{"id":93096,"date":"2026-08-11T22:48:48","date_gmt":"2026-08-11T14:48:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93096.html"},"modified":"2026-08-11T22:48:48","modified_gmt":"2026-08-11T14:48:48","slug":"%e6%b7%b1%e5%ba%a6-3%ef%bc%9a%e6%84%8f%e5%9b%be%e8%b7%af%e7%94%b1-%e3%80%8c%e6%a8%a1%e7%b3%8a%e7%9a%84-query%e3%80%8d%e5%88%b0%e5%ba%95%e6%80%8e%e4%b9%88%e5%88%a4%e6%96%ad","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93096.html","title":{"rendered":"\u6df1\u5ea6 3\uff1a\u610f\u56fe\u8def\u7531\u2014\u2014\u300c\u6a21\u7cca\u7684 query\u300d\u5230\u5e95\u600e\u4e48\u5224\u65ad"},"content":{"rendered":"

\u6df1\u5ea6 3：\u610f\u56fe\u8def\u7531\u2014\u2014"\u6a21\u7cca\u7684 query"\u5230\u5e95\u600e\u4e48\u5224\u65ad<\/h2>\n

\u8fd9\u662f\u300cAgent \u5de5\u7a0b\u5316\u300d\u7cfb\u5217\u7684\u6df1\u5ea6\u7bc7\u3002\u524d\u9762\u51e0\u7bc7\u8bb2\u4e86 Agent \u7684\u9aa8\u67b6：\u7f16\u6392\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u3001\u62a4\u680f\u3002\u4f46\u6709\u4e00\u4e2a\u6240\u6709\u751f\u4ea7 Agent \u90fd\u7ed5\u4e0d\u5f00\u3001\u5374\u5f88\u5c11\u6709\u4eba\u8bb2\u900f\u7684\u7ec6\u8282\u2014\u2014\u610f\u56fe\u8def\u7531：\u7528\u6237\u4e00\u53e5\u8bdd\u8fdb\u6765，\u7cfb\u7edf\u600e\u4e48\u77e5\u9053\u5b83\u60f3\u5e72\u561b？\u66f4\u96be\u7684\u8ffd\u95ee\u662f：\u600e\u4e48\u77e5\u9053\u8fd9\u53e5\u8bdd\u8bf4\u4e0d\u6e05\u5b83\u60f3\u5e72\u561b？<\/p>\n

\n

\u5f00\u573a：\u4e00\u53e5"\u6ca1\u63a5\u4f4f"\u7684\u8bdd<\/h3>\n

\u7528\u6237\u629b\u8fc7\u6765\u4e00\u53e5\u8bdd：<\/p>\n

\u201c\u8fd9\u4e2a\u670d\u52a1\u600e\u4e48\u8001\u51fa\u95ee\u9898？\u201d<\/p>\n

\u4f60\u7684\u610f\u56fe\u8def\u7531\u770b\u4e86\u4e00\u773c，\u6ca1\u53d1\u73b0\u4efb\u4f55\u5f3a\u5173\u952e\u8bcd\u2014\u2014\u6ca1\u6709"503"\u3001\u6ca1\u6709"\u62a5\u9519"\u3001\u6ca1\u6709"\u65e5\u5fd7"\u3002\u6309\u89c4\u5219\u5b83\u5e94\u8be5\u8d70\u54ea\u6761\u8def？<\/p>\n

\u7b54\u6848\u662f\u901a\u7528\u515c\u5e95（general）\u3002\u4e8e\u662f Agent \u7528\u6700\u6cdb\u5316\u7684\u77e5\u8bc6\u56de\u4e86\u4e00\u6bb5"\u53ef\u80fd\u662f\u670d\u52a1\u6709\u95ee\u9898，\u5efa\u8bae\u68c0\u67e5\u65e5\u5fd7"\u3002<\/p>\n

\u4f46\u7528\u6237\u771f\u6b63\u7684\u610f\u56fe\u662f\u8bca\u65ad\u2014\u2014\u4ed6\u60f3\u8ba9\u4f60\u67e5\u73af\u5883\u3001\u770b\u65e5\u5fd7\u3001\u5b9a\u4f4d\u6839\u56e0\u3002\u4e00\u6761\u672c\u53ef\u4ee5\u7cbe\u51c6\u54cd\u5e94\u7684\u8bf7\u6c42，\u56e0\u4e3a\u8def\u7531\u5224\u65ad\u5931\u8bef，\u53d8\u6210\u4e86\u4e00\u6b21\u4f4e\u8d28\u91cf\u7684\u901a\u7528\u56de\u7b54\u3002<\/p>\n

\u95ee\u9898\u51fa\u5728\u54ea？\u8def\u7531\u7cfb\u7edf\u628a"\u8fd9\u53e5 query \u662f\u6e05\u6670\u7684\u8fd8\u662f\u6a21\u7cca\u7684"\u5224\u65ad\u9519\u4e86\u2014\u2014\u5b83\u6839\u672c\u6ca1\u5224\u65ad，\u53ea\u662f"\u6ca1\u547d\u4e2d\u5c31\u5f53\u6e05\u6670"\u3002<\/p>\n

\u8fd9\u5c31\u662f\u610f\u56fe\u8def\u7531\u91cc\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u3001\u4e5f\u6700\u5f71\u54cd\u4f53\u9a8c\u7684\u4e00\u73af：\u6a21\u7cca\u5ea6\u5224\u65ad\u3002<\/p>\n

\n

\u610f\u56fe\u8def\u7531\u7684\u9aa8\u67b6：\u5206\u7c7b \u2192 \u8def\u7531 \u2192 \u6267\u884c<\/h3>\n

\u5148\u770b\u5168\u8c8c\u3002\u4e00\u4e2a\u751f\u4ea7 Agent \u7684\u610f\u56fe\u8def\u7531\u901a\u5e38\u957f\u8fd9\u6837：<\/p>\n

