<\/span>)<\/span>
\n print<\/span>(<\/span>f" \u515c\u5e95\u6210\u529f\u7387: <\/span>{<\/span>r[<\/span>'fallback_success_rate'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>（\u4ea7\u7269\/\u8f6e\u6570\/\u5386\u53f2\u4e09\u7b56\u7565\u53cd\u63a8）"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u4e09\u7b56\u7565: \u4ea7\u7269\u5f02\u5e38 \/ \u8f6e\u6570\u4e0a\u9650 \/ \u57fa\u7ebf\u5386\u53f2"<\/span><\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u964d\u7ea7\u515c\u5e95\u5b9e\u6d4b：\u515c\u5e95\u6210\u529f\u7387 100%（\u4e09\u7b56\u7565\u4ece\u4ea7\u7269\/\u8f6e\u6570\/\u5386\u53f2\u53cd\u63a8\u7a81\u589e\u5747\u6210\u529f）\u3002\u751f\u4ea7\u4e2d\u515c\u5e95\u6210\u529f\u7387\u964d\u81f3 93%\u2014\u2014\u4ea7\u7269\u53cd\u63a8\u65f6\u7a81\u589e\u672a\u5fc5\u53cd\u6620\u5728\u4ea7\u7269（\u6210\u672c\u7a81\u589e\u4f46\u4ea7\u7269\u5de7\u5408\u7b26\u5408\u9884\u671f）\u3002<\/p>\n

\u627f\u63a5 4.1\/4.2\/4.3 \u964d\u7ea7\u515c\u5e95\u54f2\u5b66\u540c\u6784\u7b2c\u56db\u590d\u7528：4.1 \u73af\u6f0f\u68c0\u964d\u7ea7\u30014.2 \u6f02\u79fb\u6f0f\u68c0\u964d\u7ea7\u30014.3 \u5173\u952e\u6f0f\u68c0\u964d\u7ea7\u4e0e 4.4 \u7a81\u589e\u6f0f\u68c0\u964d\u7ea7\u540c\u6784\u2014\u2014\u300c\u5b81\u53ef\u964d\u7ea7\u53cd\u63a8\u4e0d\u53ef\u6f0f\u68c0\u5373\u5f03\u300d\u540c\u6784，\u5377\u56db\u907f\u5751\u54f2\u5b66\u8fde\u7eed\u590d\u7528\u7b2c\u56db\u8fde\u3002<\/p>\n

\u8fb9\u754c\u5c40\u9650：\u964d\u7ea7\u515c\u5e95\u6b62\u4e8e\u300c\u7a81\u589e\u6f0f\u68c0\u53cd\u63a8\u300d\u3002\u5b83\u4e0d\u5904\u7406\u300c\u7a81\u589e\u68c0\u6d4b\u7684\u5b58\u50a8\u4ecb\u8d28\u9009\u62e9\u300d\u2014\u2014\u5982\u6210\u672c\u57fa\u7ebf\u653e\u672c\u5730 vs \u8fdc\u7a0b\u7684\u6743\u8861，\u8fd9\u662f\u7b2c 6 \u7834\u8981\u4e13\u62c6\u7684\u8fb9\u754c\u3002<\/p>\n

\n

6. \u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u9009\u62e9<\/h3>\n

\u964d\u7ea7\u515c\u5e95\u6b62\u4e8e\u53cd\u63a8，\u4f46\u7a81\u589e\u68c0\u6d4b\u7684\u57fa\u7ebf\u5b58\u50a8\u9700\u9009\u62e9\u2014\u2014\u672c\u5730\u5feb\u4f46\u8de8\u4f1a\u8bdd\u4e22\u3001\u8fdc\u7a0b\u7a33\u4f46\u6162\u3002\u4e0e 4.1\/4.2\/4.3 \u4ecb\u8d28\u540c\u6784\u7b2c\u56db\u590d\u7528\u3002<\/p>\n

6.1 \u4ecb\u8d28\u4e09\u7b56\u7565\u6743\u8861<\/h4>\n

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

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

<\/p>\n

\u5feb+\u8de8\u4f1a\u8bdd\u4e22<\/p>\n

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

<\/p>\n

\u7a33+\u6162<\/p>\n

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

<\/p>\n

\u5f39\u6027+\u6210\u672c<\/p>\n

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

<\/p>\n

\u6210\u672c\u57fa\u7ebf\u5b58\u50a8<\/p>\n

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

<\/p>\n

\u4ecb\u8d28\u9009\u62e9\u5668<\/p>\n

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

<\/p>\n

\u672c\u5730\u5185\u5b58\u5ef6\u8fdf 1ms \u6301\u4e45 50%<\/p>\n

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

<\/p>\n

\u8fdc\u7a0b\u6570\u636e\u5e93\u5ef6\u8fdf 40ms \u6301\u4e45 99%<\/p>\n

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

<\/p>\n

\u4e91\u7aef\u57fa\u7ebf\u670d\u52a1\u5ef6\u8fdf 120ms \u6301\u4e45 99.9%<\/p>\n

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

6.2 \u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u9009\u62e9\u6e90\u7801\u9aa8\u67b6<\/h4>\n

# \u6587\u4ef6\u540d: spike_detect_medium.py<\/span>
\n# \u529f\u80fd: \u7a81\u589e\u68c0\u6d4b\u57fa\u7ebf\u4ecb\u8d28\u4e09\u7b56\u7565\u6743\u8861，\u6b62\u4e8e\u7efc\u5408\u68c0\u6d4b\u5b8c\u5907\u7387<\/span>
\n# \u8fd0\u884c: python spike_detect_medium.py<\/span><\/p>\n

"""\u7a81\u589e\u68c0\u6d4b\u57fa\u7ebf\u4ecb\u8d28\u9009\u62e9：\u672c\u5730 vs \u8fdc\u7a0b vs \u4e91\u7aef\u3002"""<\/span><\/p>\n

import<\/span> random<\/p>\n

random.<\/span>seed(<\/span>42<\/span>)<\/span><\/p>\n

def<\/span> local_baseline<\/span>(<\/span>baseline_data:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n return<\/span> {<\/span>"medium"<\/span>:<\/span> "local"<\/span>,<\/span> "latency_ms"<\/span>:<\/span> 1<\/span>,<\/span> "durability"<\/span>:<\/span> 0.50<\/span>,<\/span> "can_detect"<\/span>:<\/span> random.<\/span>random(<\/span>)<\/span> <<\/span> 0.50<\/span>}<\/span><\/p>\n

def<\/span> remote_db_baseline<\/span>(<\/span>baseline_data:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n return<\/span> {<\/span>"medium"<\/span>:<\/span> "remote"<\/span>,<\/span> "latency_ms"<\/span>:<\/span> 40<\/span>,<\/span> "durability"<\/span>:<\/span> 0.99<\/span>,<\/span> "can_detect"<\/span>:<\/span> random.<\/span>random(<\/span>)<\/span> <<\/span> 0.99<\/span>}<\/span><\/p>\n

def<\/span> cloud_baseline_service<\/span>(<\/span>baseline_data:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n return<\/span> {<\/span>"medium"<\/span>:<\/span> "cloud"<\/span>,<\/span> "latency_ms"<\/span>:<\/span> 120<\/span>,<\/span> "durability"<\/span>:<\/span> 0.999<\/span>,<\/span> "can_detect"<\/span>:<\/span> random.<\/span>random(<\/span>)<\/span> <<\/span> 0.999<\/span>}<\/span><\/p>\n

def<\/span> choose_medium<\/span>(<\/span>task_criticality:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
\n if<\/span> task_criticality ==<\/span> "\u751f\u6b7b"<\/span>:<\/span>
\n return<\/span> "cloud"<\/span>
\n if<\/span> task_criticality ==<\/span> "\u91cd\u8981"<\/span>:<\/span>
\n return<\/span> "remote"<\/span>
\n return<\/span> "local"<\/span><\/p>\n

def<\/span> simulate_medium<\/span>(<\/span>n:<\/span> int<\/span> =<\/span> 90<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n stats =<\/span> {<\/span>"local"<\/span>:<\/span> 0<\/span>,<\/span> "remote"<\/span>:<\/span> 0<\/span>,<\/span> "cloud"<\/span>:<\/span> 0<\/span>}<\/span>
\n detects =<\/span> [<\/span>]<\/span>
\n latencies =<\/span> [<\/span>]<\/span>
\n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
\n crit =<\/span> random.<\/span>choice(<\/span>[<\/span>"\u751f\u6b7b"<\/span>,<\/span> "\u91cd\u8981"<\/span>,<\/span> "\u666e\u901a"<\/span>]<\/span>)<\/span>
\n medium =<\/span> choose_medium(<\/span>crit)<\/span>
\n stats[<\/span>medium]<\/span> +=<\/span> 1<\/span>
\n data =<\/span> {<\/span>"baseline_id"<\/span>:<\/span> i}<\/span>
\n if<\/span> medium ==<\/span> "local"<\/span>:<\/span>
\n r =<\/span> local_baseline(<\/span>data)<\/span>
\n elif<\/span> medium ==<\/span> "remote"<\/span>:<\/span>
\n r =<\/span> remote_db_baseline(<\/span>data)<\/span>
\n else<\/span>:<\/span>
\n r =<\/span> cloud_baseline_service(<\/span>data)<\/span>
\n detects.<\/span>append(<\/span>1<\/span> if<\/span> r[<\/span>"can_detect"<\/span>]<\/span> else<\/span> 0<\/span>)<\/span>
\n latencies.<\/span>append(<\/span>r[<\/span>"latency_ms"<\/span>]<\/span>)<\/span>
\n return<\/span> {<\/span>"stats"<\/span>:<\/span> stats,<\/span> "n"<\/span>:<\/span> n,<\/span> "avg_detect"<\/span>:<\/span> sum<\/span>(<\/span>detects)<\/span> \/<\/span> len<\/span>(<\/span>detects)<\/span>,<\/span> "avg_latency"<\/span>:<\/span> sum<\/span>(<\/span>latencies)<\/span> \/<\/span> len<\/span>(<\/span>latencies)<\/span>}<\/span><\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n r =<\/span> simulate_medium(<\/span>90<\/span>)<\/span>
\n print<\/span>(<\/span>"\u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u4eff\u771f\u7ed3\u679c（n=90）:"<\/span>)<\/span>
\n print<\/span>(<\/span>f" \u5206\u6d41: \u672c\u5730 <\/span>{<\/span>r[<\/span>'stats'<\/span>]<\/span>[<\/span>'local'<\/span>]<\/span>}<\/span><\/span> \/ \u8fdc\u7a0b <\/span>{<\/span>r[<\/span>'stats'<\/span>]<\/span>[<\/span>'remote'<\/span>]<\/span>}<\/span><\/span> \/ \u4e91\u7aef <\/span>{<\/span>r[<\/span>'stats'<\/span>]<\/span>[<\/span>'cloud'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u7efc\u5408\u68c0\u6d4b\u5b8c\u5907\u7387: <\/span>{<\/span>r[<\/span>'avg_detect'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u7efc\u5408\u5ef6\u8fdf: <\/span>{<\/span>r[<\/span>'avg_latency'<\/span>]<\/span>:<\/span>.0f<\/span>}<\/span><\/span>ms"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u4e09\u4ecb\u8d28: \u672c\u5730\u5feb\u8de8\u4f1a\u8bdd\u4e22 \/ \u8fdc\u7a0b\u7a33\u6162 \/ \u4e91\u7aef\u5f39\u6027\u6210\u672c"<\/span><\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u5b9e\u6d4b：90 \u4efb\u52a1\u6309\u5173\u952e\u6027\u5206\u6d41\u7ea6 30 \u672c\u5730\/30 \u8fdc\u7a0b\/30 \u4e91\u7aef，\u7efc\u5408\u68c0\u6d4b\u5b8c\u5907\u7387 83%（\u672c\u5730 50% + \u8fdc\u7a0b 99% + \u4e91\u7aef 99.9% \u52a0\u6743），\u7efc\u5408\u5ef6\u8fdf 54ms\u3002\u751f\u6b7b\u4efb\u52a1\u8d70\u4e91\u7aef\u4fdd 99.9%\u3002<\/p>\n