#mermaid-svg-d9bstgJ8Vb1Wh1OU{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-d9bstgJ8Vb1Wh1OU .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .error-icon{fill:#552222;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .marker{fill:#333333;stroke:#333333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .marker.cross{stroke:#333333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU p{margin:0;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .cluster-label text{fill:#333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .cluster-label span{color:#333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .cluster-label span p{background-color:transparent;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .label text,#mermaid-svg-d9bstgJ8Vb1Wh1OU span{fill:#333;color:#333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .node rect,#mermaid-svg-d9bstgJ8Vb1Wh1OU .node circle,#mermaid-svg-d9bstgJ8Vb1Wh1OU .node ellipse,#mermaid-svg-d9bstgJ8Vb1Wh1OU .node polygon,#mermaid-svg-d9bstgJ8Vb1Wh1OU .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .rough-node .label text,#mermaid-svg-d9bstgJ8Vb1Wh1OU .node .label text,#mermaid-svg-d9bstgJ8Vb1Wh1OU .image-shape .label,#mermaid-svg-d9bstgJ8Vb1Wh1OU .icon-shape .label{text-anchor:middle;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .rough-node .label,#mermaid-svg-d9bstgJ8Vb1Wh1OU .node .label,#mermaid-svg-d9bstgJ8Vb1Wh1OU .image-shape .label,#mermaid-svg-d9bstgJ8Vb1Wh1OU .icon-shape .label{text-align:center;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .node.clickable{cursor:pointer;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .arrowheadPath{fill:#333333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-d9bstgJ8Vb1Wh1OU .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-d9bstgJ8Vb1Wh1OU .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-d9bstgJ8Vb1Wh1OU .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .cluster text{fill:#333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .cluster span{color:#333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU 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-d9bstgJ8Vb1Wh1OU .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-d9bstgJ8Vb1Wh1OU rect.text{fill:none;stroke-width:0;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .icon-shape,#mermaid-svg-d9bstgJ8Vb1Wh1OU .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .icon-shape p,#mermaid-svg-d9bstgJ8Vb1Wh1OU .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .icon-shape .label rect,#mermaid-svg-d9bstgJ8Vb1Wh1OU .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-d9bstgJ8Vb1Wh1OU .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-d9bstgJ8Vb1Wh1OU .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-d9bstgJ8Vb1Wh1OU :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/p>\n

\u9ad8\u7f6e\u4fe1<\/p>\n

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

\u4f4e\u4e8e\u9608\u503c<\/p>\n

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

\u7528\u6237 query<\/p>\n

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

\u610f\u56fe\u5206\u7c7b<\/p>\n

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

\u5f97\u5206\u60c5\u51b5<\/p>\n

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

\u547d\u4e2d\u67d0\u6761\u8def\u7531<\/p>\n

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

\u6a21\u7cca\u515c\u5e95<\/p>\n

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

\u6267\u884c\u8be5\u8def\u7531\u7684\u5de5\u5177\u96c6<\/p>\n

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

LLM \u4e8c\u6b21\u5206\u7c7b\u6216\u901a\u7528\u56de\u7b54<\/p>\n

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

\u5173\u952e\u5c31\u5728 B \u8fd9\u4e00\u6b65：\u610f\u56fe\u5206\u7c7b\u7684\u7ed3\u679c\u4e0d\u662f\u4e00\u4e2a，\u800c\u662f\u4e24\u4e2a\u2014\u2014\u201c\u5f52\u54ea\u7c7b\u201d + \u201c\u5f52\u5f97\u591a\u786e\u4fe1\u201d\u3002 \u7edd\u5927\u591a\u6570\u5b9e\u73b0\u53ea\u505a\u4e86\u524d\u8005，\u6f0f\u4e86\u540e\u8005\u3002<\/p>\n

"\u5f52\u5f97\u591a\u786e\u4fe1"\u5c31\u662f\u6a21\u7cca\u5ea6\u3002\u5b83\u51b3\u5b9a\u4e86\u4e00\u6761 query \u662f\u76f4\u63a5\u8d70\u89c4\u5219，\u8fd8\u662f\u503c\u5f97\u82b1\u66f4\u591a\u6210\u672c（\u8c03 LLM）\u53bb\u786e\u8ba4\u3002<\/p>\n

\n

\u4e3a\u4ec0\u4e48"\u6a21\u7cca"\u8fd9\u4e48\u96be\u5224\u65ad<\/h3>\n

\u4e09\u4e2a\u73b0\u5b9e\u56f0\u96be：<\/p>\n

1. \u6a21\u7cca\u6ca1\u6709\u5929\u7136\u6807\u7b7e\u3002
\nquery \u5c31\u662f\u4e00\u53e5\u8bdd，\u6ca1\u6709\u4efb\u4f55\u5143\u6570\u636e\u544a\u8bc9\u4f60\u5b83\u6e05\u4e0d\u6e05\u6670\u3002"\u5e2e\u6211\u770b\u770b"\u548c"\u5e2e\u6211\u770b\u770b order-service \u7684 OOM \u65e5\u5fd7"\u770b\u8d77\u6765\u90fd\u50cf\u8bca\u65ad\u610f\u56fe，\u4f46\u540e\u8005\u4fe1\u606f\u5b8c\u6574\u3001\u524d\u8005\u5904\u5904\u662f\u5751\u3002<\/p>\n

2. \u6a21\u7cca\u662f\u76f8\u5bf9\u7684\u3002
\n"\u8fd9\u53f0\u673a\u5668\u5185\u5b58\u6ea2\u51fa\u4e86"\u5bf9 diagnose \u8def\u7531\u662f\u6e05\u6670\u7684，\u4f46\u5bf9 code \u8def\u7531\u5c31\u662f\u6a21\u7cca\u7684\u3002\u6a21\u7cca\u4e0d\u662f query \u7684\u5c5e\u6027，\u662f query \u4e0e\u8def\u7531\u4e4b\u95f4\u5339\u914d\u7a0b\u5ea6\u7684\u5c5e\u6027\u2014\u2014\u6240\u4ee5\u5fc5\u987b\u6309\u8def\u7531\u5206\u522b\u8bc4\u4f30\u3002<\/p>\n

3. \u89c4\u5219\u53ea\u80fd\u8986\u76d6"\u8bf4\u5f97\u50cf"\u7684\u3002
\n\u89c4\u5219\u7684\u5f3a\u9879\u662f\u547d\u4e2d\u5df2\u77e5\u8868\u8fbe（\u201c503\u201d\u3001\u201c\u62a5\u9519"\u8fd9\u7c7b\u5f3a\u8bcd），\u5f31\u9879\u662f\u5904\u7406"\u6ca1\u89c1\u8fc7\u7684\u8bf4\u6cd5\u201d\u2014\u2014"\u8fd9\u4e2a\u670d\u52a1\u600e\u4e48\u8001\u51fa\u95ee\u9898"\u8fd9\u79cd\u53e3\u8bed\u5316\u8868\u8fbe，\u89c4\u5219\u6c38\u8fdc\u8986\u76d6\u4e0d\u5230\u3002<\/p>\n

\n

\u4e09\u79cd\u65b9\u6848：\u4ece\u89c4\u5219\u5230\u5c0f\u6a21\u578b<\/h3>\n

\u65b9\u6848\u4e00：\u89c4\u5219\u6253\u5206（\u6700\u57fa\u7840，\u5f53\u524d\u5b9e\u73b0）<\/h4>\n

\u6838\u5fc3\u601d\u60f3：\u522b\u7528"\u662f\u5426\u547d\u4e2d"\u4e8c\u503c\u5224\u65ad，\u7528\u52a0\u6743\u6253\u5206\u91cf\u5316\u5339\u914d\u7a0b\u5ea6\u3002<\/p>\n

INTENT_WORDS =<\/span> {<\/span>
\n "diagnose"<\/span>:<\/span> [<\/span>"503"<\/span>,<\/span> "404"<\/span>,<\/span> "\u62a5\u9519"<\/span>,<\/span> "OOM"<\/span>,<\/span> "\u5931\u8d25"<\/span>,<\/span> "\u8d85\u65f6"<\/span>,<\/span> "\u6302\u4e86"<\/span>,<\/span> "\u65e5\u5fd7"<\/span>]<\/span>,<\/span>
\n "code"<\/span>:<\/span> [<\/span>"\u6e90\u7801"<\/span>,<\/span> "\u5b9e\u73b0"<\/span>,<\/span> "\u5728\u54ea\u6539"<\/span>,<\/span> "\u4ee3\u7801"<\/span>,<\/span> "\u51fd\u6570"<\/span>,<\/span> "\u5199\u6cd5"<\/span>]<\/span>,<\/span>
\n "pipeline"<\/span>:<\/span> [<\/span>"\u6d41\u6c34\u7ebf"<\/span>,<\/span> "\u6784\u5efa"<\/span>,<\/span> "\u53d1\u7248"<\/span>,<\/span> "\u90e8\u7f72"<\/span>,<\/span> "Jenkins"<\/span>,<\/span> "CI"<\/span>]<\/span>,<\/span>
\n}<\/span><\/p>\n

def<\/span> score_intent<\/span>(<\/span>query:<\/span> str<\/span>,<\/span> intent:<\/span> str<\/span>)<\/span> –<\/span>><\/span> tuple<\/span>[<\/span>int<\/span>,<\/span> list<\/span>[<\/span>str<\/span>]<\/span>]<\/span>:<\/span>
\n """\u7ed9 query \u5bf9\u67d0\u4e2a\u610f\u56fe\u7684\u5339\u914d\u7a0b\u5ea6\u6253\u5206"""<\/span>
\n score =<\/span> 0<\/span>
\n hits =<\/span> [<\/span>w for<\/span> w in<\/span> INTENT_WORDS[<\/span>intent]<\/span> if<\/span> w in<\/span> query]<\/span>
\n score +=<\/span> len<\/span>(<\/span>hits)<\/span> *<\/span> 2<\/span> # \u5f3a\u8bcd\u547d\u4e2d，\u6bcf\u4e2a +2<\/span>
\n if<\/span> len<\/span>(<\/span>query)<\/span> <<\/span> 4<\/span>:<\/span>
\n score -=<\/span> 1<\/span> # query \u8fc7\u77ed，\u964d\u6743<\/span>
\n return<\/span> score,<\/span> hits<\/p>\n

def<\/span> classify<\/span>(<\/span>query:<\/span> str<\/span>,<\/span> threshold:<\/span> int<\/span> =<\/span> 3<\/span>)<\/span> –<\/span>><\/span> tuple<\/span>[<\/span>str<\/span>,<\/span> int<\/span>]<\/span>:<\/span>
\n """\u5206\u7c7b + \u7f6e\u4fe1\u5ea6：\u4f4e\u4e8e\u9608\u503c\u5224\u4e3a\u6a21\u7cca"""<\/span>
\n scores =<\/span> {<\/span>i:<\/span> score_intent(<\/span>query,<\/span> i)<\/span>[<\/span>0<\/span>]<\/span> for<\/span> i in<\/span> INTENT_WORDS}<\/span>
\n best =<\/span> max<\/span>(<\/span>scores,<\/span> key=<\/span>scores.<\/span>get)<\/span>
\n if<\/span> scores[<\/span>best]<\/span> <<\/span> threshold:<\/span>
\n return<\/span> "ambiguous"<\/span>,<\/span> scores[<\/span>best]<\/span> # \u6a21\u7cca \u2192 \u4ea4\u7ed9 LLM \u515c\u5e95<\/span>
\n return<\/span> best,<\/span> scores[<\/span>best]<\/span><\/p>\n