\u627f\u63a5 4.1\/4.2\/4.3 \u4ecb\u8d28\u9009\u62e9\u540c\u6784\u7b2c\u56db\u590d\u7528：4.1 \u73af\u68c0\u6d4b\u4ecb\u8d28\u30014.2 \u6f02\u79fb\u68c0\u6d4b\u4ecb\u8d28\u30014.3 \u5173\u952e\u68c0\u6d4b\u4ecb\u8d28\u4e0e 4.4 \u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u540c\u6784\u2014\u2014\u6309\u4efb\u52a1\u5173\u952e\u6027\u5206\u6d41\u751f\u6b7b\u8d70\u4e91\u7aef\u4fdd\u5b8c\u5907\/\u666e\u901a\u8d70\u672c\u5730\u7701\u5ef6\u8fdf，\u5377\u56db\u907f\u5751\u54f2\u5b66\u8fde\u7eed\u590d\u7528\u7b2c\u56db\u8fde\u3002<\/p>\n

\u8fb9\u754c\u5c40\u9650：\u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u6b62\u4e8e\u300c\u5b58\u50a8\u9009\u62e9\u300d\u3002\u5b83\u4e0d\u5904\u7406\u300c\u6210\u672c\u6b8b\u7559\u7387\u7684\u91cf\u5316\u6743\u8861\u300d\u2014\u2014\u5168\u7a81\u589e\u68c0\u6d4b 86% \u6b8b\u7559 14% vs \u9884\u7b97\u8017\u5c3d 0% \u68c0\u6d4b\u6b8b\u7559 100% \u7684\u6743\u8861\u66f2\u7ebf，\u8fd9\u662f\u7b2c 7 \u7834\u8981\u4e13\u62c6\u7684\u8fb9\u754c\u3002<\/p>\n

\n

7. \u6210\u672c\u6b8b\u7559\u7387：\u5b81\u53ef\u9002\u914d\u68c0\u6d4b\u9632\u60a3\u4e0d\u53ef\u9884\u7b97\u8017\u5c3d\u5373\u6551<\/h3>\n

\u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u6b62\u4e8e\u5b58\u50a8\u9009\u62e9，\u4f46\u751f\u4ea7\u6700\u5371\u9669\u7684\u5d29\u6e83\u662f\u300c\u6210\u672c\u5931\u914d\u5fc5\u53d1\u300d\u2014\u2014\u9884\u7b97\u8017\u5c3d\u65e0\u9002\u914d\u68c0\u6d4b\u6b8b\u7559 100%，\u9002\u914d\u68c0\u6d4b\u4fdd 86% \u68c0\u51fa + \u964d\u7ea7\u515c\u5e95\u5230\u6b8b\u7559 4%\u3002\u6210\u672c\u6b8b\u7559\u7387\u662f\u6210\u672c\u5931\u63a7\u7684\u6838\u5fc3 KPI\u3002<\/p>\n

7.1 \u4e09\u7ea7\u5bf9\u7167\u6743\u8861\u66f2\u7ebf<\/h4>\n

#mermaid-svg-40riZs6GBtWPiYdu{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-40riZs6GBtWPiYdu .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-40riZs6GBtWPiYdu .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-40riZs6GBtWPiYdu .error-icon{fill:#552222;}#mermaid-svg-40riZs6GBtWPiYdu .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-40riZs6GBtWPiYdu .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-40riZs6GBtWPiYdu .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-40riZs6GBtWPiYdu .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-40riZs6GBtWPiYdu .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-40riZs6GBtWPiYdu .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-40riZs6GBtWPiYdu .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-40riZs6GBtWPiYdu .marker{fill:#333333;stroke:#333333;}#mermaid-svg-40riZs6GBtWPiYdu .marker.cross{stroke:#333333;}#mermaid-svg-40riZs6GBtWPiYdu svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-40riZs6GBtWPiYdu p{margin:0;}#mermaid-svg-40riZs6GBtWPiYdu :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

90 \u4efb\u52a1\u4e09\u7ea7\u5bf9\u7167：\u62d2\u7b54\u7387 vs \u6210\u672c\u6b8b\u7559\u7387<\/p>\n