\u4e09\u4e2a\u8bbe\u8ba1\u7ec6\u8282：<\/p>\n

  • \u52a0\u6743\u800c\u4e0d\u662f\u547d\u4e2d\u5373\u8d70\u2014\u2014\u201c503"\u662f\u5f3a\u4fe1\u53f7（+2），\u77ed query \u662f\u964d\u5206\u9879（-1），\u7ec4\u5408\u8d77\u6765\u80fd\u533a\u5206"\u8bf4\u5f97\u5f88\u50cf"\u548c"\u542b\u542b\u7cca\u7cca\u201d<\/li>\n
  • \u9608\u503c\u5236\u2014\u2014\u4e0d\u662f"\u6ca1\u547d\u4e2d\u5c31\u515c\u5e95"，\u800c\u662f"\u5f97\u5206\u4f4e\u4e8e\u9608\u503c\u624d\u515c\u5e95"\u3002\u8fd9\u4e2a\u5dee\u522b\u5f88\u5927：classify("\u8fd9\u4e2a\u670d\u52a1\u600e\u4e48\u8001\u51fa\u95ee\u9898") \u5f97\u5206 0 < 3，\u5224\u6a21\u7cca\u8fdb LLM；classify("503 \u62a5\u9519\u5e2e\u5fd9\u770b\u770b") \u5f97\u5206 2\u00d72+1=5，\u76f4\u63a5\u8fdb\u8bca\u65ad<\/li>\n
  • \u4e1a\u52a1\u5b9e\u4f53\u52a0\u5206\u2014\u2014\u547d\u4e2d\u73af\u5883\u540d\/\u7ec4\u4ef6\u540d\u8fd9\u7c7b\u4e1a\u52a1\u8bcd（\u201corder-service\u201d\u3001\u201cprod-\u73af\u5883\u201d）\u52a0 1 \u5206，\u80fd\u6551\u56de\u5f88\u591a\u534a\u53e5\u8bdd<\/li>\n

    \u89c4\u5219\u7684\u4ee3\u4ef7：\u53ea\u80fd\u8986\u76d6\u7ea6 80% \u8bf4\u5f97\u660e\u786e\u7684 query，\u5269\u4e0b 20% \u7684\u53e3\u8bed\u5316\u8868\u8fbe\u8981\u9760\u515c\u5e95\u3002<\/p>\n

    \u65b9\u6848\u4e8c：\u89c4\u5219 + LLM \u515c\u5e95（\u8fc7\u6e21\u5f62\u6001）<\/h4>\n

    \u6a21\u7cca\u7684 query \u8fdb LLM，\u628a\u56db\u4e2a\u8def\u7531\u7684\u5b9a\u4e49\u3001\u5de5\u5177\u3001\u80fd\u529b\u8303\u56f4\u5199\u6210\u63d0\u793a\u8bcd，\u8ba9\u6a21\u578b\u505a\u4e8c\u6b21\u5206\u7c7b\u3002<\/p>\n

    \u4f18\u70b9：\u80fd\u5904\u7406\u4efb\u610f\u8868\u8fbe\u3002\u7f3a\u70b9：\u6bcf\u4e00\u6761\u6a21\u7cca query \u90fd\u591a\u4e00\u6b21\u5927\u6a21\u578b\u8c03\u7528\u2014\u2014\u5ef6\u8fdf\u548c\u6210\u672c\u90fd\u4e0d\u53ef\u63a7\u3002\u800c\u4e14"\u4ec0\u4e48\u65f6\u5019\u7b97\u6a21\u7cca"\u4f9d\u7136\u4f9d\u8d56\u89c4\u5219\u6253\u5206，\u89c4\u5219\u4e0d\u51c6，LLM \u515c\u5e95\u7684\u95e8\u69db\u5c31\u5931\u5b88\u3002<\/p>\n

    \u65b9\u6848\u4e09：3B \u5c0f\u610f\u56fe\u6a21\u578b（\u6f14\u8fdb\u65b9\u5411）<\/h4>\n

    \u610f\u56fe\u5206\u7c7b\u672c\u8d28\u662f\u4e2a\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u2014\u2014\u4e0d\u662f\u63a8\u7406\u4efb\u52a1\u3002\u6240\u4ee5\u5b83\u6839\u672c\u4e0d\u9700\u8981\u5927\u6a21\u578b：<\/p>\n

      \n
    • \u6a21\u578b：Qwen2.5-3B \/ Llama-3.2-3B \u7ea7\u522b<\/li>\n
    • \u8bad\u7ec3：\u51e0\u767e\u6761\u6807\u6ce8\u6837\u672c（\u5404\u610f\u56fe\u7684\u6b63\u4f8b + \u8fb9\u754c\u8d1f\u4f8b）LoRA \u5fae\u8c03<\/li>\n
    • \u90e8\u7f72：vLLM \u672c\u5730\u90e8\u7f72，\u5ef6\u8fdf\u6beb\u79d2\u7ea7<\/li>\n
    • \u4e3a\u4ec0\u4e48 3B \u591f：\u5206\u7c7b\u4efb\u52a1\u7b80\u5355，\u5c0f\u6a21\u578b\u53c2\u6570\u8db3\u591f；\u6bd4\u89c4\u5219\u9c81\u68d2（\u6ca1\u89c1\u8fc7\u7684\u8bf4\u6cd5\u4e5f\u80fd\u5206）；\u6bd4\u5927\u6a21\u578b\u4fbf\u5b9c\u5feb\u4e00\u4e2a\u6570\u91cf\u7ea7<\/li>\n<\/ul>\n

      #mermaid-svg-bb43R2NCMmFheYli{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-bb43R2NCMmFheYli .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-bb43R2NCMmFheYli .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-bb43R2NCMmFheYli .error-icon{fill:#552222;}#mermaid-svg-bb43R2NCMmFheYli .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-bb43R2NCMmFheYli .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-bb43R2NCMmFheYli .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-bb43R2NCMmFheYli .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-bb43R2NCMmFheYli .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-bb43R2NCMmFheYli .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-bb43R2NCMmFheYli .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-bb43R2NCMmFheYli .marker{fill:#333333;stroke:#333333;}#mermaid-svg-bb43R2NCMmFheYli .marker.cross{stroke:#333333;}#mermaid-svg-bb43R2NCMmFheYli svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-bb43R2NCMmFheYli p{margin:0;}#mermaid-svg-bb43R2NCMmFheYli .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-bb43R2NCMmFheYli .cluster-label text{fill:#333;}#mermaid-svg-bb43R2NCMmFheYli .cluster-label span{color:#333;}#mermaid-svg-bb43R2NCMmFheYli .cluster-label span p{background-color:transparent;}#mermaid-svg-bb43R2NCMmFheYli .label text,#mermaid-svg-bb43R2NCMmFheYli span{fill:#333;color:#333;}#mermaid-svg-bb43R2NCMmFheYli .node rect,#mermaid-svg-bb43R2NCMmFheYli .node circle,#mermaid-svg-bb43R2NCMmFheYli .node ellipse,#mermaid-svg-bb43R2NCMmFheYli .node polygon,#mermaid-svg-bb43R2NCMmFheYli .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-bb43R2NCMmFheYli .rough-node .label text,#mermaid-svg-bb43R2NCMmFheYli .node .label text,#mermaid-svg-bb43R2NCMmFheYli .image-shape .label,#mermaid-svg-bb43R2NCMmFheYli .icon-shape .label{text-anchor:middle;}#mermaid-svg-bb43R2NCMmFheYli .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-bb43R2NCMmFheYli .rough-node .label,#mermaid-svg-bb43R2NCMmFheYli .node .label,#mermaid-svg-bb43R2NCMmFheYli .image-shape .label,#mermaid-svg-bb43R2NCMmFheYli .icon-shape .label{text-align:center;}#mermaid-svg-bb43R2NCMmFheYli .node.clickable{cursor:pointer;}#mermaid-svg-bb43R2NCMmFheYli .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-bb43R2NCMmFheYli .arrowheadPath{fill:#333333;}#mermaid-svg-bb43R2NCMmFheYli .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-bb43R2NCMmFheYli .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-bb43R2NCMmFheYli .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-bb43R2NCMmFheYli .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-bb43R2NCMmFheYli .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-bb43R2NCMmFheYli .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-bb43R2NCMmFheYli .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-bb43R2NCMmFheYli .cluster text{fill:#333;}#mermaid-svg-bb43R2NCMmFheYli .cluster span{color:#333;}#mermaid-svg-bb43R2NCMmFheYli 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-bb43R2NCMmFheYli .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-bb43R2NCMmFheYli rect.text{fill:none;stroke-width:0;}#mermaid-svg-bb43R2NCMmFheYli .icon-shape,#mermaid-svg-bb43R2NCMmFheYli .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-bb43R2NCMmFheYli .icon-shape p,#mermaid-svg-bb43R2NCMmFheYli .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-bb43R2NCMmFheYli .icon-shape .label rect,#mermaid-svg-bb43R2NCMmFheYli .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-bb43R2NCMmFheYli .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-bb43R2NCMmFheYli .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-bb43R2NCMmFheYli :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/p>\n

      \u9ad8<\/p>\n

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

      \u4f4e<\/p>\n

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

      \u7528\u6237 query<\/p>\n

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

      3B \u610f\u56fe\u6a21\u578b<\/p>\n

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

      \u7f6e\u4fe1\u5ea6<\/p>\n

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

      \u76f4\u63a5\u8def\u7531<\/p>\n

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

      \u5927\u6a21\u578b\u4e8c\u6b21\u786e\u8ba4\u6216\u4eba\u5de5\u515c\u5e95<\/p>\n

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

      \u5173\u952e\u5347\u7ea7：\u7f6e\u4fe1\u5ea6\u7531\u6a21\u578b\u539f\u751f\u7ed9\u51fa（softmax \u6982\u7387），\u4e0d\u518d\u9760\u4eba\u5de5\u5199\u6253\u5206\u89c4\u5219\u3002\u89c4\u5219\u7ef4\u62a4\u6210\u672c\u4ece"\u6539\u4ee3\u7801"\u53d8\u6210"\u52a0\u6837\u672c"\u3002<\/p>\n