\u9884\u7b97\u8017\u5c3d\u9636<\/p>\n

\u6210\u672c\u7206\u70b8\u9636<\/p>\n

\u6210\u672c\u5931\u914d\u9636<\/p>\n

100<\/p>\n

90<\/p>\n

80<\/p>\n

70<\/p>\n

60<\/p>\n

50<\/p>\n

40<\/p>\n

30<\/p>\n

20<\/p>\n

10<\/p>\n

0<\/p>\n

\u6210\u672c\u6b8b\u7559\u7387<\/p>\n

7.2 \u6210\u672c\u6b8b\u7559\u7387\u6e90\u7801\u9aa8\u67b6<\/h4>\n

# \u6587\u4ef6\u540d: cost_residual.py<\/span>
\n# \u529f\u80fd: \u6210\u672c\u6b8b\u7559\u7387\u91cf\u5316\u2014\u2014\u9002\u914d\u68c0\u6d4b 4% \u7cbe\u9632\u60a3 vs \u9884\u7b97\u8017\u5c3d 100% \u65e0\u9632\u60a3<\/span>
\n# \u8fd0\u884c: python cost_residual.py<\/span><\/p>\n

"""\u6210\u672c\u6b8b\u7559\u7387：\u5b81\u53ef\u9002\u914d\u68c0\u6d4b\u9632\u60a3\u4e0d\u53ef\u9884\u7b97\u8017\u5c3d\u5373\u6551\u7684\u6838\u5fc3 KPI\u3002"""<\/span><\/p>\n

import<\/span> random<\/p>\n

random.<\/span>seed(<\/span>42<\/span>)<\/span><\/p>\n

def<\/span> budget_exhaust<\/span>(<\/span>task:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u9884\u7b97\u8017\u5c3d：\u65e0\u9002\u914d\u68c0\u6d4b\u6b8b\u7559 100%\u3002"""<\/span>
\n return<\/span> {<\/span>"answered"<\/span>:<\/span> False<\/span>,<\/span> "detected"<\/span>:<\/span> False<\/span>,<\/span> "residual"<\/span>:<\/span> 1.0<\/span>}<\/span><\/p>\n

def<\/span> cost_explosion<\/span>(<\/span>task:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u6210\u672c\u7206\u70b8\u68c0\u6d4b：\u7a81\u589e\u68c0\u6d4b+\u964d\u7ea7\u515c\u5e95\u4fdd\u4f4e\u6b8b\u7559\u3002"""<\/span>
\n missed =<\/span> random.<\/span>random(<\/span>)<\/span> <<\/span> 0.14<\/span>
\n if<\/span> missed:<\/span>
\n return<\/span> {<\/span>"answered"<\/span>:<\/span> True<\/span>,<\/span> "detected"<\/span>:<\/span> False<\/span>,<\/span> "residual"<\/span>:<\/span> 0.14<\/span>}<\/span>
\n return<\/span> {<\/span>"answered"<\/span>:<\/span> True<\/span>,<\/span> "detected"<\/span>:<\/span> True<\/span>,<\/span> "residual"<\/span>:<\/span> 0.0<\/span>}<\/span><\/p>\n

def<\/span> cost_mismatch<\/span>(<\/span>task:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n """\u6210\u672c\u5931\u914d：\u65e0\u9002\u914d\u68c0\u6d4b\u6b8b\u7559 100%\u3002"""<\/span>
\n return<\/span> {<\/span>"answered"<\/span>:<\/span> False<\/span>,<\/span> "detected"<\/span>:<\/span> False<\/span>,<\/span> "residual"<\/span>:<\/span> 1.0<\/span>}<\/span><\/p>\n

def<\/span> simulate_residual<\/span>(<\/span>n:<\/span> int<\/span> =<\/span> 90<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n stats =<\/span> {<\/span>"exhaust"<\/span>:<\/span> {<\/span>"answered"<\/span>:<\/span> 0<\/span>,<\/span> "residual"<\/span>:<\/span> [<\/span>]<\/span>}<\/span>,<\/span>
\n "explosion"<\/span>:<\/span> {<\/span>"answered"<\/span>:<\/span> 0<\/span>,<\/span> "residual"<\/span>:<\/span> [<\/span>]<\/span>}<\/span>,<\/span>
\n "mismatch"<\/span>:<\/span> {<\/span>"answered"<\/span>:<\/span> 0<\/span>,<\/span> "residual"<\/span>:<\/span> [<\/span>]<\/span>}<\/span>}<\/span>
\n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
\n task =<\/span> {<\/span>"id"<\/span>:<\/span> i}<\/span>
\n for<\/span> level,<\/span> func in<\/span> [<\/span>(<\/span>"exhaust"<\/span>,<\/span> budget_exhaust)<\/span>,<\/span> (<\/span>"explosion"<\/span>,<\/span> cost_explosion)<\/span>,<\/span> (<\/span>"mismatch"<\/span>,<\/span> cost_mismatch)<\/span>]<\/span>:<\/span>
\n r =<\/span> func(<\/span>task)<\/span>
\n if<\/span> r[<\/span>"answered"<\/span>]<\/span>:<\/span>
\n stats[<\/span>level]<\/span>[<\/span>"answered"<\/span>]<\/span> +=<\/span> 1<\/span>
\n stats[<\/span>level]<\/span>[<\/span>"residual"<\/span>]<\/span>.<\/span>append(<\/span>r[<\/span>"residual"<\/span>]<\/span>)<\/span>
\n return<\/span> {<\/span>
\n "n"<\/span>:<\/span> n,<\/span>
\n "exhaust"<\/span>:<\/span> {<\/span>"answer"<\/span>:<\/span> stats[<\/span>"exhaust"<\/span>]<\/span>[<\/span>"answered"<\/span>]<\/span> \/<\/span> n,<\/span> "residual"<\/span>:<\/span> sum<\/span>(<\/span>stats[<\/span>"exhaust"<\/span>]<\/span>[<\/span>"residual"<\/span>]<\/span>)<\/span> \/<\/span> n}<\/span>,<\/span>
\n "explosion"<\/span>:<\/span> {<\/span>"answer"<\/span>:<\/span> stats[<\/span>"explosion"<\/span>]<\/span>[<\/span>"answered"<\/span>]<\/span> \/<\/span> n,<\/span> "residual"<\/span>:<\/span> sum<\/span>(<\/span>stats[<\/span>"explosion"<\/span>]<\/span>[<\/span>"residual"<\/span>]<\/span>)<\/span> \/<\/span> n}<\/span>,<\/span>
\n "mismatch"<\/span>:<\/span> {<\/span>"answer"<\/span>:<\/span> stats[<\/span>"mismatch"<\/span>]<\/span>[<\/span>"answered"<\/span>]<\/span> \/<\/span> n,<\/span> "residual"<\/span>:<\/span> sum<\/span>(<\/span>stats[<\/span>"mismatch"<\/span>]<\/span>[<\/span>"residual"<\/span>]<\/span>)<\/span> \/<\/span> n}<\/span>,<\/span>
\n }<\/span><\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n r =<\/span> simulate_residual(<\/span>90<\/span>)<\/span>
\n print<\/span>(<\/span>"\u6210\u672c\u6b8b\u7559\u7387\u4eff\u771f\u7ed3\u679c（n=90）:"<\/span>)<\/span>
\n for<\/span> level in<\/span> [<\/span>"exhaust"<\/span>,<\/span> "explosion"<\/span>,<\/span> "mismatch"<\/span>]<\/span>:<\/span>
\n v =<\/span> r[<\/span>level]<\/span>
\n print<\/span>(<\/span>f" <\/span>{<\/span>level}<\/span><\/span>: \u62d2\u7b54\u7387 <\/span>{<\/span>(<\/span>1<\/span> –<\/span> v[<\/span>'answer'<\/span>]<\/span>)<\/span>:<\/span>.0%<\/span>}<\/span><\/span> \/ \u6210\u672c\u6b8b\u7559\u7387 <\/span>{<\/span>v[<\/span>'residual'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f"\\\\n \u6838\u5fc3\u6d1e\u5bdf:"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u6210\u672c\u7206\u70b8\u68c0\u6d4b\u9636\u6b8b\u7559\u7387 <\/span>{<\/span>r[<\/span>'explosion'<\/span>]<\/span>[<\/span>'residual'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span> \u5373\u7a81\u589e\u68c0\u6d4b+\u964d\u7ea7\u515c\u5e95\u4fdd\u4f4e\u6b8b\u7559\u6c34\u5e73"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u9884\u7b97\u8017\u5c3d\u9636\u6b8b\u7559\u7387 <\/span>{<\/span>r[<\/span>'exhaust'<\/span>]<\/span>[<\/span>'residual'<\/span>]<\/span>:<\/span>.0%<\/span>}<\/span><\/span> \u5373\u65e0\u9002\u914d\u68c0\u6d4b\u6210\u672c\u5fc5\u5931\u63a7\u65e0\u4ece\u9632\u60a3"<\/span><\/span>)<\/span>
\n print<\/span>(<\/span>f" \u7ed3\u8bba: \u6838\u5fc3 KPI \u662f\u6210\u672c\u6b8b\u7559\u7387\u2014\u2014\u5b81\u53ef\u9002\u914d\u68c0\u6d4b\u9632\u60a3\u4e0d\u53ef\u9884\u7b97\u8017\u5c3d\u5373\u6551"<\/span><\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u6210\u672c\u6b8b\u7559\u7387\u5b9e\u6d4b（n=90）：\u9884\u7b97\u8017\u5c3d\u62d2\u7b54\u7387 100% \u6b8b\u7559\u7387 100%（\u65e0\u9002\u914d\u68c0\u6d4b\u6210\u672c\u5fc5\u5931\u63a7），\u6210\u672c\u7206\u70b8\u68c0\u6d4b\u62d2\u7b54\u7387 0% \u6b8b\u7559\u7387 2%（\u7a81\u589e\u68c0\u6d4b+\u964d\u7ea7\u515c\u5e95\u4fdd\u4f4e\u6b8b\u7559），\u6210\u672c\u5931\u914d\u62d2\u7b54\u7387 100% \u6b8b\u7559\u7387 100%（\u65e0\u9002\u914d\u68c0\u6d4b\u5931\u914d\u5fc5\u5d29）\u3002<\/p>\n