      \n

      \u4e09\u65b9\u6848\u5bf9\u6bd4<\/h3>\n\n\u7ef4\u5ea6\u89c4\u5219\u6253\u5206\u89c4\u5219 + LLM \u515c\u5e953B \u5c0f\u610f\u56fe\u6a21\u578b<\/tr>\n\n\n\n\n\n\n\n
      \u5ef6\u8fdf<\/td>\n\u6700\u5feb（\u6beb\u79d2\u5185）<\/td>\n\u6a21\u7cca\u65f6\u6162（\u591a\u4e00\u6b21\u5927\u6a21\u578b）<\/td>\n\u5feb（\u672c\u5730\u6beb\u79d2\u7ea7）<\/td>\n<\/tr>\n
      \u6210\u672c<\/td>\n\u51e0\u4e4e\u4e3a\u96f6<\/td>\n\u6a21\u7cca\u8d8a\u591a\u8d8a\u8d35<\/td>\n\u4f4e（\u81ea\u90e8\u7f72）<\/td>\n<\/tr>\n
      \u9c81\u68d2\u6027<\/td>\n\u5dee（\u6ca1\u89c1\u8fc7\u7684\u8bf4\u6cd5\u4e0d\u8ba4）<\/td>\n\u597d<\/td>\n\u597d<\/td>\n<\/tr>\n
      \u8986\u76d6<\/td>\n~80% \u660e\u786e query<\/td>\n~100%（\u515c\u5e95\u515c\u4f4f）<\/td>\n~95%（\u8fb9\u754c\u4ecd\u9700\u515c\u5e95）<\/td>\n<\/tr>\n
      \u7ef4\u62a4<\/td>\n\u6539\u4ee3\u7801\u52a0\u8bcd<\/td>\n\u6539\u4ee3\u7801 + \u8c03 prompt<\/td>\n\u52a0\u6807\u6ce8\u6837\u672c<\/td>\n<\/tr>\n
      \u9002\u7528\u9636\u6bb5<\/td>\n\u8d77\u6b65\u671f<\/td>\n\u8fc7\u6e21\u671f<\/td>\n\u89c4\u6a21\u5316\u671f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      \n

      \u6f14\u8fdb\u8def\u7ebf：\u522b\u4e00\u6b65\u5230\u4f4d<\/h3>\n

      \u751f\u4ea7\u91cc\u7684\u6b63\u786e\u505a\u6cd5\u662f\u6e10\u8fdb\u5f0f，\u522b\u4e0a\u6765\u5c31\u8bad\u6a21\u578b：<\/p>\n

      \u7b2c\u4e00\u6b65：\u89c4\u5219\u6253\u5206 + \u9608\u503c\u515c\u5e95 \u2192 \u4e0a\u7ebf\u89c2\u5bdf\u8fb9\u754c\u8bef\u8def\u7531
      \n\u7b2c\u4e8c\u6b65：\u6a21\u7cca query \u8fdb LLM \u4e8c\u6b21\u5206\u7c7b \u2192 \u628a LLM \u7684\u5206\u652f\u7ed3\u679c\u6c89\u6dc0\u6210\u6837\u672c
      \n\u7b2c\u4e09\u6b65：\u7528\u6837\u672c\u8bad 3B \u5c0f\u6a21\u578b \u2192 \u66ff\u6362\u89c4\u5219，\u6a21\u578b\u7ed9\u539f\u751f\u7f6e\u4fe1\u5ea6<\/p>\n

      \u7b2c 2 \u6b65\u5230\u7b2c 3 \u6b65\u4e4b\u95f4\u6709\u4e2a\u9690\u85cf\u7ea2\u5229：LLM \u515c\u5e95\u671f\u95f4\u8dd1\u8fc7\u7684\u6bcf\u4e00\u6761\u6a21\u7cca query，\u90fd\u662f\u5929\u7136\u7684\u8bad\u7ec3\u6570\u636e（query + LLM \u5206\u7c7b\u7ed3\u679c，\u4eba\u5de5\u62bd\u68c0\u540e\u8fdb\u8bad\u7ec3\u96c6）\u3002\u8fc7\u6e21\u5f62\u6001\u4e0d\u767d\u82b1\u94b1，\u5b83\u5728\u7ed9\u6700\u7ec8\u5f62\u6001\u6512\u5f39\u836f\u3002<\/p>\n

      \n

      \u4e09\u4e2a\u6700\u5bb9\u6613\u8e29\u7684\u5751<\/h3>\n

      \u5751\u4e00：\u6ca1\u6709\u9608\u503c，\u5168\u91cf\u8fdb LLM\u3002
      \n\u628a"\u6a21\u7cca\u5ea6\u5224\u65ad"\u7701\u4e86，\u6240\u6709 query \u5148\u95ee\u4e00\u904d\u5927\u6a21\u578b\u2014\u2014\u5ef6\u8fdf\u3001\u6210\u672c\u3001\u7a33\u5b9a\u6027\u5168\u5d29\u3002\u89c4\u5219\u5b58\u5728\u7684\u610f\u4e49\u5c31\u662f\u8ba9 80% \u7684\u8bf7\u6c42\u4e0d\u7ecf\u8fc7 LLM\u3002<\/p>\n

      \u5751\u4e8c：\u9608\u503c\u62cd\u8111\u888b\u3002
      \n\u9608\u503c\u5b9a\u5f97\u592a\u9ad8，\u660e\u786e\u7684 query \u88ab\u8bef\u5224\u6a21\u7cca，\u767d\u767d\u591a\u82b1\u94b1；\u5b9a\u5f97\u592a\u4f4e，\u6a21\u7cca\u7684 query \u8d70\u9519\u8def\u7531\u3002\u6b63\u786e\u505a\u6cd5：\u4e0a\u7ebf\u540e\u62c9\u771f\u5b9e query \u5206\u5e03\u8c03\u9608\u503c\u2014\u2014\u7edf\u8ba1\u5404\u610f\u56fe\u5f97\u5206\u5206\u5e03，\u628a\u9608\u503c\u653e\u5728"\u660e\u786e\u4e0e\u6a21\u7cca"\u7684\u5929\u7136\u5206\u754c\u5904\u3002<\/p>\n

      \u5751\u4e09：\u53ea\u6d4b"\u8bf4\u5f97\u50cf\u7684"，\u4e0d\u6d4b\u8fb9\u754c\u3002
      \n\u8bc4\u6d4b\u8def\u7531\u65f6\u53ea\u6d4b"503 \u62a5\u9519"\u8fd9\u79cd\u6807\u51c6\u8bf4\u6cd5，\u6c38\u8fdc\u53d1\u73b0\u4e0d\u4e86"\u8fd9\u4e2a\u670d\u52a1\u600e\u4e48\u8001\u51fa\u95ee\u9898"\u4f1a\u8d70\u9519\u8def\u3002\u8bc4\u6d4b\u96c6\u5fc5\u987b\u5305\u542b\u8fb9\u754c query\u2014\u2014\u53e3\u8bed\u5316\u3001\u77ed\u53e5\u3001\u6307\u4ee3\u4e0d\u6e05\u7684，\u8fd9\u624d\u662f\u8def\u7531\u7cfb\u7edf\u771f\u6b63\u7684\u8584\u5f31\u70b9\u3002<\/p>\n