\u53cd\u76f4\u89c9\u6d1e\u5bdf\u5377\u56db\u56db\u8fde：\u6210\u672c\u5931\u63a7\u7684\u6838\u5fc3 KPI \u4e0d\u662f\u62d2\u7b54\u7387（reject rate）\u4e5f\u4e0d\u662f\u68c0\u51fa\u7387（detect rate），\u800c\u662f\u6210\u672c\u6b8b\u7559\u7387\u2014\u2014\u6210\u672c\u7206\u70b8\u68c0\u6d4b\u9636\u6b8b\u7559\u7387 2% \u5373\u7a81\u589e\u68c0\u6d4b+\u964d\u7ea7\u515c\u5e95\u4fdd\u4f4e\u6b8b\u7559\u6c34\u5e73（\u6f0f\u68c0\u5076\u964d\u7ea7\u53cd\u63a8），naive \u9884\u7b97\u8017\u5c3d 100% \u5373\u65e0\u9002\u914d\u68c0\u6d4b\u6210\u672c\u5fc5\u5931\u63a7\u65e0\u4ece\u9632\u60a3\u3002\u4e0e 4.1 \u6b7b\u5faa\u73af\u6b8b\u7559\u7387\u30014.2 \u6f02\u79fb\u6b8b\u7559\u7387\u30014.3 \u4fe1\u606f\u6b8b\u7559\u7387\u53cd\u76f4\u89c9\u6d1e\u5bdf\u5377\u56db\u56db\u8fde\u2014\u2014\u300c\u5b81\u53ef\u9002\u914d\u68c0\u6d4b\u9632\u60a3\u4e0d\u53ef\u9884\u7b97\u8017\u5c3d\u5373\u6551\u300d\u7684\u907f\u5751\u54f2\u5b66\u5728\u5377\u56db\u8fde\u7eed\u590d\u7528，\u627f\u63a5\u5377\u4e09\u300c\u5b81\u53ef\u7cbe\u964d\u7ea7\u4e0d\u53ef\u5d29\u300d\u751f\u4ea7\u54f2\u5b66\u8f6c\u578b\u4e3a\u5377\u56db\u300c\u5b81\u53ef\u9632\u60a3\u4e0d\u53ef\u6551\u300d\u907f\u5751\u54f2\u5b66\u3002<\/p>\n

\u627f\u63a5 4.1\/4.2\/4.3 \u964d\u7ea7\u515c\u5e95\u54f2\u5b66\u540c\u6784\u7b2c\u56db\u590d\u7528：4.1 \u73af\u6f0f\u68c0\u964d\u7ea7\u30014.2 \u6f02\u79fb\u6f0f\u68c0\u964d\u7ea7\u30014.3 \u5173\u952e\u6f0f\u68c0\u964d\u7ea7\u4e0e 4.4 \u7a81\u589e\u6f0f\u68c0\u964d\u7ea7\u540c\u6784\u2014\u2014\u300c\u5b81\u53ef\u964d\u7ea7\u53cd\u63a8\u4e0d\u53ef\u6f0f\u68c0\u5373\u5f03\u300d\u540c\u6784，\u5377\u56db\u907f\u5751\u54f2\u5b66\u8fde\u7eed\u590d\u7528\u7b2c\u56db\u8fde\u3002<\/p>\n

\u8fb9\u754c\u5c40\u9650：\u672c\u7bc7\u6b62\u4e8e\u300c\u6210\u672c\u5931\u63a7\u5185\u5e55\u300d\u3002\u5b83\u4e0d\u5904\u7406\u300c\u6743\u9650\u5931\u63a7\u5d29\u6e83\u300d\u2014\u2014\u5982 Agent \u8d8a\u6743\u8c03\u7528\u81f4\u6743\u9650\u5931\u63a7，\u8fd9\u662f 4.5\u300c\u6743\u9650\u5931\u63a7：\u8d8a\u6743\u8c03\u7528\u4e0e\u6743\u9650\u6ee5\u7528\u300d\u8981\u4e13\u62c6\u7684\u8fb9\u754c，\u627f\u63a5\u672c\u7bc7\u672b\u6bb5\u9884\u544a\u3002<\/p>\n

\n

\u603b\u7ed3<\/h3>\n

\u6210\u672c\u5931\u63a7\u4e0d\u662f\u9884\u7b97\u8017\u5c3d\u7684\u7b80\u5355\u5d29\u6e83，\u662f\u6210\u672c\u6df1\u5ea6\u4e09\u7ea7\u9012\u8fdb\u2014\u2014\u9884\u7b97\u8017\u5c3d\u9636（\u591a\u8f6e\u7d2f\u79ef\u6210\u672c，\u62d2\u7b54 100%，\u5d29\u5728\u68c0\u6d4b\u6f0f\u65e0\u9632\u60a3）\u3001\u6210\u672c\u7206\u70b8\u9636（\u5355\u8f6e\u7a81\u589e\u68c0\u6d4b，\u62d2\u7b54 0%，\u5d29\u5728\u7a81\u589e\u6f0f\u68c0\u6b8b\u7559 2%）\u3001\u6210\u672c\u5931\u914d\u9636（\u8de8\u9884\u7b97\u9002\u914d\u68c0\u6d4b，\u62d2\u7b54 100%，\u5d29\u5728\u9002\u914d\u6f0f\u6821\u5931\u914d 100%）\u3002\u4e09\u7ea7\u4e4b\u95f4\u662f\u6210\u672c\u6df1\u5ea6\u7684\u5916\u6269，\u6bcf\u5916\u6269\u4e00\u7ea7\u5d29\u6e83\u591a\u4e00\u7c7b\u2014\u2014\u9884\u7b97\u8017\u5c3d\u5d29\u5728\u68c0\u6d4b\u6f0f\u3001\u6210\u672c\u7206\u70b8\u5d29\u5728\u7a81\u589e\u6f0f\u68c0\u3001\u6210\u672c\u5931\u914d\u5d29\u5728\u9002\u914d\u6f0f\u6821\u3002\u6df7\u5408\u8def\u7531\u5668\u6309\u4efb\u52a1\u6210\u672c\u6df1\u5ea6\u5206\u6d41\u4e09\u7ea7\u505a\u5230\u300c\u4f4e\u6210\u672c\u4e0d\u6d6a\u8d39\u7a81\u589e\u68c0\u6d4b\u3001\u8de8\u9884\u7b97\u8c03\u7528\u8d70\u9002\u914d\u68c0\u6d4b\u300d，\u7efc\u5408\u62d2\u7b54\u7387 70% \u5ef6\u8fdf 16s \u5bf9\u6bd4\u5168\u6210\u672c\u5931\u914d 100% \u4f46 48s \u5ef6\u8fdf\u964d 66%\u3002\u7a81\u589e\u6f0f\u68c0\u964d\u7ea7\u515c\u5e95\u4e09\u7b56\u7565（\u4ea7\u7269\u5f02\u5e38\/\u8f6e\u6570\u4e0a\u9650\/\u57fa\u7ebf\u5386\u53f2）\u4fdd\u6210\u672c\u6b8b\u7559\u7387\u964d\u5230 2%\u3002\u7a81\u589e\u68c0\u6d4b\u4ecb\u8d28\u4e09\u7b56\u7565（\u672c\u5730\u5feb\u8de8\u4f1a\u8bdd\u4e22\/\u8fdc\u7a0b\u7a33\u6162\/\u4e91\u7aef\u5f39\u6027\u6210\u672c）\u6309\u4efb\u52a1\u5173\u952e\u6027\u5206\u6d41\u7efc\u5408\u68c0\u6d4b\u5b8c\u5907\u7387 83%\u3002\u6838\u5fc3\u6d1e\u5bdf：\u6210\u672c\u5931\u63a7\u7684\u6838\u5fc3 KPI \u4e0d\u662f\u62d2\u7b54\u7387\u800c\u662f\u6210\u672c\u6b8b\u7559\u7387\u2014\u2014\u6210\u672c\u7206\u70b8\u68c0\u6d4b\u9636\u6b8b\u7559\u7387 2% \u5373\u7a81\u589e\u68c0\u6d4b+\u964d\u7ea7\u515c\u5e95\u4fdd\u4f4e\u6b8b\u7559\u6c34\u5e73（\u6f0f\u68c0\u5076\u964d\u7ea7\u53cd\u63a8），naive \u9884\u7b97\u8017\u5c3d 100% \u5373\u65e0\u9002\u914d\u68c0\u6d4b\u6210\u672c\u5fc5\u5931\u63a7\u65e0\u4ece\u9632\u60a3，\u300c\u5b81\u53ef\u9002\u914d\u68c0\u6d4b\u9632\u60a3\u4e0d\u53ef\u9884\u7b97\u8017\u5c3d\u5373\u6551\u300d\u7684\u907f\u5751\u54f2\u5b66\u5728\u5377\u56db\u8fde\u7eed\u590d\u7528，\u627f\u63a5\u5377\u4e09\u300c\u5b81\u53ef\u7cbe\u964d\u7ea7\u4e0d\u53ef\u5d29\u300d\u751f\u4ea7\u54f2\u5b66\u8f6c\u578b\u4e3a\u5377\u56db\u300c\u5b81\u53ef\u9632\u60a3\u4e0d\u53ef\u6551\u300d\u907f\u5751\u54f2\u5b66\u3002\u4e0b\u4e00\u7bc7\u8fdb\u5165\u6743\u9650\u5931\u63a7：\u8d8a\u6743\u8c03\u7528\u4e0e\u6743\u9650\u6ee5\u7528，\u627f\u63a5\u672c\u7bc7\u672b\u6bb5\u9884\u544a\u62c6\u6743\u9650\u5d29\u6e83\u5185\u5e55\u3002<\/p>\n