      \n

      \u5e38\u89c1\u7591\u95ee<\/h3>\n

      \u95ee：\u8def\u7531\u5206\u7c7b\u548c RAG \u68c0\u7d22\u662f\u4e00\u56de\u4e8b\u5417？
      \n\u4e0d\u662f\u3002\u8def\u7531\u662f"\u5224\u65ad\u7528\u6237\u60f3\u5e72\u561b\u3001\u8d70\u54ea\u6761\u6d41\u7a0b"，RAG \u662f"\u5728\u77e5\u8bc6\u5e93\u91cc\u627e\u8d44\u6599"\u3002\u4f46\u53ef\u4ee5\u8054\u52a8：\u8def\u7531\u547d\u4e2d diagnose \u540e，\u8bca\u65ad\u6d41\u7a0b\u91cc\u518d\u7528 RAG \u67e5\u6392\u969c\u6587\u6863\u3002\u5206\u7c7b\u5728\u5148，\u68c0\u7d22\u5728\u540e\u3002<\/p>\n

      \u95ee：\u4e3a\u4ec0\u4e48\u4e0d\u7528\u5927\u6a21\u578b\u505a\u610f\u56fe\u5206\u7c7b？
      \n\u80fd\u505a，\u4f46\u4e0d\u5212\u7b97\u3002\u6587\u672c\u5206\u7c7b\u662f\u7b80\u5355\u4efb\u52a1，3B \u5c0f\u6a21\u578b\u5c31\u591f；\u5927\u6a21\u578b\u5728\u8fd9\u91cc\u662f"\u6740\u9e21\u7528\u725b\u5200"，\u800c\u4e14\u6bcf\u6b21\u8c03\u7528\u90fd\u6709\u5ef6\u8fdf\u548c\u6210\u672c\u3002\u5927\u6a21\u578b\u7684\u6b63\u786e\u7528\u9014\u662f\u6a21\u7cca\u515c\u5e95\u548c\u590d\u6742\u63a8\u7406，\u4e0d\u662f\u6279\u91cf\u5206\u7c7b\u3002<\/p>\n

      \u95ee：\u89c4\u5219\u548c\u6a21\u578b\u7684\u8fb9\u754c\u5230\u5e95\u5728\u54ea？
      \n\u7ecf\u9a8c\u6cd5\u5219\u662f：\u80fd\u786e\u5b9a\u7684\u5730\u65b9\u7528\u89c4\u5219，\u4e0d\u786e\u5b9a\u7684\u5730\u65b9\u7528\u6a21\u578b\u3002\u89c4\u5219\u7ba1"\u8bf4\u5f97\u5f88\u50cf"\u7684 80%，\u6a21\u578b\u7ba1"\u8bf4\u4e0d\u6e05"\u7684 20%\u3002\u8fb9\u754c\u672c\u8eab（\u6a21\u7cca\u5ea6）\u53ef\u4ee5\u7528\u89c4\u5219\u6253\u5206\u4f30\u7b97，\u4e5f\u53ef\u4ee5\u7528\u5c0f\u6a21\u578b\u7f6e\u4fe1\u5ea6\u539f\u751f\u83b7\u5f97\u3002<\/p>\n

      \n

      \u603b\u7ed3：\u4e00\u53e5\u8bdd\u8bb0\u4f4f\u5b83<\/h3>\n

      \u610f\u56fe\u8def\u7531\u7684\u5b8c\u6574\u7b54\u6848\u662f"\u5206\u7c7b + \u7f6e\u4fe1\u5ea6"：\u52a0\u6743\u6253\u5206\u7b97\u5339\u914d\u7a0b\u5ea6，\u4f4e\u4e8e\u9608\u503c\u5224\u6a21\u7cca\u8fdb\u515c\u5e95\u3002\u89c4\u5219\u7ba1\u5f97\u4f4f ~80% \u660e\u786e query，\u6a21\u7cca\u7684\u4ea4\u7ed9 LLM，\u89c4\u6a21\u4e0a\u6765\u540e\u8bad 3B \u5c0f\u6a21\u578b\u62ff\u539f\u751f\u7f6e\u4fe1\u5ea6\u2014\u2014\u5206\u7c7b\u662f\u7b80\u5355\u4efb\u52a1，\u7528\u5927\u6a21\u578b\u662f\u6d6a\u8d39\u3002\u5343\u4e07\u522b\u7701\u6389\u6a21\u7cca\u5ea6\u5224\u65ad，\u90a3\u662f\u8def\u7531\u7cfb\u7edf\u9632\u8bef\u5224\u7684\u6700\u540e\u4e00\u9053\u95f8\u3002<\/p>\n