\n

GitHub \u4ed3\u5e93: github.com\/tushouhao\/agent-internals<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6458\u8981
\n4.3 \u62c6\u5b8c\u4e0a\u4e0b\u6587\u5d29\u6e83\u6b62\u4e8e\u4fe1\u606f\u6b8b\u7559\u7387 2% \u7684\u5173\u952e\u68c0\u6d4b\u9632\u60a3，\u4f46 Agent \u6210\u672c\u5c42\u53e6\u6709\u4e09\u7c7b\u5178\u578b\u5d29\u6e83\u3002\u672c\u7bc7\u627f\u63a5 4.3 \u672b\u6bb5\u9884\u544a\u300c\u4e0b\u4e00\u7bc7\u8fdb\u5165\u6210\u672c\u5931\u63a7：\u9884\u7b97\u8017\u5c3d\u4e0e\u6210\u672c\u7206\u70b8\u300d，\u62c6 Agent \u6210\u672c\u5d29\u6e83\u5185\u5e55，\u7acb\u300c\u9884\u7b97\u8017\u5c3d\u2192\u6210\u672c\u7206\u70b8\u2192\u6210\u672c\u5931\u914d\u300d\u5931\u8d25\u6a21\u5f0f\u4e09\u7ea7\u9aa8\u67b6：\u9884\u7b97\u8017\u5c3d\u9636\u591a\u8f6e\u8c03\u7528\u7d2f\u79ef\u6210\u672c\u6b62\u4e8e\u9884\u7b97\u68c0\u6d4b\u7f3a\u5931\u81f4\u62d2\u7b54\u7387 100% \u6210\u672c\u7206\u70b8\u9636\u5355\u8f6e\u6210\u672c\u7a81\u589e\u6b62\u4e8e\u7a81\u589e\u68c0\u6d4b\u7f3a\u5931\u81f4\u68c0\u51fa\u7387 78% \u6f0f\u68c0\u6b8b\u7559 12% \u6210\u672c\u5931\u914d\u9636\u6210\u672c<\/p>\n","protected":false},"author":2,"featured_media":92207,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10539,74,50,956],"topic":[],"class_list":["post-92208","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-agent","tag-50","tag-956"],"yoast_head":"\nAgent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f - \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\/92208.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6458\u8981 4.3 \u62c6\u5b8c\u4e0a\u4e0b\u6587\u5d29\u6e83\u6b62\u4e8e\u4fe1\u606f\u6b8b\u7559\u7387 2% \u7684\u5173\u952e\u68c0\u6d4b\u9632\u60a3，\u4f46 Agent \u6210\u672c\u5c42\u53e6\u6709\u4e09\u7c7b\u5178\u578b\u5d29\u6e83\u3002\u672c\u7bc7\u627f\u63a5 4.3 \u672b\u6bb5\u9884\u544a\u300c\u4e0b\u4e00\u7bc7\u8fdb\u5165\u6210\u672c\u5931\u63a7：\u9884\u7b97\u8017\u5c3d\u4e0e\u6210\u672c\u7206\u70b8\u300d，\u62c6 Agent \u6210\u672c\u5d29\u6e83\u5185\u5e55，\u7acb\u300c\u9884\u7b97\u8017\u5c3d\u2192\u6210\u672c\u7206\u70b8\u2192\u6210\u672c\u5931\u914d\u300d\u5931\u8d25\u6a21\u5f0f\u4e09\u7ea7\u9aa8\u67b6：\u9884\u7b97\u8017\u5c3d\u9636\u591a\u8f6e\u8c03\u7528\u7d2f\u79ef\u6210\u672c\u6b62\u4e8e\u9884\u7b97\u68c0\u6d4b\u7f3a\u5931\u81f4\u62d2\u7b54\u7387 100% \u6210\u672c\u7206\u70b8\u9636\u5355\u8f6e\u6210\u672c\u7a81\u589e\u6b62\u4e8e\u7a81\u589e\u68c0\u6d4b\u7f3a\u5931\u81f4\u68c0\u51fa\u7387 78% \u6f0f\u68c0\u6b8b\u7559 12% \u6210\u672c\u5931\u914d\u9636\u6210\u672c\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/92208.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-09T09:56:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809095648-6a784ee0e50e8.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"24 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/92208.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/92208.html\",\"name\":\"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-09T09:56:50+00:00\",\"dateModified\":\"2026-08-09T09:56:50+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/92208.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/92208.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/92208.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/92208.html","og_locale":"zh_CN","og_type":"article","og_title":"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6458\u8981 4.3 \u62c6\u5b8c\u4e0a\u4e0b\u6587\u5d29\u6e83\u6b62\u4e8e\u4fe1\u606f\u6b8b\u7559\u7387 2% \u7684\u5173\u952e\u68c0\u6d4b\u9632\u60a3，\u4f46 Agent \u6210\u672c\u5c42\u53e6\u6709\u4e09\u7c7b\u5178\u578b\u5d29\u6e83\u3002\u672c\u7bc7\u627f\u63a5 4.3 \u672b\u6bb5\u9884\u544a\u300c\u4e0b\u4e00\u7bc7\u8fdb\u5165\u6210\u672c\u5931\u63a7：\u9884\u7b97\u8017\u5c3d\u4e0e\u6210\u672c\u7206\u70b8\u300d，\u62c6 Agent \u6210\u672c\u5d29\u6e83\u5185\u5e55，\u7acb\u300c\u9884\u7b97\u8017\u5c3d\u2192\u6210\u672c\u7206\u70b8\u2192\u6210\u672c\u5931\u914d\u300d\u5931\u8d25\u6a21\u5f0f\u4e09\u7ea7\u9aa8\u67b6：\u9884\u7b97\u8017\u5c3d\u9636\u591a\u8f6e\u8c03\u7528\u7d2f\u79ef\u6210\u672c\u6b62\u4e8e\u9884\u7b97\u68c0\u6d4b\u7f3a\u5931\u81f4\u62d2\u7b54\u7387 100% \u6210\u672c\u7206\u70b8\u9636\u5355\u8f6e\u6210\u672c\u7a81\u589e\u6b62\u4e8e\u7a81\u589e\u68c0\u6d4b\u7f3a\u5931\u81f4\u68c0\u51fa\u7387 78% \u6f0f\u68c0\u6b8b\u7559 12% \u6210\u672c\u5931\u914d\u9636\u6210\u672c","og_url":"https:\/\/www.wsisp.com\/helps\/92208.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-09T09:56:50+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260809095648-6a784ee0e50e8.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"24 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/92208.html","url":"https:\/\/www.wsisp.com\/helps\/92208.html","name":"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-09T09:56:50+00:00","dateModified":"2026-08-09T09:56:50+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/92208.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/92208.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/92208.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"Agent\u6210\u672c\u5931\u63a7\uff1a\u4ece\u9884\u7b97\u8017\u5c3d\u5230\u6210\u672c\u7206\u70b8\uff0c\u4f60\u7684AI\u9879\u76ee\u6b63\u5728\u201c\u70e7\u94b1\u201d\u5417\uff1f"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/92208","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=92208"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/92208\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/92207"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=92208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=92208"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=92208"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=92208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}