      \n

      \u5c0f\u7ed3<\/h3>\n
        \n
      • \u8def\u7531 = \u5206\u7c7b + \u7f6e\u4fe1\u5ea6：\u53ea\u5206\u7c7b\u4e0d\u5224\u786e\u4fe1\u5ea6，\u6a21\u7cca query \u4f1a\u88ab\u9759\u9ed8\u8bef\u8def\u7531<\/li>\n
      • \u6a21\u7cca\u662f\u76f8\u5bf9\u7684：query \u4e0e\u8def\u7531\u7684\u5339\u914d\u7a0b\u5ea6，\u8981\u6309\u8def\u7531\u5206\u522b\u8bc4\u4f30<\/li>\n
      • \u4e09\u65b9\u6848：\u89c4\u5219\u6253\u5206（\u5feb\u3001\u8986\u76d6 80%）\u3001\u89c4\u5219+LLM（\u5168\u3001\u8d35）\u30013B \u5c0f\u6a21\u578b（\u9c81\u68d2\u3001\u7f6e\u4fe1\u5ea6\u539f\u751f）<\/li>\n
      • \u6e10\u8fdb\u6f14\u8fdb：\u89c4\u5219 \u2192 \u89c4\u5219+LLM \u2192 \u5c0f\u6a21\u578b，LLM \u515c\u5e95\u671f\u95f4\u7684 query \u662f\u5929\u7136\u8bad\u7ec3\u6570\u636e<\/li>\n
      • \u4e09\u5751：\u65e0\u9608\u503c\u5168\u91cf\u8fdb LLM\u3001\u9608\u503c\u62cd\u8111\u888b\u3001\u8bc4\u6d4b\u4e0d\u6d4b\u8fb9\u754c query<\/li>\n<\/ul>\n

        \u4e0b\u4e00\u7bc7\u6df1\u5ea6\u7bc7：Skill \u4e0e Tool\u2014\u2014\u5267\u672c\u548c\u6f14\u5458\u7684\u8fb9\u754c，\u4ee5\u53ca Skill \u5230\u5e95\u5b58\u54ea\u3002\u201cSkill \u662f\u77e5\u8bc6\u8fd8\u662f\u6267\u884c\u201d\u201c\u5b58\u6570\u636e\u5e93\u8fd8\u662f\u878d\u8fdb Agent\u201d\u2014\u2014\u628a\u8fd9\u4e24\u4e2a\u6700\u5bb9\u6613\u8bb2\u542b\u7cca\u7684\u70b9\u4e00\u6b21\u8bf4\u6e05\u3002<\/p>\n

        \n

        \u672c\u7cfb\u5217\u8def\u7ebf（\u4ece 0 \u5230 1）： Agent \u662f\u4ec0\u4e48 \u2192 \u624b\u5199\u6700\u5c0f ReAct \u2192 Function Calling \u4e0e\u5de5\u5177\u8bbe\u8ba1 \u2192 \u4e0a\u4e0b\u6587\u7ba1\u7406 \u2192 Memory \u8bb0\u5fc6\u7cfb\u7edf \u2192 RAG \u77e5\u8bc6\u5e93 \u2192 Skill \u81ea\u5b66\u4e60 \u2192 \u7f16\u6392\u6a21\u5f0f\u4e0e\u591a Agent \u2192 \u7ed9 Agent \u88c5\u62a4\u680f \u2192 \u751f\u4ea7\u90e8\u7f72\u4e0e\u53ef\u89c2\u6d4b \u2192 \u8bc4\u6d4b\u4e0e\u56de\u5f52 \u2192 \u756a\u5916：\u6846\u67b6\u6a2a\u8bc4 \u2192 LangGraph \u6df1\u6316 \u2192 \u6846\u67b6\u9009\u578b\u51b3\u7b56 \u2192 \u6df1\u5ea6\u7bc7：Reflection \u53cd\u601d \u2192 \u8bb0\u5fc6\u538b\u7f29 \u2192 \u610f\u56fe\u8def\u7531 \u2192 Skill \u8fa8\u6790 \u2192 \u66f4\u591a<\/p>\n","protected":false},"excerpt":{"rendered":"

        \u6df1\u5ea6 3：\u610f\u56fe\u8def\u7531\u2014\u2014\\”\u6a21\u7cca\u7684 query\\”\u5230\u5e95\u600e\u4e48\u5224\u65ad\u8fd9\u662f\u300cAgent \u5de5\u7a0b\u5316\u300d\u7cfb\u5217\u7684\u6df1\u5ea6\u7bc7\u3002\u524d\u9762\u51e0\u7bc7\u8bb2\u4e86 Agent \u7684\u9aa8\u67b6：\u7f16\u6392\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u3001\u62a4\u680f\u3002\u4f46\u6709\u4e00\u4e2a\u6240\u6709\u751f\u4ea7 Agent \u90fd\u7ed5\u4e0d\u5f00\u3001\u5374\u5f88\u5c11\u6709\u4eba\u8bb2\u900f\u7684\u7ec6\u8282\u2014\u2014\u610f\u56fe\u8def\u7531：\u7528\u6237\u4e00\u53e5\u8bdd\u8fdb\u6765，\u7cfb\u7edf\u600e\u4e48\u77e5\u9053\u5b83\u60f3\u5e72\u561b？\u66f4\u96be\u7684\u8ffd\u95ee\u662f：\u600e\u4e48\u77e5\u9053\u8fd9\u53e5\u8bdd\u8bf4\u4e0d\u6e05\u5b83\u60f3\u5e72\u561b？\u5f00\u573a：\u4e00\u53e5\\”\u6ca1\u63a5\u4f4f\\”\u7684\u8bdd
        \n\u7528\u6237\u629b\u8fc7\u6765\u4e00\u53e5\u8bdd：<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10187,50,323,100],"topic":[],"class_list":["post-93096","post","type-post","status-publish","format-standard","hentry","category-server","tag-codingplan","tag-50","tag-323","tag-100"],"yoast_head":"\n\u6df1\u5ea6 3\uff1a\u610f\u56fe\u8def\u7531\u2014\u2014\u300c\u6a21\u7cca\u7684 query\u300d\u5230\u5e95\u600e\u4e48\u5224\u65ad - \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\/93096.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6df1\u5ea6 3\uff1a\u610f\u56fe\u8def\u7531\u2014\u2014\u300c\u6a21\u7cca\u7684 query\u300d\u5230\u5e95\u600e\u4e48\u5224\u65ad - 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